# 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)
## Error in get(genname, envir = envir) : object 'testthat_print' not found
## Downloading GitHub repo joshuaulrich/xts@HEAD
##
##
checking
checking for file ‘/tmp/RtmpcAnunN/remotesa5d3a55b7d2/joshuaulrich-xts-2370446/DESCRIPTION’ ...
✓ checking for file ‘/tmp/RtmpcAnunN/remotesa5d3a55b7d2/joshuaulrich-xts-2370446/DESCRIPTION’
##
─ preparing ‘xts’:
## checking DESCRIPTION meta-information ...
checking DESCRIPTION meta-information ...
checking DESCRIPTION meta-information ... OK
✓ 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/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
checking for file ‘/tmp/RtmpcAnunN/remotesa5df9845ff/joshuaulrich-quantmod-052c207/DESCRIPTION’ ...
checking for file ‘/tmp/RtmpcAnunN/remotesa5df9845ff/joshuaulrich-quantmod-052c207/DESCRIPTION’ ...
✓ checking for file ‘/tmp/RtmpcAnunN/remotesa5df9845ff/joshuaulrich-quantmod-052c207/DESCRIPTION’
##
─ preparing ‘quantmod’:
## checking DESCRIPTION meta-information ...
checking DESCRIPTION meta-information ...
checking DESCRIPTION meta-information ... OK
✓ checking DESCRIPTION meta-information
##
─ installing the package to process help pages
##
─ saving partial Rd database (10.7s)
##
─ 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/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
✓ checking for file ‘/tmp/RtmpcAnunN/remotesa5d2375920a/systematicinvestor-SIT.date-6263da6/DESCRIPTION’
##
─ preparing ‘SIT.date’:
## checking DESCRIPTION meta-information ...
checking DESCRIPTION meta-information ...
checking DESCRIPTION meta-information ... OK
✓ 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/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/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('F,NSANY,TM,RACE,ISUZY,HMC,HYMTF,MZDAF')
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] "F" "NSANY" "TM" "RACE" "ISUZY" "HMC" "HYMTF" "MZDAF"
for(i in ls(datas)) datas[[i]] = adjustOHLC(datas[[i]], use.Adjusted=T)
names(datas)
## [1] "TM" "HYMTF" "ISUZY" "NSANY" "HMC"
## [6] "F" ".getSymbols" "MZDAF" "RACE"
datas$F
## F.Open F.High F.Low F.Close F.Volume F.Adjusted
## 2005-01-03 9.2403166 9.297044 9.1457704 9.271832 9852200 9.271832
## 2005-01-04 9.2718294 9.297042 9.1961924 9.240314 9035400 9.240314
## 2005-01-05 9.2214066 9.240316 9.0890419 9.095345 11376200 9.095345
## 2005-01-06 9.0764356 9.152073 9.0575264 9.107951 6672600 9.107951
## 2005-01-07 9.1268596 9.234012 9.1079504 9.234012 11452500 9.234012
## 2005-01-10 9.1331655 9.196196 9.1268624 9.170984 10033300 9.170984
## 2005-01-11 9.1709820 9.170982 9.0449204 9.095345 10201700 9.095345
## 2005-01-12 9.0953429 9.107949 8.9755844 9.026009 15451200 9.026009
## 2005-01-13 9.0386161 9.038616 8.8495237 8.874736 11036500 8.874736
## 2005-01-14 8.8495268 8.918861 8.8306176 8.862133 9362300 8.862133
## 2005-01-18 8.7990990 8.918858 8.7675836 8.874736 10296500 8.874736
## 2005-01-19 8.8747362 8.994495 8.7738869 8.780190 6560200 8.780190
## 2005-01-20 8.5406747 8.666736 8.4461285 8.483947 14965100 8.483947
## 2005-01-21 8.4839458 8.483946 8.2570349 8.263338 12369700 8.263338
## 2005-01-24 8.2696424 8.383098 8.2255208 8.238127 10804700 8.238127
## 2005-01-25 8.2381247 8.458733 8.2381247 8.338974 11581200 8.338974
## 2005-01-26 8.4342424 8.485051 8.3643804 8.478700 7424200 8.478700
## 2005-01-27 8.4215376 8.453293 8.3643778 8.377080 6295200 8.377080
## 2005-01-28 8.3516781 8.415189 8.2818161 8.345327 9261100 8.345327
## 2005-01-31 8.4151897 8.440594 8.3262745 8.364381 6976900 8.364381
## 2005-02-01 8.4278916 8.434243 8.2627634 8.307221 9248000 8.307221
## 2005-02-02 8.3707332 8.497755 8.3072223 8.427893 7073200 8.427893
## 2005-02-03 8.3643795 8.415188 8.2945176 8.326273 8963300 8.326273
## 2005-02-04 8.3897849 8.421540 8.3516784 8.396136 7186000 8.396136
## 2005-02-07 8.4405899 8.599367 8.4088345 8.523154 8965600 8.523154
## 2005-02-08 8.5041030 8.535858 8.3516769 8.358028 9651200 8.358028
## 2005-02-09 8.3199228 8.377083 8.2818163 8.332625 8383100 8.332625
## 2005-02-10 8.3262731 8.389784 8.2945177 8.319922 7250200 8.319922
## 2005-02-11 8.3135713 8.377082 8.2818158 8.294518 8416800 8.294518
## 2005-02-14 8.3326242 8.383433 8.2818155 8.319922 6266800 8.319922
## 2005-02-15 8.2945171 8.370730 8.2945171 8.358028 5484200 8.358028
## 2005-02-16 8.3199237 8.446945 8.2881683 8.415190 7424100 8.415190
## 2005-02-17 8.3770816 8.415188 8.2564110 8.256411 6854800 8.256411
## 2005-02-18 8.2627644 8.262764 8.1103383 8.231009 9104100 8.231009
## 2005-02-22 8.1039870 8.192902 8.0722316 8.103987 10733600 8.103987
## 2005-02-23 8.1293879 8.211952 8.0849303 8.135739 7916800 8.135739
## 2005-02-24 8.1484443 8.180200 8.0976356 8.129391 5234600 8.129391
## 2005-02-25 8.1611447 8.269113 8.1293893 8.256411 5376000 8.256411
## 2005-02-28 8.0023686 8.046826 7.9325066 8.034124 16898800 8.034124
## 2005-03-01 7.9833132 8.046824 7.9579088 8.046824 11680300 8.046824
## 2005-03-02 7.9769638 8.084932 7.9071018 7.919804 12005300 7.919804
## 2005-03-03 7.9134507 7.970610 7.9007485 7.938855 7814600 7.938855
## 2005-03-04 7.9388579 8.008720 7.8626448 7.875347 7352500 7.875347
## 2005-03-07 7.8308894 7.989667 7.8245383 7.951560 9969000 7.951560
## 2005-03-08 7.8943998 7.970613 7.8753466 7.907102 7163900 7.907102
## 2005-03-09 7.8816986 7.900752 7.7991345 7.837241 11097100 7.837241
## 2005-03-10 7.8245376 7.945208 7.8245376 7.856293 7869000 7.856293
## 2005-03-11 7.9706134 8.002369 7.8562938 7.868996 5273100 7.868996
## 2005-03-14 7.8689960 7.888049 7.8118362 7.868996 5398000 7.868996
## 2005-03-15 7.9007498 7.919803 7.7483237 7.767377 8217600 7.767377
## 2005-03-16 7.5069822 7.634004 7.2402367 7.564142 29500300 7.564142
## 2005-03-17 7.4434734 7.570495 7.3291539 7.411718 18744000 7.411718
## 2005-03-18 7.4117184 7.418070 7.1513239 7.233888 17270700 7.233888
## 2005-03-21 7.1830763 7.367258 7.0497035 7.310098 15450500 7.310098
## 2005-03-22 7.2402380 7.386313 7.0814608 7.094163 11713800 7.094163
## 2005-03-23 7.0941636 7.157674 6.9480886 6.979844 18426800 6.979844
## 2005-03-24 6.9734933 7.329154 6.9544400 7.170377 12879500 7.170377
## 2005-03-28 7.1386192 7.208481 7.1005127 7.125917 6599500 7.125917
## 2005-03-29 7.1513229 7.246589 7.1259186 7.157674 8067400 7.157674
## 2005-03-30 7.1449724 7.316452 7.1449724 7.265643 10321100 7.265643
## 2005-03-31 7.2529388 7.322801 7.1830768 7.195779 6892600 7.195779
## 2005-04-01 7.3990150 7.424419 7.0497053 7.100514 12408500 7.100514
## 2005-04-04 7.0624063 7.132268 6.9544378 7.043353 9371900 7.043353
## 2005-04-05 6.9925462 7.113217 6.9925462 7.049706 6034700 7.049706
## 2005-04-06 7.0814603 7.214833 7.0497049 7.056056 7073200 7.056056
## 2005-04-07 6.9988966 7.183078 6.9607901 7.176727 11621200 7.176727
## 2005-04-08 7.0624078 7.164025 6.9671415 7.005248 9868100 7.005248
## 2005-04-11 6.5416198 6.662290 6.4082469 6.630535 40717700 6.630535
## 2005-04-12 6.5162137 6.586076 6.3066279 6.389192 29788700 6.389192
## 2005-04-13 6.3828400 6.401893 6.3320313 6.382840 16557300 6.382840
## 2005-04-14 6.3637873 6.382841 6.1287971 6.192308 22252900 6.192308
## 2005-04-15 6.1414994 6.179606 6.0144777 6.033531 23093200 6.033531
## 2005-04-18 6.0271793 6.039881 5.8938065 5.931913 20166800 5.931913
## 2005-04-19 5.9255624 6.014478 5.8048918 5.893807 18745900 5.893807
## 2005-04-20 6.0208282 6.160552 5.8239446 5.931913 21331800 5.931913
## 2005-04-21 6.0652857 6.262169 6.0335303 6.236765 19665500 6.236765
## 2005-04-22 6.2431135 6.338380 6.1541984 6.281220 15436300 6.281220
## 2005-04-25 6.3066272 6.598777 6.1923077 6.217712 10062600 6.217712
## 2005-04-26 6.1542020 6.211362 6.0716379 6.077989 12750400 6.077989
## 2005-04-27 6.0843412 6.084341 5.9128619 5.995426 11225200 5.995426
## 2005-04-28 5.9504921 6.001845 5.8413677 5.867044 11218400 5.867044
## 2005-04-29 5.9119758 5.931233 5.8221087 5.847785 9015500 5.847785
## 2005-05-02 5.8798795 5.937651 5.8221078 5.918394 7506400 5.918394
## 2005-05-03 5.9504923 6.091712 5.9376541 6.078874 12268100 6.078874
## 2005-05-04 6.3227993 6.707944 6.2714467 6.521791 44127200 6.521791
## 2005-05-05 6.5153677 6.560301 6.0724510 6.226509 32811700 6.226509
## 2005-05-06 6.2329296 6.335635 6.1815769 6.265025 19503800 6.265025
## 2005-05-09 6.2650264 6.470437 6.2650264 6.386989 15056200 6.386989
## 2005-05-10 6.3548930 6.374150 6.2072541 6.277864 14651600 6.277864
## 2005-05-11 6.3227998 6.322800 6.0596173 6.187999 13919300 6.187999
## 2005-05-12 6.2714455 6.271446 5.9504913 6.001844 22690900 6.001844
## 2005-05-13 6.0275187 6.078871 5.9248134 5.969747 10094900 5.969747
## 2005-05-16 6.0018445 6.104550 5.9761681 6.040359 9855200 6.040359
## 2005-05-17 6.0403588 6.085292 5.9440726 5.976168 12589000 5.976168
## 2005-05-18 6.1623223 6.406248 6.0275215 6.367733 22639900 6.367733
## 2005-05-19 6.3548921 6.464016 6.2778631 6.425502 19569100 6.425502
## 2005-05-20 6.3869886 6.457599 6.3420550 6.419084 11360600 6.419084
## 2005-05-23 6.4640191 6.592401 6.4511810 6.528210 14459200 6.528210
## 2005-05-24 6.5025323 6.508951 6.3227979 6.406246 13139900 6.406246
## 2005-05-25 6.3869889 6.406246 6.2842836 6.393408 13339500 6.393408
## 2005-05-26 6.4511782 6.464016 6.3934064 6.438340 10884900 6.438340
## 2005-05-27 6.4768562 6.585981 6.4383417 6.464018 10986000 6.464018
## 2005-05-31 6.4640178 6.483275 6.4062460 6.406246 8852200 6.406246
## 2005-06-01 6.4447620 6.502534 6.3356376 6.367733 13932100 6.367733
## 2005-06-02 6.4190828 6.624493 6.3998255 6.592398 19830200 6.592398
## 2005-06-03 6.5795620 6.579562 6.3548940 6.354894 17854800 6.354894
## 2005-06-06 6.3613126 6.412665 6.3227981 6.393408 6460900 6.393408
## 2005-06-07 6.3934101 6.508954 6.3934101 6.457601 7351000 6.457601
## 2005-06-08 6.5089524 6.592401 6.4704379 6.476857 10191200 6.476857
## 2005-06-09 6.4768566 6.483276 6.3934085 6.431923 9099000 6.431923
## 2005-06-10 6.4383424 7.080251 6.4383424 6.630915 27942800 6.630915
## 2005-06-13 6.5795617 6.894097 6.5538854 6.752877 17563400 6.752877
## 2005-06-14 6.8619999 7.215049 6.8042282 6.945448 25152500 6.945448
## 2005-06-15 7.0545736 7.182955 7.0096400 7.163698 18048100 7.163698
## 2005-06-16 7.2599855 7.343434 7.2343091 7.298500 18109300 7.298500
## 2005-06-17 7.2984998 7.298500 7.1316036 7.240728 18267000 7.240728
## 2005-06-20 7.2535646 7.369108 7.0866684 7.131602 12235500 7.131602
## 2005-06-21 7.1701180 7.215052 7.1251844 7.170118 10520100 7.170118
## 2005-06-22 6.9968008 7.003220 6.7785520 6.855581 29048800 6.855581
## 2005-06-23 6.8042287 6.906934 6.5988180 6.675847 14550600 6.675847
## 2005-06-24 6.6437532 6.650172 6.5217906 6.553886 9935800 6.553886
## 2005-06-27 6.5282074 6.630913 6.4768548 6.496112 8995900 6.496112
## 2005-06-28 6.4961127 6.714362 6.4961127 6.675847 6826300 6.675847
## 2005-06-29 6.7015253 6.752878 6.6180771 6.682268 8049500 6.682268
## 2005-06-30 6.6886855 6.772134 6.5667229 6.573142 8847700 6.573142
## 2005-07-01 6.5603052 6.759297 6.5603052 6.618077 9819300 6.618077
## 2005-07-05 6.6244943 6.707942 6.5603035 6.675847 6921500 6.675847
## 2005-07-06 6.6822655 6.688685 6.6116556 6.643751 7497000 6.643751
## 2005-07-07 6.5217881 6.598817 6.4961118 6.592398 9784100 6.592398
## 2005-07-08 6.6244952 6.733620 6.5538852 6.688686 8408400 6.688686
## 2005-07-11 6.7721346 6.919774 6.7272010 6.874840 10060600 6.874840
## 2005-07-12 6.7978104 6.932611 6.7849722 6.919773 11820600 6.919773
## 2005-07-13 6.8748382 6.900514 6.8427428 6.862000 7938000 6.862000
## 2005-07-14 6.9005158 7.073831 6.9005158 6.990383 10998500 6.990383
## 2005-07-15 7.0224775 7.060992 6.9390294 7.060992 9197600 7.060992
## 2005-07-18 7.0738297 7.182954 6.9261908 7.016058 11476600 7.016058
## 2005-07-19 7.0224778 7.086669 6.9197725 6.958287 14244600 6.958287
## 2005-07-20 6.8684191 7.067411 6.7400374 7.016058 17353000 7.016058
## 2005-07-21 6.9968032 7.016060 6.7913925 6.829907 12844700 6.829907
## 2005-07-22 6.8299063 6.926193 6.8042300 6.881259 8262200 6.881259
## 2005-07-25 6.9326096 7.009639 6.7913898 6.810647 10656600 6.810647
## 2005-07-26 6.8106489 6.983964 6.8042298 6.971126 10661800 6.971126
## 2005-07-27 6.9968012 7.035316 6.9069340 6.983963 5970500 6.983963
## 2005-07-28 6.9647056 7.041735 6.9005147 6.996801 7810300 6.996801
## 2005-07-29 7.0032806 7.061587 6.9061028 6.957931 8590300 6.957931
## 2005-08-01 6.9449742 7.126373 6.9449742 7.029195 10732700 7.029195
## 2005-08-02 7.0615880 7.152287 7.0097599 7.048631 13464100 7.048631
## 2005-08-03 7.0032791 7.029193 6.9320154 6.964408 8051400 6.964408
## 2005-08-04 6.9579312 7.016238 6.8672319 6.893146 8472800 6.893146
## 2005-08-05 6.8996231 6.906102 6.6469608 6.711746 12974500 6.711746
## 2005-08-08 6.7117465 6.795967 6.6728754 6.718225 11011700 6.718225
## 2005-08-09 6.7830106 6.854274 6.7376609 6.763575 8041200 6.763575
## 2005-08-10 6.8024452 6.880187 6.7311815 6.737660 11680100 6.737660
## 2005-08-11 6.7376601 6.789488 6.7052675 6.711746 7068300 6.711746
## 2005-08-12 6.6793549 6.705269 6.5238704 6.569220 10096200 6.569220
## 2005-08-15 6.5368249 6.672874 6.5303464 6.575696 7244100 6.575696
## 2005-08-16 6.5821782 6.601614 6.4979574 6.517393 6194500 6.517393
## 2005-08-17 6.4850002 6.517393 6.4331720 6.433172 10449300 6.433172
## 2005-08-18 6.4202118 6.439647 6.3100770 6.323034 11410400 6.323034
## 2005-08-19 6.3489481 6.368384 6.3035984 6.323034 10368500 6.323034
## 2005-08-22 6.3359910 6.387819 6.3035984 6.323034 7567700 6.323034
## 2005-08-23 6.3230349 6.387820 6.3100779 6.348949 10844400 6.348949
## 2005-08-24 6.3813424 6.530348 6.3619068 6.426692 21498600 6.426692
## 2005-08-25 6.4137362 6.413736 6.3359939 6.361908 7441000 6.361908
## 2005-08-26 6.3424720 6.368386 6.2971224 6.329515 9062000 6.329515
## 2005-08-29 6.2906439 6.433171 6.2452942 6.329515 8058800 6.329515
## 2005-08-30 6.3165570 6.348950 6.2582503 6.316557 11349400 6.316557
## 2005-08-31 6.3619072 6.459085 6.2906435 6.459085 12729800 6.459085
## 2005-09-01 6.4590835 6.459083 6.2517708 6.303599 16646700 6.303599
## 2005-09-02 6.3424694 6.407255 6.2841627 6.387819 9753900 6.387819
## 2005-09-06 6.3878208 6.491477 6.3489497 6.452606 15241700 6.452606
## 2005-09-07 6.4072536 6.588652 6.4007751 6.562738 17952500 6.562738
## 2005-09-08 6.6080906 6.608091 6.3942994 6.426692 10240500 6.426692
## 2005-09-09 6.4266910 6.472041 6.3878199 6.413734 6862800 6.413734
## 2005-09-12 6.4202135 6.504434 6.3878209 6.426692 7125400 6.426692
## 2005-09-13 6.5368281 6.536828 6.3359939 6.361908 11167200 6.361908
## 2005-09-14 6.4461275 6.504434 6.4072564 6.452606 12257500 6.452606
## 2005-09-15 6.4526042 6.472040 6.3100768 6.387819 11927200 6.387819
## 2005-09-16 6.4137364 6.439651 6.3230371 6.433172 12987700 6.433172
## 2005-09-19 6.4007789 6.426693 6.2776870 6.290644 9677000 6.290644
## 2005-09-20 6.2906414 6.394298 6.2906414 6.323034 11616000 6.323034
## 2005-09-21 6.2971211 6.361906 6.1869863 6.258250 15628000 6.258250
## 2005-09-22 6.2582509 6.374864 6.2452938 6.297122 10651100 6.297122
## 2005-09-23 6.3035999 6.374864 6.2971214 6.342471 8757700 6.342471
## 2005-09-26 6.3489497 6.459085 6.3489497 6.452606 12728500 6.452606
## 2005-09-27 6.4526057 6.459084 6.3748635 6.381342 8153100 6.381342
## 2005-09-28 6.4202129 6.484998 6.3878203 6.446127 7927200 6.446127
## 2005-09-29 6.4785183 6.504432 6.3554264 6.387819 9625800 6.387819
## 2005-09-30 6.3813405 6.472040 6.3619049 6.387819 7905500 6.387819
## 2005-10-03 6.4785197 6.478520 6.3683849 6.407256 8662800 6.407256
## 2005-10-04 6.4137342 6.413734 6.3230350 6.335992 16077100 6.335992
## 2005-10-05 6.3165561 6.323035 6.0898080 6.102765 17180200 6.102765
## 2005-10-06 6.1351578 6.154593 5.9991089 6.037980 11884600 6.037980
## 2005-10-07 6.0379807 6.070373 5.9278458 5.979674 13037800 5.979674
## 2005-10-10 5.9602391 5.960239 5.7529264 5.785319 20039800 5.785319
## 2005-10-11 5.7270128 5.798277 5.6363135 5.642792 20015100 5.642792
## 2005-10-12 5.6687051 5.727012 5.5780058 5.629834 26949100 5.629834
## 2005-10-13 5.6039203 5.830669 5.6039203 5.824190 20890900 5.824190
## 2005-10-14 5.6687053 5.759405 5.5715275 5.578006 31425600 5.578006
## 2005-10-17 5.9926307 5.992631 5.5974410 5.610398 27903500 5.610398
## 2005-10-18 5.5780063 5.584485 5.4030862 5.487307 29284300 5.487307
## 2005-10-19 5.4743500 5.532657 5.3512581 5.487307 23533900 5.487307
## 2005-10-20 5.4873066 5.545613 5.4160429 5.454914 17065200 5.454914
## 2005-10-21 5.4613913 5.480827 5.2864713 5.344778 15655100 5.344778
## 2005-10-24 5.4549146 5.597442 5.4030865 5.571528 19331400 5.571528
## 2005-10-25 5.5909610 5.610397 5.5067403 5.590961 14377300 5.590961
## 2005-10-26 5.5715282 5.597442 5.5067430 5.519700 17717400 5.519700
## 2005-10-27 5.5067428 5.506743 5.2670375 5.273516 16168000 5.273516
## 2005-10-28 5.2997516 5.391579 5.2341606 5.260397 22477500 5.260397
## 2005-10-31 5.2800743 5.529320 5.2735152 5.457170 29100200 5.457170
## 2005-11-01 5.4637291 5.542438 5.3653426 5.391579 16164700 5.391579
## 2005-11-02 5.3784613 5.457170 5.3522249 5.424375 9358300 5.424375
## 2005-11-03 5.4112567 5.503084 5.3784612 5.496525 14087300 5.496525
## 2005-11-04 5.5424386 5.568675 5.3850202 5.437493 9925300 5.437493
## 2005-11-07 5.4834072 5.503084 5.4112571 5.470289 7670600 5.470289
## 2005-11-08 5.4768469 5.476847 5.3981377 5.417815 7592400 5.417815
## 2005-11-09 5.3850198 5.398138 5.2472787 5.266956 16358500 5.266956
## 2005-11-10 5.2669561 5.273515 5.0898604 5.129215 25867100 5.129215
## 2005-11-11 5.1357746 5.280075 5.1357746 5.227602 20183100 5.227602
## 2005-11-14 5.2800742 5.280074 5.1816877 5.201365 11751100 5.201365
## 2005-11-15 5.2144841 5.234161 5.1292158 5.142334 12797800 5.142334
## 2005-11-16 5.1292147 5.155451 4.9717963 5.017710 17839100 5.017710
## 2005-11-17 5.0439469 5.155452 4.9652377 5.116097 23384400 5.116097
## 2005-11-18 5.1226552 5.522760 5.1226552 5.509642 37645200 5.509642
## 2005-11-21 5.5752338 5.594911 5.3522244 5.457170 26717000 5.457170
## 2005-11-22 5.2603978 5.483407 5.2603978 5.470289 16419100 5.470289
## 2005-11-23 5.3653435 5.594912 5.3522253 5.529321 16438000 5.529321
## 2005-11-25 5.5424383 5.542438 5.4440518 5.457170 10283900 5.457170
## 2005-11-28 5.5358798 5.581793 5.4637297 5.483407 17238900 5.483407
## 2005-11-29 5.5293210 5.621148 5.5162028 5.594912 18647900 5.594912
## 2005-11-30 5.5621175 5.588354 5.3063126 5.332549 25911000 5.332549
## 2005-12-01 5.4046984 5.444053 5.2210436 5.312871 29998000 5.312871
## 2005-12-02 5.3063104 5.378460 5.2538376 5.345665 13325000 5.345665
## 2005-12-05 5.3128704 5.319429 5.2407203 5.286634 17229800 5.286634
## 2005-12-06 5.3063108 5.352224 5.2866335 5.319429 11626300 5.319429
## 2005-12-07 5.3784600 5.437492 5.3194281 5.378460 19674300 5.378460
## 2005-12-08 5.3456648 5.411256 5.2997511 5.358783 11010800 5.358783
## 2005-12-09 5.3587829 5.424374 5.3325465 5.365342 10176200 5.365342
## 2005-12-12 5.3653429 5.437493 5.3456656 5.371902 12271800 5.371902
## 2005-12-13 5.3325490 5.371904 5.2866353 5.332549 13518500 5.332549
## 2005-12-14 5.3063103 5.391579 5.2997512 5.352224 16893900 5.352224
## 2005-12-15 5.3850194 5.489965 5.3391057 5.358783 19668000 5.358783
## 2005-12-16 5.3850211 5.450612 5.3391074 5.444053 31934300 5.444053
## 2005-12-19 5.4440517 5.516202 5.3128697 5.398138 23189300 5.398138
## 2005-12-20 5.3522251 5.411257 5.2800750 5.280075 11882800 5.280075
## 2005-12-21 5.2800743 5.411256 5.2472788 5.260397 16973100 5.260397
## 2005-12-22 5.2735159 5.345666 5.1882476 5.214484 20931800 5.214484
## 2005-12-23 5.2013653 5.247279 5.1816880 5.181688 11580600 5.181688
## 2005-12-27 5.1882472 5.221043 5.1685699 5.175129 10328400 5.175129
## 2005-12-28 5.1751295 5.181689 5.1029794 5.142334 12060400 5.142334
## 2005-12-29 5.1226550 5.148891 5.0701822 5.122655 16915400 5.122655
## 2005-12-30 5.0833003 5.175128 5.0111502 5.063623 20357100 5.063623
## 2006-01-03 5.0636249 5.135775 5.0242703 5.135775 16903100 5.135775
## 2006-01-04 5.1357752 5.299753 5.1292161 5.253839 35623400 5.253839
## 2006-01-05 5.2800750 5.509643 5.2669568 5.476848 31978000 5.476848
## 2006-01-06 5.4440538 5.680181 5.4243765 5.588354 40420800 5.588354
## 2006-01-09 5.6736203 5.811361 5.6408248 5.653943 28957700 5.653943
## 2006-01-10 5.6932991 5.844158 5.5949126 5.752331 27937500 5.752331
## 2006-01-11 5.7785658 5.876952 5.7523294 5.857275 30517300 5.857275
## 2006-01-12 5.8113620 5.817921 5.5752344 5.614589 30717300 5.614589
## 2006-01-13 5.6145881 5.667061 5.5293198 5.608029 24687200 5.608029
## 2006-01-17 5.6080314 5.627709 5.3719038 5.450613 19838800 5.450613
## 2006-01-18 5.4506100 5.457169 5.3522235 5.385019 17702100 5.385019
## 2006-01-19 5.3784608 5.489965 5.3522244 5.391579 19518000 5.391579
## 2006-01-20 5.4440519 5.444052 5.1488925 5.181688 40848900 5.181688
## 2006-01-23 5.4440518 5.634266 5.4243745 5.457170 65652200 5.457170
## 2006-01-24 5.5096420 5.522760 5.3456646 5.509642 31666900 5.509642
## 2006-01-25 5.5227610 5.660502 5.4374927 5.653943 32393300 5.653943
## 2006-01-26 5.7070314 5.806573 5.5743098 5.753484 35831300 5.753484
## 2006-01-27 5.7601192 5.846388 5.6539419 5.740211 30720200 5.740211
## 2006-01-30 5.7468478 5.839753 5.6871231 5.760120 22826900 5.760120
## 2006-01-31 5.7667559 5.773392 5.6804868 5.693759 14053300 5.693759
## 2006-02-01 5.6605789 5.773392 5.6074903 5.746848 31311700 5.746848
## 2006-02-02 5.7534845 5.760121 5.4814051 5.554402 23637000 5.554402
## 2006-02-03 5.5544009 5.587581 5.4614958 5.481404 18328100 5.481404
## 2006-02-06 5.4814042 5.507949 5.3420465 5.381863 14899100 5.381863
## 2006-02-07 5.4283157 5.428316 5.3420467 5.368591 14134100 5.368591
## 2006-02-08 5.3619538 5.468131 5.3221373 5.461495 19157800 5.461495
## 2006-02-09 5.4548618 5.594220 5.4482257 5.547767 15484400 5.547767
## 2006-02-10 5.5344926 5.534493 5.4084070 5.488040 12496800 5.488040
## 2006-02-13 5.5411292 5.541129 5.4216798 5.441588 9458300 5.441588
## 2006-02-14 5.4614964 5.521221 5.4216799 5.507949 11397000 5.507949
## 2006-02-15 5.5079493 5.567674 5.4880411 5.561038 9238100 5.561038
## 2006-02-16 5.5875833 5.640672 5.5145863 5.567675 17408300 5.567675
## 2006-02-17 5.5942188 5.634035 5.5875827 5.607491 11355800 5.607491
## 2006-02-21 5.6074915 5.614128 5.5145863 5.567675 10310400 5.567675
## 2006-02-22 5.5809459 5.600854 5.4946768 5.507949 13909900 5.507949
## 2006-02-23 5.5079491 5.507949 5.4084078 5.421680 15635000 5.421680
## 2006-02-24 5.4482239 5.448224 5.3486827 5.375227 12344600 5.375227
## 2006-02-27 5.4084086 5.448225 5.3619560 5.361956 13314900 5.361956
## 2006-02-28 5.3685910 5.415044 5.2823219 5.288958 23747200 5.288958
## 2006-03-01 5.3088674 5.322140 5.2159622 5.275687 30593500 5.275687
## 2006-03-02 5.2823225 5.288959 5.0766039 5.083240 32937200 5.083240
## 2006-03-03 5.0832408 5.116421 4.9040665 5.023516 39011500 5.023516
## 2006-03-06 5.0566954 5.149601 5.0500593 5.103148 18848100 5.103148
## 2006-03-07 5.1429638 5.156236 5.0434226 5.076603 18189300 5.076603
## 2006-03-08 5.0766038 5.096512 4.9903347 5.010243 19993400 5.010243
## 2006-03-09 5.0434228 5.169508 5.0235145 5.142964 29037900 5.142964
## 2006-03-10 5.1827827 5.222599 5.1628745 5.202691 15903800 5.202691
## 2006-03-13 5.2093259 5.242506 5.1761455 5.215962 19333300 5.215962
## 2006-03-14 5.1761446 5.189417 5.1097838 5.129692 14880700 5.129692
## 2006-03-15 5.1628714 5.215960 5.1296910 5.209324 11224900 5.209324
## 2006-03-16 5.2093263 5.262415 5.1429655 5.262415 24833300 5.262415
## 2006-03-17 5.2624140 5.275686 5.1761449 5.182781 19214700 5.182781
## 2006-03-20 5.2093263 5.269051 5.1827820 5.262415 12274600 5.262415
## 2006-03-21 5.2955954 5.342048 5.2358706 5.342048 24026600 5.342048
## 2006-03-22 5.3752276 5.415044 5.3553193 5.408408 24115300 5.408408
## 2006-03-23 5.4084086 5.408409 5.2624147 5.361956 17972800 5.361956
## 2006-03-24 5.3354106 5.474768 5.2823219 5.368591 15183800 5.368591
## 2006-03-27 5.3685902 5.428315 5.3420459 5.348682 18647300 5.348682
## 2006-03-28 5.3619546 5.454860 5.3354103 5.395135 17244200 5.395135
## 2006-03-29 5.3818628 5.494676 5.3619545 5.481404 23400100 5.481404
## 2006-03-30 5.4946770 5.501313 5.4017718 5.415044 15024400 5.415044
## 2006-03-31 5.4614973 5.461497 5.2690508 5.282323 19844700 5.282323
## 2006-04-03 5.3420473 5.342047 5.1363287 5.156237 30977600 5.156237
## 2006-04-04 5.1562367 5.189417 5.0832398 5.096512 24538900 5.096512
## 2006-04-05 5.0965129 5.116421 4.9505191 5.023516 34559900 5.023516
## 2006-04-06 5.0367865 5.089875 5.0102422 5.076603 22895800 5.076603
## 2006-04-07 5.1097848 5.142965 5.0168797 5.043424 13831600 5.043424
## 2006-04-10 5.0500587 5.076603 4.9770618 4.990334 13766300 4.990334
## 2006-04-11 5.0036081 5.003608 4.7315287 4.758073 42789600 4.758073
## 2006-04-12 4.8177968 4.897430 4.7647082 4.831069 34584900 4.831069
## 2006-04-13 4.8576128 4.904065 4.8111602 4.877521 18717900 4.877521
## 2006-04-17 4.9040655 4.970426 4.8509768 4.864249 11680800 4.864249
## 2006-04-18 4.8642498 4.963791 4.8443416 4.957155 18224600 4.957155
## 2006-04-19 4.9438827 5.056696 4.9372467 5.043424 17522800 5.043424
## 2006-04-20 5.0832406 5.288959 5.0766045 5.275687 60520900 5.275687
## 2006-04-21 5.1495996 5.282321 4.8377038 4.857612 52419700 4.857612
## 2006-04-24 4.8576130 4.857613 4.5855336 4.618714 83554700 4.618714
## 2006-04-25 4.6452582 4.671802 4.6120778 4.631986 36873600 4.631986
## 2006-04-26 4.6917115 4.811161 4.6651671 4.811161 38069100 4.811161
## 2006-04-27 4.8111594 4.811159 4.7381625 4.777979 22440400 4.777979
## 2006-04-28 4.8048984 4.811628 4.6703075 4.677037 37091700 4.677037
## 2006-05-01 4.7645213 4.771251 4.6366599 4.650119 28389900 4.650119
## 2006-05-02 4.7106849 4.730874 4.6433895 4.650119 33074300 4.650119
## 2006-05-03 4.6703068 4.677036 4.5424454 4.562634 33166100 4.562634
## 2006-05-04 4.6030105 4.609740 4.5693628 4.596281 19031800 4.596281
## 2006-05-05 4.6433894 4.677037 4.6232007 4.663578 14998100 4.663578
## 2006-05-08 4.6904970 4.777981 4.6635788 4.690497 25481800 4.690497
## 2006-05-09 4.7376038 4.845277 4.7308743 4.825088 31849000 4.825088
## 2006-05-10 4.8116269 4.946218 4.7376019 4.751061 42959000 4.751061
## 2006-05-11 4.7712504 4.811628 4.7376026 4.791439 19624700 4.791439
## 2006-05-12 4.8048976 4.838545 4.7443317 4.784709 24894300 4.784709
## 2006-05-15 4.7981690 4.838546 4.7443326 4.798169 21328700 4.798169
## 2006-05-16 4.7981701 4.804900 4.6972268 4.724145 18379500 4.724145
## 2006-05-17 4.7241440 4.744333 4.6433895 4.650119 19734200 4.650119
## 2006-05-18 4.6568481 4.717414 4.6433890 4.643389 15989300 4.643389
## 2006-05-19 4.6972262 4.744333 4.6366603 4.730874 15181200 4.730874
## 2006-05-22 4.7106845 4.710684 4.5828231 4.643389 29355200 4.643389
## 2006-05-23 4.6837660 4.683766 4.5828228 4.609741 26666600 4.609741
## 2006-05-24 4.6568485 4.710685 4.6097416 4.663578 21281400 4.663578
## 2006-05-25 4.7039542 4.899111 4.6837656 4.811627 36909300 4.811627
## 2006-05-26 4.8654636 5.000055 4.8654636 4.919300 28763200 4.919300
## 2006-05-30 4.9058421 4.905842 4.6972260 4.697226 27027700 4.697226
## 2006-05-31 4.7174147 4.818358 4.7174147 4.818358 17115800 4.818358
## 2006-06-01 4.8520059 4.878924 4.7308740 4.865465 22163600 4.865465
## 2006-06-02 4.8721937 4.872194 4.7376027 4.777980 19203800 4.777980
## 2006-06-05 4.7376029 4.764521 4.6703075 4.677037 18402000 4.677037
## 2006-06-06 4.6837663 4.724144 4.6097413 4.643389 20876100 4.643389
## 2006-06-07 4.6433890 4.656848 4.5626345 4.569364 18117100 4.569364
## 2006-06-08 4.5828222 4.589552 4.4347722 4.481879 35361200 4.481879
## 2006-06-09 4.5222578 4.589553 4.4953396 4.549176 19216500 4.549176
## 2006-06-12 4.6097414 4.697226 4.5289868 4.555905 20623600 4.555905
## 2006-06-13 4.5760926 4.589552 4.4751494 4.495338 16286100 4.495338
## 2006-06-14 4.5020684 4.515527 4.3742070 4.448232 25581700 4.448232
## 2006-06-15 4.5020681 4.569364 4.4549612 4.562634 16285400 4.562634
## 2006-06-16 4.5559064 4.562636 4.4818813 4.502070 13271700 4.502070
## 2006-06-19 4.5222569 4.609741 4.4953387 4.535716 14700300 4.535716
## 2006-06-20 4.5491758 4.549176 4.3069120 4.306912 55780400 4.306912
## 2006-06-21 4.3271010 4.367478 4.2934532 4.327101 41514800 4.327101
## 2006-06-22 4.3540192 4.428044 4.3136419 4.327101 26414300 4.327101
## 2006-06-23 4.3270991 4.475149 4.3203695 4.387665 23450900 4.387665
## 2006-06-26 4.3943959 4.434773 4.3742073 4.407855 14976500 4.407855
## 2006-06-27 4.4415013 4.481879 4.3876649 4.401124 17962000 4.401124
## 2006-06-28 4.4145850 4.414585 4.2665349 4.279994 25333700 4.279994
## 2006-06-29 4.2867233 4.333830 4.1521323 4.306912 40355900 4.306912
## 2006-06-30 4.5222575 4.677037 4.4751506 4.663578 64653400 4.663578
## 2006-07-03 4.6972269 4.697227 4.4886108 4.515529 19050800 4.515529
## 2006-07-05 4.5020684 4.522257 4.4415025 4.448232 16673500 4.448232
## 2006-07-06 4.4549616 4.481880 4.4280435 4.434773 15223500 4.434773
## 2006-07-07 4.4616925 4.582824 4.4280447 4.528988 21777700 4.528988
## 2006-07-10 4.6097413 4.697225 4.5760935 4.643389 27141300 4.643389
## 2006-07-11 4.6299294 4.656848 4.5424453 4.576093 20941800 4.576093
## 2006-07-12 4.6366595 4.663578 4.6097414 4.629930 20338900 4.629930
## 2006-07-13 4.5962829 4.629931 4.4078554 4.414585 36143000 4.414585
## 2006-07-14 4.4078554 4.421314 4.2261575 4.293453 27227700 4.293453
## 2006-07-17 4.2934533 4.380938 4.2867238 4.313642 34314300 4.313642
## 2006-07-18 4.3136423 4.374208 4.3069128 4.333831 18598400 4.333831
## 2006-07-19 4.3607472 4.374206 4.2126972 4.259804 45610900 4.259804
## 2006-07-20 4.2530741 4.259804 4.1521309 4.165590 38190100 4.165590
## 2006-07-21 4.1790502 4.293452 4.0781069 4.226157 36933400 4.226157
## 2006-07-24 4.2732644 4.313642 4.2598053 4.279994 18076900 4.279994
## 2006-07-25 4.2799934 4.508798 4.2799934 4.434773 38906100 4.434773
## 2006-07-26 4.5424450 4.643388 4.4818791 4.542445 38486600 4.542445
## 2006-07-27 4.5895515 4.650117 4.5559037 4.596281 31551500 4.596281
## 2006-07-28 4.6366600 4.643390 4.5357167 4.636660 16867000 4.636660
## 2006-07-31 4.6366596 4.650217 4.4604123 4.521421 25307000 4.521421
## 2006-08-01 4.5281994 4.528199 4.3858458 4.460412 22668700 4.460412
## 2006-08-02 4.6027664 4.718005 4.5349789 4.718005 42623100 4.718005
## 2006-08-03 4.5892073 4.731561 4.5620924 4.650216 28828700 4.650216
## 2006-08-04 4.6773319 4.833243 4.6569957 4.833243 34192100 4.833243
## 2006-08-07 4.8264653 4.873916 4.7518991 4.860359 27074500 4.860359
## 2006-08-08 4.8874731 5.050163 4.8806944 4.995933 47205400 4.995933
## 2006-08-09 5.0772769 5.084056 4.9620383 4.968817 32693400 4.968817
## 2006-08-10 4.9688176 5.036605 4.8332427 5.009490 26846400 5.009490
## 2006-08-11 5.0298267 5.199295 4.9755968 4.995933 38962600 4.995933
## 2006-08-14 5.1179502 5.307755 5.1179502 5.307755 42170300 5.307755
## 2006-08-15 5.3823205 5.395878 5.2331882 5.368763 29845900 5.368763
## 2006-08-16 5.3890990 5.619576 5.3755415 5.599240 59447500 5.599240
## 2006-08-17 5.5992397 5.707700 5.4297712 5.538231 44561100 5.538231
## 2006-08-18 5.5450103 5.545010 5.3009757 5.422993 47529800 5.422993
## 2006-08-21 5.2738620 5.273862 5.0637210 5.063721 70032700 5.063721
## 2006-08-22 5.0501622 5.070498 4.9552598 5.029826 47758900 5.029826
## 2006-08-23 5.1586219 5.328090 5.1382857 5.260303 50036300 5.260303
## 2006-08-24 5.4704440 5.504338 5.2264093 5.260303 46666800 5.260303
## 2006-08-25 5.4026568 5.490780 5.3280906 5.422993 39065000 5.422993
## 2006-08-28 5.4907807 5.490781 5.4026571 5.456887 21840600 5.456887
## 2006-08-29 5.4636652 5.619576 5.4094353 5.599240 34175700 5.599240
## 2006-08-30 5.6060190 5.639913 5.5450103 5.606019 37627700 5.606019
## 2006-08-31 5.5924631 5.741595 5.5924631 5.673808 28471100 5.673808
## 2006-09-01 5.7077001 5.714479 5.5178954 5.606019 30763200 5.606019
## 2006-09-05 5.6127998 5.700923 5.5585699 5.687366 26539700 5.687366
## 2006-09-06 5.8568327 5.877169 5.7551516 5.795824 66498200 5.795824
## 2006-09-07 5.8026015 5.856831 5.6941417 5.816159 25228900 5.816159
## 2006-09-08 5.8636121 5.972072 5.7754884 5.944957 25535700 5.944957
## 2006-09-11 5.9517352 5.992408 5.8568328 5.904284 29663100 5.904284
## 2006-09-12 5.8975063 6.175435 5.8975063 6.141541 45321000 6.141541
## 2006-09-13 6.2432205 6.426246 6.1889906 6.229663 70973300 6.229663
## 2006-09-14 6.0805331 6.236444 5.9314007 6.161878 65475000 6.161878
## 2006-09-15 5.7483731 5.755152 5.2535250 5.436551 190628800 5.436551
## 2006-09-18 5.4026571 5.422993 5.1586224 5.300976 72880800 5.300976
## 2006-09-19 5.3552048 5.368762 5.1721788 5.192515 45593100 5.192515
## 2006-09-20 5.2264110 5.307756 5.1857386 5.253526 30865500 5.253526
## 2006-09-21 5.3009754 5.389099 5.2399668 5.260303 27079000 5.260303
## 2006-09-22 5.2941969 5.429772 5.2874182 5.422993 32020300 5.422993
## 2006-09-25 5.4229929 5.565346 5.4026567 5.524674 32800600 5.524674
## 2006-09-26 5.5653472 5.700922 5.5314535 5.700922 33002600 5.700922
## 2006-09-27 5.7619301 5.775488 5.4026568 5.422993 62459900 5.422993
## 2006-09-28 5.4772231 5.585683 5.4501081 5.531453 33640200 5.531453
## 2006-09-29 5.5924619 5.592462 5.4501083 5.484002 29355200 5.484002
## 2006-10-02 5.4907808 5.572126 5.4568871 5.511117 15517500 5.511117
## 2006-10-03 5.5314528 5.660249 5.4772229 5.578904 33257600 5.578904
## 2006-10-04 5.5043393 5.829719 5.4975606 5.802604 56424800 5.802604
## 2006-10-05 5.7483731 5.775488 5.5992408 5.646692 26793500 5.646692
## 2006-10-06 5.6534712 5.714480 5.5992413 5.633135 29038600 5.633135
## 2006-10-09 5.6263552 5.633134 5.5382315 5.551789 16431800 5.551789
## 2006-10-10 5.5789040 5.619576 5.4975591 5.551789 23249100 5.551789
## 2006-10-11 5.5382316 5.653470 5.4975591 5.606019 25569200 5.606019
## 2006-10-12 5.6263552 5.646691 5.5382316 5.578904 17642100 5.578904
## 2006-10-13 5.5789034 5.585682 5.5111160 5.538231 19911000 5.538231
## 2006-10-16 5.5382317 5.545010 5.4772230 5.477223 12926900 5.477223
## 2006-10-17 5.4162150 5.443330 5.3213126 5.443330 28731500 5.443330
## 2006-10-18 5.4568870 5.524674 5.4365508 5.456887 22351400 5.456887
## 2006-10-19 5.4297725 5.470445 5.4026575 5.443330 12267000 5.443330
## 2006-10-20 5.4704444 5.470444 5.3755421 5.429772 25992400 5.429772
## 2006-10-23 5.3280910 5.443330 5.2941973 5.355206 36182700 5.355206
## 2006-10-24 5.4365512 5.633135 5.3891000 5.626356 38016400 5.626356
## 2006-10-25 5.6738071 5.863612 5.6399134 5.755152 42475400 5.755152
## 2006-10-26 5.8229392 5.877169 5.7280368 5.748373 27478400 5.748373
## 2006-10-27 5.7551508 5.755151 5.6060185 5.619576 18625800 5.619576
## 2006-10-30 5.6263557 5.626356 5.4772234 5.592462 19591000 5.592462
## 2006-10-31 5.6263545 5.728036 5.5246734 5.612797 14415800 5.612797
## 2006-11-01 5.6466929 5.775489 5.6399141 5.775489 25117300 5.775489
## 2006-11-02 5.7754890 5.816161 5.6127992 5.802604 22422800 5.802604
## 2006-11-03 5.8161608 5.816161 5.6738073 5.680586 12731500 5.680586
## 2006-11-06 5.7212577 5.890726 5.7212577 5.870390 16184900 5.870390
## 2006-11-07 5.9178400 5.958512 5.8297164 5.917840 18598700 5.917840
## 2006-11-08 5.9178434 5.958516 5.8229410 5.850056 17647800 5.850056
## 2006-11-09 5.8568339 5.877170 5.7958253 5.802604 9071200 5.802604
## 2006-11-10 5.8432740 5.856831 5.7890440 5.816159 6769800 5.816159
## 2006-11-13 5.8297180 6.019523 5.7754880 6.012744 17898200 6.012744
## 2006-11-14 6.0330794 6.060194 5.8839471 5.965292 26417300 5.965292
## 2006-11-15 5.9585134 6.121203 5.9517347 6.100867 25242400 6.100867
## 2006-11-16 6.1347605 6.229663 6.0669731 6.121203 26440900 6.121203
## 2006-11-17 6.0940874 6.121202 6.0127425 6.026300 17109900 6.026300
## 2006-11-20 6.0263013 6.060195 5.8703903 5.877169 15231300 5.877169
## 2006-11-21 5.8432765 5.883949 5.7687103 5.802604 18309400 5.802604
## 2006-11-22 5.8093790 5.917839 5.7551491 5.836494 14801200 5.836494
## 2006-11-24 5.8026040 5.863613 5.7754890 5.775489 6320200 5.775489
## 2006-11-27 5.7958239 5.795824 5.5178955 5.531453 37061300 5.531453
## 2006-11-28 5.5246740 5.565346 5.4229929 5.524674 36096700 5.524674
## 2006-11-29 5.6738058 5.680585 5.4907798 5.538231 30529900 5.538231
## 2006-11-30 5.5517895 5.639913 5.5111170 5.511117 23230300 5.511117
## 2006-12-01 5.4907815 5.524675 5.3891003 5.450109 34609600 5.450109
## 2006-12-04 5.4026569 5.470444 5.3416483 5.348427 37117100 5.348427
## 2006-12-05 5.1721793 5.307754 5.0298257 5.206073 114612400 5.206073
## 2006-12-06 5.1789588 5.185738 4.9349241 4.989154 185085400 4.989154
## 2006-12-07 4.9620399 4.968819 4.8468013 4.853580 338318500 4.853580
## 2006-12-08 4.8468001 4.907809 4.7315615 4.901030 195921200 4.901030
## 2006-12-11 4.9281442 4.962038 4.8603568 4.907808 73746800 4.907808
## 2006-12-12 4.9010294 4.941702 4.7993483 4.806127 112821100 4.806127
## 2006-12-13 4.8332425 4.860357 4.6434378 4.663774 168210200 4.663774
## 2006-12-14 4.6908899 4.819686 4.6434387 4.819686 112906400 4.819686
## 2006-12-15 4.8468012 4.894252 4.7722350 4.799350 83637500 4.799350
## 2006-12-18 4.8264647 4.826465 4.7315623 4.765456 53319800 4.765456
## 2006-12-19 4.8264636 4.880693 4.7993486 4.867136 94259000 4.867136
## 2006-12-20 4.8942509 4.975596 4.8806934 4.968817 88055200 4.968817
## 2006-12-21 4.9823750 5.029826 4.9281450 4.955260 59655100 4.955260
## 2006-12-22 4.9688173 5.063720 4.9213661 5.029826 55616400 5.029826
## 2006-12-26 5.0501620 5.131507 4.9959321 5.077277 32048100 5.077277
## 2006-12-27 5.1518455 5.185739 5.0976155 5.138288 45436700 5.138288
## 2006-12-28 5.1789574 5.178957 5.0637188 5.084055 30125500 5.084055
## 2006-12-29 5.0637220 5.131509 5.0501645 5.090837 33603900 5.090837
## 2007-01-03 5.1247307 5.199297 5.0433858 5.090837 78652200 5.090837
## 2007-01-04 5.1247286 5.233188 5.0366050 5.219631 63454900 5.219631
## 2007-01-05 5.2331874 5.253524 5.1315063 5.165400 40562100 5.165400
## 2007-01-08 5.1721796 5.253524 5.1654008 5.239967 48938500 5.239967
## 2007-01-09 5.2535250 5.328091 5.2399675 5.280640 56732200 5.280640
## 2007-01-10 5.2806394 5.280639 5.1992946 5.239967 42397100 5.239967
## 2007-01-11 5.2399670 5.287418 5.2060733 5.267082 40020800 5.267082
## 2007-01-12 5.2670821 5.368763 5.2603034 5.348427 57053800 5.348427
## 2007-01-16 5.3484263 5.429771 5.3348688 5.382320 66699800 5.382320
## 2007-01-17 5.4026578 5.490781 5.4026578 5.450109 63728700 5.450109
## 2007-01-18 5.4636651 5.585682 5.4636651 5.545010 78367600 5.545010
## 2007-01-19 5.5856835 5.639913 5.5382324 5.626356 66023300 5.626356
## 2007-01-22 5.6466921 5.714479 5.5924621 5.700922 53554600 5.700922
## 2007-01-23 5.6873647 5.843276 5.5856835 5.626356 116406900 5.626356
## 2007-01-24 5.6331342 5.660249 5.4975593 5.558568 76821900 5.558568
## 2007-01-25 5.5246758 5.775489 5.4229946 5.572127 99688700 5.572127
## 2007-01-26 5.5246740 5.748372 5.5178952 5.707700 54421900 5.707700
## 2007-01-29 5.7212592 5.768710 5.6602505 5.673808 55791000 5.673808
## 2007-01-30 5.6805853 5.707700 5.5517893 5.558568 28763200 5.558568
## 2007-01-31 5.5382320 5.558568 5.4501083 5.511117 65038600 5.511117
## 2007-02-01 5.5382311 5.626355 5.5111161 5.619576 27922600 5.619576
## 2007-02-02 5.6195764 5.619576 5.5314528 5.578904 24730000 5.578904
## 2007-02-05 5.5585684 5.680586 5.5517896 5.646692 27387700 5.646692
## 2007-02-06 5.6466924 5.795825 5.6263562 5.789046 44746900 5.789046
## 2007-02-07 5.8026040 5.856834 5.7348166 5.802604 32595800 5.802604
## 2007-02-08 5.7619303 5.809381 5.7551516 5.795824 23819700 5.795824
## 2007-02-09 5.9788487 6.080530 5.8907250 5.917840 108536600 5.917840
## 2007-02-12 5.9110622 5.931398 5.7619299 5.863611 33682800 5.863611
## 2007-02-13 5.7619307 5.761931 5.6670283 5.728037 59691800 5.728037
## 2007-02-14 5.7280375 5.863612 5.7212588 5.768710 63469200 5.768710
## 2007-02-15 5.7958243 5.856833 5.7687093 5.829718 24990600 5.829718
## 2007-02-16 5.7890447 5.924620 5.7687085 5.782266 32178500 5.782266
## 2007-02-20 5.8026023 5.890726 5.7890448 5.863611 27532700 5.863611
## 2007-02-21 5.8771709 5.883950 5.7009235 5.741596 36351500 5.741596
## 2007-02-22 5.7483737 5.782267 5.6399138 5.660250 26903200 5.660250
## 2007-02-23 5.6602497 5.667028 5.5653473 5.626356 30366900 5.626356
## 2007-02-26 5.6331337 5.653470 5.5246738 5.599240 28361400 5.599240
## 2007-02-27 5.5043393 5.531454 5.1518446 5.273862 91201600 5.273862
## 2007-02-28 5.3552063 5.422994 5.2535251 5.361985 59777100 5.361985
## 2007-03-01 5.2670820 5.389099 5.1789584 5.267082 61683200 5.267082
## 2007-03-02 5.2535249 5.267082 5.1450650 5.145065 46215800 5.145065
## 2007-03-05 5.0976155 5.185739 5.0501643 5.138288 59502100 5.138288
## 2007-03-06 5.1992952 5.219631 5.0704991 5.178959 92422600 5.178959
## 2007-03-07 5.2264087 5.226409 5.1586213 5.165400 44757700 5.165400
## 2007-03-08 5.2941981 5.422994 5.2535256 5.375543 91446100 5.375543
## 2007-03-09 5.4568879 5.511118 5.3619855 5.375543 43543400 5.375543
## 2007-03-12 5.3890996 5.429772 5.3009760 5.300976 39391800 5.300976
## 2007-03-13 5.3145338 5.334870 5.1586228 5.178959 41480800 5.178959
## 2007-03-14 5.1586244 5.178961 5.0433858 5.090837 69463200 5.090837
## 2007-03-15 5.1179500 5.192516 5.0908351 5.145065 39164900 5.145065
## 2007-03-16 5.1721809 5.185738 5.0976148 5.117951 27784400 5.117951
## 2007-03-19 5.1382862 5.300976 5.1315075 5.300976 44955700 5.300976
## 2007-03-20 5.2670818 5.355205 5.2196307 5.341648 32669600 5.341648
## 2007-03-21 5.3619846 5.450108 5.3145334 5.429772 35791300 5.429772
## 2007-03-22 5.4433293 5.490780 5.4229931 5.477223 43574100 5.477223
## 2007-03-23 5.4636656 5.578904 5.2264097 5.348427 44321000 5.348427
## 2007-03-26 5.3823212 5.463666 5.2874188 5.334870 27296000 5.334870
## 2007-03-27 5.3416472 5.355205 5.2874173 5.321311 24570800 5.321311
## 2007-03-28 5.3145336 5.450108 5.2874186 5.409436 49104700 5.409436
## 2007-03-29 5.4365512 5.443330 5.3416488 5.389100 50931900 5.389100
## 2007-03-30 5.4026569 5.436551 5.3416483 5.348427 32190200 5.348427
## 2007-04-02 5.3552059 5.490781 5.3348697 5.484002 44145600 5.484002
## 2007-04-03 5.4840017 5.551789 5.4568868 5.477223 44401600 5.477223
## 2007-04-04 5.4501090 5.538233 5.4433303 5.450109 29511300 5.450109
## 2007-04-05 5.4365507 5.470444 5.3484271 5.429772 42132600 5.429772
## 2007-04-09 5.4568868 5.511117 5.4501080 5.477223 17885600 5.477223
## 2007-04-10 5.4840016 5.565346 5.4840016 5.551789 27836800 5.551789
## 2007-04-11 5.5178957 5.545011 5.4568871 5.511117 29263400 5.511117
## 2007-04-12 5.4975595 5.531453 5.4636658 5.484002 27932800 5.484002
## 2007-04-13 5.4975597 5.497560 5.4094360 5.436551 36474800 5.436551
## 2007-04-16 5.4568875 5.477224 5.4162150 5.443330 19906300 5.443330
## 2007-04-17 5.4229921 5.443328 5.3009748 5.321311 45441700 5.321311
## 2007-04-18 5.3213122 5.348427 5.2806398 5.300976 26132300 5.300976
## 2007-04-19 5.3009759 5.328091 5.2128523 5.246746 29201800 5.246746
## 2007-04-20 5.2941985 5.334871 5.1992961 5.253526 45372400 5.253526
## 2007-04-23 5.2399676 5.375542 5.2399676 5.307755 24958500 5.307755
## 2007-04-24 5.3145335 5.321312 5.2331886 5.300976 26996400 5.300976
## 2007-04-25 5.2874181 5.361984 5.2874181 5.341648 25879500 5.341648
## 2007-04-26 5.6738066 5.680585 5.5246743 5.558568 87563000 5.558568
## 2007-04-27 5.5585681 5.578904 5.4162146 5.456887 37976300 5.456887
## 2007-04-30 5.4636665 5.578905 5.4501090 5.450109 27476700 5.450109
## 2007-05-01 5.4501083 5.490781 5.3958783 5.456887 27601200 5.456887
## 2007-05-02 5.4772223 5.558567 5.4704436 5.538231 26871000 5.538231
## 2007-05-03 5.5043378 5.578904 5.5043378 5.551789 19884500 5.551789
## 2007-05-04 5.5517908 5.572127 5.4975608 5.572127 22605400 5.572127
## 2007-05-07 5.5517892 5.572125 5.5246743 5.531453 12470500 5.531453
## 2007-05-08 5.5246757 5.694144 5.5246757 5.673808 60113400 5.673808
## 2007-05-09 5.6738075 5.748374 5.6263563 5.660250 62769800 5.660250
## 2007-05-10 5.6670279 5.707700 5.5585680 5.585683 26700800 5.585683
## 2007-05-11 5.5992418 5.707702 5.5992418 5.673808 25357400 5.673808
## 2007-05-14 5.7958241 6.080531 5.7754879 5.904284 81573100 5.904284
## 2007-05-15 5.9110639 6.087311 5.9042851 6.039860 66793000 6.039860
## 2007-05-16 6.0534166 6.066974 5.9178418 5.938178 31767900 5.938178
## 2007-05-17 5.9517355 6.012744 5.8907268 5.938178 25567100 5.938178
## 2007-05-18 6.0059646 6.005965 5.8839473 5.890726 15419100 5.890726
## 2007-05-21 5.9178413 6.053416 5.8839476 5.951735 35850300 5.951735
## 2007-05-22 5.9517354 5.985629 5.8771693 5.883948 27184500 5.883948
## 2007-05-23 5.8839481 5.978850 5.8839481 5.938178 33757700 5.938178
## 2007-05-24 5.9449568 5.978850 5.7483733 5.755152 50346200 5.755152
## 2007-05-25 5.8026032 5.822939 5.7009220 5.728037 30442800 5.728037
## 2007-05-29 5.7822666 5.822939 5.6805855 5.694143 26365400 5.694143
## 2007-05-30 5.6602489 5.789045 5.6399127 5.761930 32562200 5.761930
## 2007-05-31 5.7890458 5.795825 5.5992411 5.653471 32387200 5.653471
## 2007-06-01 5.6738075 5.721259 5.6060201 5.660250 35945600 5.660250
## 2007-06-04 5.6534702 5.694143 5.5789040 5.606019 20478600 5.606019
## 2007-06-05 5.6127988 5.687365 5.6060200 5.633135 59915300 5.633135
## 2007-06-06 5.5992400 5.639912 5.5585676 5.599240 35361900 5.599240
## 2007-06-07 5.6127983 5.667028 5.4568873 5.463666 41030200 5.463666
## 2007-06-08 5.4636657 5.626355 5.4636657 5.585683 32557200 5.585683
## 2007-06-11 5.6873643 5.707700 5.6263556 5.694143 25466600 5.694143
## 2007-06-12 5.6873632 5.755151 5.6399120 5.639912 31170400 5.639912
## 2007-06-13 5.6873654 5.822940 5.6670291 5.802604 35626000 5.802604
## 2007-06-14 5.8161601 5.897505 5.8161601 5.870390 38504100 5.870390
## 2007-06-15 5.9381781 6.080532 5.8839482 6.046638 60766600 6.046638
## 2007-06-18 6.0466372 6.053416 5.9178411 5.999186 40366700 5.999186
## 2007-06-19 5.9517346 5.958513 5.8568323 5.863611 35009900 5.863611
## 2007-06-20 5.9042829 6.019521 5.8500530 6.005964 48532800 6.005964
## 2007-06-21 6.0059663 6.039860 5.9585151 6.039860 39556500 6.039860
## 2007-06-22 5.9652935 6.256779 5.9517360 6.188992 80634900 6.188992
## 2007-06-25 6.2635566 6.351680 6.0873093 6.121203 55386700 6.121203
## 2007-06-26 6.1618756 6.202548 6.0669733 6.073752 33566400 6.073752
## 2007-06-27 6.0805320 6.317788 6.0059658 6.290673 50463100 6.290673
## 2007-06-28 6.3313439 6.541485 6.3177864 6.433025 73319700 6.433025
## 2007-06-29 6.5075924 6.575380 6.3245663 6.385575 50311300 6.385575
## 2007-07-02 6.4872568 6.534708 6.3923544 6.534708 26132700 6.534708
## 2007-07-03 6.4262475 6.426247 6.2771151 6.385575 84167900 6.385575
## 2007-07-05 6.3449026 6.344903 6.1415403 6.202549 61974600 6.202549
## 2007-07-06 6.2364417 6.256778 6.1550968 6.175433 38706900 6.175433
## 2007-07-09 6.2093289 6.263559 6.1483203 6.155099 53025000 6.155099
## 2007-07-10 6.2025505 6.304232 6.1550993 6.161878 54535900 6.161878
## 2007-07-11 6.1686548 6.195770 5.9720713 6.033080 69498300 6.033080
## 2007-07-12 6.0534158 6.134761 6.0127433 6.073752 47692100 6.073752
## 2007-07-13 6.0873087 6.107645 5.9924064 6.080530 37718300 6.080530
## 2007-07-16 6.1076451 6.127981 5.9924065 6.005964 28833400 6.005964
## 2007-07-17 6.0195211 6.053415 5.9042825 5.917840 33145100 5.917840
## 2007-07-18 5.8839497 5.890728 5.7687111 5.850056 49253900 5.850056
## 2007-07-19 5.9314009 5.931401 5.7958260 5.850056 36435000 5.850056
## 2007-07-20 5.8432753 5.850054 5.6534705 5.694143 54515400 5.694143
## 2007-07-23 5.7348160 5.782267 5.6602498 5.734816 35141700 5.734816
## 2007-07-24 5.6941424 5.707700 5.5992400 5.599240 40407100 5.599240
## 2007-07-25 5.6399119 5.639912 5.3890985 5.402656 121480600 5.402656
## 2007-07-26 5.4975595 5.646692 5.3552059 5.484002 163778100 5.484002
## 2007-07-27 5.5450103 5.673806 5.4772229 5.578904 103608100 5.578904
## 2007-07-30 5.6466916 5.931399 5.5924617 5.924620 89310500 5.924620
## 2007-07-31 6.0466384 6.080532 5.7687100 5.768710 92658500 5.768710
## 2007-08-01 5.7483727 5.795824 5.6263554 5.714479 50208800 5.714479
## 2007-08-02 5.7280367 5.768709 5.6127981 5.694143 37131300 5.694143
## 2007-08-03 5.6941432 5.755152 5.4636660 5.463666 41947200 5.463666
## 2007-08-06 5.5043378 5.633134 5.4297717 5.551789 41952800 5.551789
## 2007-08-07 5.5314536 5.660250 5.4772237 5.626356 38346400 5.626356
## 2007-08-08 5.6941431 6.012744 5.6738069 6.012744 89683700 6.012744
## 2007-08-09 5.8229396 5.911063 5.6534710 5.680586 57268800 5.680586
## 2007-08-10 5.6534702 5.694143 5.5178953 5.578904 43283600 5.578904
## 2007-08-13 5.6805867 5.714480 5.6060206 5.673808 32384000 5.673808
## 2007-08-14 5.6941435 5.728037 5.4568875 5.470445 46389600 5.470445
## 2007-08-15 5.4975592 5.599240 5.4162143 5.422993 46683700 5.422993
## 2007-08-16 5.3687633 5.429772 5.0772774 5.219631 79269700 5.219631
## 2007-08-17 5.3687637 5.409436 5.1382864 5.307755 46074100 5.307755
## 2007-08-20 5.3484268 5.422993 5.2874182 5.422993 29239000 5.422993
## 2007-08-21 5.4026567 5.422993 5.3552055 5.368763 21618200 5.368763
## 2007-08-22 5.4229921 5.422992 5.2738598 5.321311 52598600 5.321311
## 2007-08-23 5.3416497 5.361986 5.1857386 5.253526 39053400 5.253526
## 2007-08-24 5.2399674 5.368763 5.1586225 5.355206 32283200 5.355206
## 2007-08-27 5.3619852 5.361985 5.2874190 5.287419 15413900 5.287419
## 2007-08-28 5.2535269 5.287421 5.0908370 5.090837 32252200 5.090837
## 2007-08-29 5.1518441 5.267083 5.1043929 5.233189 30019600 5.233189
## 2007-08-30 5.1721800 5.267082 5.1382863 5.199295 28371300 5.199295
## 2007-08-31 5.2874193 5.334870 5.2060743 5.294198 31661000 5.294198
## 2007-09-04 5.2738604 5.443329 5.2603030 5.416214 33481800 5.416214
## 2007-09-05 5.3552056 5.402657 5.2399670 5.267082 21248300 5.267082
## 2007-09-06 5.2874195 5.307756 5.1789596 5.273862 29200500 5.273862
## 2007-09-07 5.1857356 5.219629 5.0840545 5.097612 44294800 5.097612
## 2007-09-10 5.1518419 5.165399 5.0840545 5.097612 33337300 5.097612
## 2007-09-11 5.1179518 5.219633 5.1043943 5.138288 38497800 5.138288
## 2007-09-12 5.1179487 5.199294 5.0840550 5.084055 39284200 5.084055
## 2007-09-13 5.1789582 5.395878 5.1654008 5.368763 67743700 5.368763
## 2007-09-14 5.3077552 5.484002 5.2535252 5.443330 41976000 5.443330
## 2007-09-17 5.4840009 5.680584 5.4840009 5.612797 54178200 5.612797
## 2007-09-18 5.6670276 5.755151 5.5450102 5.707700 46274400 5.707700
## 2007-09-19 5.7280367 5.775488 5.6127981 5.694143 53313300 5.694143
## 2007-09-20 5.5924620 5.694143 5.5314533 5.592462 31985200 5.592462
## 2007-09-21 5.6534702 5.653470 5.5450103 5.578904 34315600 5.578904
## 2007-09-24 5.7415943 5.836497 5.6670281 5.748373 58416100 5.748373
## 2007-09-25 5.6941435 5.707701 5.5924623 5.653471 26048600 5.653471
## 2007-09-26 5.8839482 6.100868 5.7822670 6.019523 92855600 6.019523
## 2007-09-27 6.0330821 6.053418 5.8364985 5.850056 51538100 5.850056
## 2007-09-28 5.8500544 5.917842 5.7483733 5.755152 45248000 5.755152
## 2007-10-01 5.8026025 5.816160 5.5517890 5.578904 55588700 5.578904
## 2007-10-02 5.6873627 5.829716 5.6738052 5.809380 53076700 5.809380
## 2007-10-03 5.7890452 5.829718 5.6805853 5.714479 46275400 5.714479
## 2007-10-04 5.7415936 5.768709 5.5789038 5.599240 47923100 5.599240
## 2007-10-05 5.6805867 5.694144 5.5856843 5.673808 37616800 5.673808
## 2007-10-08 5.6873638 5.687364 5.5382315 5.551789 32965900 5.551789
## 2007-10-09 5.5721246 5.639912 5.5111159 5.639912 44958200 5.639912
## 2007-10-10 5.6331339 5.660249 5.5517890 5.578904 35656900 5.578904
## 2007-10-11 5.6399134 5.972072 5.6331346 5.938178 92387000 5.938178
## 2007-10-12 5.9720711 6.263557 5.9720711 6.236442 92115900 6.236442
## 2007-10-15 6.2364426 6.236443 6.0737528 6.094089 50301100 6.094089
## 2007-10-16 6.0330799 6.182212 5.9313988 5.951735 50122100 5.951735
## 2007-10-17 6.0466370 6.066973 5.8093811 5.890726 40713000 5.890726
## 2007-10-18 5.8771693 5.992408 5.8568331 5.938178 29935100 5.938178
## 2007-10-19 5.9178428 5.931400 5.6534718 5.673808 56208000 5.673808
## 2007-10-22 5.5992411 5.775488 5.5924623 5.653471 44896400 5.653471
## 2007-10-23 5.7483724 5.863611 5.7009212 5.863611 33681500 5.863611
## 2007-10-24 5.8093815 5.836496 5.6941429 5.822939 35777000 5.822939
## 2007-10-25 5.8297180 5.911063 5.7483731 5.829718 37072300 5.829718
## 2007-10-26 5.8771690 5.897505 5.7280367 5.877169 34455600 5.877169
## 2007-10-29 5.8975058 5.992408 5.8568334 5.944957 41843900 5.944957
## 2007-10-30 5.9449558 6.019522 5.8839471 5.965292 27337300 5.965292
## 2007-10-31 5.9788503 6.019523 5.8975054 6.012744 51999800 6.012744
## 2007-11-01 5.9449560 5.978850 5.7551513 5.761930 40702800 5.761930
## 2007-11-02 5.8636117 6.073753 5.7754881 6.066974 54682600 6.066974
## 2007-11-05 6.0940887 6.094089 5.7754879 5.877169 46085500 5.877169
## 2007-11-06 5.9314009 5.931401 5.7619323 5.850056 29736900 5.850056
## 2007-11-07 5.7619303 5.829718 5.5856830 5.585683 50266300 5.585683
## 2007-11-08 5.7958242 5.850054 5.4907808 5.748373 72812300 5.748373
## 2007-11-09 5.6873641 5.761930 5.5585680 5.558568 49736300 5.558568
## 2007-11-12 5.6195772 5.619577 5.2467464 5.334870 70046200 5.334870
## 2007-11-13 5.4704442 5.470444 5.3348694 5.422993 48476200 5.422993
## 2007-11-14 5.4704447 5.524675 5.3280911 5.409436 49938500 5.409436
## 2007-11-15 5.4094369 5.456888 5.2535258 5.273862 42572800 5.273862
## 2007-11-16 5.3823208 5.382321 5.1654011 5.219631 44614000 5.219631
## 2007-11-19 5.1857380 5.192517 4.9688183 4.975597 49549000 4.975597
## 2007-11-20 5.0569403 5.056940 4.7518970 4.907808 64463900 4.907808
## 2007-11-21 4.7790134 4.846801 4.6569961 4.711226 74438500 4.711226
## 2007-11-23 4.8264648 4.901031 4.7586774 4.873916 26410300 4.873916
## 2007-11-26 4.9349246 4.934925 4.7451198 4.765456 35305100 4.765456
## 2007-11-27 4.8196850 4.819685 4.6841101 4.792570 35465400 4.792570
## 2007-11-28 4.8400217 5.009490 4.8196855 4.989154 45713100 4.989154
## 2007-11-29 4.9891542 5.002712 4.9078093 4.941703 33889600 4.941703
## 2007-11-30 5.0230496 5.131509 5.0027133 5.090837 44521600 5.090837
## 2007-12-03 5.0976140 5.097614 4.9010305 4.914588 34936800 4.914588
## 2007-12-04 4.8806941 4.907809 4.6976680 4.724783 55445100 4.724783
## 2007-12-05 4.8332431 4.880694 4.7247833 4.731562 60530500 4.731562
## 2007-12-06 4.7722325 4.799347 4.7247813 4.785790 43309900 4.785790
## 2007-12-07 4.7790113 4.873914 4.7586750 4.785790 32730900 4.785790
## 2007-12-10 4.8129070 4.880694 4.7722346 4.840022 46088500 4.840022
## 2007-12-11 4.8400216 4.962039 4.7044468 4.724783 51625000 4.724783
## 2007-12-12 4.8129050 4.853577 4.7044451 4.785790 51345200 4.785790
## 2007-12-13 4.7451207 4.779014 4.6773333 4.738342 52307700 4.738342
## 2007-12-14 4.6908892 4.718004 4.6502168 4.670553 39308200 4.670553
## 2007-12-17 4.6637729 4.697667 4.5756493 4.609543 32642300 4.609543
## 2007-12-18 4.6434380 4.670553 4.5485356 4.616323 43893100 4.616323
## 2007-12-19 4.6095440 4.636659 4.5281991 4.582429 30154300 4.582429
## 2007-12-20 4.5824308 4.636661 4.5282008 4.602767 29402600 4.602767
## 2007-12-21 4.6095457 4.643439 4.5553158 4.602767 38574200 4.602767
## 2007-12-24 4.5756510 4.602766 4.5485360 4.575651 12102200 4.575651
## 2007-12-26 4.5485357 4.690889 4.5281994 4.670553 28075200 4.670553
## 2007-12-27 4.6569942 4.704445 4.6095430 4.636658 24715700 4.636658
## 2007-12-28 4.6434391 4.656997 4.5282005 4.541758 24070400 4.541758
## 2007-12-31 4.5214225 4.575652 4.5078650 4.562095 25845200 4.562095
## 2008-01-02 4.5620926 4.589208 4.4129603 4.473969 33239700 4.473969
## 2008-01-03 4.5146416 4.514642 4.3451730 4.372288 47186200 4.372288
## 2008-01-04 4.3248376 4.324838 4.0672454 4.155369 57781000 4.155369
## 2008-01-07 4.2095987 4.270607 4.1350325 4.175705 47007600 4.175705
## 2008-01-08 4.2367141 4.304502 4.1282543 4.135033 47965400 4.135033
## 2008-01-09 4.1418120 4.162148 3.9045560 4.114697 77760600 4.114697
## 2008-01-10 4.0672445 4.270607 3.9587846 4.236713 61641000 4.236713
## 2008-01-11 4.1892639 4.229936 4.1011403 4.107919 33524900 4.107919
## 2008-01-14 4.1485905 4.209599 4.1282543 4.189263 29713800 4.189263
## 2008-01-15 4.1485891 4.148589 4.0062356 4.046908 42666300 4.046908
## 2008-01-16 4.0808029 4.080803 3.9384493 3.972343 64534200 3.972343
## 2008-01-17 4.0130159 4.013016 3.8503261 3.904556 77878800 3.904556
## 2008-01-18 3.9384488 4.067245 3.9316701 4.013015 58894100 4.013015
## 2008-01-22 3.7486443 4.087581 3.7283081 4.019794 78467900 4.019794
## 2008-01-23 3.9520062 4.277386 3.8909975 4.270607 74051800 4.270607
## 2008-01-24 4.3383954 4.338395 4.1418119 4.243493 65537100 4.243493
## 2008-01-25 4.2773860 4.541757 4.2773860 4.460412 87012300 4.460412
## 2008-01-28 4.4061824 4.595987 4.3451737 4.521421 46709100 4.521421
## 2008-01-29 4.6095452 4.609545 4.4468553 4.534979 41276000 4.534979
## 2008-01-30 4.5214211 4.704447 4.4943061 4.575651 37156000 4.575651
## 2008-01-31 4.5281980 4.575649 4.4604106 4.501083 48116800 4.501083
## 2008-02-01 4.5349772 4.677331 4.4739685 4.643437 37890900 4.643437
## 2008-02-04 4.6434376 4.697668 4.5078628 4.528199 36825300 4.528199
## 2008-02-05 4.4739696 4.487527 4.3045011 4.358731 36157300 4.358731
## 2008-02-06 4.3112807 4.351953 4.2367145 4.277387 39376500 4.277387
## 2008-02-07 4.2434927 4.270608 4.1146966 4.182484 56865700 4.182484
## 2008-02-08 4.1621475 4.189262 4.0740238 4.121475 32818300 4.121475
## 2008-02-11 4.1418112 4.412961 4.0943600 4.331616 53746200 4.331616
## 2008-02-12 4.3112796 4.562093 4.2977221 4.379067 59226700 4.379067
## 2008-02-13 4.4197396 4.487527 4.3926246 4.460412 28887800 4.460412
## 2008-02-14 4.4468544 4.467191 4.3587308 4.379067 24904700 4.379067
## 2008-02-15 4.3655093 4.385845 4.3112793 4.372288 22710900 4.372288
## 2008-02-19 4.4061825 4.460412 4.3519525 4.392625 29039100 4.392625
## 2008-02-20 4.3587315 4.372289 4.3045015 4.345174 24628900 4.345174
## 2008-02-21 4.3519531 4.365511 4.1553696 4.223157 56458700 4.223157
## 2008-02-22 4.2299343 4.243492 4.0943594 4.236713 31300300 4.236713
## 2008-02-25 4.2434922 4.412961 4.1757048 4.379067 32971600 4.379067
## 2008-02-26 4.3655101 4.440076 4.2909439 4.419740 31167600 4.419740
## 2008-02-27 4.3994029 4.473969 4.3383942 4.473969 39084400 4.473969
## 2008-02-28 4.4265183 4.528199 4.4197396 4.487527 42080700 4.487527
## 2008-02-29 4.4536340 4.487528 4.3994040 4.426519 47435500 4.426519
## 2008-03-03 4.3519528 4.351953 4.1485905 4.189263 44365300 4.189263
## 2008-03-04 4.1350328 4.196041 4.0808028 4.155369 38992800 4.155369
## 2008-03-05 4.1824837 4.223156 4.0943601 4.148590 37409900 4.148590
## 2008-03-06 4.1214744 4.141811 4.0062358 4.026572 34544500 4.026572
## 2008-03-07 3.9859004 4.080803 3.8774405 3.918113 43806100 3.918113
## 2008-03-10 3.9655625 4.067244 3.7825365 3.796094 48615900 3.796094
## 2008-03-11 3.8909981 4.019794 3.7689808 3.999458 75303100 3.999458
## 2008-03-12 3.9926781 4.006236 3.8367670 3.863882 60198600 3.863882
## 2008-03-13 3.8232106 3.823211 3.4707160 3.653742 125528200 3.653742
## 2008-03-14 3.6944128 3.721528 3.5588380 3.585953 80501600 3.585953
## 2008-03-17 3.4029283 3.565618 3.3554771 3.463937 69811300 3.463937
## 2008-03-18 3.6062892 3.674077 3.4097058 3.585953 76802800 3.585953
## 2008-03-19 3.6537416 3.755423 3.5723967 3.694414 71480800 3.694414
## 2008-03-20 3.7350878 3.884220 3.5859555 3.809654 175819300 3.809654
## 2008-03-24 3.8571040 4.080802 3.8503252 4.040130 55202100 4.040130
## 2008-03-25 4.0875812 4.135032 3.9723426 4.067245 56608700 4.067245
## 2008-03-26 4.1282533 4.128253 3.9520060 3.979121 57327500 3.979121
## 2008-03-27 4.0197954 4.040132 3.8977780 3.952008 61712900 3.952008
## 2008-03-28 3.9926793 3.999458 3.7825383 3.789317 39674800 3.789317
## 2008-03-31 3.7960951 3.904555 3.7960951 3.877440 42293600 3.877440
## 2008-04-01 3.9113332 4.053687 3.9113332 4.046908 55328600 4.046908
## 2008-04-02 4.0333516 4.290944 4.0197942 4.155369 65244500 4.155369
## 2008-04-03 4.1146961 4.379067 4.1011386 4.379067 67737000 4.379067
## 2008-04-04 4.3587306 4.419739 4.2028195 4.399403 66864300 4.399403
## 2008-04-07 4.5756525 4.656997 4.4739713 4.562095 70070200 4.562095
## 2008-04-08 4.5349787 4.758677 4.5214212 4.684111 111095900 4.684111
## 2008-04-09 4.7044473 4.745120 4.5078638 4.555315 55195300 4.555315
## 2008-04-10 4.5553145 4.623102 4.4739696 4.568872 47465800 4.568872
## 2008-04-11 4.4671916 4.595988 4.4536341 4.534979 46402300 4.534979
## 2008-04-14 4.5349783 4.629881 4.5349783 4.595987 39533200 4.595987
## 2008-04-15 4.6298803 4.684110 4.5214204 4.663774 44831300 4.663774
## 2008-04-16 4.7112262 4.887473 4.6908899 4.873916 63447600 4.873916
## 2008-04-17 4.8400221 4.955261 4.7993496 4.921367 64796500 4.921367
## 2008-04-18 4.9620384 5.084056 4.9552596 5.050162 95216500 5.050162
## 2008-04-21 5.0840560 5.267082 5.0569410 5.239967 75387200 5.239967
## 2008-04-22 5.2196297 5.328090 5.0976124 5.185736 63315800 5.185736
## 2008-04-23 5.2603017 5.307753 4.9891522 5.097612 83811800 5.097612
## 2008-04-24 5.4365508 5.958514 5.2941972 5.694143 241760600 5.694143
## 2008-04-25 5.5585668 5.578903 5.0772763 5.084055 227269800 5.084055
## 2008-04-28 5.5246736 5.707700 5.4907799 5.565346 170511600 5.565346
## 2008-04-29 5.5721254 5.680585 5.4772230 5.504338 63074800 5.504338
## 2008-04-30 5.5653463 5.707700 5.5382313 5.599240 66520600 5.599240
## 2008-05-01 5.6127982 5.789045 5.5721257 5.748373 63141600 5.748373
## 2008-05-02 5.7958238 5.883947 5.5246741 5.606019 75407700 5.606019
## 2008-05-05 5.6060195 5.680586 5.5314534 5.646692 38431100 5.646692
## 2008-05-06 5.6060190 5.626355 5.5517891 5.606019 37921000 5.606019
## 2008-05-07 5.6127977 5.633134 5.3619843 5.395878 58838400 5.395878
## 2008-05-08 5.4568869 5.572125 5.3552058 5.558568 48454700 5.558568
## 2008-05-09 5.5585674 5.646691 5.4568863 5.490780 41043900 5.490780
## 2008-05-12 5.5382315 5.572125 5.5043378 5.524674 28652500 5.524674
## 2008-05-13 5.5314528 5.619576 5.5246741 5.578904 38192700 5.578904
## 2008-05-14 5.5924622 5.673807 5.4975598 5.517896 36193900 5.517896
## 2008-05-15 5.5450097 5.585682 5.4907798 5.538231 42720400 5.538231
## 2008-05-16 5.5653464 5.592461 5.4433291 5.497559 41263300 5.497559
## 2008-05-19 5.5043384 5.545011 5.4229935 5.436551 36017300 5.436551
## 2008-05-20 5.4365505 5.443329 5.3348694 5.422993 43350000 5.422993
## 2008-05-21 5.4433301 5.443330 5.2603040 5.287419 43416100 5.287419
## 2008-05-22 5.0772785 5.077279 4.7722351 4.853580 106839400 4.853580
## 2008-05-23 4.7383409 4.745120 4.5620936 4.656996 66859200 4.656996
## 2008-05-27 4.6027643 4.745118 4.4671895 4.609543 71144800 4.609543
## 2008-05-28 4.6976681 4.758677 4.5349783 4.595987 50981300 4.595987
## 2008-05-29 4.6027659 4.623102 4.5417573 4.548536 28447800 4.548536
## 2008-05-30 4.6637729 4.690888 4.5417556 4.609543 55748400 4.609543
## 2008-06-02 4.6434365 4.697666 4.4739680 4.501083 51984300 4.501083
## 2008-06-03 4.5349777 4.575650 4.4671903 4.528199 56036100 4.528199
## 2008-06-04 4.5010843 4.534978 4.3587308 4.379067 56137100 4.379067
## 2008-06-05 4.3926260 4.406183 4.2434936 4.338396 48559300 4.338396
## 2008-06-06 4.3044999 4.304500 4.0469078 4.094359 64502900 4.094359
## 2008-06-09 4.1621477 4.311280 4.1146965 4.311280 50800100 4.311280
## 2008-06-10 4.2367136 4.236714 4.0808026 4.148590 34514200 4.148590
## 2008-06-11 4.1553678 4.168925 4.0469080 4.046908 42860200 4.046908
## 2008-06-12 4.1011387 4.168926 4.0062363 4.067245 32443300 4.067245
## 2008-06-13 4.1621474 4.270607 4.1350324 4.250271 59521400 4.250271
## 2008-06-16 4.2367135 4.440076 4.2095985 4.406182 63861700 4.406182
## 2008-06-17 4.4671903 4.575650 4.4197391 4.473969 56352700 4.473969
## 2008-06-18 4.4061807 4.412959 4.1282524 4.216376 96900400 4.216376
## 2008-06-19 4.2841650 4.304501 4.1553689 4.284165 39755400 4.284165
## 2008-06-20 4.2299338 4.263828 3.8909968 3.938448 97632900 3.938448
## 2008-06-23 3.9926782 3.992678 3.5791750 3.579175 81491000 3.579175
## 2008-06-24 3.6062910 3.721530 3.5588398 3.606291 109774500 3.606291
## 2008-06-25 3.6334059 3.707972 3.5385035 3.552061 40673100 3.552061
## 2008-06-26 3.4368210 3.497830 3.3486974 3.436821 82326600 3.436821
## 2008-06-27 3.4368217 3.470715 3.3215831 3.375813 55993300 3.375813
## 2008-06-30 3.3825924 3.579176 3.0233190 3.260575 76159300 3.260575
## 2008-07-01 3.1927880 3.355478 2.9894257 3.192788 125482600 3.192788
## 2008-07-02 3.2131242 3.260575 2.9555320 2.955532 64248500 2.955532
## 2008-07-03 2.9962040 3.070770 2.9148591 2.996204 32026200 2.996204
## 2008-07-07 3.1182206 3.165672 3.0029820 3.030097 51350700 3.030097
## 2008-07-08 3.0707705 3.369035 3.0097618 3.321584 72882600 3.321584
## 2008-07-09 3.3554770 3.504609 3.3554770 3.355477 78150500 3.355477
## 2008-07-10 3.4300425 3.430043 3.0300969 3.104663 77252200 3.104663
## 2008-07-11 3.0165396 3.436822 2.9826459 3.294468 74946000 3.294468
## 2008-07-14 3.3690350 3.389371 3.1385578 3.158894 39818200 3.158894
## 2008-07-15 3.1182213 3.341920 2.9487527 3.152115 77518100 3.152115
## 2008-07-16 3.1927872 3.748644 3.1182210 3.721529 96542700 3.721529
## 2008-07-17 3.7689802 3.809653 3.4774943 3.721529 72724800 3.721529
## 2008-07-18 3.6808583 3.755424 3.5791771 3.687637 39132800 3.687637
## 2008-07-21 3.7079723 3.775760 3.6198486 3.714751 40036900 3.714751
## 2008-07-22 3.6062904 4.013015 3.5791755 3.958785 54199800 3.958785
## 2008-07-23 4.0333521 4.290944 4.0062371 4.087582 70481800 4.087582
## 2008-07-24 3.9181127 3.965564 3.4097071 3.463937 98043400 3.463937
## 2008-07-25 3.5385036 3.579176 3.3690351 3.423265 66476300 3.423265
## 2008-07-28 3.4232653 3.484274 3.1182219 3.219903 83925700 3.219903
## 2008-07-29 3.2741319 3.402928 3.1995658 3.402928 57078100 3.402928
## 2008-07-30 3.4707168 3.531726 3.2266820 3.280912 57869300 3.280912
## 2008-07-31 3.2131236 3.389371 3.2131236 3.253796 43005100 3.253796
## 2008-08-01 3.2537961 3.341920 3.1182213 3.152115 54279300 3.152115
## 2008-08-04 3.1656726 3.321584 3.1588939 3.260575 30831400 3.260575
## 2008-08-05 3.3486989 3.450380 3.3012477 3.450380 61750500 3.450380
## 2008-08-06 3.4571579 3.457158 3.3215830 3.348698 59317200 3.348698
## 2008-08-07 3.3283617 3.423264 3.2741318 3.294468 36662100 3.294468
## 2008-08-08 3.3351417 3.633406 3.2876905 3.565619 44398300 3.565619
## 2008-08-11 3.5520609 3.728308 3.4707160 3.497831 40979000 3.497831
## 2008-08-12 3.5520607 3.694414 3.4978308 3.518167 37392600 3.518167
## 2008-08-13 3.5723959 3.572396 3.2673526 3.308025 67554900 3.308025
## 2008-08-14 3.3486991 3.524946 3.3419204 3.457159 38273200 3.457159
## 2008-08-15 3.5249457 3.538503 3.4164858 3.463937 32661000 3.463937
## 2008-08-18 3.4774938 3.477494 3.3080253 3.314804 36290900 3.314804
## 2008-08-19 3.3215833 3.321583 3.1860085 3.199566 39339700 3.199566
## 2008-08-20 3.2537961 3.274132 3.0639913 3.125000 49237900 3.125000
## 2008-08-21 3.0775489 3.104664 2.9826465 2.996204 60551000 2.996204
## 2008-08-22 3.0707694 3.118221 2.9487521 3.030097 55766800 3.030097
## 2008-08-25 3.0233187 3.063991 2.8809651 2.989425 70224000 2.989425
## 2008-08-26 2.9826467 3.002983 2.8945231 2.948753 49283500 2.948753
## 2008-08-27 2.9487537 2.996205 2.8741875 2.887745 71814100 2.887745
## 2008-08-28 2.9148584 3.009761 2.8809647 3.002982 52637400 3.002982
## 2008-08-29 2.9690891 3.111443 2.9487528 3.023319 37370300 3.023319
## 2008-09-02 3.1656718 3.260574 3.0165396 3.057212 53438100 3.057212
## 2008-09-03 3.0843275 3.179230 3.0436551 3.097885 83810300 3.097885
## 2008-09-04 3.0775491 3.152115 2.9758680 2.975868 87631600 2.975868
## 2008-09-05 2.9623100 2.996204 2.8877439 2.989425 60086400 2.989425
## 2008-09-08 3.1249994 3.179229 2.9284160 3.084327 72290500 3.084327
## 2008-09-09 3.1046633 3.165672 2.9758673 2.982646 51680400 2.982646
## 2008-09-10 3.0097608 3.050433 2.9690883 3.030097 39337000 3.030097
## 2008-09-11 2.9690888 3.219902 2.9555313 3.172451 85570900 3.172451
## 2008-09-12 3.1995659 3.382592 3.1182210 3.328362 130052100 3.328362
## 2008-09-15 3.1250003 3.436823 3.0504342 3.213124 103371800 3.213124
## 2008-09-16 3.1182202 3.511387 3.0843265 3.436821 99320600 3.436821
## 2008-09-17 3.3893704 3.416485 3.1385570 3.348698 123013000 3.348698
## 2008-09-18 3.3825915 3.626626 3.2266805 3.579175 110424200 3.579175
## 2008-09-19 3.8367663 3.863881 3.4910507 3.585953 91329800 3.585953
## 2008-09-22 3.6198479 3.619848 3.2944683 3.355477 51346000 3.355477
## 2008-09-23 3.4232641 3.423264 3.2605743 3.294468 21385400 3.294468
## 2008-09-24 3.3622568 3.409708 3.2605756 3.409708 28053700 3.409708
## 2008-09-25 3.4232642 3.524945 3.3351406 3.375813 27479200 3.375813
## 2008-09-26 3.2876900 3.389371 3.1995663 3.260575 37182700 3.260575
## 2008-09-29 3.2537957 3.321583 2.8267350 2.826735 35350600 2.826735
## 2008-09-30 3.0843277 3.524946 2.9826466 3.524946 42971100 3.524946
## 2008-10-01 3.2199018 3.355477 3.0436546 3.084327 38054900 3.084327
## 2008-10-02 3.0572129 3.125000 2.9487530 2.948753 28661600 2.948753
## 2008-10-03 3.0300971 3.030097 2.7453900 2.745390 43056400 2.745390
## 2008-10-06 2.7047183 2.725055 2.2505425 2.501356 64827900 2.501356
## 2008-10-07 2.5691437 2.643710 1.9793930 1.979393 71723500 1.979393
## 2008-10-08 2.0065083 3.707973 1.4235363 1.803146 127853400 1.803146
## 2008-10-09 1.9522772 2.033622 1.3760843 1.409978 130226600 1.409978
## 2008-10-10 1.4031999 1.728580 1.2744038 1.348970 196889000 1.348970
## 2008-10-13 2.0200659 2.020066 1.5658900 1.620120 121924900 1.620120
## 2008-10-14 2.0132866 2.013287 1.6268983 1.660792 82762600 1.660792
## 2008-10-15 1.7082434 1.728580 1.5523323 1.559111 54074200 1.559111
## 2008-10-16 1.6811286 1.681129 1.3896426 1.538775 69338900 1.538775
## 2008-10-17 1.5252167 1.721800 1.4642080 1.647234 65637000 1.647234
## 2008-10-20 1.7285793 1.769252 1.5726683 1.579447 45017700 1.579447
## 2008-10-21 1.5048807 1.565889 1.4438720 1.470987 51397400 1.470987
## 2008-10-22 1.4845447 1.498102 1.4031998 1.423536 43730200 1.423536
## 2008-10-23 1.4642078 1.464208 1.3015181 1.355748 71762400 1.355748
## 2008-10-24 1.2472884 1.409978 1.2201734 1.362527 65620400 1.362527
## 2008-10-27 1.3896425 1.416757 1.3150763 1.376085 35707500 1.376085
## 2008-10-28 1.4913237 1.518439 1.4099788 1.457430 58590200 1.457430
## 2008-10-29 1.4845442 1.545553 1.4235356 1.464208 77508000 1.464208
## 2008-10-30 1.5387743 1.545553 1.4303144 1.545553 65288100 1.545553
## 2008-10-31 1.4981025 1.559111 1.4709875 1.484545 64651600 1.484545
## 2008-11-03 1.5252169 1.525217 1.4303145 1.443872 46924900 1.443872
## 2008-11-04 1.5048804 1.511659 1.4438718 1.464208 63228200 1.464208
## 2008-11-05 1.5116594 1.511659 1.3964208 1.416757 51555200 1.416757
## 2008-11-06 1.4303147 1.437093 1.2676248 1.342191 90846500 1.342191
## 2008-11-07 1.3760847 1.423536 1.2472886 1.369306 93875900 1.369306
## 2008-11-10 1.4099781 1.437093 1.2879608 1.308297 57943100 1.308297
## 2008-11-11 1.3489690 1.355748 1.1659431 1.220173 72447400 1.220173
## 2008-11-12 1.3489691 1.355748 1.2405093 1.247288 50057500 1.247288
## 2008-11-13 1.2879610 1.308297 1.1795011 1.287961 47082700 1.287961
## 2008-11-14 1.2608454 1.281182 1.2133943 1.220173 35717500 1.220173
## 2008-11-17 1.2608464 1.274404 1.1659440 1.165944 39304700 1.165944
## 2008-11-18 1.1930590 1.199838 1.0574841 1.138829 51644300 1.138829
## 2008-11-19 1.1184918 1.159164 0.8202273 0.854121 127672300 0.854121
## 2008-11-20 0.8880151 1.267625 0.6846528 0.942245 198781000 0.942245
## 2008-11-21 0.9964750 1.050705 0.8473427 0.969360 132027100 0.969360
## 2008-11-24 1.2066164 1.254068 0.9490241 1.057484 131077000 1.057484
## 2008-11-25 1.1456072 1.165943 1.0710411 1.125271 79911700 1.125271
## 2008-11-26 1.1659440 1.511660 1.1456078 1.457430 172837700 1.457430
## 2008-11-28 1.6743487 1.857375 1.5726676 1.823481 118416200 1.823481
## 2008-12-01 2.0336224 2.040401 1.3693057 1.728579 291750200 1.728579
## 2008-12-02 1.8302610 1.965836 1.7489161 1.830261 198296700 1.830261
## 2008-12-03 1.8844898 2.013286 1.8167024 1.931941 152252100 1.931941
## 2008-12-04 1.9116059 2.006508 1.7014648 1.803146 140900800 1.803146
## 2008-12-05 1.8302615 1.952279 1.7760315 1.843819 98880500 1.843819
## 2008-12-08 2.1691976 2.399675 1.9048267 2.291215 268029900 2.291215
## 2008-12-09 2.2234277 2.250543 2.0471804 2.189534 137306000 2.189534
## 2008-12-10 2.2912146 2.318330 2.0404012 2.203091 141141500 2.203091
## 2008-12-11 2.1149673 2.128525 1.9116051 1.965835 92690800 1.965835
## 2008-12-12 1.4845448 2.175977 1.4370936 2.060738 210854400 2.060738
## 2008-12-15 2.1556400 2.203091 2.0810738 2.155640 69622800 2.155640
## 2008-12-16 2.2030909 2.203091 2.1014098 2.121746 59928300 2.121746
## 2008-12-17 2.1217463 2.148861 2.0878525 2.128525 52036400 2.128525
## 2008-12-18 2.1285253 2.128525 1.8234819 1.925163 108792100 1.925163
## 2008-12-19 2.1691976 2.203091 1.8641542 1.999729 143907300 1.999729
## 2008-12-22 1.9658361 1.965836 1.7285800 1.755695 67578200 1.755695
## 2008-12-23 1.6811286 1.701465 1.4438725 1.484545 103725200 1.484545
## 2008-12-24 1.4981014 1.525216 1.4031990 1.430314 37139100 1.430314
## 2008-12-26 1.5116595 1.593004 1.4981021 1.552332 40768200 1.552332
## 2008-12-29 1.6336771 1.660792 1.4370936 1.504881 46999500 1.504881
## 2008-12-30 1.5862257 1.586226 1.4913233 1.552332 39225700 1.552332
## 2008-12-31 1.5523320 1.559111 1.4913233 1.552332 39759600 1.552332
## 2009-01-02 1.5591111 1.687907 1.5455536 1.667571 42052300 1.667571
## 2009-01-05 1.6404552 1.789587 1.5658890 1.748915 73031000 1.748915
## 2009-01-06 1.7895881 1.931942 1.7828093 1.870933 58945900 1.870933
## 2009-01-07 1.8438172 1.911605 1.7760298 1.823481 43931200 1.823481
## 2009-01-08 1.7760298 1.830260 1.6946849 1.823481 51174500 1.823481
## 2009-01-09 1.7828090 1.850596 1.7556940 1.782809 39831800 1.782809
## 2009-01-12 1.8234817 1.823482 1.7082431 1.789588 47682700 1.789588
## 2009-01-13 1.7624729 1.789588 1.6404555 1.681128 40477200 1.681128
## 2009-01-14 1.6336772 1.647235 1.4845448 1.531996 56635600 1.531996
## 2009-01-15 1.5387750 1.593005 1.3896426 1.511660 69594900 1.511660
## 2009-01-16 1.5862262 1.599784 1.3964213 1.484545 60086400 1.484545
## 2009-01-20 1.5048807 1.525217 1.3896421 1.443872 51647400 1.443872
## 2009-01-21 1.4777657 1.484544 1.3557483 1.416757 75295100 1.416757
## 2009-01-22 1.3828634 1.403200 1.2879610 1.315076 52683400 1.315076
## 2009-01-23 1.2879604 1.308297 1.2201730 1.220173 71025700 1.220173
## 2009-01-26 1.3489697 1.396421 1.2676248 1.315076 50898200 1.315076
## 2009-01-27 1.3693057 1.382863 1.3150758 1.335412 31112400 1.335412
## 2009-01-28 1.3828637 1.396421 1.3421913 1.376085 34869200 1.376085
## 2009-01-29 1.3760849 1.376085 1.3218550 1.321855 30930500 1.321855
## 2009-01-30 1.3489689 1.348969 1.2540665 1.267624 35463000 1.267624
## 2009-02-02 1.2608455 1.308297 1.2269518 1.274403 32294600 1.274403
## 2009-02-03 1.3015180 1.335412 1.2269519 1.328633 34099500 1.328633
## 2009-02-04 1.3421912 1.369306 1.3015188 1.321855 24203700 1.321855
## 2009-02-05 1.3150757 1.335412 1.2608458 1.308297 17335100 1.308297
## 2009-02-06 1.3150760 1.348970 1.2879610 1.315076 21389600 1.315076
## 2009-02-09 1.3286335 1.328633 1.2472885 1.287961 27266900 1.287961
## 2009-02-10 1.2947397 1.301518 1.2337310 1.233731 28273800 1.233731
## 2009-02-11 1.2540670 1.274403 1.2201733 1.254067 30214000 1.254067
## 2009-02-12 1.2405100 1.254067 1.1862800 1.213395 23422600 1.213395
## 2009-02-13 1.2337315 1.240510 1.1659440 1.193059 23009400 1.193059
## 2009-02-17 1.1523857 1.186279 1.0913771 1.145607 32860300 1.145607
## 2009-02-18 1.2066162 1.213395 1.1049350 1.132050 25051400 1.132050
## 2009-02-19 1.1456075 1.152386 1.0913775 1.104935 19034200 1.104935
## 2009-02-20 1.0845985 1.091377 1.0168111 1.071041 37900600 1.071041
## 2009-02-23 1.1184921 1.294739 1.0913771 1.172722 44460600 1.172722
## 2009-02-24 1.2201732 1.355748 1.2201732 1.355748 35167600 1.355748
## 2009-02-25 1.4235357 1.464208 1.3557483 1.362527 54368900 1.362527
## 2009-02-26 1.4099784 1.416757 1.2269524 1.342191 32307100 1.342191
## 2009-02-27 1.3082968 1.355748 1.2201732 1.355748 31512500 1.355748
## 2009-03-02 1.2947392 1.315075 1.2405093 1.274403 19605600 1.274403
## 2009-03-03 1.2947394 1.294739 1.2201733 1.226952 15442700 1.226952
## 2009-03-04 1.2879602 1.287960 1.2405090 1.267624 22404200 1.267624
## 2009-03-05 1.1862796 1.355748 1.1727221 1.226952 47498200 1.226952
## 2009-03-06 1.2405096 1.294740 1.1184923 1.152386 35136700 1.152386
## 2009-03-09 1.2066160 1.254067 1.1523860 1.179501 32278900 1.179501
## 2009-03-10 1.2540670 1.281182 1.2269520 1.254067 31181300 1.254067
## 2009-03-11 1.2947393 1.355748 1.2676243 1.328633 43503700 1.328633
## 2009-03-12 1.3421911 1.423536 1.3421911 1.423536 46652500 1.423536
## 2009-03-13 1.4845450 1.525217 1.4370938 1.484545 53675700 1.484545
## 2009-03-16 1.5455534 1.559111 1.4167573 1.423536 44196000 1.423536
## 2009-03-17 1.4709868 1.559110 1.4303144 1.545553 43181500 1.545553
## 2009-03-18 1.5455529 1.796366 1.5455529 1.674349 92775500 1.674349
## 2009-03-19 1.8777113 1.884490 1.5455530 1.701464 61243500 1.701464
## 2009-03-20 1.8302603 1.864154 1.7082429 1.864154 57202300 1.864154
## 2009-03-23 1.9522775 1.965835 1.8980476 1.965835 45286800 1.965835
## 2009-03-24 1.9183838 1.999729 1.8709326 1.938720 40512400 1.938720
## 2009-03-25 1.9658357 2.026844 1.8709333 1.877712 51384500 1.877712
## 2009-03-26 1.9658350 1.992950 1.9048264 1.992950 38757300 1.992950
## 2009-03-27 2.0065079 2.020065 1.9116055 1.925163 32074900 1.925163
## 2009-03-30 1.8505968 1.952278 1.6133408 1.870933 63985300 1.870933
## 2009-03-31 1.9251626 1.945499 1.7828090 1.782809 45913600 1.782809
## 2009-04-01 1.7353586 1.898048 1.6268987 1.857376 68271500 1.857376
## 2009-04-02 1.9590565 1.999729 1.9183841 1.972614 68130500 1.972614
## 2009-04-03 1.9861713 2.203091 1.9726138 2.203091 111824600 2.203091
## 2009-04-06 2.2166489 2.711497 2.2030914 2.555586 231439200 2.555586
## 2009-04-07 2.5081346 2.535250 2.2776574 2.365781 112627100 2.365781
## 2009-04-08 2.4877982 2.745390 2.3928958 2.677603 261067600 2.677603
## 2009-04-09 2.8606295 2.989426 2.7318334 2.874187 131505500 2.874187
## 2009-04-13 2.8809663 2.928417 2.7318339 2.887745 73962500 2.887745
## 2009-04-14 2.9013015 2.935195 2.8131779 2.914859 64229300 2.914859
## 2009-04-15 2.8674071 2.880965 2.5420275 2.738611 88312500 2.738611
## 2009-04-16 2.7928410 2.847071 2.6776025 2.819956 59376500 2.819956
## 2009-04-17 2.8402931 2.853851 2.6911608 2.711497 55084300 2.711497
## 2009-04-20 2.6504883 2.650488 2.4471261 2.501356 57797600 2.501356
## 2009-04-21 2.3928960 2.603037 2.2166487 2.575922 93851900 2.575922
## 2009-04-22 2.7792846 2.996204 2.7453909 2.901302 145386500 2.901302
## 2009-04-23 3.0029826 3.057212 2.9216377 3.043655 115728000 3.043655
## 2009-04-24 3.6130706 3.694415 3.3622570 3.389372 287772600 3.389372
## 2009-04-27 3.4368220 3.674078 3.4029283 3.463937 111424500 3.463937
## 2009-04-28 3.4436008 3.660521 3.3961496 3.518167 73139000 3.518167
## 2009-04-29 3.6062904 3.694414 3.5791754 3.694414 70786300 3.694414
## 2009-04-30 3.7825383 4.060467 3.7757596 4.053688 186983700 4.053688
## 2009-05-01 4.0604662 4.067245 3.7689804 3.857104 102853400 3.857104
## 2009-05-04 3.9994565 4.026571 3.8977754 3.985899 58158000 3.985899
## 2009-05-05 3.9452278 4.006236 3.7960955 3.965564 70335000 3.965564
## 2009-05-06 4.0062370 4.263829 3.9994583 4.243493 95547300 4.243493
## 2009-05-07 4.4129625 4.433299 3.8299905 4.107919 95031100 4.107919
## 2009-05-08 4.1960403 4.270606 4.0875805 4.229934 63884500 4.229934
## 2009-05-11 4.1282537 4.243492 3.9859002 4.121475 64849100 4.121475
## 2009-05-12 3.8909971 3.911333 3.3961490 3.396149 217074100 3.396149
## 2009-05-13 3.2334599 3.369035 3.1927875 3.362256 541175600 3.362256
## 2009-05-14 3.4978310 3.633406 3.3825924 3.497831 207354400 3.497831
## 2009-05-15 3.5385030 3.728308 3.5385030 3.721529 128733300 3.721529
## 2009-05-18 3.8571041 3.863883 3.5859544 3.728308 121707300 3.728308
## 2009-05-19 3.7215286 3.857103 3.6130688 3.816431 92782500 3.816431
## 2009-05-20 3.8367686 3.897777 3.6130701 3.667300 95454300 3.667300
## 2009-05-21 3.5588401 3.653742 3.4300439 3.613070 78529400 3.613070
## 2009-05-22 3.6401852 3.640185 3.4571591 3.565619 50019900 3.565619
## 2009-05-26 3.4978312 3.667300 3.4571587 3.660521 66346400 3.660521
## 2009-05-27 3.7147504 3.748644 3.5588393 3.619848 55302600 3.619848
## 2009-05-28 3.6672999 3.768981 3.5588400 3.768981 63255100 3.768981
## 2009-05-29 3.7825393 3.897778 3.6673007 3.897778 99306500 3.897778
## 2009-06-01 4.0333516 4.223156 3.9859004 4.155369 111714500 4.155369
## 2009-06-02 4.1824842 4.379068 4.0875818 4.345174 134751900 4.345174
## 2009-06-03 4.2706079 4.277387 4.0401307 4.189263 111423600 4.189263
## 2009-06-04 4.1892626 4.338395 4.1824839 4.311280 83850700 4.311280
## 2009-06-05 4.3858462 4.426519 4.2163776 4.311280 85658900 4.311280
## 2009-06-08 4.2095994 4.379068 4.1079182 4.324838 85590400 4.324838
## 2009-06-09 4.3248379 4.365510 4.1892631 4.243493 84569400 4.243493
## 2009-06-10 4.2841646 4.358731 4.1418111 4.196041 90297100 4.196041
## 2009-06-11 4.1689266 4.229935 3.8977769 4.053688 133040800 4.053688
## 2009-06-12 4.0740236 4.168926 4.0130149 4.141811 54584200 4.141811
## 2009-06-15 4.0808027 4.094360 3.9316704 4.019794 65242800 4.019794
## 2009-06-16 4.0265730 4.033352 3.7418659 3.843547 87214100 3.843547
## 2009-06-17 3.8232108 3.965564 3.5927336 3.870662 87747800 3.870662
## 2009-06-18 3.9181124 3.938449 3.7418651 3.850325 57600300 3.850325
## 2009-06-19 3.8842187 4.040130 3.8571038 3.877440 69582800 3.877440
## 2009-06-22 3.8435455 3.924890 3.6401833 3.646962 57636000 3.646962
## 2009-06-23 3.6808576 3.789317 3.5317252 3.748645 60592700 3.748645
## 2009-06-24 3.8367672 3.999457 3.7350861 3.816431 72264800 3.816431
## 2009-06-25 3.7757588 3.897776 3.6401840 3.850325 62899600 3.850325
## 2009-06-26 3.8299890 3.931670 3.7622016 3.802874 68304000 3.802874
## 2009-06-29 3.8367681 4.040130 3.7960956 3.918113 73552300 3.918113
## 2009-06-30 4.0401308 4.175706 3.9723434 4.114697 85531400 4.114697
## 2009-07-01 4.1485916 4.236715 3.9926805 4.006238 95888300 4.006238
## 2009-07-02 3.9520056 4.121474 3.7622008 3.992678 73694800 3.992678
## 2009-07-06 3.9791229 4.101140 3.8503268 3.897778 73705200 3.897778
## 2009-07-07 3.8909986 3.897777 3.7350875 3.748645 68322000 3.748645
## 2009-07-08 3.7622008 3.802873 3.5520599 3.626626 67379800 3.626626
## 2009-07-09 3.7011924 3.904555 3.6062900 3.816431 60243600 3.816431
## 2009-07-10 3.7486439 3.897776 3.7418652 3.877440 47272700 3.877440
## 2009-07-13 3.8774402 3.890998 3.7350867 3.857104 46062800 3.857104
## 2009-07-14 3.8571039 3.992679 3.7960952 3.958785 56107600 3.958785
## 2009-07-15 4.0536868 4.107917 4.0062356 4.101138 64814100 4.101138
## 2009-07-16 4.0536879 4.162148 3.9587855 4.155369 66541300 4.155369
## 2009-07-17 4.1689267 4.216378 4.0875818 4.162148 62832200 4.162148
## 2009-07-20 4.2028197 4.270607 4.1553686 4.196041 64037800 4.196041
## 2009-07-21 4.2570509 4.270608 4.0943611 4.202821 57398800 4.202821
## 2009-07-22 4.1824844 4.392625 4.1553694 4.324838 91813000 4.324838
## 2009-07-23 4.7044470 4.812907 4.5078635 4.731562 269099700 4.731562
## 2009-07-24 4.6773319 4.690889 4.5417571 4.595987 99700500 4.595987
## 2009-07-27 4.6298804 4.941702 4.5553142 4.928145 104647700 4.928145
## 2009-07-28 4.8806945 4.934924 4.7790133 4.840022 68800900 4.840022
## 2009-07-29 4.7993500 4.962040 4.7383413 4.826465 74129700 4.826465
## 2009-07-30 4.9349238 5.070499 4.8671364 5.009490 88741000 5.009490
## 2009-07-31 5.0569410 5.422993 5.0366047 5.422993 156355300 5.422993
## 2009-08-03 5.8636117 6.005965 5.6263558 5.646692 246431700 5.646692
## 2009-08-04 5.6941434 5.768710 5.4840024 5.626356 122641600 5.626356
## 2009-08-05 5.7687082 5.816159 5.6399121 5.721257 97215300 5.721257
## 2009-08-06 5.7754884 5.795825 5.3619851 5.470445 132529500 5.470445
## 2009-08-07 5.6466917 5.653470 5.4229933 5.429772 95304700 5.429772
## 2009-08-10 5.3823213 5.395879 5.1654016 5.233189 90356700 5.233189
## 2009-08-11 5.1857381 5.375543 5.1789594 5.294198 81695400 5.294198
## 2009-08-12 5.3213121 5.402657 5.2128523 5.219631 73805300 5.219631
## 2009-08-13 5.3213123 5.368763 5.2196312 5.355206 88102900 5.355206
## 2009-08-14 5.4094361 5.429772 5.2535251 5.307755 58019400 5.307755
## 2009-08-17 5.0908354 5.165402 4.8332432 4.995933 78689300 4.995933
## 2009-08-18 5.0976141 5.253525 5.0704991 5.178959 72395500 5.178959
## 2009-08-19 5.0840549 5.253523 5.0840549 5.185736 47417600 5.185736
## 2009-08-20 5.2196305 5.246745 5.1925155 5.206073 29608300 5.206073
## 2009-08-21 5.2806397 5.307755 5.1654011 5.246746 55283300 5.246746
## 2009-08-24 5.2535242 5.294197 4.9552596 5.023047 93581500 5.023047
## 2009-08-25 5.0366051 5.185737 5.0366051 5.145065 53545700 5.145065
## 2009-08-26 5.1586230 5.178959 5.0230482 5.158623 44502200 5.158623
## 2009-08-27 5.1925163 5.226410 5.0569414 5.199295 62564800 5.199295
## 2009-08-28 5.2399670 5.287418 5.2128520 5.239967 44250400 5.239967
## 2009-08-31 5.1518440 5.178959 5.0637204 5.151844 43810500 5.151844
## 2009-09-01 5.0908340 5.267081 4.8332419 4.907808 102771300 4.907808
## 2009-09-02 4.8671371 4.887473 4.6569961 4.765456 65920200 4.765456
## 2009-09-03 4.8400208 5.097613 4.7247822 5.070498 87169900 5.070498
## 2009-09-04 5.0772785 5.117951 4.9281461 5.036606 42539800 5.036606
## 2009-09-08 5.1043931 5.117951 4.9281458 4.948482 45485800 4.948482
## 2009-09-09 4.9620388 5.097614 4.9145876 5.009490 47496100 5.009490
## 2009-09-10 5.0366043 5.070498 4.9823743 5.043383 34041200 5.043383
## 2009-09-11 5.0569406 5.111171 4.9484808 4.968817 48787900 4.968817
## 2009-09-14 4.9484813 5.016269 4.8671364 5.009490 34515900 5.009490
## 2009-09-15 5.0094901 5.043384 4.8806940 4.880694 50771500 4.880694
## 2009-09-16 4.9755951 4.989153 4.7586754 4.846799 107442600 4.846799
## 2009-09-17 4.7790137 4.914589 4.6434388 4.690890 103372300 4.690890
## 2009-09-18 4.7383417 4.785793 4.6976693 4.704448 53331300 4.704448
## 2009-09-21 4.6637737 4.690889 4.5756501 4.629880 52822200 4.629880
## 2009-09-22 4.6908893 4.806128 4.6773318 4.751898 55582000 4.751898
## 2009-09-23 4.8806941 5.145065 4.8671366 4.989154 139234200 4.989154
## 2009-09-24 5.1043918 5.117949 4.8874721 4.968817 88410600 4.968817
## 2009-09-25 4.9755967 5.056942 4.8806943 4.941703 61908900 4.941703
## 2009-09-28 4.9891534 5.084056 4.9688171 5.077277 45883900 5.077277
## 2009-09-29 5.0772770 5.084056 4.9891533 5.050162 46727700 5.050162
## 2009-09-30 5.0704990 5.084057 4.8400218 4.887473 95959600 4.887473
## 2009-10-01 4.8671366 4.914588 4.7247830 4.724783 101530900 4.724783
## 2009-10-02 4.6163218 4.738339 4.4807470 4.636658 55825100 4.636658
## 2009-10-05 4.7044468 4.799349 4.6366594 4.779013 42693000 4.779013
## 2009-10-06 4.8671370 4.894252 4.7722346 4.840022 48500800 4.840022
## 2009-10-07 4.8196855 4.840022 4.7451194 4.833243 33869000 4.833243
## 2009-10-08 4.8739147 4.928145 4.8196848 4.867136 78355000 4.867136
## 2009-10-09 4.8468012 4.853580 4.7790138 4.826465 32603200 4.826465
## 2009-10-12 4.8739142 5.307754 4.8535780 5.165400 152372700 5.165400
## 2009-10-13 5.1382850 5.341647 5.0908339 5.165400 100372000 5.165400
## 2009-10-14 5.2874174 5.294196 5.1586213 5.192515 58858200 5.192515
## 2009-10-15 5.1586213 5.246745 5.1586213 5.192515 40371200 5.192515
## 2009-10-16 5.1247284 5.145065 5.0162685 5.029826 47371300 5.029826
## 2009-10-19 5.1111718 5.206074 5.0298269 5.131508 62833900 5.131508
## 2009-10-20 5.1925173 5.307756 5.1857385 5.226411 50104000 5.226411
## 2009-10-21 5.2128533 5.409437 5.1857383 5.273862 69777200 5.273862
## 2009-10-22 5.2399668 5.334869 5.1654006 5.260303 53432400 5.260303
## 2009-10-23 5.3009761 5.314534 5.1179501 5.172180 47705600 5.172180
## 2009-10-26 5.2196321 5.314534 5.0162698 5.063721 60580400 5.063721
## 2009-10-27 5.0704981 5.104392 4.8603571 4.968817 72962600 4.968817
## 2009-10-28 4.9281460 4.975597 4.6705538 4.718005 94665300 4.718005
## 2009-10-29 4.8400221 4.982376 4.7857922 4.948482 69469900 4.948482
## 2009-10-30 4.9349248 4.948482 4.6163239 4.745120 95736100 4.745120
## 2009-11-02 5.2399692 5.314535 4.9823769 5.138288 208424500 5.138288
## 2009-11-03 4.9823743 5.199294 4.9552594 5.043383 193783100 5.043383
## 2009-11-04 4.9823749 5.036605 4.9078088 4.928145 240095200 4.928145
## 2009-11-05 4.9891533 5.084056 4.9620384 5.050162 125050200 5.050162
## 2009-11-06 5.0162700 5.253526 4.9755975 5.253526 159975800 5.253526
## 2009-11-09 5.2738604 5.545010 5.2535241 5.545010 203287900 5.545010
## 2009-11-10 5.5246743 5.660249 5.4501082 5.585683 136649800 5.585683
## 2009-11-11 5.6466920 5.694143 5.5992408 5.646692 89390000 5.646692
## 2009-11-12 5.5924617 5.721258 5.5382318 5.558568 86560300 5.558568
## 2009-11-13 5.5924621 5.728037 5.5856834 5.700922 86202200 5.700922
## 2009-11-16 5.7687092 5.958514 5.7619304 5.904284 121719000 5.904284
## 2009-11-17 5.9517352 6.100867 5.9313989 6.087310 126809600 6.087310
## 2009-11-18 6.1008664 6.195769 5.9652916 6.060194 120432800 6.060194
## 2009-11-19 5.9788487 5.978849 5.7958227 5.917840 90625800 5.917840
## 2009-11-20 5.8500543 5.951735 5.8161605 5.856833 59314700 5.856833
## 2009-11-23 5.9924061 6.039857 5.8771676 5.917840 61341800 5.917840
## 2009-11-24 5.9652943 5.985630 5.8636131 5.972073 47088400 5.972073
## 2009-11-25 6.0127455 6.033082 5.9381793 5.972073 26922600 5.972073
## 2009-11-27 5.7619290 5.972070 5.6941416 5.917840 42184800 5.917840
## 2009-11-30 5.9517339 6.053415 5.8771677 6.026300 58900100 6.026300
## 2009-12-01 6.1076466 6.148319 5.9720718 6.019523 104011700 6.019523
## 2009-12-02 6.0601958 6.148319 6.0398596 6.107647 63656600 6.107647
## 2009-12-03 6.1347601 6.175433 6.0263003 6.060194 57935400 6.060194
## 2009-12-04 6.1686538 6.195769 5.9517342 6.060194 79533500 6.060194
## 2009-12-07 6.0330813 6.100869 5.9652938 6.039860 41476300 6.039860
## 2009-12-08 6.0127427 6.026300 5.9381766 5.978849 57473000 5.978849
## 2009-12-09 6.0127427 6.107645 5.9652916 6.005964 52852400 6.005964
## 2009-12-10 6.0601968 6.161878 6.0330818 6.134763 63643700 6.134763
## 2009-12-11 6.1618757 6.168654 6.0873095 6.100867 63474700 6.100867
## 2009-12-14 6.1008691 6.168656 6.0805328 6.155099 37983700 6.155099
## 2009-12-15 6.1279830 6.412690 6.1212043 6.365239 109417900 6.365239
## 2009-12-16 6.3991313 6.534706 6.3787951 6.433025 71460500 6.433025
## 2009-12-17 6.4330264 6.480478 6.3245665 6.365239 55724600 6.365239
## 2009-12-18 6.4804781 6.595717 6.4194694 6.561823 88033100 6.561823
## 2009-12-21 6.6228304 6.643167 6.5279280 6.555043 53335700 6.555043
## 2009-12-22 6.6363869 6.710953 6.5821569 6.710953 50860300 6.710953
## 2009-12-23 6.7855198 6.853307 6.7312899 6.832971 64815000 6.832971
## 2009-12-24 6.8939810 6.914317 6.8194148 6.866866 24895700 6.866866
## 2009-12-28 6.9007605 7.029557 6.8804243 6.914318 53979900 6.914318
## 2009-12-29 6.9617679 6.975325 6.8397505 6.853308 40821600 6.853308
## 2009-12-30 6.8126355 6.832972 6.7041756 6.771963 46699600 6.771963
## 2009-12-31 6.8058590 6.819416 6.7245140 6.778744 31253700 6.778744
## 2010-01-04 6.8939789 6.968545 6.8126340 6.968545 60855800 6.968545
## 2010-01-05 7.0837871 7.619308 7.0498934 7.429503 215620200 7.429503
## 2010-01-06 7.5989682 7.768437 7.5447382 7.707428 200070600 7.707428
## 2010-01-07 7.7684401 7.924351 7.6735377 7.904015 130201700 7.904015
## 2010-01-08 7.9107905 7.958242 7.7684370 7.924348 130463000 7.924348
## 2010-01-11 8.0667034 8.229393 7.9853585 8.209057 170626200 8.209057
## 2010-01-12 8.1209322 8.154826 7.9446849 8.046366 162995900 8.046366
## 2010-01-13 8.0734811 8.087039 7.7752164 7.917570 154527100 7.917570
## 2010-01-14 7.8972329 8.039586 7.8023305 7.971799 116531200 7.971799
## 2010-01-15 7.9582444 7.971802 7.8294483 7.863342 96149800 7.863342
## 2010-01-19 7.8023322 8.019252 7.7684385 7.965022 65934000 7.965022
## 2010-01-20 7.9175696 7.924348 7.7955523 7.802331 71649500 7.802331
## 2010-01-21 7.8158900 7.876899 7.4633954 7.578634 121451400 7.578634
## 2010-01-22 7.4633964 7.537963 7.0566718 7.131238 161530100 7.131238
## 2010-01-25 7.2735907 7.524404 7.1922458 7.476953 121621500 7.476953
## 2010-01-26 7.5718535 7.768437 7.5040661 7.585411 108250500 7.585411
## 2010-01-27 7.8430035 7.876897 7.6057475 7.829446 105091600 7.829446
## 2010-01-28 8.0667013 8.100595 7.6396406 7.734543 203320000 7.734543
## 2010-01-29 7.8633404 7.870119 7.2532536 7.348156 159741200 7.348156
## 2010-02-01 7.5515195 7.578634 7.4091659 7.537962 82748200 7.537962
## 2010-02-02 7.6328634 7.809111 7.5854122 7.720987 119714900 7.720987
## 2010-02-03 7.7887768 7.904015 7.7413256 7.890458 90125500 7.890458
## 2010-02-04 7.7887749 7.815890 7.4566165 7.497289 129792200 7.497289
## 2010-02-05 7.4362794 7.531182 7.1108999 7.395607 181535200 7.395607
## 2010-02-08 7.5176239 7.673535 7.3752703 7.436279 92031400 7.436279
## 2010-02-09 7.5786342 7.605749 7.4701743 7.558298 83207100 7.558298
## 2010-02-10 7.5379624 7.551520 7.3888300 7.415945 73395600 7.415945
## 2010-02-11 7.4566166 7.585413 7.3752717 7.578634 65116200 7.578634
## 2010-02-12 7.4023871 7.578634 7.3549359 7.537962 69465400 7.537962
## 2010-02-16 7.5989669 7.714205 7.5311795 7.673533 62537500 7.673533
## 2010-02-17 7.7481016 7.809110 7.6938716 7.788774 65983200 7.788774
## 2010-02-18 7.7345442 7.781995 7.6531993 7.714208 53406800 7.714208
## 2010-02-19 7.6938725 7.727766 7.6328638 7.653200 46990000 7.653200
## 2010-02-22 7.7006501 7.714208 7.5786328 7.598969 41993100 7.598969
## 2010-02-23 7.5786348 7.883678 7.5582986 7.863342 114688400 7.863342
## 2010-02-24 7.9446863 8.053146 7.8972351 7.951465 84200800 7.951465
## 2010-02-25 7.8158885 8.019251 7.7277648 7.985357 83114500 7.985357
## 2010-02-26 8.0192517 8.032809 7.8701194 7.958243 72368400 7.958243
## 2010-03-01 8.0056926 8.419196 7.9650201 8.412417 142605500 8.412417
## 2010-03-02 8.5547717 8.595444 8.2565070 8.283622 193706600 8.283622
## 2010-03-03 8.4463119 8.697125 8.3717458 8.602223 157004600 8.602223
## 2010-03-04 8.6632313 8.676789 8.4869840 8.670010 89836800 8.670010
## 2010-03-05 8.7581341 8.839479 8.6971254 8.812364 106920600 8.812364
## 2010-03-08 8.7716917 8.785249 8.6700106 8.764913 78903200 8.764913
## 2010-03-09 8.6971272 8.832702 8.6293398 8.676791 83934300 8.676791
## 2010-03-10 8.7310205 8.778472 8.6767905 8.690348 56850600 8.690348
## 2010-03-11 8.6700131 8.792030 8.6428981 8.751358 59274700 8.751358
## 2010-03-12 8.8259223 9.063178 8.7988073 9.042842 104771000 9.042842
## 2010-03-15 9.1241875 9.239426 9.0292851 9.083515 95072200 9.083515
## 2010-03-16 9.1445220 9.158079 9.0292834 9.144522 74692700 9.144522
## 2010-03-17 9.1851952 9.591920 9.1851952 9.558026 137318700 9.558026
## 2010-03-18 9.6461522 9.856293 9.2529851 9.307215 235094400 9.307215
## 2010-03-19 9.0089470 9.436008 8.8394785 9.008947 252411200 9.008947
## 2010-03-22 8.7988043 9.490236 8.6835657 9.483457 170576100 9.483457
## 2010-03-23 9.6054791 9.693603 9.3614443 9.422453 167002400 9.422453
## 2010-03-24 9.3343293 9.524134 9.3275506 9.422453 91765400 9.422453
## 2010-03-25 9.5241326 9.571584 9.3275490 9.354664 88909300 9.354664
## 2010-03-26 9.4156712 9.476680 9.3275476 9.395335 60400400 9.395335
## 2010-03-29 9.2868746 9.408892 9.0767337 9.198751 158225000 9.198751
## 2010-03-30 9.1851930 9.246202 8.9343796 9.002167 142055200 9.002167
## 2010-03-31 8.6903465 8.778470 8.4191969 8.520878 433659100 8.520878
## 2010-04-01 8.7039046 8.778471 8.5276573 8.561551 212952100 8.561551
## 2010-04-05 8.7377999 8.758136 8.6496763 8.656455 88957200 8.656455
## 2010-04-06 8.6632329 8.731020 8.5412156 8.609003 76423800 8.609003
## 2010-04-07 8.6022232 8.690347 8.4937633 8.527657 88112400 8.527657
## 2010-04-08 8.5073211 8.615781 8.3649675 8.561551 77491400 8.561551
## 2010-04-09 8.6293387 8.703905 8.5479938 8.622560 60408600 8.622560
## 2010-04-12 8.6225613 8.683570 8.5683313 8.656455 50783100 8.656455
## 2010-04-13 8.6428950 8.737797 8.6157801 8.670010 71008500 8.670010
## 2010-04-14 8.7581351 9.103851 8.7174626 9.049621 153602100 9.049621
## 2010-04-15 9.0970718 9.408894 9.0902930 9.327549 159110500 9.327549
## 2010-04-16 9.3817802 9.436010 9.0157281 9.097073 149640000 9.097073
## 2010-04-19 9.0699547 9.320768 9.0563972 9.219087 95855100 9.219087
## 2010-04-20 9.3004339 9.449566 9.2665402 9.429230 75630700 9.429230
## 2010-04-21 9.5037948 9.591918 9.4360074 9.578361 120284000 9.578361
## 2010-04-22 9.4902382 9.646149 9.3885570 9.625813 93331100 9.625813
## 2010-04-23 9.6393707 9.754609 9.5648046 9.632592 92002200 9.632592
## 2010-04-26 9.7546088 9.876626 9.6800427 9.802060 123029200 9.802060
## 2010-04-27 9.7885014 9.829174 8.9140439 9.198751 292667400 9.198751
## 2010-04-28 9.0767374 9.117410 8.7445790 8.981835 208023500 8.981835
## 2010-04-29 9.1174093 9.286878 9.0699581 9.205533 110114400 9.205533
## 2010-04-30 9.2462019 9.307211 8.7852476 8.825920 146322900 8.825920
## 2010-05-03 8.9343831 9.144524 8.9343831 9.015728 106416800 9.015728
## 2010-05-04 8.8598214 8.866600 8.6429015 8.710689 123207400 8.710689
## 2010-05-05 8.3514105 8.609003 7.8565623 8.364968 198525600 8.364968
## 2010-05-06 8.2497279 8.480205 7.1786868 7.985357 237094700 7.985357
## 2010-05-07 8.1005956 8.114153 7.4227215 7.802331 261066500 7.802331
## 2010-05-10 8.5005419 8.514099 8.1480474 8.236171 134388700 8.236171
## 2010-05-11 8.1277113 8.514100 8.0328089 8.344631 125738800 8.344631
## 2010-05-12 8.5208808 8.615783 8.4666509 8.595447 102657000 8.595447
## 2010-05-13 8.7242404 8.724240 8.3514096 8.419197 100156000 8.419197
## 2010-05-14 8.3039594 8.371747 8.0463672 8.209057 105856000 8.209057
## 2010-05-17 8.1887196 8.256507 7.7887739 8.100596 108686700 8.100596
## 2010-05-18 8.2361705 8.256507 7.7616586 7.829446 101309100 7.829446
## 2010-05-19 7.6599775 7.904012 7.5311814 7.829446 132864400 7.829446
## 2010-05-20 7.4837318 7.659979 7.2939270 7.321042 156449200 7.321042
## 2010-05-21 6.9482092 7.659977 6.8939793 7.632862 174455100 7.632862
## 2010-05-24 7.6531998 7.754881 7.4633950 7.463395 90998300 7.463395
## 2010-05-25 7.0973432 7.490510 7.0634495 7.470174 137858600 7.470174
## 2010-05-26 7.7616595 8.012473 7.6938720 7.720987 146872000 7.720987
## 2010-05-27 8.0328076 8.134489 7.9040116 8.127710 90700800 8.127710
## 2010-05-28 8.1683848 8.188721 7.8768988 7.951465 78823400 7.951465
## 2010-06-01 7.7955517 8.053144 7.7142068 7.734543 80977300 7.734543
## 2010-06-02 7.9040149 8.046368 7.7616613 8.032811 87265300 8.032811
## 2010-06-03 8.1412687 8.236171 8.0056939 8.107375 79568700 8.107375
## 2010-06-04 7.9243521 8.053148 7.7209898 7.795556 83480900 7.795556
## 2010-06-07 7.7616587 7.795552 7.4972878 7.517624 76229000 7.517624
## 2010-06-08 7.5515191 7.707430 7.3820505 7.605749 81494400 7.605749
## 2010-06-09 7.7006510 7.727766 7.4566163 7.490510 74947600 7.490510
## 2010-06-10 7.5989696 7.727766 7.5244035 7.720987 64799500 7.720987
## 2010-06-11 7.6125254 7.775215 7.5989679 7.727764 50280600 7.727764
## 2010-06-14 7.7819955 7.944685 7.7277655 7.768438 58144500 7.768438
## 2010-06-15 7.8294459 7.971799 7.8091097 7.931127 51790900 7.931127
## 2010-06-16 7.8972355 7.978580 7.7955543 7.883678 61954100 7.883678
## 2010-06-17 7.9243506 7.924351 7.6803159 7.781997 69430100 7.781997
## 2010-06-18 7.8362254 7.876898 7.7277655 7.768438 55417700 7.768438
## 2010-06-21 7.9175701 7.998915 7.7955528 7.815889 67814300 7.815889
## 2010-06-22 7.8226688 7.863341 7.5786340 7.605749 73509000 7.605749
## 2010-06-23 7.6125279 7.646422 7.4566168 7.476953 83134400 7.476953
## 2010-06-24 7.4498376 7.476953 7.2125816 7.307484 74449200 7.307484
## 2010-06-25 7.2871480 7.300705 7.0634495 7.287148 148168400 7.287148
## 2010-06-28 7.2668136 7.293929 7.0702300 7.070230 57994700 7.070230
## 2010-06-29 6.8600868 6.873644 6.6092734 6.697397 124866100 6.697397
## 2010-06-30 6.8465285 7.131236 6.8058560 6.832971 182831300 6.832971
## 2010-07-01 6.9346528 7.205802 6.7922992 7.165130 153383000 7.165130
## 2010-07-02 7.1719072 7.205801 6.8804214 6.968545 71607100 6.968545
## 2010-07-06 7.0634503 7.165131 6.8058581 6.887203 81246900 6.887203
## 2010-07-07 6.9210977 7.205805 6.8939827 7.178690 72565300 7.178690
## 2010-07-08 7.2668104 7.341377 7.0837844 7.199023 62355500 7.199023
## 2010-07-09 7.1719090 7.415944 7.1447940 7.354935 50732700 7.354935
## 2010-07-12 7.3481577 7.544741 7.3413789 7.524405 56354100 7.524405
## 2010-07-13 7.7752189 8.005696 7.6328653 7.904015 103923200 7.904015
## 2010-07-14 7.8768989 8.080261 7.8226690 8.005695 68051400 8.005695
## 2010-07-15 8.0395870 8.066702 7.8023311 8.039587 66020400 8.039587
## 2010-07-16 7.9650214 7.985358 7.6599780 7.687093 68905500 7.687093
## 2010-07-19 7.7548820 7.843006 7.6125284 7.781997 49910000 7.781997
## 2010-07-20 7.6599786 7.971801 7.6260849 7.965022 53134900 7.965022
## 2010-07-21 8.0124720 8.053144 7.7481011 7.829446 67645100 7.829446
## 2010-07-22 7.9717995 8.283622 7.9650208 8.195498 102031500 8.195498
## 2010-07-23 8.5073214 8.642896 8.3717465 8.622560 161608200 8.622560
## 2010-07-26 8.6903461 8.914045 8.6428949 8.771691 125770900 8.771691
## 2010-07-27 8.9208246 8.934382 8.7106836 8.832701 97305400 8.832701
## 2010-07-28 8.8055879 8.866597 8.7174643 8.751358 59746700 8.751358
## 2010-07-29 8.8326994 8.886929 8.6225585 8.792027 88510100 8.792027
## 2010-07-30 8.6835700 8.819145 8.5276589 8.656455 79512400 8.656455
## 2010-08-02 8.8530356 8.947938 8.7716907 8.920823 77124700 8.920823
## 2010-08-03 8.8665966 8.975057 8.6564556 8.751358 115202600 8.751358
## 2010-08-04 8.8123648 8.954718 8.7784711 8.886931 60875000 8.886931
## 2010-08-05 8.8462572 8.846257 8.7445761 8.798806 51574800 8.798806
## 2010-08-06 8.6971254 8.846258 8.6767892 8.839479 54704600 8.839479
## 2010-08-09 8.8937082 8.893708 8.7581334 8.846257 39072000 8.846257
## 2010-08-10 8.7716925 8.832701 8.6767901 8.758135 50265100 8.758135
## 2010-08-11 8.5751068 8.588664 8.3581871 8.412417 68132100 8.412417
## 2010-08-12 8.1548272 8.398862 8.0667035 8.317517 68017900 8.317517
## 2010-08-13 8.3039584 8.385303 8.2226135 8.236171 41635500 8.236171
## 2010-08-16 8.1073738 8.236170 8.0531439 8.127710 59316100 8.127710
## 2010-08-17 8.2700650 8.392082 8.1751626 8.242950 61043500 8.242950
## 2010-08-18 8.2497298 8.331075 7.9989163 8.270066 54218100 8.270066
## 2010-08-19 8.2226138 8.270065 8.0192515 8.059924 61059000 8.059924
## 2010-08-20 8.0328099 8.066704 7.8633414 7.978580 50806600 7.978580
## 2010-08-23 8.0260331 8.066706 7.8633433 7.870122 42449600 7.870122
## 2010-08-24 7.6464220 7.788776 7.5176259 7.619307 86299200 7.619307
## 2010-08-25 7.4837283 7.727763 7.4227196 7.673533 78571900 7.673533
## 2010-08-26 7.7277650 7.836225 7.5515178 7.571854 56953100 7.571854
## 2010-08-27 7.6328637 7.944686 7.4905101 7.836226 63565200 7.836226
## 2010-08-30 7.8497841 7.917572 7.6938730 7.693873 33651500 7.693873
## 2010-08-31 7.6396425 7.768439 7.5447401 7.653200 64984700 7.653200
## 2010-09-01 7.8158920 8.059927 7.7684408 7.870122 81988800 7.870122
## 2010-09-02 7.9175688 8.019250 7.8430026 7.937905 39943600 7.937905
## 2010-09-03 8.0531459 8.229393 8.0260309 8.181942 65243900 8.181942
## 2010-09-07 8.1412696 8.181942 7.9853585 7.998916 42497600 7.998916
## 2010-09-08 8.0056947 8.100597 7.9311286 7.998916 40798700 7.998916
## 2010-09-09 8.1073756 8.161606 7.8904558 7.965022 48528500 7.965022
## 2010-09-10 8.0056965 8.127714 7.9650240 7.992139 37849800 7.992139
## 2010-09-13 8.0870376 8.134489 8.0260289 8.127710 36689700 8.127710
## 2010-09-14 8.1073765 8.168385 8.0599253 8.120934 39772300 8.120934
## 2010-09-15 8.0870384 8.107375 7.9717998 8.046366 54102700 8.046366
## 2010-09-16 8.2158333 8.493762 8.2022758 8.432753 141408500 8.432753
## 2010-09-17 8.4937620 8.500541 8.3649659 8.466647 68954600 8.466647
## 2010-09-20 8.5073205 8.541214 8.3920819 8.520878 49812800 8.520878
## 2010-09-21 8.4937635 8.642896 8.4802060 8.507321 59130900 8.507321
## 2010-09-22 8.4259747 8.500541 8.3310723 8.392081 53139300 8.392081
## 2010-09-23 8.3107373 8.439533 8.2361711 8.344631 46866400 8.344631
## 2010-09-24 8.4191976 8.520879 8.3988614 8.514100 42647800 8.514100
## 2010-09-27 8.5208767 8.541213 8.4463105 8.459868 28799700 8.459868
## 2010-09-28 8.4598700 8.493764 8.3175164 8.486985 42671500 8.486985
## 2010-09-29 8.4395319 8.473426 8.3242933 8.358187 45211800 8.358187
## 2010-09-30 8.4327548 8.446312 8.2700650 8.297180 42679600 8.297180
## 2010-10-01 8.2971815 8.412420 8.2158366 8.310739 54565500 8.310739
## 2010-10-04 8.5208799 8.758136 8.4937650 8.703906 95949200 8.703906
## 2010-10-05 8.8123643 8.859815 8.7581343 8.819143 74701900 8.819143
## 2010-10-06 8.8530376 9.117409 8.8394802 8.975055 92326000 8.975055
## 2010-10-07 9.0292830 9.069955 8.9411594 9.029283 53526700 9.029283
## 2010-10-08 9.0157253 9.300432 9.0021678 9.259760 71857700 9.259760
## 2010-10-11 9.3004326 9.422450 9.2733176 9.341105 48002800 9.341105
## 2010-10-12 9.2936538 9.388556 9.1580790 9.341105 50056400 9.341105
## 2010-10-13 9.4224513 9.429230 9.2462040 9.246204 59061900 9.246204
## 2010-10-14 9.4088938 9.497017 9.3411064 9.429230 78814100 9.429230
## 2010-10-15 9.4902388 9.517354 9.2258679 9.354664 61337700 9.354664
## 2010-10-18 9.3207713 9.422452 9.2462052 9.408895 34852700 9.408895
## 2010-10-19 9.2394240 9.246203 8.9343806 9.029283 84614000 9.029283
## 2010-10-20 9.1174079 9.307213 9.0496205 9.246204 60800200 9.246204
## 2010-10-21 9.3411078 9.598700 9.2597629 9.361444 85365000 9.361444
## 2010-10-22 9.3953373 9.497018 9.3750011 9.456346 38003100 9.456346
## 2010-10-25 9.5241296 9.625811 9.4970146 9.591917 77370800 9.591917
## 2010-10-26 9.4699021 9.808839 9.4360084 9.734273 214814400 9.734273
## 2010-10-27 9.7207162 9.727495 9.5512476 9.646150 81025700 9.646150
## 2010-10-28 9.6868232 9.707159 9.5309121 9.639372 51719400 9.639372
## 2010-10-29 9.6122547 9.646148 9.5580248 9.578361 52281900 9.578361
## 2010-11-01 9.7071587 9.741052 9.5986988 9.646150 56606000 9.646150
## 2010-11-02 9.7071598 9.802062 9.6393724 9.781726 54691100 9.781726
## 2010-11-03 9.8156181 10.303687 9.7885031 10.290130 185667300 10.290130
## 2010-11-04 10.5138290 10.832430 10.4392629 10.751085 193232000 10.751085
## 2010-11-05 10.8324316 11.022236 10.7171930 10.988342 141539900 10.988342
## 2010-11-08 11.0900220 11.178145 10.8866584 11.123915 127386000 11.123915
## 2010-11-09 11.2052608 11.239154 10.7646419 10.893438 133717300 10.893438
## 2010-11-10 11.0629067 11.327277 10.9002169 11.273047 139738200 11.273047
## 2010-11-11 11.2120388 11.293383 10.9815616 11.259490 94746200 11.259490
## 2010-11-12 11.1578089 11.205261 10.8731031 11.049349 91657100 11.049349
## 2010-11-15 11.3950642 11.801789 11.3069413 11.523861 233268400 11.523861
## 2010-11-16 11.6526581 11.808569 11.0900225 11.191703 234481200 11.191703
## 2010-11-17 11.3611709 11.456073 11.1984811 11.306941 127748600 11.306941
## 2010-11-18 11.3679495 11.435738 10.8798795 10.927332 256937900 10.927332
## 2010-11-19 10.8595440 11.103578 10.7307480 11.035792 130323600 11.035792
## 2010-11-22 11.0222328 11.212038 10.9205523 10.981561 91288900 10.981561
## 2010-11-23 10.8527640 10.954445 10.5883931 10.642623 96689100 10.642623
## 2010-11-24 10.8120930 10.886658 10.7171906 10.812093 66727700 10.812093
## 2010-11-26 10.7171905 10.968004 10.6765180 10.913774 31557200 10.913774
## 2010-11-29 10.9273338 10.927334 10.7510858 10.886660 61577500 10.886660
## 2010-11-30 10.7917545 10.839206 10.7307459 10.805312 71737400 10.805312
## 2010-12-01 11.0086764 11.184924 10.9408883 11.157808 100724400 11.157808
## 2010-12-02 11.3340592 11.428963 11.2730505 11.374733 82484500 11.374733
## 2010-12-03 11.2730474 11.408623 11.2527118 11.388286 67399500 11.388286
## 2010-12-06 11.2933827 11.374728 11.1984804 11.286604 57290300 11.286604
## 2010-12-07 11.4628506 11.469629 11.2188153 11.225594 64104300 11.225594
## 2010-12-08 11.2933821 11.340833 11.0832411 11.313719 106700000 11.313719
## 2010-12-09 11.4018445 11.422181 11.2933846 11.361172 47280900 11.361172
## 2010-12-10 11.3069413 11.367950 11.2866051 11.340835 38196000 11.340835
## 2010-12-13 11.2866081 11.334059 11.1645900 11.164590 53899700 11.164590
## 2010-12-14 11.1849219 11.239152 11.1103551 11.130692 43070000 11.130692
## 2010-12-15 11.0968010 11.293384 11.0832428 11.218817 44901200 11.218817
## 2010-12-16 11.1984815 11.367950 11.1442522 11.367950 49567600 11.367950
## 2010-12-17 11.3611717 11.422180 11.3069418 11.388286 51948100 11.388286
## 2010-12-20 11.4221790 11.456073 11.2730460 11.422179 41880000 11.422179
## 2010-12-21 11.4492939 11.523861 11.4154009 11.517082 35604000 11.517082
## 2010-12-22 11.5238607 11.544198 11.4221796 11.517082 31602700 11.517082
## 2010-12-23 11.4560772 11.476413 11.3543961 11.374733 25730100 11.374733
## 2010-12-27 11.3340555 11.435738 11.2527113 11.435738 27703900 11.435738
## 2010-12-28 11.4086224 11.422180 11.2866051 11.340835 28413200 11.340835
## 2010-12-29 11.3001638 11.388287 11.2866063 11.347615 25556700 11.347615
## 2010-12-30 11.3340539 11.422178 11.2866034 11.313719 24055100 11.313719
## 2010-12-31 11.2866049 11.408622 11.2594906 11.381508 22417600 11.381508
## 2011-01-03 11.5374179 11.734001 11.5238605 11.693329 70794200 11.693329
## 2011-01-04 11.7882307 11.971257 11.4967449 11.781452 106477200 11.781452
## 2011-01-05 11.7340010 12.262744 11.6729923 12.127168 112378000 12.127168
## 2011-01-06 12.2220713 12.398319 12.1678413 12.350866 96284400 12.350866
## 2011-01-07 12.4864401 12.486440 12.2559629 12.384759 99029500 12.384759
## 2011-01-10 12.4932246 12.533897 12.3101985 12.411879 65348400 12.411879
## 2011-01-11 12.5271142 12.533893 12.2898575 12.391540 61312500 12.391540
## 2011-01-12 12.4457704 12.710141 12.3983192 12.683025 66841400 12.683025
## 2011-01-13 12.7508099 12.859270 12.5745627 12.662687 100459700 12.662687
## 2011-01-14 12.6152377 12.710139 12.5949008 12.642352 50279400 12.642352
## 2011-01-18 12.6491344 12.723701 12.6152413 12.676250 39737500 12.676250
## 2011-01-19 12.6830244 12.689803 12.0458234 12.133947 89216500 12.133947
## 2011-01-20 12.0458206 12.201732 11.7611135 12.052600 93501600 12.052600
## 2011-01-21 12.1949553 12.276301 12.1136111 12.167841 48717700 12.167841
## 2011-01-24 12.2220741 12.222074 12.0322686 12.154286 51698600 12.154286
## 2011-01-25 12.1068331 12.215292 11.9712576 12.127168 47155800 12.127168
## 2011-01-26 12.1813960 12.493219 12.1339455 12.452547 66834100 12.452547
## 2011-01-27 12.5542273 12.798261 12.4254313 12.737254 67711700 12.737254
## 2011-01-28 12.0593813 12.120389 10.8324285 11.029012 480879500 11.029012
## 2011-01-31 11.2255956 11.279825 10.4731559 10.812093 275198200 10.812093
## 2011-02-01 10.9408889 11.008677 10.7443060 10.771421 178894300 10.771421
## 2011-02-02 10.7849778 10.832429 10.3782533 10.439262 187008500 10.439262
## 2011-02-03 10.4257029 10.696852 10.2358981 10.683295 153131300 10.683295
## 2011-02-04 10.7849791 10.812094 10.6019531 10.656183 79198700 10.656183
## 2011-02-07 10.7375273 11.090023 10.7104123 10.920554 118132900 10.920554
## 2011-02-08 10.9612258 11.022234 10.8595447 11.008677 59674500 11.008677
## 2011-02-09 10.9341093 11.049348 10.8595438 10.906995 61896700 10.906995
## 2011-02-10 10.8392080 10.920554 10.7781993 10.812093 65334900 10.812093
## 2011-02-11 10.8866593 11.191703 10.8392087 11.103579 94736400 11.103579
## 2011-02-14 11.1035778 11.110357 10.8595438 10.906995 69632700 10.906995
## 2011-02-15 10.8663235 10.954446 10.8120929 10.913774 51612800 10.913774
## 2011-02-16 10.9544489 10.968006 10.8459890 10.879882 59843600 10.879882
## 2011-02-17 10.8527650 10.866323 10.7307476 10.825650 53727600 10.825650
## 2011-02-18 10.8120913 10.839206 10.6426228 10.690074 68774000 10.690074
## 2011-02-22 10.4121466 10.520606 10.2223419 10.324023 97449900 10.324023
## 2011-02-23 10.1816729 10.195230 9.8223995 10.073213 159528600 10.073213
## 2011-02-24 9.8766274 10.161335 9.8291762 9.964751 120277400 9.964751
## 2011-02-25 10.1274404 10.242679 10.0664317 10.215564 78341600 10.215564
## 2011-02-28 10.3646968 10.364697 10.0935471 10.202007 54120000 10.202007
## 2011-03-01 10.2358986 10.249456 9.8969616 9.937634 74337200 9.937634
## 2011-03-02 9.9376340 10.093545 9.9105190 9.937634 67127000 9.937634
## 2011-03-03 10.1003264 10.134220 9.9376366 10.005424 66720400 10.005424
## 2011-03-04 10.0257595 10.025759 9.6800436 9.774946 81593400 9.774946
## 2011-03-07 9.7207155 9.774945 9.4766808 9.497017 105389900 9.497017
## 2011-03-08 9.5037976 9.863071 9.4970188 9.808841 106699200 9.808841
## 2011-03-09 9.8901832 9.896962 9.6597060 9.686821 68046300 9.686821
## 2011-03-10 9.5580260 9.680043 9.4970173 9.530911 107127400 9.530911
## 2011-03-11 9.4224509 9.802060 9.4021147 9.734273 72249100 9.734273
## 2011-03-14 9.8088376 9.924076 9.6258116 9.693599 65056100 9.693599
## 2011-03-15 9.3546654 10.032540 9.3207716 9.944416 108919700 9.944416
## 2011-03-16 9.9850847 10.025757 9.4156705 9.612254 127862700 9.612254
## 2011-03-17 9.8698493 9.883407 9.6122571 9.666487 78683000 9.666487
## 2011-03-18 9.8834077 9.944416 9.7817265 9.822399 64541000 9.822399
## 2011-03-21 9.9647512 9.978309 9.8156188 9.890185 46486600 9.890185
## 2011-03-22 9.8427344 9.876628 9.7071595 9.720717 44731700 9.720717
## 2011-03-23 9.6664843 9.795280 9.5037945 9.700378 64431300 9.700378
## 2011-03-24 9.7613856 10.249455 9.7546069 10.195225 128201100 10.195225
## 2011-03-25 10.3036891 10.303689 10.1003268 10.174893 58954600 10.174893
## 2011-03-28 10.1613367 10.229124 10.0528768 10.073213 41259800 10.073213
## 2011-03-29 10.0528723 10.127438 9.9850849 10.059651 33301800 10.059651
## 2011-03-30 10.0867705 10.147779 9.9918681 10.073213 40889600 10.073213
## 2011-03-31 10.0460943 10.134218 9.9715282 10.107103 41909100 10.107103
## 2011-04-01 10.1884513 10.452822 10.1138852 10.276575 116247300 10.276575
## 2011-04-04 10.4324831 10.669739 10.4324831 10.540943 99116600 10.540943
## 2011-04-05 10.6087316 10.717191 10.5409442 10.703634 72322800 10.703634
## 2011-04-06 10.7849773 10.832429 10.5816151 10.662960 62315800 10.662960
## 2011-04-07 10.6494003 10.723966 10.4731531 10.527383 51295100 10.527383
## 2011-04-08 10.6087297 10.629066 10.2765714 10.391810 51126100 10.391810
## 2011-04-11 10.3511415 10.439265 9.9918681 10.073213 85626200 10.073213
## 2011-04-12 9.8901833 10.168112 9.8291746 10.107103 82591000 10.107103
## 2011-04-13 10.1952264 10.202005 10.0325367 10.154554 58736600 10.154554
## 2011-04-14 9.9918648 10.066431 9.9037412 10.039316 62357700 10.039316
## 2011-04-15 10.0732121 10.107106 9.9037436 9.971531 47434700 9.971531
## 2011-04-18 9.8359538 9.991865 9.8223964 9.910520 49822500 9.910520
## 2011-04-19 9.9308553 10.025758 9.8562891 9.937634 33575500 9.937634
## 2011-04-20 10.1342186 10.303687 10.0596525 10.229121 70978900 10.229121
## 2011-04-21 10.3240242 10.473156 10.2359005 10.459599 53181900 10.459599
## 2011-04-25 10.5138278 10.568058 10.4053679 10.534164 54775800 10.534164
## 2011-04-26 10.8731029 10.968005 10.6155100 10.615510 166900000 10.615510
## 2011-04-27 10.7443060 10.757864 10.4528201 10.561280 84380600 10.561280
## 2011-04-28 10.4867158 10.642627 10.4528221 10.507052 48145500 10.507052
## 2011-04-29 10.5002695 10.629066 10.4392608 10.486712 40203200 10.486712
## 2011-05-02 10.5206062 10.635845 10.4460400 10.473155 42185500 10.473155
## 2011-05-03 10.4528190 10.547721 10.3443591 10.425704 68659100 10.425704
## 2011-05-04 10.4528200 10.473156 10.1477766 10.269794 71753400 10.269794
## 2011-05-05 10.1477758 10.371474 10.0867672 10.222342 62502900 10.222342
## 2011-05-06 10.3443601 10.418926 10.2223428 10.242679 58371200 10.242679
## 2011-05-09 10.2494570 10.303687 10.1816696 10.222342 33369700 10.222342
## 2011-05-10 10.2562365 10.303688 10.2223428 10.269794 36633400 10.269794
## 2011-05-11 10.2426790 10.405369 10.2087853 10.269794 54989600 10.269794
## 2011-05-12 10.2630151 10.398590 10.2494576 10.344360 48775700 10.344360
## 2011-05-13 10.3172444 10.371474 10.1884483 10.222342 43317100 10.222342
## 2011-05-16 10.3104689 10.385035 10.2359028 10.256239 51778600 10.256239
## 2011-05-17 10.2087837 10.290129 10.0460939 10.147775 65261100 10.147775
## 2011-05-18 10.1748899 10.276571 10.0799875 10.249456 41278000 10.249456
## 2011-05-19 10.2358985 10.283350 10.1748899 10.249456 38684200 10.249456
## 2011-05-20 10.2020047 10.242677 10.1477748 10.168111 39285300 10.168111
## 2011-05-23 9.9715283 10.120661 9.9308559 10.032537 49529300 10.032537
## 2011-05-24 10.0596513 10.066430 9.8698466 9.937634 48890300 9.937634
## 2011-05-25 9.8562920 9.937637 9.7274959 9.883407 93969200 9.883407
## 2011-05-26 9.8359543 9.896963 9.7613881 9.869848 45961100 9.869848
## 2011-05-27 9.8630693 9.924078 9.8020606 9.896963 35654200 9.896963
## 2011-05-31 9.9986454 10.113884 9.9240792 10.113884 66438900 10.113884
## 2011-06-01 10.0189808 10.100326 9.6258138 9.646150 91509400 9.646150
## 2011-06-02 9.6664839 9.741050 9.5512453 9.612254 58588100 9.612254
## 2011-06-03 9.4088934 9.639371 9.3614422 9.497017 57295900 9.497017
## 2011-06-06 9.4834599 9.571584 9.3953363 9.429230 54183600 9.429230
## 2011-06-07 9.6054783 9.619036 9.4495673 9.456346 73208000 9.456346
## 2011-06-08 9.4631223 9.497016 9.2529813 9.286875 77161700 9.286875
## 2011-06-09 9.3139915 9.402115 9.2055317 9.354664 55365400 9.354664
## 2011-06-10 9.2733195 9.313992 9.0360635 9.049621 96684000 9.049621
## 2011-06-13 8.9072690 8.988614 8.6632342 8.907269 110748300 8.907269
## 2011-06-14 9.0089486 9.191975 8.9818336 9.103851 61363200 9.103851
## 2011-06-15 9.0157261 9.056399 8.8462576 8.914045 88736600 8.914045
## 2011-06-16 8.8462573 8.934381 8.5954439 8.697125 91842200 8.697125
## 2011-06-17 8.7716936 8.778472 8.5954463 8.656455 75778900 8.656455
## 2011-06-20 8.5818862 8.832700 8.5751075 8.771691 51392800 8.771691
## 2011-06-21 8.8665932 9.171637 8.8394783 9.029283 72508100 9.029283
## 2011-06-22 9.0767332 9.151299 9.0360608 9.056397 42578600 9.056397
## 2011-06-23 8.8937090 9.151301 8.8530366 9.130965 59361900 9.130965
## 2011-06-24 9.1648598 9.219090 8.9072676 8.975055 82743600 8.975055
## 2011-06-27 9.0496228 9.185198 8.8733755 9.124189 50005900 9.124189
## 2011-06-28 9.1851953 9.185195 8.9818331 9.036063 54013200 9.036063
## 2011-06-29 9.0902943 9.158082 9.0292856 9.097073 54105500 9.097073
## 2011-06-30 9.1241865 9.469902 9.0563991 9.347885 74076900 9.347885
## 2011-07-01 9.4360096 9.578363 9.3072135 9.503797 66304800 9.503797
## 2011-07-05 9.5376898 9.612256 9.4292299 9.558026 47019400 9.558026
## 2011-07-06 9.5783616 9.578362 9.4156718 9.463123 46233600 9.463123
## 2011-07-07 9.5783587 9.639367 9.4224477 9.571580 66182800 9.571580
## 2011-07-08 9.3953375 9.422452 9.2258689 9.408895 68539000 9.408895
## 2011-07-11 9.2462027 9.280096 8.9886106 9.029283 61376200 9.029283
## 2011-07-12 8.9004877 9.069956 8.8937090 8.893709 57768900 8.893709
## 2011-07-13 9.0157272 9.103851 8.9682760 8.995391 44328200 8.995391
## 2011-07-14 9.0360618 9.083513 8.8394783 8.873372 45989000 8.873372
## 2011-07-15 8.9072657 8.947938 8.8123633 8.873372 41208600 8.873372
## 2011-07-18 8.8259209 8.853036 8.5615500 8.744576 66084800 8.744576
## 2011-07-19 8.8123633 8.934381 8.7174610 8.873372 53892600 8.873372
## 2011-07-20 8.9411591 8.941159 8.7581331 8.866593 33450700 8.866593
## 2011-07-21 8.9208221 9.029282 8.8665922 9.002167 43705600 9.002167
## 2011-07-22 9.0089505 9.042844 8.9140481 9.022508 26480600 9.022508
## 2011-07-25 8.8394794 8.975054 8.8191431 8.927603 45334300 8.927603
## 2011-07-26 9.0157257 9.110628 8.7106823 8.771691 109165800 8.771691
## 2011-07-27 8.6767899 8.710684 8.3378528 8.385304 113808600 8.385304
## 2011-07-28 8.4056399 8.575108 8.3378525 8.351410 69884600 8.351410
## 2011-07-29 8.2090586 8.419200 8.1344924 8.276846 68621600 8.276846
## 2011-08-01 8.6428946 8.683567 8.2768426 8.371745 73771800 8.371745
## 2011-08-02 8.3242970 8.371748 8.0124748 8.032811 97171100 8.032811
## 2011-08-03 8.0802590 8.080259 7.7006495 7.897233 127291500 7.897233
## 2011-08-04 7.7887748 7.802332 7.3007053 7.361714 153368800 7.361714
## 2011-08-05 7.4905096 7.612527 6.9956614 7.348156 139254200 7.348156
## 2011-08-08 6.7922997 7.063449 6.6906185 6.731291 202155900 6.731291
## 2011-08-09 7.1176786 7.422722 6.8668652 7.395607 177330900 7.395607
## 2011-08-10 7.3345984 7.368492 6.9956613 7.056670 119877300 7.056670
## 2011-08-11 7.1041228 7.537962 7.0702291 7.415945 114926800 7.415945
## 2011-08-12 7.6532001 7.666758 7.4566165 7.497289 79279300 7.497289
## 2011-08-15 7.6532005 7.707430 7.5718556 7.693873 46283800 7.693873
## 2011-08-16 7.6125277 7.761660 7.4905104 7.605749 53398200 7.605749
## 2011-08-17 7.6870910 7.727763 7.4023839 7.531180 52262000 7.531180
## 2011-08-18 7.2329175 7.253254 6.9278741 7.036334 87073500 7.036334
## 2011-08-19 6.8126355 7.083785 6.7109543 6.771963 87207200 6.771963
## 2011-08-22 7.0431122 7.043112 6.6499452 6.785520 73424500 6.785520
## 2011-08-23 6.8872019 6.995662 6.7855207 6.988883 52107600 6.988883
## 2011-08-24 6.9888846 7.090566 6.8668672 7.083787 53035500 7.083787
## 2011-08-25 7.1380135 7.266810 6.9278726 6.968545 50166000 6.968545
## 2011-08-26 6.9007606 7.138017 6.8194157 7.049893 59398700 7.049893
## 2011-08-29 7.2125815 7.422722 7.1922453 7.409165 48857900 7.409165
## 2011-08-30 7.3684920 7.429501 7.2125809 7.368492 50345100 7.368492
## 2011-08-31 7.4769533 7.659979 7.4430596 7.537962 69283600 7.537962
## 2011-09-01 7.5515185 7.639642 7.3278200 7.354935 64031000 7.354935
## 2011-09-02 7.1380141 7.239695 6.9549881 7.063448 62021000 7.063448
## 2011-09-06 6.7922982 6.961767 6.7787407 6.927873 65558100 6.927873
## 2011-09-07 7.0770061 7.171908 6.9956612 7.158351 45052800 7.158351
## 2011-09-08 7.1109022 7.212583 6.9617698 7.009221 45105500 7.009221
## 2011-09-09 6.8533064 6.975324 6.7651828 6.812634 69911300 6.812634
## 2011-09-12 6.6838395 6.873644 6.6770607 6.853308 58352000 6.853308
## 2011-09-13 6.8872013 6.934652 6.7787414 6.893980 44205300 6.893980
## 2011-09-14 6.9482098 7.117678 6.8058562 6.995661 70810200 6.995661
## 2011-09-15 7.0837847 7.212581 6.9956610 7.205802 53843200 7.205802
## 2011-09-16 7.1990230 7.246474 7.0227757 7.199023 46858900 7.199023
## 2011-09-19 7.0092182 7.199023 6.9821032 7.144793 41663900 7.144793
## 2011-09-20 7.1922441 7.219359 7.0566693 7.063448 37706900 7.063448
## 2011-09-21 7.0498909 7.124457 6.7584050 6.758405 62227400 6.758405
## 2011-09-22 6.6363886 6.873645 6.3923539 6.521150 115851100 6.521150
## 2011-09-23 6.4126893 6.765184 6.3177870 6.683839 70702600 6.683839
## 2011-09-26 6.7516261 6.839750 6.5753788 6.832971 54424800 6.832971
## 2011-09-27 6.9956608 7.015997 6.8397498 6.860086 65062200 6.860086
## 2011-09-28 6.9007596 6.927875 6.7109548 6.731291 43567700 6.731291
## 2011-09-29 6.8736464 6.880425 6.6092754 6.778744 52634800 6.778744
## 2011-09-30 6.7041753 6.785520 6.5414855 6.555043 56697200 6.555043
## 2011-10-03 6.5482635 6.724511 6.3449013 6.351680 72828100 6.351680
## 2011-10-04 6.2499993 6.866865 6.1347607 6.832971 103900000 6.832971
## 2011-10-05 6.8261927 7.178687 6.6635029 7.158351 96318100 7.158351
## 2011-10-06 7.1922468 7.456618 7.1583530 7.449839 86277500 7.449839
## 2011-10-07 7.4837299 7.592190 7.2058016 7.246474 87812400 7.246474
## 2011-10-10 7.4091642 7.612526 7.3888280 7.598969 57668200 7.598969
## 2011-10-11 7.5718558 7.653201 7.4701747 7.619307 61332000 7.619307
## 2011-10-12 7.7277655 7.998915 7.7142080 7.714208 82907500 7.714208
## 2011-10-13 7.7209867 7.768438 7.4837308 7.687093 60021300 7.687093
## 2011-10-14 7.8497835 7.910792 7.6870937 7.836226 54535700 7.836226
## 2011-10-17 7.9379050 7.971799 7.6735341 7.727764 53715600 7.727764
## 2011-10-18 7.7345436 8.087038 7.6396412 7.985357 66804200 7.985357
## 2011-10-19 7.9785796 8.080261 7.7684386 7.836226 69510100 7.836226
## 2011-10-20 7.9040120 7.965021 7.7752160 7.931127 62145700 7.931127
## 2011-10-21 8.0395893 8.351411 8.0260318 8.310739 86636000 8.310739
## 2011-10-24 8.3446312 8.575108 8.3378524 8.480206 68986900 8.480206
## 2011-10-25 8.5276602 8.534439 8.2293954 8.425979 77049100 8.425979
## 2011-10-26 8.1954983 8.270064 7.8226675 8.046366 159678600 8.046366
## 2011-10-27 8.3310726 8.331073 7.9379056 8.188719 132526600 8.188719
## 2011-10-28 8.1141548 8.181942 8.0395886 8.134491 60363200 8.134491
## 2011-10-31 7.9989149 8.073481 7.9175700 7.917570 41740400 7.917570
## 2011-11-01 7.6803156 7.720988 7.4769533 7.510847 108235700 7.510847
## 2011-11-02 7.6328642 7.646422 7.4837318 7.558298 52759200 7.558298
## 2011-11-03 7.6531968 7.720984 7.4701708 7.673533 57802200 7.673533
## 2011-11-04 7.6464217 7.720988 7.5379619 7.639643 43133100 7.639643
## 2011-11-07 7.5921915 7.659979 7.4972891 7.605749 39924300 7.605749
## 2011-11-08 7.6396447 7.917573 7.5786360 7.870122 60893400 7.870122
## 2011-11-09 7.5921919 7.714209 7.4430595 7.483732 72026000 7.483732
## 2011-11-10 7.5718564 7.585414 7.3888303 7.449839 50555200 7.449839
## 2011-11-11 7.5582967 7.578633 7.4905093 7.551518 32872400 7.551518
## 2011-11-14 7.5379614 7.571855 7.4430590 7.470174 30530100 7.470174
## 2011-11-15 7.4091644 7.456616 7.3345983 7.368492 43972900 7.368492
## 2011-11-16 7.3210408 7.334598 7.1176786 7.158351 49001300 7.158351
## 2011-11-17 7.1447934 7.158351 6.8261926 6.893980 69670700 6.893980
## 2011-11-18 6.9685474 6.982105 6.8261938 6.846530 44422000 6.846530
## 2011-11-21 6.7719616 6.860085 6.6431655 6.812634 60890100 6.812634
## 2011-11-22 6.7922988 6.880422 6.7109539 6.839750 43750700 6.839750
## 2011-11-23 6.7584044 6.805856 6.6635020 6.663502 44958400 6.663502
## 2011-11-25 6.6499444 6.744847 6.6092720 6.609272 20118500 6.609272
## 2011-11-28 6.8804252 6.907540 6.7109566 6.778744 57953300 6.778744
## 2011-11-29 6.7990780 6.866865 6.7245118 6.771963 40443800 6.771963
## 2011-11-30 7.0024419 7.185468 6.8939820 7.185468 66922300 7.185468
## 2011-12-01 7.1244600 7.327822 7.0566726 7.178690 61397000 7.178690
## 2011-12-02 7.3142609 7.524402 7.2871459 7.388827 67252600 7.388827
## 2011-12-05 7.5650737 7.741321 7.4701713 7.531180 65924700 7.531180
## 2011-12-06 7.5244037 7.585412 7.4566163 7.490510 39786100 7.490510
## 2011-12-07 7.4566171 7.558298 7.3752721 7.510847 45168800 7.510847
## 2011-12-08 7.4295016 7.531183 6.6702824 7.287148 82552300 7.287148
## 2011-12-09 7.4159443 7.531183 7.3684931 7.476953 48326600 7.476953
## 2011-12-12 7.3684925 7.382050 7.2396964 7.354935 40777500 7.354935
## 2011-12-13 7.4023867 7.483732 7.0227771 7.104122 67905600 7.104122
## 2011-12-14 7.0024414 7.056671 6.8465303 6.880424 53224300 6.880424
## 2011-12-15 6.9888824 7.063449 6.9075376 6.948210 46636200 6.948210
## 2011-12-16 6.9956612 7.049891 6.8872013 6.948210 45962300 6.948210
## 2011-12-19 6.9482101 7.043112 6.7719628 6.792299 45068200 6.792299
## 2011-12-20 6.9210971 7.036336 6.9007608 7.002442 45235100 7.002442
## 2011-12-21 7.0363352 7.280370 7.0024415 7.226140 56203100 7.226140
## 2011-12-22 7.3074851 7.443060 7.2261402 7.415945 43983100 7.415945
## 2011-12-23 7.4498390 7.456618 7.3142641 7.422724 26953000 7.422724
## 2011-12-27 7.3684914 7.443058 7.2939253 7.327819 25444800 7.327819
## 2011-12-28 7.3346003 7.348158 7.0702293 7.131238 33445100 7.131238
## 2011-12-29 7.1583521 7.287148 7.1176796 7.239697 34317000 7.239697
## 2011-12-30 7.2125791 7.314260 7.1854642 7.293924 26815800 7.293924
## 2012-01-03 7.4566164 7.626085 7.4498376 7.544740 45709900 7.544740
## 2012-01-04 7.5582998 7.815892 7.5040699 7.659981 79725200 7.659981
## 2012-01-05 7.6803157 7.883678 7.6193070 7.856563 67877500 7.856563
## 2012-01-06 7.9582412 7.998914 7.8091089 7.937905 59840700 7.937905
## 2012-01-09 8.0192522 8.100597 7.9311286 7.998916 53981500 7.998916
## 2012-01-10 8.1344908 8.168385 7.8836774 7.998916 121750600 7.998916
## 2012-01-11 7.9582435 8.256508 7.8972348 8.181942 63806000 8.181942
## 2012-01-12 8.2429515 8.256509 8.0599254 8.229394 48687700 8.229394
## 2012-01-13 8.1412688 8.188720 8.0260302 8.161605 46366700 8.161605
## 2012-01-17 8.2700633 8.310736 8.1073736 8.148046 44398400 8.148046
## 2012-01-18 8.1548270 8.385304 8.1344908 8.364968 47102700 8.364968
## 2012-01-19 8.4598713 8.622561 8.4259776 8.547995 70894200 8.547995
## 2012-01-20 8.5073200 8.568329 8.4395326 8.534435 43705700 8.534435
## 2012-01-23 8.6022222 8.703903 8.5073198 8.581886 49379700 8.581886
## 2012-01-24 8.5141007 8.717463 8.4463133 8.690348 45768400 8.690348
## 2012-01-25 8.6767894 8.798807 8.6090019 8.764913 54021600 8.764913
## 2012-01-26 8.8326998 8.846257 8.5818864 8.670010 75470700 8.670010
## 2012-01-27 8.1391943 8.527099 8.0235034 8.309328 142155300 8.309328
## 2012-01-30 8.2072480 8.465851 8.1664159 8.363771 57752600 8.363771
## 2012-01-31 8.4862667 8.513488 8.3025224 8.452240 46412100 8.452240
## 2012-02-01 8.6632028 8.676813 8.3637676 8.390989 71669000 8.390989
## 2012-02-02 8.4386299 8.459046 8.3025229 8.343355 48347600 8.343355
## 2012-02-03 8.4862659 8.738064 8.4318232 8.704037 78851200 8.704037
## 2012-02-06 8.7448712 8.846951 8.6495963 8.819730 46363300 8.819730
## 2012-02-07 8.7993137 8.826535 8.7312603 8.765287 39413500 8.765287
## 2012-02-08 8.7857014 8.819728 8.7108426 8.738064 35352500 8.738064
## 2012-02-09 8.7720899 8.778895 8.6223723 8.635983 52290500 8.635983
## 2012-02-10 8.5202918 8.615567 8.4182116 8.465849 52505500 8.465849
## 2012-02-13 8.6700089 8.670009 8.5134860 8.533902 34474400 8.533902
## 2012-02-14 8.4794593 8.561123 8.3977952 8.493070 39627900 8.493070
## 2012-02-15 8.4862641 8.554318 8.3909893 8.425016 38174800 8.425016
## 2012-02-16 8.4250176 8.690426 8.4250176 8.670010 49164400 8.670010
## 2012-02-17 8.7380651 8.765287 8.6495956 8.676817 30778000 8.676817
## 2012-02-21 8.6700092 8.683620 8.4794596 8.527097 38409800 8.527097
## 2012-02-22 8.4998803 8.513491 8.3161359 8.356968 43326000 8.356968
## 2012-02-23 8.3501615 8.465852 8.2753027 8.438631 36747600 8.438631
## 2012-02-24 8.4590470 8.479463 8.2957186 8.322940 31399300 8.322940
## 2012-02-27 8.2412744 8.411408 8.1596103 8.370576 38703400 8.370576
## 2012-02-28 8.3977981 8.404603 8.3025233 8.336550 30789000 8.336550
## 2012-02-29 8.3569626 8.540707 8.3365465 8.425016 62093700 8.425016
## 2012-03-01 8.4930698 8.690425 8.4726538 8.615566 68262000 8.615566
## 2012-03-02 8.6700087 8.806116 8.6291766 8.656398 49063500 8.656398
## 2012-03-05 8.6223753 8.629181 8.4454363 8.479463 28433700 8.479463
## 2012-03-06 8.3229389 8.336550 8.1664159 8.227664 57374500 8.227664
## 2012-03-07 8.3093280 8.370576 8.2684959 8.329744 28440900 8.329744
## 2012-03-08 8.4454363 8.540711 8.3841881 8.479463 37099100 8.479463
## 2012-03-09 8.5270973 8.663204 8.4930706 8.561124 36159300 8.561124
## 2012-03-12 8.5543219 8.567933 8.4182149 8.459047 30275700 8.459047
## 2012-03-13 8.4930734 8.656402 8.4386306 8.642791 42783600 8.642791
## 2012-03-14 8.6019587 8.778898 8.5951533 8.765287 47578500 8.765287
## 2012-03-15 8.7788940 8.874169 8.7312566 8.778894 55286600 8.778894
## 2012-03-16 8.7516731 8.778894 8.5134860 8.513486 77119600 8.513486
## 2012-03-19 8.5202952 8.629181 8.4930738 8.595154 52445700 8.595154
## 2012-03-20 8.4930699 8.581539 8.4318218 8.533902 40214400 8.533902
## 2012-03-21 8.5679297 8.622372 8.5407083 8.554319 27521400 8.554319
## 2012-03-22 8.4930715 8.533904 8.3297432 8.384186 50117100 8.384186
## 2012-03-23 8.3773807 8.418213 8.2889112 8.384186 44755000 8.384186
## 2012-03-26 8.4726540 8.506681 8.4318219 8.493070 26692200 8.493070
## 2012-03-27 8.5134876 8.581541 8.3705753 8.384186 35070700 8.384186
## 2012-03-28 8.4046020 8.411407 8.2889112 8.384186 41051700 8.384186
## 2012-03-29 8.3909911 8.520293 8.3297430 8.506682 51039700 8.506682
## 2012-03-30 8.5407074 8.561123 8.4386272 8.493070 36381000 8.493070
## 2012-04-02 8.5066828 8.608763 8.4658508 8.588347 43966900 8.588347
## 2012-04-03 8.6495944 8.812923 8.4794608 8.601957 97034200 8.601957
## 2012-04-04 8.4794593 8.520291 8.3841845 8.513486 51505000 8.513486
## 2012-04-05 8.4250199 8.561127 8.4250199 8.486268 37939500 8.486268
## 2012-04-09 8.3433534 8.363769 8.2412732 8.316132 42515300 8.316132
## 2012-04-10 8.2957179 8.356966 7.9282291 8.023504 77370300 8.023504
## 2012-04-11 8.1596108 8.180027 8.0847520 8.105168 34724400 8.105168
## 2012-04-12 8.1255845 8.254886 8.0711417 8.214054 26988800 8.214054
## 2012-04-13 8.1528051 8.186832 8.0575302 8.111973 39675000 8.111973
## 2012-04-16 8.1732175 8.200439 8.0507213 8.084748 31903500 8.084748
## 2012-04-17 8.1528054 8.166416 8.0847520 8.105168 35981200 8.105168
## 2012-04-18 8.0371147 8.064336 7.9758666 8.023504 32314000 8.023504
## 2012-04-19 8.0371152 8.084753 7.8805922 7.935035 48169200 7.935035
## 2012-04-20 7.9690573 7.975863 7.7512863 7.764897 52631000 7.764897
## 2012-04-23 7.5879611 7.758095 7.5879611 7.724068 31269200 7.724068
## 2012-04-24 7.9010076 7.901008 7.7308740 7.751290 38615200 7.751290
## 2012-04-25 7.8329534 7.996282 7.7785106 7.982671 45185400 7.982671
## 2012-04-26 7.9690595 8.118777 7.9418381 8.077945 40889300 8.077945
## 2012-04-27 8.1868319 8.193637 7.8397592 7.894202 83070300 7.894202
## 2012-04-30 7.8053493 7.839523 7.6208095 7.709662 46156300 7.709662
## 2012-05-01 7.6891586 7.750672 7.5934713 7.675489 43959200 7.675489
## 2012-05-02 7.6276458 7.634481 7.5182889 7.586637 48572900 7.586637
## 2012-05-03 7.6071389 7.620809 7.4157644 7.463608 40238400 7.463608
## 2012-05-04 7.4089307 7.429435 7.2653998 7.292739 53268400 7.292739
## 2012-05-07 7.1970515 7.374756 7.1902167 7.285904 33235200 7.285904
## 2012-05-08 7.2448932 7.272232 7.1081971 7.251728 46174500 7.251728
## 2012-05-09 7.1628771 7.388426 7.1150334 7.306408 54501200 7.306408
## 2012-05-10 7.4020957 7.422600 7.2859040 7.320078 42526100 7.320078
## 2012-05-11 7.2517284 7.402094 7.2175544 7.231224 36561300 7.231224
## 2012-05-14 7.1150343 7.197052 7.0398514 7.053521 50225200 7.053521
## 2012-05-15 7.0671913 7.067191 6.9031560 6.937330 41886500 6.937330
## 2012-05-16 6.9920076 7.128704 6.9373292 6.944164 44321300 6.944164
## 2012-05-17 6.9441631 7.005676 6.8416410 6.841641 49648900 6.841641
## 2012-05-18 6.8894846 6.957833 6.8074670 6.841641 50572000 6.841641
## 2012-05-21 6.8484765 6.992007 6.8348069 6.971503 38134900 6.971503
## 2012-05-22 7.0056778 7.108200 6.9373298 6.964669 44295700 6.964669
## 2012-05-23 7.0535197 7.142372 6.9851717 7.115033 75647800 7.115033
## 2012-05-24 7.1765477 7.258565 7.0945300 7.238061 45334100 7.238061
## 2012-05-25 7.2517328 7.299576 7.1833847 7.244898 30430800 7.244898
## 2012-05-29 7.3064079 7.436269 7.2995731 7.408930 43760600 7.408930
## 2012-05-30 7.3337476 7.347417 7.1902167 7.285904 44592100 7.285904
## 2012-05-31 7.2585628 7.299572 7.1081971 7.217554 54297000 7.217554
## 2012-06-01 7.0603539 7.087693 6.8758142 6.916823 68237000 6.916823
## 2012-06-04 6.9373299 6.957834 6.7732945 6.862147 57305600 6.862147
## 2012-06-05 6.8416425 6.998843 6.8143032 6.964669 38326200 6.964669
## 2012-06-06 7.0330154 7.231225 7.0193458 7.224390 50458000 7.224390
## 2012-06-07 7.3337465 7.367921 7.1902156 7.210720 33846100 7.210720
## 2012-06-08 7.1628775 7.299574 7.0945294 7.285904 30811600 7.285904
## 2012-06-11 7.3610858 7.381590 7.1423720 7.142372 35811400 7.142372
## 2012-06-12 7.1560416 7.210720 7.0466847 7.176546 35130800 7.176546
## 2012-06-13 7.1013643 7.169712 6.9851725 7.039851 41384200 7.039851
## 2012-06-14 7.0193457 7.142372 6.9783369 7.115033 37531800 7.115033
## 2012-06-15 7.1081980 7.121868 7.0125107 7.074024 39442000 7.074024
## 2012-06-18 7.0740248 7.108199 7.0125115 7.067190 27361000 7.067190
## 2012-06-19 7.0876927 7.272232 7.0740231 7.217554 37155900 7.217554
## 2012-06-20 7.2312244 7.340581 7.1902155 7.279068 40810100 7.279068
## 2012-06-21 7.2790686 7.299573 7.0056764 7.019346 40062800 7.019346
## 2012-06-22 7.0740259 7.108200 6.9578342 6.964669 56427300 6.964669
## 2012-06-25 6.9236587 6.957833 6.8006322 6.841641 44297600 6.841641
## 2012-06-26 6.8758150 6.889485 6.8074670 6.841641 31871900 6.841641
## 2012-06-27 6.8689804 6.903154 6.8143020 6.848476 33278900 6.848476
## 2012-06-28 6.7869660 6.896323 6.7869660 6.896323 38648400 6.896323
## 2012-06-29 6.8006331 6.821137 6.4657275 6.554580 138138600 6.554580
## 2012-07-02 6.4930659 6.561414 6.3563697 6.417883 63388600 6.417883
## 2012-07-03 6.5135713 6.691276 6.4862321 6.561415 49629300 6.561415
## 2012-07-05 6.6092571 6.657101 6.5135698 6.540909 31783900 6.540909
## 2012-07-06 6.4725626 6.506737 6.4247189 6.493067 30355400 6.493067
## 2012-07-09 6.4657288 6.472564 6.3632067 6.458894 37441600 6.458894
## 2012-07-10 6.4930681 6.527242 6.3427023 6.390546 33516600 6.390546
## 2012-07-11 6.3768740 6.411048 6.3290304 6.376874 32028700 6.376874
## 2012-07-12 6.3290315 6.342701 6.2333442 6.240179 55111000 6.240179
## 2012-07-13 6.2606821 6.370039 6.2470125 6.335865 30248300 6.335865
## 2012-07-16 6.3016918 6.370040 6.2538481 6.329031 28838200 6.329031
## 2012-07-17 6.3427002 6.390544 6.2333433 6.383709 29510000 6.383709
## 2012-07-18 6.4110470 6.506734 6.3837078 6.411047 31010000 6.411047
## 2012-07-19 6.4588941 6.493068 6.3768764 6.390546 33615000 6.390546
## 2012-07-20 6.3426996 6.390543 6.2743516 6.294856 27968300 6.294856
## 2012-07-23 6.2060037 6.294856 6.1854993 6.267517 33773800 6.267517
## 2012-07-24 6.2675179 6.315362 6.1171521 6.192335 53519200 6.192335
## 2012-07-25 6.2675171 6.288022 6.0898122 6.130821 44338200 6.130821
## 2012-07-26 6.1854993 6.226508 6.0351335 6.123986 51798900 6.123986
## 2012-07-27 6.1444922 6.219675 6.0693093 6.151327 67986800 6.151327
## 2012-07-30 6.1786652 6.274352 6.1581607 6.219674 40958300 6.219674
## 2012-07-31 6.2401781 6.342700 6.2333433 6.315361 41360900 6.315361
## 2012-08-01 6.3840808 6.473417 6.1779210 6.212281 65973000 6.212281
## 2012-08-02 6.1779220 6.205410 6.0610981 6.129818 45326500 6.129818
## 2012-08-03 6.1985371 6.287873 6.1573051 6.246641 38631400 6.246641
## 2012-08-06 6.2741270 6.329103 6.2466391 6.287871 23819100 6.287871
## 2012-08-07 6.3084881 6.452800 6.3084881 6.397824 43574500 6.397824
## 2012-08-08 6.3565931 6.445929 6.3497211 6.425313 22630300 6.425313
## 2012-08-09 6.3978250 6.500905 6.3909530 6.418441 30909800 6.418441
## 2012-08-10 6.3909530 6.432185 6.3428491 6.425313 19618800 6.425313
## 2012-08-13 6.4253130 6.473417 6.3565931 6.459673 21122000 6.459673
## 2012-08-14 6.4940320 6.638344 6.4734160 6.487160 21129500 6.487160
## 2012-08-15 6.4871620 6.555882 6.4665461 6.521522 21308300 6.521522
## 2012-08-16 6.5283941 6.645218 6.5215221 6.590242 34323700 6.590242
## 2012-08-17 6.6314730 6.638345 6.5971130 6.617729 34533900 6.617729
## 2012-08-20 6.5833690 6.624601 6.5352651 6.617729 38923800 6.617729
## 2012-08-21 6.6314709 6.665831 6.5421350 6.549007 26281100 6.549007
## 2012-08-22 6.5283940 6.569626 6.4596741 6.521522 26965500 6.521522
## 2012-08-23 6.4940340 6.555882 6.4734180 6.494034 23537700 6.494034
## 2012-08-24 6.4734180 6.542138 6.4665461 6.521522 19574600 6.521522
## 2012-08-27 6.5352649 6.542137 6.4459290 6.452801 22754200 6.452801
## 2012-08-28 6.4390570 6.487161 6.3978250 6.418441 23084400 6.418441
## 2012-08-29 6.4115690 6.459673 6.3840810 6.404697 26115700 6.404697
## 2012-08-30 6.3909520 6.418440 6.3565921 6.397824 16459400 6.397824
## 2012-08-31 6.4528010 6.480289 6.3978250 6.418441 28029200 6.418441
## 2012-09-04 6.4390570 6.507777 6.4253130 6.466545 37965000 6.466545
## 2012-09-05 6.4940331 6.610857 6.4528011 6.576497 40608800 6.576497
## 2012-09-06 6.6383471 6.844507 6.6383471 6.817019 67996400 6.817019
## 2012-09-07 6.8376321 7.030048 6.8238882 6.968200 60617000 6.968200
## 2012-09-10 6.9269680 7.064408 6.9132240 6.947584 43381300 6.947584
## 2012-09-11 6.9956890 7.043793 6.9613290 6.975073 28165300 6.975073
## 2012-09-12 7.0437930 7.078153 6.9888170 7.016305 28046500 7.016305
## 2012-09-13 7.0094341 7.133130 6.9544581 7.105642 50920200 7.105642
## 2012-09-14 7.1537431 7.263695 7.1399991 7.236207 55934300 7.236207
## 2012-09-17 7.0575381 7.160618 7.0506661 7.140002 31922200 7.140002
## 2012-09-18 7.0781531 7.181233 7.0644091 7.160617 34937000 7.160617
## 2012-09-19 7.2087221 7.325546 7.1812341 7.277442 42403000 7.277442
## 2012-09-20 7.2018490 7.229337 7.1125131 7.174361 28755100 7.174361
## 2012-09-21 7.2362079 7.243080 7.1193840 7.146872 35459800 7.146872
## 2012-09-24 7.0781540 7.146874 7.0506660 7.091898 28557900 7.091898
## 2012-09-25 7.1125118 7.126256 6.9132240 6.933840 36866300 6.933840
## 2012-09-26 6.8582480 6.954456 6.7757841 6.878864 44362600 6.878864
## 2012-09-27 6.9613299 6.995690 6.8857380 6.885738 25740900 6.885738
## 2012-09-28 6.8651209 6.871993 6.7414250 6.775785 44586300 6.775785
## 2012-10-01 6.7964010 6.926969 6.7895290 6.823889 33445600 6.823889
## 2012-10-02 6.8788628 6.906351 6.6727031 6.727679 63630000 6.727679
## 2012-10-03 6.7482981 6.885738 6.7070661 6.830762 51023800 6.830762
## 2012-10-04 6.9132240 6.975072 6.8445041 6.947584 46855500 6.947584
## 2012-10-05 6.9888160 7.064408 6.9613280 6.981944 40693900 6.981944
## 2012-10-08 6.9132250 6.954457 6.8651210 6.906353 25473900 6.906353
## 2012-10-09 7.0163059 7.043794 6.8857380 6.940714 38235700 6.940714
## 2012-10-10 6.9544559 6.954456 6.8376320 6.858248 33951600 6.858248
## 2012-10-11 6.9132241 7.050664 6.9063521 6.968200 39328700 6.968200
## 2012-10-12 6.9682000 7.043792 6.9338400 6.954456 24108500 6.954456
## 2012-10-15 6.9475821 7.043790 6.9338381 7.023174 26466500 7.023174
## 2012-10-16 7.0506630 7.091895 7.0231751 7.078151 32788400 7.078151
## 2012-10-17 7.0850251 7.153745 7.0506651 7.153745 29346300 7.153745
## 2012-10-18 7.1193841 7.263696 7.0987681 7.167488 44041700 7.167488
## 2012-10-19 7.1606168 7.167489 6.9613290 6.995689 40493000 6.995689
## 2012-10-22 6.9682010 7.036921 6.8926091 6.988817 39149700 6.988817
## 2012-10-23 6.8857350 6.947583 6.8513750 6.871991 32476500 6.871991
## 2012-10-24 6.9269691 7.071281 6.8788651 6.988817 49339800 6.988817
## 2012-10-25 7.1606180 7.208722 7.0644101 7.140002 59290900 7.140002
## 2012-10-26 7.1125140 7.160618 7.0231781 7.119386 43485500 7.119386
## 2012-10-31 7.3886932 7.713243 7.3196400 7.706338 137960900 7.706338
## 2012-11-01 7.7270541 7.803013 7.5129891 7.768486 88770100 7.768486
## 2012-11-02 7.8099175 7.858255 7.6994324 7.713243 53399000 7.713243
## 2012-11-05 7.6994328 7.837539 7.6856221 7.768486 37995000 7.768486
## 2012-11-06 7.8237261 8.003264 7.7753889 7.885874 51232200 7.885874
## 2012-11-07 7.7684871 7.830635 7.6234754 7.637286 56674900 7.637286
## 2012-11-08 7.6441874 7.754673 7.5198917 7.526797 45948800 7.526797
## 2012-11-09 7.4301236 7.664904 7.3955970 7.547514 40703600 7.547514
## 2012-11-12 7.6165669 7.706336 7.5682297 7.575135 25723100 7.575135
## 2012-11-13 7.5198925 7.664904 7.4991765 7.595851 33342900 7.595851
## 2012-11-14 7.6096632 7.630379 7.3334504 7.367977 45664700 7.367977
## 2012-11-15 7.2989220 7.457744 7.2229635 7.298922 48879800 7.298922
## 2012-11-16 7.3058276 7.347259 7.1677212 7.250585 45346200 7.250585
## 2012-11-19 7.3541652 7.526798 7.3541652 7.478461 39359100 7.478461
## 2012-11-20 7.4922710 7.609661 7.4301231 7.492271 34739800 7.492271
## 2012-11-21 7.4853635 7.595849 7.4577422 7.540606 21181700 7.540606
## 2012-11-23 7.5820412 7.664905 7.5682305 7.664905 16032200 7.664905
## 2012-11-26 7.6303751 7.692523 7.5751326 7.671807 26831700 7.671807
## 2012-11-27 7.6649050 7.782295 7.6649050 7.664905 37610000 7.664905
## 2012-11-28 7.6303796 7.775391 7.5820423 7.768486 38496900 7.768486
## 2012-11-29 7.8168203 7.961832 7.8168203 7.961832 57289300 7.961832
## 2012-11-30 7.9549272 8.010170 7.8237262 7.906590 41329600 7.906590
## 2012-12-03 7.9825508 8.079225 7.8720657 7.878971 47746300 7.878971
## 2012-12-04 7.8720639 7.899685 7.7546734 7.809916 37760200 7.809916
## 2012-12-05 7.8168213 7.872064 7.7201469 7.809916 33152400 7.809916
## 2012-12-06 7.7753896 7.809916 7.7270524 7.761579 31065800 7.761579
## 2012-12-07 7.7822972 7.941120 7.7753919 7.927309 38404500 7.927309
## 2012-12-10 7.8789681 7.961832 7.8789681 7.920400 26025200 7.920400
## 2012-12-11 7.9480226 7.996360 7.8720641 7.934212 36326900 7.934212
## 2012-12-12 7.9549266 7.982548 7.8927787 7.920400 31099900 7.920400
## 2012-12-13 7.9134951 7.941116 7.7408621 7.782294 35443200 7.782294
## 2012-12-14 7.7822954 7.782295 7.6165678 7.664905 36933500 7.664905
## 2012-12-17 7.7063357 7.878969 7.6925250 7.865158 46983300 7.865158
## 2012-12-18 7.9273050 8.065411 7.8720624 8.058506 61810400 8.058506
## 2012-12-19 8.1413719 8.182804 8.0239815 8.099940 54884700 8.099940
## 2012-12-20 8.1068460 8.148278 7.9963609 8.127562 47750100 8.127562
## 2012-12-21 7.9756431 8.189708 7.9204006 8.189708 94489300 8.189708
## 2012-12-24 8.0585086 8.562597 8.0585086 8.562597 91734900 8.562597
## 2012-12-26 8.5004477 8.831903 8.5004477 8.831903 140331900 8.831903
## 2012-12-27 8.8319040 8.845715 8.5349752 8.811188 108315100 8.811188
## 2012-12-28 8.6661748 8.894050 8.6454589 8.887145 95668600 8.887145
## 2012-12-31 8.8940518 9.032158 8.8111879 8.942389 106908900 8.942389
## 2013-01-02 9.1357380 9.170265 8.9769156 9.115022 75274700 9.115022
## 2013-01-03 9.1426440 9.460289 9.0114429 9.294561 121284700 9.294561
## 2013-01-04 9.3290851 9.398138 9.2186000 9.370517 54669900 9.370517
## 2013-01-07 9.3359929 9.377425 9.2186024 9.273845 43482400 9.273845
## 2013-01-08 9.2393160 9.273843 9.1150202 9.218600 46336200 9.218600
## 2013-01-09 9.2531278 9.391234 9.2462224 9.301465 36973900 9.301465
## 2013-01-10 9.5155314 9.626017 9.4464782 9.550058 84884300 9.550058
## 2013-01-11 9.6674480 9.715785 9.5983948 9.667448 67641200 9.667448
## 2013-01-14 9.6950686 9.722690 9.5707728 9.660542 46224800 9.660542
## 2013-01-15 9.6052986 9.874606 9.5914879 9.874606 55425000 9.874606
## 2013-01-16 9.7779311 9.840079 9.6743513 9.819363 51453400 9.819363
## 2013-01-17 9.8538896 9.874606 9.7157832 9.819363 44299300 9.819363
## 2013-01-18 9.7364997 9.757216 9.6467305 9.743405 45716100 9.743405
## 2013-01-22 9.7088805 9.798650 9.6674486 9.784839 35467900 9.784839
## 2013-01-23 9.6674478 9.681258 9.5224361 9.584584 58122200 9.584584
## 2013-01-24 9.5431524 9.653638 9.5362471 9.577679 42532700 9.577679
## 2013-01-25 9.5500568 9.556962 9.4188557 9.446477 53405400 9.446477
## 2013-01-28 9.3838721 9.613426 9.3351789 9.585601 51189300 9.585601
## 2013-01-29 9.4325630 9.467344 8.9664998 9.140404 131146500 9.140404
## 2013-01-30 9.0499753 9.182143 8.9665013 8.994326 59595900 8.994326
## 2013-01-31 8.9456325 9.056931 8.8134653 9.008238 65844000 9.008238
## 2013-02-01 9.1125793 9.133448 9.0012807 9.056930 45222500 9.056930
## 2013-02-04 9.0012820 9.043019 8.9456327 8.959545 32702200 8.959545
## 2013-02-05 9.0221514 9.216924 9.0012829 9.168231 39116500 9.168231
## 2013-02-06 9.1334478 9.230834 9.0777985 9.182141 33520400 9.182141
## 2013-02-07 9.2238762 9.258657 9.0430158 9.091709 33987500 9.091709
## 2013-02-08 9.1125830 9.154320 9.0778021 9.112583 18613300 9.112583
## 2013-02-11 9.0847542 9.182141 9.0569295 9.119535 17688900 9.119535
## 2013-02-12 9.1264937 9.182143 9.0778005 9.098669 26243300 9.098669
## 2013-02-13 9.1195362 9.140405 9.0360622 9.070843 24503600 9.070843
## 2013-02-14 9.0430172 9.161272 9.0151925 9.119535 33489000 9.119535
## 2013-02-15 9.1404040 9.140404 9.0499738 9.056930 32418700 9.056930
## 2013-02-19 9.0708418 9.105623 8.9734555 9.036061 31089900 9.036061
## 2013-02-20 9.0082369 9.029105 8.7439025 8.764771 50381800 8.764771
## 2013-02-21 8.7021680 8.702168 8.5560885 8.618694 43703700 8.618694
## 2013-02-22 8.6534723 8.695209 8.5630422 8.681297 23866400 8.681297
## 2013-02-25 8.7160808 8.743905 8.4169655 8.437834 38627200 8.437834
## 2013-02-26 8.5143493 8.590867 8.4239191 8.583911 29191400 8.583911
## 2013-02-27 8.5908691 8.938678 8.5908691 8.876072 51569900 8.876072
## 2013-02-28 8.8899839 8.952589 8.7647728 8.771729 37659400 8.771729
## 2013-03-01 8.7369482 8.869115 8.6117371 8.771729 38806100 8.771729
## 2013-03-04 8.7299906 8.869114 8.7160783 8.869114 24337100 8.869114
## 2013-03-05 8.9525880 9.029106 8.8969387 8.952588 26863200 8.952588
## 2013-03-06 9.0221514 9.043020 8.9386773 8.966502 28953400 8.966502
## 2013-03-07 8.9665020 8.980414 8.8830280 8.924765 27702800 8.924765
## 2013-03-08 9.0012813 9.036062 8.9108511 9.029106 24715100 9.029106
## 2013-03-11 9.0221508 9.321266 8.9734576 9.279529 48696900 9.279529
## 2013-03-12 9.3003997 9.369961 9.1612763 9.314312 46047600 9.314312
## 2013-03-13 9.3003975 9.356047 9.2864852 9.321266 26467800 9.321266
## 2013-03-14 9.3421350 9.356047 9.3003980 9.342135 31653300 9.342135
## 2013-03-15 9.2586626 9.356049 9.2238818 9.356049 62961000 9.356049
## 2013-03-18 9.1543183 9.314310 8.9038962 9.223880 36877600 9.223880
## 2013-03-19 9.2308369 9.286486 9.1056258 9.154319 37639900 9.154319
## 2013-03-20 9.1960546 9.321266 9.1682300 9.293441 32690500 9.293441
## 2013-03-21 9.2169238 9.335179 9.2030115 9.223880 29740300 9.223880
## 2013-03-22 9.2099677 9.258661 9.1821430 9.223880 21423900 9.223880
## 2013-03-25 9.2586593 9.321265 9.2238785 9.244747 27238000 9.244747
## 2013-03-26 9.2864847 9.300397 9.2099668 9.258660 24236700 9.258660
## 2013-03-27 9.2030122 9.216925 9.1125820 9.196056 26240600 9.196056
## 2013-03-28 9.2099665 9.209967 9.1125802 9.147361 25472400 9.147361
## 2013-04-01 9.0499738 9.147360 8.9734560 8.973456 32961500 8.973456
## 2013-04-02 9.0430178 9.175185 9.0151932 9.049974 35189300 9.049974
## 2013-04-03 9.0778023 9.077802 8.7578185 8.820424 45189000 8.820424
## 2013-04-04 8.8204215 8.889983 8.6604296 8.799553 29803800 8.799553
## 2013-04-05 8.6465158 8.695209 8.4517432 8.653472 42605700 8.653472
## 2013-04-08 8.6673866 8.924765 8.6256496 8.889984 23884700 8.889984
## 2013-04-09 8.9386768 9.015195 8.8691152 8.903896 29826000 8.903896
## 2013-04-10 8.9525888 9.133449 8.9178079 9.126493 31089600 9.126493
## 2013-04-11 9.1473632 9.446479 9.1334509 9.425610 51493300 9.425610
## 2013-04-12 9.3421333 9.425607 9.2238785 9.411695 37955000 9.411695
## 2013-04-15 9.2934409 9.363003 8.9804133 9.008238 55885900 9.008238
## 2013-04-16 9.1612738 9.209967 9.0430190 9.126493 36338200 9.126493
## 2013-04-17 9.0221507 9.077800 8.9038958 8.994326 44583600 8.994326
## 2013-04-18 9.0012812 9.029106 8.7995523 8.869114 34877900 8.869114
## 2013-04-19 8.9595452 9.022151 8.8691150 8.994326 26971400 8.994326
## 2013-04-22 9.0221505 9.098668 8.9038956 9.084756 26082200 9.084756
## 2013-04-23 9.1264930 9.356047 9.1195368 9.293441 40082600 9.293441
## 2013-04-24 9.3769155 9.418653 9.1264935 9.272573 46026300 9.272573
## 2013-04-25 9.3212668 9.432566 9.2864860 9.369960 42016000 9.369960
## 2013-04-26 9.4047395 9.571688 9.3560463 9.509082 43814900 9.509082
## 2013-04-29 9.5508182 9.571687 9.4395195 9.502125 20659200 9.502125
## 2013-04-30 9.5021272 9.557777 9.4047408 9.536908 24858800 9.536908
## 2013-05-01 9.5579293 9.656031 9.3547182 9.375740 39344800 9.375740
## 2013-05-02 9.4878556 9.494863 9.3757392 9.396761 33982900 9.396761
## 2013-05-03 9.5158860 9.691068 9.5088787 9.691068 45933600 9.691068
## 2013-05-06 9.7120886 9.915300 9.6910667 9.873256 53821400 9.873256
## 2013-05-07 9.9503363 9.985373 9.8732562 9.943329 42070400 9.943329
## 2013-05-08 9.9153003 9.978366 9.8802639 9.957344 33334600 9.957344
## 2013-05-09 9.9433297 9.992381 9.9223079 9.950337 30575000 9.950337
## 2013-05-10 9.9573438 9.971358 9.8242055 9.887271 30885100 9.887271
## 2013-05-13 9.8802645 9.894279 9.7541335 9.817199 22758500 9.817199
## 2013-05-14 9.8101905 10.020409 9.7961759 9.999387 32390700 9.999387
## 2013-05-15 10.0063922 10.349749 9.9993849 10.279676 56875000 10.279676
## 2013-05-16 10.3497506 10.405809 10.2306269 10.258656 40924300 10.258656
## 2013-05-17 10.3637669 10.616029 10.3357378 10.566978 59729800 10.566978
## 2013-05-20 10.5179269 10.672087 10.5109196 10.545956 34580000 10.545956
## 2013-05-21 10.5599704 10.665080 10.3357374 10.475883 61840300 10.475883
## 2013-05-22 10.5669791 10.735154 10.4128189 10.489899 67147900 10.489899
## 2013-05-23 10.1605534 10.468874 10.0694588 10.377779 49128700 10.377779
## 2013-05-24 10.3077078 10.426832 10.2726714 10.363766 25287100 10.363766
## 2013-05-28 10.6650783 10.756173 10.5809910 10.707122 59250500 10.707122
## 2013-05-29 10.7001140 11.015442 10.6790921 10.952376 65167400 10.952376
## 2013-05-30 11.0434701 11.225659 11.0294556 11.141572 61805000 11.141572
## 2013-05-31 11.1275586 11.239676 10.9874130 10.987413 52117500 10.987413
## 2013-06-03 11.1625951 11.267704 10.8682894 11.134566 59017900 11.134566
## 2013-06-04 11.1976306 11.274711 10.9523758 11.057485 50273400 11.057485
## 2013-06-05 11.0014275 11.008435 10.6370490 10.686100 64862400 10.686100
## 2013-06-06 10.6861017 10.847269 10.5529634 10.819240 54819200 10.819240
## 2013-06-07 10.9173408 11.043472 10.8332535 11.022450 37099500 11.022450
## 2013-06-10 11.1135442 11.141573 10.9313549 11.008435 29589300 11.008435
## 2013-06-11 10.8752983 10.987415 10.7912109 10.868291 35360600 10.868291
## 2013-06-12 10.9523773 11.008435 10.7281443 10.770188 36207400 10.770188
## 2013-06-13 10.7281435 10.931355 10.6370489 10.917340 34327500 10.917340
## 2013-06-14 10.8752972 10.910334 10.7561734 10.770188 27186000 10.770188
## 2013-06-17 10.8823054 11.015444 10.8192399 10.896320 31340000 10.896320
## 2013-06-18 10.8893129 11.008437 10.8192401 10.966393 25950200 10.966393
## 2013-06-19 10.9313538 10.945368 10.7281427 10.735150 35997500 10.735150
## 2013-06-20 10.6440584 10.707124 10.3357380 10.384789 57313900 10.384789
## 2013-06-21 10.5249336 10.552963 10.2236205 10.510919 48218100 10.510919
## 2013-06-24 10.2796760 10.391792 10.0204067 10.279676 58598000 10.279676
## 2013-06-25 10.4058116 10.510921 10.3988044 10.489899 34031900 10.489899
## 2013-06-26 10.6230344 10.728144 10.5809907 10.714129 39595100 10.714129
## 2013-06-27 10.8122328 11.001429 10.7842037 10.966393 35859600 10.966393
## 2013-06-28 10.9033255 10.966391 10.8192382 10.840260 45034700 10.840260
## 2013-07-01 10.9383604 11.064491 10.9033240 11.029455 36012200 11.029455
## 2013-07-02 11.0434723 11.358799 10.9944213 11.337778 70275900 11.337778
## 2013-07-03 11.3167562 11.526975 11.3097482 11.512960 38114000 11.512960
## 2013-07-05 11.5830313 11.730183 11.5479942 11.702155 44728400 11.702155
## 2013-07-08 11.8072638 11.863322 11.7371910 11.779234 42019600 11.779234
## 2013-07-09 11.8142733 11.870331 11.7161700 11.800258 33762200 11.800258
## 2013-07-10 11.7442008 11.828287 11.6671207 11.716171 38162900 11.716171
## 2013-07-11 11.8773359 11.905364 11.8142704 11.898357 34601800 11.898357
## 2013-07-12 11.8983607 11.989456 11.8913527 11.989456 27297500 11.989456
## 2013-07-15 12.0805476 12.115585 11.9824457 11.996461 26663500 11.996461
## 2013-07-16 11.8773405 11.877341 11.4989467 11.632085 63282600 11.632085
## 2013-07-17 11.6601107 11.793250 11.6460975 11.758214 27888100 11.758214
## 2013-07-18 11.7862429 11.898359 11.7582145 11.863323 24606400 11.863323
## 2013-07-19 11.8352939 11.835294 11.6671199 11.744200 29592500 11.744200
## 2013-07-22 11.8212803 11.940404 11.7932504 11.940404 28745600 11.940404
## 2013-07-23 12.0244925 12.031500 11.7862449 11.870333 35016900 11.870333
## 2013-07-24 12.2487264 12.388872 12.0875589 12.171647 78608500 12.171647
## 2013-07-25 12.0945631 12.101570 11.8282858 11.884344 51510200 11.884344
## 2013-07-26 11.8563192 12.003471 11.8423046 11.926392 30356000 11.926392
## 2013-07-29 11.9684320 12.045513 11.9474095 11.968432 27823400 11.968432
## 2013-07-30 12.0455128 12.087556 11.9544167 11.968432 25879200 11.968432
## 2013-07-31 12.0459662 12.088257 11.8697525 11.897946 42156300 11.897946
## 2013-08-01 12.0107228 12.130547 11.9472859 12.116451 39519600 12.116451
## 2013-08-02 12.0882559 12.334955 12.0671110 12.334955 32233600 12.334955
## 2013-08-05 12.2926646 12.334955 12.0600626 12.116451 53813000 12.116451
## 2013-08-06 12.1094015 12.144644 11.9825277 12.003674 29014000 12.003674
## 2013-08-07 11.9472886 11.954336 11.7851706 11.820414 33058100 11.820414
## 2013-08-08 11.9402365 12.003673 11.8908967 11.968430 26626200 11.968430
## 2013-08-09 11.9472899 12.060067 11.9402413 11.996629 25625300 11.996629
## 2013-08-12 11.9190932 12.081209 11.9049954 12.031870 23170600 12.031870
## 2013-08-13 12.0882606 12.130551 11.9543375 12.024823 22372000 12.024823
## 2013-08-14 12.0107286 12.024824 11.8768055 11.904999 29255700 11.904999
## 2013-08-15 11.7781216 11.792219 11.4327428 11.580763 55905300 11.580763
## 2013-08-16 11.5948596 11.700587 11.4327416 11.489130 30477300 11.489130
## 2013-08-19 11.4820813 11.496177 11.3552075 11.362256 28013600 11.362256
## 2013-08-20 11.3199653 11.531423 11.1508009 11.496179 42599300 11.496179
## 2013-08-21 11.4961786 11.573713 11.3552091 11.453888 34926600 11.453888
## 2013-08-22 11.4820831 11.623053 11.4538883 11.566665 16464700 11.566665
## 2013-08-23 11.6089577 11.644201 11.5243758 11.594862 21547100 11.594862
## 2013-08-26 11.5878113 11.714685 11.5455187 11.566665 24792600 11.566665
## 2013-08-27 11.3904503 11.404547 11.1719454 11.193091 44005000 11.193091
## 2013-08-28 11.1789943 11.383402 11.0732661 11.291771 37027600 11.291771
## 2013-08-29 11.4256934 11.742879 11.3834029 11.630102 47714900 11.630102
## 2013-08-30 11.6864906 11.693539 11.3622582 11.411598 40290600 11.411598
## 2013-09-03 11.5737134 11.658297 11.4256932 11.517325 33457700 11.517325
## 2013-09-04 11.5455193 11.996627 11.5384722 11.919093 69533900 11.919093
## 2013-09-05 12.0530167 12.229230 12.0036776 12.193987 55979000 12.193987
## 2013-09-06 12.2151321 12.222181 11.8556562 11.982530 61718600 11.982530
## 2013-09-09 12.0600635 12.271519 12.0530142 12.201033 38517000 12.201033
## 2013-09-10 12.3279104 12.461833 12.2433285 12.370201 45850700 12.370201
## 2013-09-11 12.3349591 12.391347 12.2574244 12.363154 32902300 12.363154
## 2013-09-12 12.3702008 12.377249 12.2010356 12.257424 26855400 12.257424
## 2013-09-13 12.2997152 12.327909 12.1798899 12.229229 21572800 12.229229
## 2013-09-16 12.3561036 12.398394 12.1939856 12.229229 26976600 12.229229
## 2013-09-17 12.2292274 12.299714 12.1939839 12.292665 23176300 12.292665
## 2013-09-18 12.2362747 12.525264 12.2221769 12.426584 45114100 12.426584
## 2013-09-19 12.5111709 12.525268 12.3420058 12.447734 30748200 12.447734
## 2013-09-20 12.4829775 12.482978 12.1939871 12.257424 47887900 12.257424
## 2013-09-23 12.1728381 12.229226 11.9684303 12.123499 42733400 12.123499
## 2013-09-24 12.1446464 12.264472 12.0389182 12.165792 33787600 12.165792
## 2013-09-25 12.1587416 12.264470 12.0953047 12.116451 31630300 12.116451
## 2013-09-26 12.1657925 12.250374 12.0671135 12.172841 32360900 12.172841
## 2013-09-27 12.1023573 12.123504 11.9825320 12.017774 34022600 12.017774
## 2013-09-30 11.8204138 11.989579 11.7640261 11.890900 36511300 11.890900
## 2013-10-01 11.9331881 12.222178 11.9261396 12.116451 41817000 12.116451
## 2013-10-02 12.0459661 12.137597 11.9472872 12.130548 29527300 12.130548
## 2013-10-03 12.0600648 12.102355 11.8133649 11.947288 36628800 11.947288
## 2013-10-04 11.9613837 12.081209 11.9402395 12.045967 24991600 12.045967
## 2013-10-07 11.8838491 11.947286 11.8486050 11.848605 30339600 11.848605
## 2013-10-08 11.8627040 11.876801 11.5948600 11.630102 45491300 11.630102
## 2013-10-09 11.6371513 11.799268 11.5243745 11.714686 50838200 11.714686
## 2013-10-10 11.8908984 11.982529 11.8627035 11.933189 46955700 11.933189
## 2013-10-11 11.9966264 12.067113 11.8979460 12.060064 30814200 12.060064
## 2013-10-14 11.9331884 12.158742 11.9261398 12.109402 31229600 12.109402
## 2013-10-15 12.1094042 12.130549 11.9472883 11.961384 39294100 11.961384
## 2013-10-16 12.0389168 12.186937 12.0036748 12.186937 33098300 12.186937
## 2013-10-17 12.1516927 12.327906 12.1516927 12.306760 26889400 12.306760
## 2013-10-18 12.3490567 12.370202 12.2856198 12.356106 23022100 12.356106
## 2013-10-21 12.3983919 12.405440 12.2715181 12.334955 22159700 12.334955
## 2013-10-22 12.3702006 12.461832 12.2926679 12.405444 30226500 12.405444
## 2013-10-23 12.4477326 12.482975 12.2574212 12.349053 45496200 12.349053
## 2013-10-24 12.6944306 12.701479 12.4336337 12.518217 71402500 12.518217
## 2013-10-25 12.5746091 12.581658 12.2785701 12.405444 47515700 12.405444
## 2013-10-28 12.4477319 12.490022 12.3490523 12.384295 37323000 12.384295
## 2013-10-29 12.3842961 12.419540 12.2715194 12.412491 36931500 12.412491
## 2013-10-30 12.4904692 12.504645 12.2281828 12.291982 39898500 12.291982
## 2013-10-31 12.2565384 12.284893 12.1218505 12.128940 38742700 12.128940
## 2013-11-01 12.2210938 12.221094 11.8808313 11.972985 52493000 11.972985
## 2013-11-04 12.0296939 12.058050 11.8950081 12.050961 33974700 12.050961
## 2013-11-05 11.9729823 12.150202 11.9304502 12.114759 43517500 12.114759
## 2013-11-06 12.1643840 12.192740 11.9446312 11.987164 37052400 11.987164
## 2013-11-07 11.9871646 11.994253 11.7177908 11.731967 47526900 11.731967
## 2013-11-08 11.8099428 11.958808 11.7744995 11.944630 38987300 11.944630
## 2013-11-11 11.9588088 12.150205 11.8595649 11.972985 29561200 11.972985
## 2013-11-12 11.9091854 11.944630 11.8099429 11.852475 31432300 11.852475
## 2013-11-13 11.8099408 12.121848 11.7957625 12.121848 39160000 12.121848
## 2013-11-14 12.1360261 12.192737 12.0580486 12.114759 35559900 12.114759
## 2013-11-15 12.1431191 12.157297 12.0509654 12.100587 33100600 12.100587
## 2013-11-18 12.1005822 12.178559 11.9942502 12.036783 31231300 12.036783
## 2013-11-19 12.0438729 12.072229 11.9233633 11.958808 26841800 11.958808
## 2013-11-20 11.9729819 12.107670 11.9375386 11.994249 31077800 11.994249
## 2013-11-21 12.0580486 12.157292 12.0367822 12.114759 33042300 12.114759
## 2013-11-22 12.1360305 12.150207 12.0509642 12.058053 29789000 12.058053
## 2013-11-25 12.1218501 12.150205 12.0013405 12.008430 25125300 12.008430
## 2013-11-26 12.0864050 12.086405 11.9446297 11.958808 26440600 11.958808
## 2013-11-27 11.9517174 12.114759 11.9162720 12.072227 31559700 12.072227
## 2013-11-29 12.0934947 12.178561 12.0793185 12.107673 14918800 12.107673
## 2013-12-02 12.1360302 12.192741 12.0722310 12.093496 27749600 12.093496
## 2013-12-03 12.0864053 12.192739 11.6398115 11.739054 74867000 11.739054
## 2013-12-04 11.7745002 11.880832 11.6894339 11.781589 40104000 11.781589
## 2013-12-05 11.8099446 11.951721 11.7107014 11.866655 44793800 11.866655
## 2013-12-06 11.9942499 12.015517 11.7744978 11.838297 33254500 11.838297
## 2013-12-09 11.8241203 11.902098 11.6965219 11.739054 34369700 11.739054
## 2013-12-10 11.7248798 11.831212 11.7036127 11.717791 30523600 11.717791
## 2013-12-11 11.7248781 11.774500 11.5760126 11.632723 37848800 11.632723
## 2013-12-12 11.5972810 11.668168 11.4838602 11.618546 30945400 11.618546
## 2013-12-13 11.6752557 11.902099 11.6681669 11.760322 48535500 11.760322
## 2013-12-16 11.8524754 12.008430 11.8453866 11.951720 38001800 11.951720
## 2013-12-17 11.9517178 12.043871 11.8099411 11.838297 40555800 11.838297
## 2013-12-18 11.3349932 11.342082 10.7537115 11.093974 220363000 11.093974
## 2013-12-19 10.9592868 10.987642 10.8104220 10.845866 84636000 10.845866
## 2013-12-20 10.8813104 10.987642 10.8600440 10.930932 61508000 10.930932
## 2013-12-23 10.9805512 10.987640 10.7182656 10.739532 59222000 10.739532
## 2013-12-24 10.7749788 10.796245 10.7040908 10.767890 22642200 10.767890
## 2013-12-26 10.7962460 10.874223 10.7891572 10.867134 24966000 10.867134
## 2013-12-27 10.8813100 10.881310 10.8104220 10.845866 21842000 10.845866
## 2013-12-30 10.8883954 10.930928 10.8104186 10.831685 32832800 10.831685
## 2013-12-31 10.8387768 10.938020 10.8175104 10.938020 27829000 10.938020
## 2014-01-02 10.9309314 10.952198 10.8316882 10.945109 31528500 10.945109
## 2014-01-03 11.0018208 11.086886 10.8458672 10.994732 46122300 10.994732
## 2014-01-06 11.1435962 11.171951 11.0018202 11.044353 42657600 11.044353
## 2014-01-07 11.1506830 11.157772 10.8813086 10.902575 54476300 10.902575
## 2014-01-08 11.0585308 11.136508 10.9947316 11.015998 48448300 11.015998
## 2014-01-09 11.2215732 11.356260 11.1790404 11.228662 67836500 11.228662
## 2014-01-10 11.3491722 11.420061 11.2995506 11.391705 44984000 11.391705
## 2014-01-13 11.6043668 11.717788 11.3987909 11.420058 57566400 11.420058
## 2014-01-14 11.5618351 11.646901 11.4625926 11.625635 44039200 11.625635
## 2014-01-15 11.6043666 11.859563 11.5901883 11.838297 64118200 11.838297
## 2014-01-16 11.8170312 11.880830 11.7390537 11.859564 38410800 11.859564
## 2014-01-17 11.8950095 11.895010 11.6610791 11.710700 37152100 11.710700
## 2014-01-21 11.7957647 11.824121 11.5972797 11.632723 35597200 11.632723
## 2014-01-22 11.6539916 11.781590 11.6043700 11.731967 28741900 11.731967
## 2014-01-23 11.6894328 11.717789 11.5618337 11.646900 37860800 11.646900
## 2014-01-24 11.4767695 11.490946 11.1861280 11.221572 66023500 11.221572
## 2014-01-27 11.2711932 11.278282 11.0018188 11.136506 51218700 11.136506
## 2014-01-28 11.3208160 11.349171 10.9947312 11.143596 57677500 11.143596
## 2014-01-29 11.0614227 11.097151 10.8613453 10.904219 52241500 10.904219
## 2014-01-30 11.0256932 11.039984 10.8470527 10.897072 32654100 10.897072
## 2014-01-31 10.7827411 10.789887 10.6469743 10.689848 64132600 10.689848
## 2014-02-03 10.7184309 10.718431 10.2896937 10.396878 92427200 10.396878
## 2014-02-04 10.4111694 10.668412 10.3254219 10.625538 55397500 10.625538
## 2014-02-05 10.6684094 10.668409 10.3611478 10.525497 45466500 10.525497
## 2014-02-06 10.4111696 10.611247 10.3825871 10.611247 47527100 10.611247
## 2014-02-07 10.6755591 10.811326 10.6755591 10.696996 38410500 10.696996
## 2014-02-10 10.7541590 10.761305 10.5612273 10.604101 36217700 10.604101
## 2014-02-11 10.6541199 10.725576 10.5898093 10.689848 43482100 10.689848
## 2014-02-12 10.7827416 10.804178 10.7112854 10.718431 30519400 10.718431
## 2014-02-13 10.6469748 10.782742 10.6326836 10.775596 27008800 10.775596
## 2014-02-14 10.8041776 10.975672 10.7398670 10.889925 34282200 10.889925
## 2014-02-18 10.9899624 11.039982 10.9185062 10.997108 32167900 10.997108
## 2014-02-19 10.9399457 11.068567 10.8684895 10.897072 26262500 10.897072
## 2014-02-20 10.9113630 10.932800 10.8256156 10.911363 20647300 10.911363
## 2014-02-21 10.9113648 10.939947 10.7970349 10.832763 29967600 10.832763
## 2014-02-24 10.8470540 10.975675 10.8041803 10.847054 30412900 10.847054
## 2014-02-25 10.8684877 10.925653 10.7970315 10.825614 26401400 10.825614
## 2014-02-26 10.8184715 11.047131 10.7684522 10.904219 34682200 10.904219
## 2014-02-27 10.8756325 11.025690 10.8327588 10.997108 25727700 10.997108
## 2014-02-28 10.9542343 11.011399 10.8827781 10.997108 35687900 10.997108
## 2014-03-03 10.8613430 10.947090 10.7398675 10.861343 42824000 10.861343
## 2014-03-04 10.9542345 10.997108 10.9113608 10.982817 33071700 10.982817
## 2014-03-05 10.9899655 11.197188 10.9756742 11.168606 32955900 11.168606
## 2014-03-06 11.2329151 11.311517 11.1900414 11.197187 26630800 11.197187
## 2014-03-07 11.2329192 11.290084 11.1042980 11.161463 23666900 11.161463
## 2014-03-10 11.0757144 11.175753 11.0399863 11.082860 30496600 11.082860
## 2014-03-11 11.0685678 11.090005 10.8399079 10.932801 34612800 10.932801
## 2014-03-12 10.8899261 11.018547 10.8256155 11.004256 31250500 11.004256
## 2014-03-13 11.0471314 11.047131 10.7898890 10.847054 34344100 10.847054
## 2014-03-14 10.8470522 10.897072 10.7613048 10.775596 26943300 10.775596
## 2014-03-17 10.8470528 10.954237 10.8327615 10.918509 26929100 10.918509
## 2014-03-18 10.9256546 11.125732 10.9185090 11.068567 28324200 11.068567
## 2014-03-19 11.0828569 11.111439 10.9685269 11.061420 24374300 11.061420
## 2014-03-20 11.0399858 11.111442 10.9828208 11.111442 21203100 11.111442
## 2014-03-21 11.2400622 11.247208 11.0399848 11.054276 31678500 11.054276
## 2014-03-24 11.0614186 11.104292 10.9327974 10.997108 27033600 10.997108
## 2014-03-25 11.0185496 11.047132 10.9256565 10.954239 24656700 10.954239
## 2014-03-26 10.9899651 11.032839 10.8827808 10.897072 24444100 10.897072
## 2014-03-27 10.8970720 10.989965 10.8399070 10.897072 28244800 10.897072
## 2014-03-28 10.9470899 11.132876 10.9399443 11.039983 36615100 11.039983
## 2014-03-31 11.1471720 11.168609 11.0614245 11.147172 27054500 11.147172
## 2014-04-01 11.1971896 11.754549 11.1971896 11.661655 84938900 11.661655
## 2014-04-02 11.6116317 11.783127 11.5401755 11.761689 39927100 11.761689
## 2014-04-03 11.7616924 11.783130 11.6759456 11.711673 26108300 11.711673
## 2014-04-04 11.7831280 11.783128 11.5115952 11.525885 30524900 11.525885
## 2014-04-07 11.4901587 11.554469 11.3329550 11.390120 28112900 11.390120
## 2014-04-08 11.4258492 11.547325 11.3758298 11.504451 26836400 11.504451
## 2014-04-09 11.4329939 11.497305 11.2543534 11.318664 36882800 11.318664
## 2014-04-10 11.3615378 11.368683 11.1400235 11.168606 31254900 11.168606
## 2014-04-11 11.2900816 11.382975 11.1471691 11.168606 39337200 11.168606
## 2014-04-14 11.2400609 11.268643 11.0971485 11.218624 20414700 11.218624
## 2014-04-15 11.2686447 11.347246 11.1900428 11.318664 28666200 11.318664
## 2014-04-16 11.3901209 11.483014 11.3615384 11.483014 21853800 11.483014
## 2014-04-17 11.4258494 11.504451 11.4258494 11.432995 17657900 11.432995
## 2014-04-21 11.4401399 11.490159 11.3615380 11.418703 24911800 11.418703
## 2014-04-22 11.4044123 11.561616 11.3829754 11.504451 18916800 11.504451
## 2014-04-23 11.4901577 11.661653 11.4901577 11.597342 19808700 11.597342
## 2014-04-24 11.7259656 11.747403 11.5759083 11.661655 27453200 11.661655
## 2014-04-25 11.2972249 11.361535 11.2257687 11.275788 53874200 11.275788
## 2014-04-28 11.3901181 11.468719 11.2543514 11.411555 33030100 11.411555
## 2014-04-29 11.4329928 11.540177 11.3686823 11.518741 27163700 11.518741
## 2014-04-30 11.5439472 11.651968 11.4647303 11.630364 26525000 11.630364
## 2014-05-01 11.6303641 11.666372 11.4143202 11.457529 30722100 11.457529
## 2014-05-02 11.4863333 11.507938 11.3783114 11.450326 22173000 11.450326
## 2014-05-05 11.3855132 11.428722 11.3134986 11.335103 25120400 11.335103
## 2014-05-06 11.3351023 11.349505 11.1838716 11.205476 23289100 11.205476
## 2014-05-07 11.2558869 11.255887 11.1118576 11.133462 32181800 11.133462
## 2014-05-08 11.1910735 11.486333 11.1694691 11.385513 36793400 11.385513
## 2014-05-09 11.3279031 11.450328 11.3279031 11.356709 25172600 11.356709
## 2014-05-12 11.3855146 11.450328 11.3639102 11.407119 17441400 11.407119
## 2014-05-13 11.4143185 11.450326 11.3423039 11.421520 16509300 11.421520
## 2014-05-14 11.4143206 11.443126 11.3423060 11.342306 15087900 11.342306
## 2014-05-15 11.3351013 11.342303 11.1982735 11.299094 27244300 11.299094
## 2014-05-16 11.3062962 11.421520 11.2054757 11.349505 25639200 11.349505
## 2014-05-19 11.3207007 11.479133 11.3207007 11.464730 17368300 11.464730
## 2014-05-20 11.4503280 11.471932 11.3351046 11.356709 20348900 11.356709
## 2014-05-21 11.3927158 11.507939 11.3783129 11.457529 17809700 11.457529
## 2014-05-22 11.4143202 11.543947 11.4143202 11.457529 24843700 11.457529
## 2014-05-23 11.4575279 11.543946 11.4503264 11.536744 17004400 11.536744
## 2014-05-27 11.5871538 11.666371 11.5583472 11.637564 21034700 11.637564
## 2014-05-28 11.6447662 11.781595 11.6303633 11.745586 23241400 11.745586
## 2014-05-29 11.8103998 11.925622 11.7887961 11.911221 42832500 11.911221
## 2014-05-30 11.8103994 11.911221 11.7887958 11.839206 23065400 11.839206
## 2014-06-02 11.8896155 11.889616 11.7959958 11.839206 17975100 11.839206
## 2014-06-03 11.8536088 12.040847 11.8464088 11.918422 32579900 11.918422
## 2014-06-04 11.9184195 12.134464 11.8536063 12.091256 33699600 12.091256
## 2014-06-05 12.1128625 12.163272 11.9544303 12.012042 34824800 12.012042
## 2014-06-06 12.0048400 12.300100 12.0048400 12.300100 38583400 12.300100
## 2014-06-09 12.2496885 12.328905 12.2424870 12.242487 23144300 12.242487
## 2014-06-10 12.2496910 12.300101 12.2352881 12.249691 21980100 12.249691
## 2014-06-11 12.2208845 12.249691 12.1560714 12.170475 21409200 12.170475
## 2014-06-12 12.1632704 12.192077 11.8824141 11.896817 28544500 11.896817
## 2014-06-13 11.9040200 11.990437 11.8824149 11.925623 20323400 11.925623
## 2014-06-16 11.8608086 12.012040 11.7959954 11.976032 22219600 11.976032
## 2014-06-17 11.9400246 12.098456 11.9040180 12.091256 17785400 12.091256
## 2014-06-18 12.0912589 12.134467 11.9760340 12.120064 22925800 12.120064
## 2014-06-19 12.1488702 12.148870 12.0696534 12.084057 16728500 12.084057
## 2014-06-20 12.1488670 12.148867 11.9904341 12.004837 29981400 12.004837
## 2014-06-23 12.0264461 12.184878 12.0120424 12.156071 23084400 12.156071
## 2014-06-24 12.1272657 12.386519 12.1200642 12.220884 37736500 12.220884
## 2014-06-25 12.2064804 12.429725 12.1848753 12.386517 37496700 12.386517
## 2014-06-26 12.4369265 12.436927 12.2784936 12.386517 22189100 12.386517
## 2014-06-27 12.3721156 12.451332 12.3505112 12.444131 31415200 12.444131
## 2014-06-30 12.4585311 12.494539 12.3865179 12.415323 24073800 12.415323
## 2014-07-01 12.4873367 12.530546 12.2928972 12.393717 36171500 12.393717
## 2014-07-02 12.3793131 12.458528 12.3649094 12.400916 17001400 12.400916
## 2014-07-03 12.4081208 12.487337 12.4009186 12.472934 13581200 12.472934
## 2014-07-07 12.3793157 12.530546 12.3793157 12.472934 20271600 12.472934
## 2014-07-08 12.4009197 12.415323 12.2784948 12.321705 23323400 12.321705
## 2014-07-09 12.3577115 12.566555 12.3433078 12.552151 27037000 12.552151
## 2014-07-10 12.3865158 12.523342 12.3649107 12.458529 20164400 12.458529
## 2014-07-11 12.4657316 12.595359 12.4513301 12.580955 20150000 12.580955
## 2014-07-14 12.6097639 12.674577 12.5665558 12.638569 20446700 12.638569
## 2014-07-15 12.6385700 12.710585 12.5665568 12.631370 22626400 12.631370
## 2014-07-16 12.7177852 12.869017 12.6889801 12.818605 36063400 12.818605
## 2014-07-17 12.7177833 13.020245 12.7033797 12.775395 47287300 12.775395
## 2014-07-18 12.8186057 12.847412 12.7105845 12.760994 24838800 12.760994
## 2014-07-21 12.7105850 12.890622 12.7105850 12.746593 19197700 12.746593
## 2014-07-22 12.7970007 12.861815 12.7249860 12.833008 24546100 12.833008
## 2014-07-23 12.8402066 12.926625 12.8042000 12.804200 30932500 12.804200
## 2014-07-24 12.9698389 13.049056 12.7321906 12.847414 53838000 12.847414
## 2014-07-25 12.8906182 12.905021 12.6097612 12.688978 34499800 12.688978
## 2014-07-28 12.6889775 12.753789 12.5809541 12.703379 29662100 12.703379
## 2014-07-29 12.7105817 12.854611 12.6313663 12.652970 32972800 12.652970
## 2014-07-30 12.7073661 12.765391 12.5623048 12.663847 30169700 12.663847
## 2014-07-31 12.5478021 12.569562 12.3374639 12.344717 34170600 12.344717
## 2014-08-01 12.3664735 12.460764 12.1271224 12.192400 33678000 12.192400
## 2014-08-04 12.3011979 12.431753 12.2866932 12.344717 24871300 12.344717
## 2014-08-05 12.2866925 12.431752 12.1706434 12.235921 24843500 12.235921
## 2014-08-06 12.1416285 12.388233 12.1416285 12.315702 21872900 12.315702
## 2014-08-07 12.3592232 12.402741 12.1633897 12.199655 19997700 12.199655
## 2014-08-08 12.1851494 12.417249 12.1488848 12.395489 29370400 12.395489
## 2014-08-11 12.4535100 12.511535 12.4099923 12.453510 17814900 12.453510
## 2014-08-12 12.4390063 12.627586 12.4317525 12.482524 25514800 12.482524
## 2014-08-13 12.6783574 12.678357 12.5623084 12.634839 26177800 12.634839
## 2014-08-14 12.6203328 12.678357 12.4970307 12.642092 19733500 12.642092
## 2014-08-15 12.6856089 12.685609 12.4535108 12.555053 20958100 12.555053
## 2014-08-18 12.6058260 12.707370 12.6058260 12.642092 17174900 12.642092
## 2014-08-19 12.7001142 12.707367 12.5623060 12.591319 15899400 12.591319
## 2014-08-20 12.5840656 12.642090 12.5115350 12.627584 14204600 12.627584
## 2014-08-21 12.6420932 12.685612 12.5985755 12.620334 15051300 12.620334
## 2014-08-22 12.5623060 12.613077 12.4390039 12.453510 20294800 12.453510
## 2014-08-25 12.4825231 12.540549 12.4752715 12.497030 10770300 12.497030
## 2014-08-26 12.5187897 12.584067 12.4680190 12.468019 12167200 12.468019
## 2014-08-27 12.4970284 12.620331 12.4825216 12.591319 18221100 12.591319
## 2014-08-28 12.5260430 12.656599 12.4825239 12.634839 16855000 12.634839
## 2014-08-29 12.6711017 12.685609 12.6130771 12.627584 15373400 12.627584
## 2014-09-02 12.6783582 12.779902 12.6783582 12.765395 18538300 12.765395
## 2014-09-03 12.8451765 12.961227 12.6493453 12.671103 25723900 12.671103
## 2014-09-04 12.6638505 12.787153 12.4680192 12.526043 20733700 12.526043
## 2014-09-05 12.5478020 12.547802 12.2866931 12.431753 29801700 12.431753
## 2014-09-08 12.1416313 12.235922 12.1198714 12.185149 47565300 12.185149
## 2014-09-09 12.1778955 12.199654 12.0328335 12.061845 26656600 12.061845
## 2014-09-10 12.0763519 12.127123 12.0473403 12.061845 16644400 12.061845
## 2014-09-11 12.0328355 12.090860 11.9748110 12.083607 14658900 12.083607
## 2014-09-12 12.0690996 12.098113 11.9675574 12.032835 16470100 12.032835
## 2014-09-15 12.0110746 12.054594 11.9095324 11.945797 23691600 11.945797
## 2014-09-16 11.8805204 11.989318 11.7209536 11.982064 23772600 11.982064
## 2014-09-17 12.0328347 12.112619 11.9820632 11.989317 25366300 11.989317
## 2014-09-18 11.9965675 12.076350 11.9675545 12.025579 19453000 12.025579
## 2014-09-19 12.0981092 12.163387 12.0255786 12.076350 35006900 12.076350
## 2014-09-22 12.0255807 12.047341 11.8515071 11.866014 23800300 11.866014
## 2014-09-23 11.8297502 11.858763 11.7064481 11.728208 28285100 11.728208
## 2014-09-24 11.7789779 11.931293 11.7789779 11.902280 22021600 11.902280
## 2014-09-25 11.8950245 11.895025 11.7282041 11.749964 19054900 11.749964
## 2014-09-26 11.7717234 11.844254 11.7354580 11.844254 20432100 11.844254
## 2014-09-29 11.7136987 11.895025 10.7562942 10.959380 82938700 10.959380
## 2014-09-30 10.8868504 10.988393 10.5096911 10.727283 115056700 10.727283
## 2014-10-01 10.7127792 10.756298 10.5604648 10.582224 55948300 10.582224
## 2014-10-02 10.6329926 10.640246 10.4734252 10.560462 37781800 10.560462
## 2014-10-03 10.6329955 10.654755 10.5169464 10.582224 38177500 10.582224
## 2014-10-06 10.6329929 10.662005 10.5169439 10.531450 23974300 10.531450
## 2014-10-07 10.4951834 10.509689 10.2123139 10.226820 42850700 10.226820
## 2014-10-08 10.2050621 10.328364 9.8786742 10.306605 50319300 10.306605
## 2014-10-09 10.3066044 10.313857 10.0092287 10.038241 31768500 10.038241
## 2014-10-10 9.9439525 10.096267 9.8061442 10.001977 41079500 10.001977
## 2014-10-13 9.9947236 10.067254 9.8061439 9.820650 37691700 9.820650
## 2014-10-14 9.8641678 10.183303 9.8206494 9.994723 43392900 9.994723
## 2014-10-15 9.8569158 9.987471 9.6175646 9.878675 46497000 9.878675
## 2014-10-16 9.7118532 10.197809 9.6900940 10.139784 41375500 10.139784
## 2014-10-17 10.2993522 10.335617 10.1325317 10.168797 31548000 10.168797
## 2014-10-20 10.1833041 10.284847 10.1180266 10.277594 18972600 10.277594
## 2014-10-21 10.3428720 10.357378 10.2268229 10.342872 29926800 10.342872
## 2014-10-22 10.3646270 10.393639 10.2123127 10.248578 24285200 10.248578
## 2014-10-23 10.3718833 10.509692 10.3573772 10.444414 30418400 10.444414
## 2014-10-24 10.4516661 10.473425 9.9004332 9.994723 91944000 9.994723
## 2014-10-27 10.0599993 10.074505 9.9221911 10.023734 61472200 10.023734
## 2014-10-28 10.0745063 10.270339 10.0527471 10.270339 36821800 10.270339
## 2014-10-29 10.3471742 10.376445 10.0691031 10.178868 31263900 10.178868
## 2014-10-30 10.1569154 10.222774 10.0105621 10.208139 25506000 10.208139
## 2014-10-31 10.3398577 10.354493 10.2739987 10.310587 37277800 10.310587
## 2014-11-03 10.3179053 10.369129 10.2008227 10.237411 31620700 10.237411
## 2014-11-04 10.2008213 10.244727 10.1422800 10.208139 19695700 10.208139
## 2014-11-05 10.2666810 10.281316 10.1495984 10.200822 26042800 10.200822
## 2014-11-06 10.1861871 10.405717 10.1861871 10.383764 36431700 10.383764
## 2014-11-07 10.4057163 10.442305 10.3398573 10.369128 30254700 10.369128
## 2014-11-10 10.3837646 10.391082 10.2081407 10.244729 36413300 10.244729
## 2014-11-11 10.2813148 10.559386 10.2447265 10.515480 35345600 10.515480
## 2014-11-12 10.4788947 10.705742 10.4349888 10.669154 36221100 10.669154
## 2014-11-13 10.7642824 11.100895 10.7569647 10.925271 50292300 10.925271
## 2014-11-14 10.9838114 11.174071 10.9691761 11.078941 37093200 11.078941
## 2014-11-17 11.2326134 11.415555 11.1228484 11.371649 46517300 11.371649
## 2014-11-18 11.4887323 11.525321 11.1594374 11.342379 43647800 11.342379
## 2014-11-19 11.3277427 11.327743 11.1667541 11.298472 22633500 11.298472
## 2014-11-20 11.2472480 11.452143 11.1813891 11.313107 21163200 11.313107
## 2014-11-21 11.4448249 11.452143 11.2472480 11.291154 25609600 11.291154
## 2014-11-24 11.3496964 11.481414 11.3423787 11.466779 32797900 11.466779
## 2014-11-25 11.5180030 11.591180 11.4228734 11.474097 32253500 11.474097
## 2014-11-26 11.4521416 11.474095 11.3570120 11.422871 20003200 11.422871
## 2014-11-28 11.4521427 11.510684 11.3204248 11.510684 18620300 11.510684
## 2014-12-01 11.5472707 11.627765 11.4887294 11.539953 30022000 11.539953
## 2014-12-02 11.6058124 11.671671 11.4228708 11.635083 32313000 11.635083
## 2014-12-03 11.6204494 11.803390 11.6204494 11.715579 37561100 11.715579
## 2014-12-04 11.7082586 11.730212 11.5253170 11.569223 23264600 11.569223
## 2014-12-05 11.6350822 11.664353 11.4375054 11.488729 29700300 11.488729
## 2014-12-08 11.4740956 11.525319 11.2545657 11.291154 25519100 11.291154
## 2014-12-09 11.0130828 11.291154 10.7935529 11.291154 23382800 11.291154
## 2014-12-10 11.2911539 11.291154 11.0862593 11.093577 24615500 11.093577
## 2014-12-11 11.1008917 11.335057 10.9984445 11.181386 30359300 11.181386
## 2014-12-12 11.1228459 11.130164 10.9691750 10.969175 22684500 10.969175
## 2014-12-15 10.8740464 10.917952 10.4423043 10.449622 47476400 10.449622
## 2014-12-16 10.3837636 10.581341 10.1935044 10.310587 43879300 10.310587
## 2014-12-17 10.3691265 10.625245 10.3252205 10.574021 29504200 10.574021
## 2014-12-18 10.7569647 10.837459 10.6179291 10.837459 35542500 10.837459
## 2014-12-19 10.8228231 11.013082 10.7862348 10.998447 40843500 10.998447
## 2014-12-22 11.0350367 11.152119 10.9764954 11.137484 25366800 11.137484
## 2014-12-23 11.1301660 11.305790 11.1301660 11.217978 20828700 11.217978
## 2014-12-24 11.2472476 11.254565 11.1594357 11.196024 7128800 11.196024
## 2014-12-26 11.1960221 11.335058 11.1667514 11.305787 11666400 11.305787
## 2014-12-29 11.2472481 11.474096 11.2252951 11.357013 19137500 11.357013
## 2014-12-30 11.3277437 11.415556 11.3057907 11.342379 14795000 11.342379
## 2014-12-31 11.3496967 11.444826 11.3204260 11.342379 17930200 11.342379
## 2015-01-02 11.4082373 11.452143 11.1082131 11.239931 24777900 11.239931
## 2015-01-05 11.0643079 11.071626 10.7496484 10.800872 44079700 10.800872
## 2015-01-06 10.8886802 10.903316 10.5227971 10.698421 32981600 10.698421
## 2015-01-07 10.8155048 11.042352 10.8081871 11.005764 26065300 11.005764
## 2015-01-08 11.2691997 11.327741 11.1447994 11.283835 33943400 11.283835
## 2015-01-09 11.3131056 11.320423 11.0203991 11.130164 23420800 11.130164
## 2015-01-12 11.2033430 11.210661 11.0569897 11.137484 22750800 11.137484
## 2015-01-13 11.2545643 11.327741 11.0350344 11.130164 26279400 11.130164
## 2015-01-14 11.0277193 11.093578 10.8520954 11.056990 36798300 11.056990
## 2015-01-15 11.0643062 11.093577 10.8301410 10.874047 24981300 10.874047
## 2015-01-16 10.8374591 11.005765 10.7935531 10.991130 32089900 10.991130
## 2015-01-20 11.0350366 11.071625 10.7935537 10.983813 28553700 10.983813
## 2015-01-21 10.9618607 11.056990 10.8886840 10.954543 23281500 10.954543
## 2015-01-22 10.9838117 11.027718 10.9033174 10.998447 23669200 10.998447
## 2015-01-23 10.9911313 11.035037 10.8960017 10.910637 21620600 10.910637
## 2015-01-26 10.9618604 11.086261 10.9545427 11.035037 25237200 11.035037
## 2015-01-27 10.9472243 10.969177 10.7716004 10.866730 34609100 10.866730
## 2015-01-28 10.9628283 10.962828 10.6597427 10.689312 40579800 10.689312
## 2015-01-29 10.8075903 11.058930 10.5710357 10.977614 40731100 10.977614
## 2015-01-30 10.9036933 11.007186 10.8149853 10.874124 30439700 10.874124
## 2015-02-02 10.9036917 11.310270 10.8962993 11.288093 40371800 11.288093
## 2015-02-03 11.4359400 11.672495 11.4137630 11.569002 48335400 11.569002
## 2015-02-04 11.5911757 11.842515 11.5689987 11.731630 41179500 11.731630
## 2015-02-05 11.8351233 11.842516 11.6429227 11.716846 25713200 11.716846
## 2015-02-06 11.7094543 11.827732 11.6577080 11.724239 28187700 11.724239
## 2015-02-09 11.6503157 11.849909 11.6207464 11.768593 20286700 11.768593
## 2015-02-10 11.8646929 11.931224 11.7612010 11.894263 27928500 11.894263
## 2015-02-11 11.8868723 12.056895 11.8351260 12.012542 34285300 12.012542
## 2015-02-12 12.0790726 12.160389 12.0495025 12.093858 23738800 12.093858
## 2015-02-13 12.0716787 12.093856 11.9681868 12.049501 19954600 12.049501
## 2015-02-17 11.9829698 12.049501 11.8277316 11.909048 44362300 11.909048
## 2015-02-18 11.9460091 12.071679 11.8720850 11.982970 22812700 11.982970
## 2015-02-19 11.9681887 12.182566 11.9534033 12.145604 24863900 12.145604
## 2015-02-20 12.1160319 12.167778 12.0125400 12.123425 21523600 12.123425
## 2015-02-23 12.0716811 12.160390 12.0421125 12.108642 19016800 12.108642
## 2015-02-24 12.0938580 12.138211 12.0347193 12.093858 17672500 12.093858
## 2015-02-25 12.0790733 12.286059 12.0790733 12.204743 23320200 12.204743
## 2015-02-26 12.1234274 12.249097 12.1012511 12.108642 20800000 12.108642
## 2015-02-27 12.1086396 12.123425 11.9903623 12.079071 20337000 12.079071
## 2015-03-02 12.0790733 12.263882 12.0790733 12.249097 26341100 12.249097
## 2015-03-03 11.8794797 12.049503 11.8720866 11.953403 37689000 11.953403
## 2015-03-04 11.8942643 11.931225 11.7759869 11.849911 25659400 11.849911
## 2015-03-05 11.8942626 11.997755 11.8942626 11.909048 16548200 11.909048
## 2015-03-06 11.8573044 11.975582 11.7612033 11.775988 24420500 11.775988
## 2015-03-09 11.8129486 11.901657 11.7759869 11.849911 17132400 11.849911
## 2015-03-10 11.7833773 11.790770 11.5985690 11.620746 31687700 11.620746
## 2015-03-11 11.6577097 11.716848 11.6059633 11.642925 20638700 11.642925
## 2015-03-12 11.7390253 11.997757 11.7242407 11.953403 31172200 11.953403
## 2015-03-13 11.9460089 12.012540 11.8277316 11.975579 27877700 11.975579
## 2015-03-16 12.0199333 12.197349 12.0051487 12.189957 37731700 12.189957
## 2015-03-17 12.1160350 12.189959 12.0938595 12.116035 20917700 12.116035
## 2015-03-18 12.0568940 12.204741 11.9090488 12.167779 33748000 12.167779
## 2015-03-19 12.1382097 12.167778 12.0347177 12.079071 18021500 12.079071
## 2015-03-20 12.0864647 12.226920 12.0790723 12.182565 42096800 12.182565
## 2015-03-23 12.1751729 12.374767 12.1677806 12.249097 30709000 12.249097
## 2015-03-24 12.2564864 12.337803 12.1751700 12.241701 16661800 12.241701
## 2015-03-25 12.2195274 12.234311 11.9607950 11.960795 21996200 11.960795
## 2015-03-26 11.9090491 11.953402 11.7981633 11.835125 33327900 11.835125
## 2015-03-27 11.8720869 11.901657 11.7168487 11.812949 53270400 11.812949
## 2015-03-30 11.9164394 12.034717 11.8646916 11.946008 20537600 11.946008
## 2015-03-31 11.9164408 12.042110 11.8868707 11.931224 21792600 11.931224
## 2015-04-01 11.9460103 11.946010 11.7168480 11.761202 27365900 11.761202
## 2015-04-02 11.7759869 11.857303 11.7168483 11.849911 15925400 11.849911
## 2015-04-06 11.7907713 11.909049 11.7538097 11.827733 18522100 11.827733
## 2015-04-07 11.7907707 11.805555 11.6651010 11.753809 26616700 11.753809
## 2015-04-08 11.8055567 11.894265 11.7907720 11.812949 25147000 11.812949
## 2015-04-09 11.8277317 11.879478 11.7390237 11.790770 23461900 11.790770
## 2015-04-10 11.8055563 11.864694 11.7907716 11.849911 17657700 11.849911
## 2015-04-13 11.8277303 11.886869 11.7316300 11.731630 22521100 11.731630
## 2015-04-14 11.7538087 11.864693 11.7464163 11.805555 21745900 11.805555
## 2015-04-15 11.8351260 11.886872 11.8277337 11.879480 25503500 11.879480
## 2015-04-16 11.8573031 11.894264 11.7759867 11.783379 23494400 11.783379
## 2015-04-17 11.7390220 11.739022 11.6133523 11.650314 32149000 11.650314
## 2015-04-20 11.7464173 11.768594 11.6946710 11.761202 15250800 11.761202
## 2015-04-21 11.7685963 11.812950 11.6503190 11.694673 18509500 11.694673
## 2015-04-22 11.7020633 11.775987 11.6207477 11.761202 20312100 11.761202
## 2015-04-23 11.7094526 11.753807 11.6059600 11.650314 28458000 11.650314
## 2015-04-24 11.6281387 11.731631 11.6059617 11.657708 20293300 11.657708
## 2015-04-27 11.6946703 11.827732 11.6577087 11.753809 34824900 11.753809
## 2015-04-28 11.7759854 11.886870 11.6577081 11.872085 56634200 11.872085
## 2015-04-29 11.8347756 12.013864 11.8049275 11.954168 35126900 11.954168
## 2015-04-30 11.9168595 11.969094 11.7452328 11.790005 30269300 11.790005
## 2015-05-01 11.8646232 11.894471 11.7153827 11.797465 20602200 11.797465
## 2015-05-04 11.7974661 11.849700 11.7526939 11.775080 15078700 11.775080
## 2015-05-05 11.7676197 11.804930 11.5810690 11.588531 32248900 11.588531
## 2015-05-06 11.6482254 11.685536 11.4915228 11.551219 26381200 11.551219
## 2015-05-07 11.5362969 11.610917 11.2975119 11.573607 26996600 11.573607
## 2015-05-08 11.6556889 11.722847 11.6333028 11.692999 21336800 11.692999
## 2015-05-11 11.6780740 11.819853 11.6706120 11.678074 17249800 11.678074
## 2015-05-12 11.6333031 11.678075 11.5661448 11.610917 17670000 11.610917
## 2015-05-13 11.5959904 11.655687 11.4691359 11.498984 20890400 11.498984
## 2015-05-14 11.5661426 11.595991 11.3422818 11.394516 28794700 11.394516
## 2015-05-15 11.3945164 11.558681 11.3945164 11.551219 18937700 11.551219
## 2015-05-18 11.5437577 11.670612 11.5288336 11.625840 19491900 11.625840
## 2015-05-19 11.6333023 11.663150 11.5288339 11.566144 15145300 11.566144
## 2015-05-20 11.5959917 11.610916 11.3870549 11.416903 22391500 11.416903
## 2015-05-21 11.4019803 11.603455 11.3870563 11.573607 23962000 11.573607
## 2015-05-22 11.5661426 11.566143 11.3945160 11.394516 24795800 11.394516
## 2015-05-26 11.3945162 11.446750 11.3049719 11.334820 25002900 11.334820
## 2015-05-27 11.3646687 11.469137 11.3422827 11.431827 18763900 11.431827
## 2015-05-28 11.4019790 11.446751 11.3721309 11.409441 13959000 11.409441
## 2015-05-29 11.4243654 11.491524 11.3124350 11.319897 19060400 11.319897
## 2015-06-01 11.4392909 11.528835 11.3348225 11.461677 26685300 11.461677
## 2015-06-02 11.5213715 11.566144 11.3497449 11.387055 34974700 11.387055
## 2015-06-03 11.4094392 11.431825 11.2825848 11.342281 24311600 11.342281
## 2015-06-04 11.2900492 11.319897 11.2005049 11.230353 23428400 11.230353
## 2015-06-05 11.2079646 11.207965 11.0288760 11.028876 44736900 11.028876
## 2015-06-08 11.0661878 11.200504 11.0438017 11.118422 30240600 11.118422
## 2015-06-09 11.1333461 11.200504 11.0736499 11.103498 20454700 11.103498
## 2015-06-10 11.2005029 11.252737 11.1557308 11.215427 20961100 11.215427
## 2015-06-11 11.2751255 11.454214 11.2527394 11.401980 27187100 11.401980
## 2015-06-12 11.3422819 11.454212 11.3273579 11.364668 19847300 11.364668
## 2015-06-15 11.2378150 11.275125 11.1706568 11.230353 23825400 11.230353
## 2015-06-16 11.2005050 11.222891 11.1408088 11.193043 23359500 11.193043
## 2015-06-17 11.2005070 11.252741 11.0885765 11.207969 25842100 11.207969
## 2015-06-18 11.2154297 11.372132 11.1930436 11.297512 21360500 11.297512
## 2015-06-19 11.2602009 11.379593 11.2378149 11.275125 24675100 11.275125
## 2015-06-22 11.2975120 11.379594 11.2676639 11.290050 18863800 11.290050
## 2015-06-23 11.3646688 11.498985 11.3572068 11.409441 21177800 11.409441
## 2015-06-24 11.5661440 11.685536 11.5064478 11.566144 35401000 11.566144
## 2015-06-25 11.5810682 11.610916 11.4840619 11.521372 23994400 11.521372
## 2015-06-26 11.5139101 11.558682 11.4542139 11.491524 20428200 11.491524
## 2015-06-29 11.3646716 11.416906 11.1333487 11.207969 38117400 11.207969
## 2015-06-30 11.3198944 11.327356 11.1184197 11.200502 28509300 11.200502
## 2015-07-01 11.2975114 11.319898 11.0438025 11.185581 31744500 11.185581
## 2015-07-02 11.2005044 11.252739 11.0512638 11.096036 18482400 11.096036
## 2015-07-06 11.0064919 11.118422 10.9691817 11.036340 22609800 11.036340
## 2015-07-07 11.0214168 11.118423 10.8348660 11.081113 28151300 11.081113
## 2015-07-08 10.9467938 10.984104 10.6483127 10.722933 42278500 10.722933
## 2015-07-09 10.8945618 10.909486 10.6483148 10.693087 29660700 10.693087
## 2015-07-10 10.8050170 10.849789 10.7080106 10.805017 20093600 10.805017
## 2015-07-13 10.9244090 10.931871 10.7602444 10.924409 19864000 10.924409
## 2015-07-14 10.9766427 11.088573 10.8870984 11.051263 20830700 11.051263
## 2015-07-15 11.0661872 11.088573 10.9020226 11.006491 21892100 11.006491
## 2015-07-16 10.9990285 11.036339 10.7826297 10.872174 33938900 10.872174
## 2015-07-17 10.8274015 10.961718 10.8050154 10.961718 31718000 10.961718
## 2015-07-20 10.9766424 11.006490 10.8423259 10.872174 25428200 10.872174
## 2015-07-21 10.8423261 10.857250 10.7826298 10.827402 19334700 10.827402
## 2015-07-22 10.8124792 10.827403 10.7080108 10.760245 30909700 10.760245
## 2015-07-23 11.0064914 11.096036 10.8870989 10.902023 29440400 10.902023
## 2015-07-24 10.9841059 10.991568 10.6856248 10.737859 26050900 10.737859
## 2015-07-27 10.7080095 10.894560 10.6184651 10.857250 43857200 10.857250
## 2015-07-28 11.1631944 11.193042 10.8945613 11.066188 56398500 11.066188
## 2015-07-29 11.1792616 11.533560 11.1641850 11.465716 52125400 11.465716
## 2015-07-30 11.4657190 11.533564 11.2772621 11.382798 34980300 11.382798
## 2015-07-31 11.4431016 11.450640 11.1038792 11.179262 32654400 11.179262
## 2015-08-03 11.2847948 11.337563 11.1943355 11.262180 26702300 11.262180
## 2015-08-04 11.2621848 11.307414 11.1868021 11.239570 18845000 11.239570
## 2015-08-05 11.2998742 11.337566 11.0963408 11.156647 22490000 11.156647
## 2015-08-06 11.1566472 11.216953 11.0209582 11.179262 26811400 11.179262
## 2015-08-07 11.1943384 11.247106 11.1189556 11.156647 14279200 11.156647
## 2015-08-10 11.2018764 11.307412 11.1641851 11.299874 16804900 11.299874
## 2015-08-11 11.1566467 11.156647 11.0134195 11.081264 26971300 11.081264
## 2015-08-12 10.9681904 11.088803 10.8325015 11.066188 20864000 11.066188
## 2015-08-13 11.0360341 11.194338 10.9983427 11.088802 20560700 11.088802
## 2015-08-14 11.1038776 11.179260 11.0661863 11.141569 18398900 11.141569
## 2015-08-17 11.1264942 11.134032 10.9832670 11.066188 16028300 11.066188
## 2015-08-18 11.0737261 11.186800 11.0511113 11.179262 16853800 11.179262
## 2015-08-19 11.1415683 11.292334 11.1264917 11.134030 22521900 11.134030
## 2015-08-20 11.0888027 11.088803 10.8551162 10.877731 24108500 10.877731
## 2015-08-21 10.7721948 10.840039 10.4329725 10.448049 42103400 10.448049
## 2015-08-24 9.2268489 10.161595 7.8699593 9.942985 59805900 9.942985
## 2015-08-25 10.4405122 10.448050 9.7243760 9.724376 47961800 9.724376
## 2015-08-26 9.9354452 10.063596 9.6263759 9.958060 48377900 9.958060
## 2015-08-27 10.1465192 10.304823 9.9731389 10.221902 42067900 10.221902
## 2015-08-28 10.2068235 10.432972 10.1992852 10.357589 25699000 10.357589
## 2015-08-31 10.3726660 10.508355 10.1842091 10.455587 38210300 10.455587
## 2015-09-01 10.5158954 10.666661 10.2520557 10.342515 50482900 10.342515
## 2015-09-02 10.5460463 10.553585 10.2746684 10.455587 29602800 10.455587
## 2015-09-03 10.5083537 10.606351 10.3877414 10.432971 27560400 10.432971
## 2015-09-04 10.3123613 10.327438 10.1012896 10.221902 31138400 10.221902
## 2015-09-08 10.3802048 10.387743 10.2068244 10.304822 30030100 10.304822
## 2015-09-09 10.4103577 10.432973 10.1540564 10.199286 30846300 10.199286
## 2015-09-10 10.1917453 10.425432 10.0635946 10.350049 38696300 10.350049
## 2015-09-11 10.3651271 10.410357 10.1992851 10.334974 22804500 10.334974
## 2015-09-14 10.3425124 10.395280 10.2746679 10.387742 26093500 10.387742
## 2015-09-15 10.4028190 10.832501 10.3952807 10.787271 46666700 10.787271
## 2015-09-16 10.7948102 11.126494 10.7420423 11.036035 41675000 11.036035
## 2015-09-17 11.0134193 11.216953 10.9003452 11.005881 37709000 11.005881
## 2015-09-18 10.8852684 10.915421 10.7118881 10.764656 40712200 10.764656
## 2015-09-21 10.7043487 10.877729 10.6666573 10.794808 20764100 10.794808
## 2015-09-22 10.5611235 10.591277 10.3500518 10.493279 44081000 10.493279
## 2015-09-23 10.5008148 10.515891 10.1842074 10.312358 31598400 10.312358
## 2015-09-24 10.2294398 10.327437 10.0032915 10.289746 32462000 10.289746
## 2015-09-25 10.4555873 10.455587 10.1842095 10.199286 35967400 10.199286
## 2015-09-28 10.1465173 10.184209 9.8449864 9.890216 41124700 9.890216
## 2015-09-29 9.9052917 9.958060 9.8072942 9.912830 44417400 9.912830
## 2015-09-30 10.0786745 10.236978 10.0032917 10.229440 40205300 10.229440
## 2015-10-01 10.3726665 10.387743 10.1540565 10.304822 33326900 10.304822
## 2015-10-02 10.1766686 10.561121 10.1163624 10.546044 30097000 10.546044
## 2015-10-05 10.6440431 10.757117 10.4782011 10.696811 38611900 10.696811
## 2015-10-06 10.6968117 10.885269 10.6666586 10.787271 27045900 10.787271
## 2015-10-07 10.9229599 11.118955 10.9003450 11.118955 33389600 11.118955
## 2015-10-08 11.0963406 11.314951 11.0661875 11.299874 25994700 11.299874
## 2015-10-09 11.3300266 11.382795 11.1717229 11.284797 29216500 11.284797
## 2015-10-12 11.2923360 11.307413 11.1943384 11.292336 14372100 11.292336
## 2015-10-13 11.2169504 11.382792 11.1792590 11.262180 30615400 11.262180
## 2015-10-14 11.2621811 11.337564 11.2018749 11.314949 22314500 11.314949
## 2015-10-15 11.4581784 11.480793 11.2998747 11.473255 27437600 11.473255
## 2015-10-16 11.4958682 11.526021 11.3903323 11.518483 24240500 11.518483
## 2015-10-19 11.4807934 11.578791 11.4204872 11.578791 17863000 11.578791
## 2015-10-20 11.5109440 11.759707 11.5109440 11.593865 29453800 11.593865
## 2015-10-21 11.7597082 11.827553 11.5712514 11.616481 34039800 11.616481
## 2015-10-22 11.6767875 11.782323 11.6089431 11.744632 23484400 11.744632
## 2015-10-23 11.8426301 11.872783 11.6767880 11.812477 28592800 11.812477
## 2015-10-26 11.8577064 11.940627 11.7370940 11.820015 38062300 11.820015
## 2015-10-27 11.3149493 11.420485 11.1566455 11.224490 64579700 11.224490
## 2015-10-28 11.2549503 11.422480 11.1711854 11.399635 34485300 11.399635
## 2015-10-29 11.3767907 11.392021 11.1254962 11.216876 32247000 11.216876
## 2015-10-30 11.2244911 11.384406 11.1407262 11.277796 29225800 11.277796
## 2015-11-02 11.2625659 11.346331 11.2016461 11.232106 30295900 11.232106
## 2015-11-03 11.2549510 11.323486 11.2092611 11.277796 25878800 11.277796
## 2015-11-04 11.2930248 11.315870 11.1483400 11.155955 27166400 11.155955
## 2015-11-05 11.1940308 11.201646 11.0417311 11.095036 21877700 11.095036
## 2015-11-06 11.0493480 11.079808 10.9503532 11.056963 24085700 11.056963
## 2015-11-09 11.0569638 11.064579 10.8589741 10.912279 25257400 10.912279
## 2015-11-10 10.9122749 10.919890 10.7675902 10.874200 22197200 10.874200
## 2015-11-11 10.8742020 10.950352 10.7980522 10.897047 16893000 10.897047
## 2015-11-12 10.8208968 10.866587 10.6762120 10.691442 20283700 10.691442
## 2015-11-13 10.6762129 10.714288 10.5772180 10.600063 25482700 10.600063
## 2015-11-16 10.5467572 10.721902 10.5467572 10.691442 22636000 10.691442
## 2015-11-17 10.6762132 10.942738 10.6685982 10.775208 25188600 10.775208
## 2015-11-18 10.8361263 11.041731 10.7980514 11.011271 26250400 11.011271
## 2015-11-19 11.0036562 11.140726 10.9808112 11.095036 23593800 11.095036
## 2015-11-20 11.1331130 11.239723 11.0721931 11.117883 18906200 11.117883
## 2015-11-23 11.1178809 11.216876 11.0493461 11.079806 18273900 11.079806
## 2015-11-24 10.9731962 11.140726 10.9046613 11.079806 21251800 11.079806
## 2015-11-25 11.0721910 11.178801 11.0569610 11.079806 12627000 11.079806
## 2015-11-27 11.0721930 11.110268 11.0417330 11.064578 7760600 11.064578
## 2015-11-30 11.0721938 11.079809 10.8818190 10.912279 27860300 10.912279
## 2015-12-01 10.9046633 11.087423 10.8818183 11.087423 29142200 11.087423
## 2015-12-02 11.1178826 11.133113 10.8437430 10.858973 21398100 10.858973
## 2015-12-03 10.8970456 10.919891 10.6076761 10.645751 29847300 10.645751
## 2015-12-04 10.7219022 10.858972 10.6609823 10.813282 28354100 10.813282
## 2015-12-07 10.8056659 10.813281 10.6762111 10.752361 14530600 10.752361
## 2015-12-08 10.6838279 10.737133 10.5696031 10.638138 30356900 10.638138
## 2015-12-09 10.5924480 10.767593 10.5086831 10.577218 25196900 10.577218
## 2015-12-10 10.5924471 10.729517 10.5772171 10.630522 22039300 10.630522
## 2015-12-11 10.5391417 10.600062 10.3411521 10.386842 29576400 10.386842
## 2015-12-14 10.4020740 10.462994 10.2040843 10.371614 26825200 10.371614
## 2015-12-15 10.4629912 10.660981 10.4477612 10.561986 43728500 10.561986
## 2015-12-16 10.6609825 10.935122 10.6533675 10.935122 40683800 10.935122
## 2015-12-17 10.9427355 10.950350 10.6229060 10.645751 26179800 10.645751
## 2015-12-18 10.5696029 10.592448 10.4477631 10.508683 40453000 10.508683
## 2015-12-21 10.5772178 10.622908 10.4096881 10.455378 31598000 10.455378
## 2015-12-22 10.6076773 10.851357 10.5848324 10.813282 50646600 10.813282
## 2015-12-23 10.8665871 10.950352 10.8589721 10.935122 22172300 10.935122
## 2015-12-24 10.9275069 10.942737 10.8513571 10.897047 9000100 10.897047
## 2015-12-28 10.8742029 10.919893 10.7828230 10.798053 13697500 10.798053
## 2015-12-29 10.8741999 10.889430 10.7752051 10.836125 18867800 10.836125
## 2015-12-30 10.8361249 10.858970 10.7523601 10.790435 13800300 10.790435
## 2015-12-31 10.7675919 10.782822 10.6914421 10.729517 19881000 10.729517
## 2016-01-04 10.5619881 10.660983 10.4706083 10.638138 38618500 10.638138
## 2016-01-05 10.6381377 10.660983 10.2878483 10.447763 50267500 10.447763
## 2016-01-06 10.3259245 10.325924 9.9375601 9.983250 61285500 9.983250
## 2016-01-07 9.8233348 9.929945 9.5948851 9.671035 57846700 9.671035
## 2016-01-08 9.9375583 9.975633 9.5187341 9.549194 46199400 9.549194
## 2016-01-11 9.7471840 9.762414 9.5568093 9.724339 41269100 9.724339
## 2016-01-12 9.9223288 9.929944 9.5796543 9.785259 50983700 9.785259
## 2016-01-13 9.6938793 9.777644 9.1836752 9.290285 102174700 9.290285
## 2016-01-14 9.2826700 9.374050 9.0009155 9.282670 62938600 9.282670
## 2016-01-15 8.9932982 9.137983 8.8181536 9.115138 69030000 9.115138
## 2016-01-19 9.2522087 9.259824 9.0009142 9.099909 41142600 9.099909
## 2016-01-20 8.9780691 9.191289 8.7343896 9.061834 59879000 9.061834
## 2016-01-21 9.1456000 9.351205 9.0313752 9.145600 48841800 9.145600
## 2016-01-22 9.3359759 9.412126 9.1608311 9.244596 44537800 9.244596
## 2016-01-25 9.3664346 9.374050 9.0846801 9.122755 96738600 9.122755
## 2016-01-26 9.2445942 9.366434 9.1684443 9.335974 45969800 9.335974
## 2016-01-27 9.4855393 9.524898 9.2336412 9.328103 42064200 9.328103
## 2016-01-28 9.4697951 9.493411 8.8164344 9.217897 75699800 9.217897
## 2016-01-29 9.3123580 9.398948 9.1706653 9.398948 52137400 9.398948
## 2016-02-01 9.3832057 9.556386 9.2336412 9.501283 37301200 9.501283
## 2016-02-02 9.4068209 9.509155 9.0132301 9.060461 55649200 9.060461
## 2016-02-03 9.1864122 9.194284 8.6747440 9.021104 69454600 9.021104
## 2016-02-04 8.9502549 9.202153 8.8636650 9.076204 40223100 9.076204
## 2016-02-05 9.0683347 9.210027 8.9896165 9.013232 33322200 9.013232
## 2016-02-08 8.9659987 9.202153 8.8557932 9.123435 45274500 9.123435
## 2016-02-09 9.0289748 9.139180 8.8321794 8.934513 48956800 8.934513
## 2016-02-10 9.0211038 9.107694 8.9187702 8.926642 38160300 8.926642
## 2016-02-11 8.7928210 8.997488 8.7377183 8.792821 45801300 8.792821
## 2016-02-12 8.8557925 9.115562 8.8006898 9.091947 28085000 9.091947
## 2016-02-16 9.2493832 9.351717 9.0762033 9.343845 41072100 9.343845
## 2016-02-17 9.4383081 9.682334 9.4304363 9.658719 37766400 9.658719
## 2016-02-18 9.7610514 9.792539 9.5406406 9.650846 28784700 9.650846
## 2016-02-19 9.5957454 9.619361 9.4540526 9.524899 26479300 9.524899
## 2016-02-22 9.5248984 9.887002 9.5248984 9.887002 33549700 9.887002
## 2016-02-23 9.8633840 9.957846 9.7767940 9.776794 30136700 9.776794
## 2016-02-24 9.5327684 9.532768 9.1313059 9.509153 60608400 9.509153
## 2016-02-25 9.5327701 9.761053 9.4855392 9.753181 32024800 9.753181
## 2016-02-26 9.8555141 9.910617 9.7610523 9.816155 30228800 9.816155
## 2016-02-29 9.7767966 9.957848 9.7531812 9.847643 32999100 9.847643
## 2016-03-01 10.2412335 10.327823 10.0129508 10.304208 71523900 10.304208
## 2016-03-02 10.2805939 10.508877 10.2648503 10.406543 36598200 10.406543
## 2016-03-03 10.4301583 10.713544 10.4222865 10.658441 44524500 10.658441
## 2016-03-04 10.6741855 10.910340 10.5718519 10.697801 31818600 10.697801
## 2016-03-07 10.5954669 10.815878 10.5875951 10.721416 26131400 10.721416
## 2016-03-08 10.6348239 10.689927 10.3514385 10.414413 34770600 10.414413
## 2016-03-09 10.4301559 10.485259 10.2412323 10.382925 34146200 10.382925
## 2016-03-10 10.4301572 10.453773 10.1703872 10.351439 39076500 10.351439
## 2016-03-11 10.4380286 10.469516 10.3907977 10.461644 27583000 10.461644
## 2016-03-14 10.4537708 10.524617 10.3750527 10.445899 20609600 10.445899
## 2016-03-15 10.3278230 10.422285 10.2727203 10.414413 27729900 10.414413
## 2016-03-16 10.3986703 10.634825 10.3750549 10.626953 47035000 10.626953
## 2016-03-17 10.6033370 10.768645 10.5403625 10.603337 31521700 10.603337
## 2016-03-18 10.6584408 10.784390 10.6190817 10.737159 32182400 10.737159
## 2016-03-21 10.7371574 10.831619 10.6741828 10.752901 20905200 10.752901
## 2016-03-22 10.7450319 10.808006 10.6348265 10.697801 26148000 10.697801
## 2016-03-23 10.6820574 10.713545 10.3829283 10.438031 31535500 10.438031
## 2016-03-24 10.3199531 10.327825 10.0601831 10.280594 36203200 10.280594
## 2016-03-28 10.3356953 10.367183 10.2884644 10.304208 18684200 10.304208
## 2016-03-29 10.2727217 10.390799 10.2097472 10.390799 26077400 10.390799
## 2016-03-30 10.4537723 10.579721 10.4301568 10.508875 25322500 10.508875
## 2016-03-31 10.5010039 10.642697 10.5010039 10.626953 32943400 10.626953
## 2016-04-01 10.4537727 10.493132 10.2727209 10.312080 57914000 10.312080
## 2016-04-04 10.3199523 10.327824 10.0444387 10.075926 42406300 10.075926
## 2016-04-05 10.0208237 10.115286 9.8555156 10.052311 32425000 10.052311
## 2016-04-06 10.0365673 10.131029 9.9578491 10.091670 22597400 10.091670
## 2016-04-07 10.0523094 10.068053 9.7531804 9.855514 37688100 9.855514
## 2016-04-08 9.9342307 10.060180 9.8476407 9.879128 20015300 9.879128
## 2016-04-11 9.9263619 10.075926 9.9027465 9.965721 27744800 9.965721
## 2016-04-12 10.0129526 10.107414 9.9657217 10.083799 23417000 10.083799
## 2016-04-13 10.1310295 10.327825 10.1152858 10.280594 29331100 10.280594
## 2016-04-14 10.3042080 10.375054 10.2491053 10.304208 22453700 10.304208
## 2016-04-15 10.3120801 10.327824 10.1152846 10.186131 22986100 10.186131
## 2016-04-18 10.2176180 10.453772 10.1940025 10.430157 30137700 10.430157
## 2016-04-19 10.5088747 10.626952 10.4537719 10.579721 28808300 10.579721
## 2016-04-20 10.5639790 10.800134 10.5482354 10.737159 32199000 10.737159
## 2016-04-21 10.8709791 10.926082 10.6741836 10.745030 38126300 10.745030
## 2016-04-22 10.7292856 10.847363 10.6348238 10.713542 28846300 10.713542
## 2016-04-25 10.6977978 10.745029 10.6033360 10.689926 19494800 10.689926
## 2016-04-26 10.7529026 10.878852 10.7292872 10.823749 35214200 10.823749
## 2016-04-27 10.8555817 10.911292 10.8157885 10.871499 27151400 10.871499
## 2016-04-28 10.9749619 11.317183 10.9112928 11.213721 87588800 11.213721
## 2016-04-29 11.0863836 11.165970 10.7680381 10.791914 69695100 10.791914
## 2016-05-02 10.8794592 10.974963 10.8237487 10.839666 57955400 10.839666
## 2016-05-03 10.7441625 10.783956 10.4656101 10.688452 45594000 10.688452
## 2016-05-04 10.5770327 10.648660 10.4576531 10.592950 28895000 10.592950
## 2016-05-05 10.6247829 10.688452 10.5213206 10.600907 23838100 10.600907
## 2016-05-06 10.5531535 10.728244 10.5372362 10.696409 23284500 10.696409
## 2016-05-09 10.6804934 10.744162 10.5690724 10.600907 21602000 10.600907
## 2016-05-10 10.6486580 10.760079 10.6486580 10.736203 23583400 10.736203
## 2016-05-11 10.6964107 10.775997 10.5849897 10.600907 20229600 10.600907
## 2016-05-12 10.6645752 10.720286 10.4815265 10.624782 24784300 10.624782
## 2016-05-13 10.6168237 10.760079 10.4815268 10.521320 27481900 10.521320
## 2016-05-16 10.5213206 10.648659 10.5133620 10.600907 21262700 10.600907
## 2016-05-17 10.4576500 10.592947 10.4019395 10.457650 34165300 10.457650
## 2016-05-18 10.4417334 10.616823 10.3860230 10.473568 23509700 10.473568
## 2016-05-19 10.4258166 10.505403 10.3621475 10.417858 24117800 10.417858
## 2016-05-20 10.4656084 10.553153 10.4496912 10.497443 19465000 10.497443
## 2016-05-23 10.4576506 10.505402 10.4337747 10.449692 16234300 10.449692
## 2016-05-24 10.4735687 10.584990 10.4735687 10.577031 19721600 10.577031
## 2016-05-25 10.6088649 10.823748 10.6088649 10.760079 26188300 10.760079
## 2016-05-26 10.8157913 10.887419 10.6407012 10.712329 18369900 10.712329
## 2016-05-27 10.7282459 10.775998 10.6645768 10.704370 17263300 10.704370
## 2016-05-31 10.7362030 10.791913 10.6645753 10.736203 26096000 10.736203
## 2016-06-01 10.6884494 10.696408 10.3223521 10.433773 58219600 10.433773
## 2016-06-02 10.4178573 10.600906 10.3860228 10.513361 41614600 10.513361
## 2016-06-03 10.4576494 10.457649 10.2666421 10.378063 39850700 10.378063
## 2016-06-06 10.4099006 10.513363 10.3780660 10.489487 25588700 10.489487
## 2016-06-07 10.5292774 10.704367 10.4894842 10.648657 27656900 10.648657
## 2016-06-08 10.7043687 10.736203 10.6247824 10.632741 18084800 10.632741
## 2016-06-09 10.5531530 10.584988 10.4576494 10.553153 19873800 10.553153
## 2016-06-10 10.4815275 10.545197 10.3860238 10.425817 27382700 10.425817
## 2016-06-13 10.4019397 10.449692 10.3143947 10.330312 20745800 10.330312
## 2016-06-14 10.3382716 10.401941 10.1552229 10.218892 30546000 10.218892
## 2016-06-15 10.2746026 10.473569 10.2507267 10.354189 25829700 10.354189
## 2016-06-16 10.2905159 10.457647 10.2268468 10.441730 26581200 10.441730
## 2016-06-17 10.4735666 10.664574 10.4656080 10.553153 37364900 10.553153
## 2016-06-20 10.6566161 10.783954 10.6566161 10.680492 29666700 10.680492
## 2016-06-21 10.6964100 10.696410 10.4894854 10.521320 36721800 10.521320
## 2016-06-22 10.5292802 10.592949 10.4656111 10.489487 20666600 10.489487
## 2016-06-23 10.5770310 10.672535 10.5690723 10.664576 24579700 10.664576
## 2016-06-24 10.1790972 10.274601 9.9085035 9.964214 96887300 9.964214
## 2016-06-27 9.8925852 9.892585 9.5503638 9.677702 52731800 9.677702
## 2016-06-28 9.8846269 9.900544 9.7174955 9.860751 40640400 9.860751
## 2016-06-29 9.9403392 10.011967 9.8368769 9.988091 31937900 9.988091
## 2016-06-30 9.9960494 10.004008 9.7572902 10.004008 44983800 10.004008
## 2016-07-01 10.2507262 10.258685 10.0995121 10.123388 45067800 10.123388
## 2016-07-05 10.0040078 10.019925 9.7970833 9.868711 30243300 9.868711
## 2016-07-06 9.8050420 10.011967 9.7174970 10.004008 35091200 10.004008
## 2016-07-07 10.0040085 10.218892 10.0040085 10.147264 33473000 10.147264
## 2016-07-08 10.2586852 10.481527 10.2586852 10.417858 45945200 10.417858
## 2016-07-11 10.4815256 10.608864 10.4496911 10.561112 28626300 10.561112
## 2016-07-12 10.6486595 10.775998 10.6486595 10.704370 31320100 10.704370
## 2016-07-13 10.7362016 10.752119 10.5929462 10.728243 26779800 10.728243
## 2016-07-14 10.7998697 10.903332 10.7839525 10.815787 31803000 10.815787
## 2016-07-15 10.8476248 10.879459 10.7680384 10.799873 19546300 10.799873
## 2016-07-18 10.7919133 10.887417 10.6804923 10.863541 22545800 10.863541
## 2016-07-19 10.7919133 10.919251 10.7441614 10.863541 26183400 10.863541
## 2016-07-20 10.8317057 10.967003 10.7919125 10.935168 22588900 10.935168
## 2016-07-21 11.0386328 11.173930 11.0306742 11.078426 40574400 11.078426
## 2016-07-22 11.0784261 11.086385 10.9112947 11.014757 25134100 11.014757
## 2016-07-25 11.0306729 11.102301 10.9510865 11.006797 26248500 11.006797
## 2016-07-26 11.0470262 11.167715 11.0148426 11.151623 28467200 11.151623
## 2016-07-27 11.1516238 11.256221 11.0631189 11.135532 34625500 11.135532
## 2016-07-28 10.2826653 10.347033 10.0171505 10.226344 142168600 10.226344
## 2016-07-29 10.1458835 10.363123 10.1378376 10.186113 59754100 10.186113
## 2016-08-01 10.1458837 10.153930 9.9769198 10.041287 51963100 10.041287
## 2016-08-02 9.9366911 9.944737 9.5746254 9.606809 101624900 9.606809
## 2016-08-03 9.6711751 9.816001 9.6068078 9.759680 47323300 9.759680
## 2016-08-04 9.7516366 9.840142 9.6953153 9.719453 38443200 9.719453
## 2016-08-05 9.7838193 9.864278 9.7838193 9.807957 31219500 9.807957
## 2016-08-08 9.8320946 9.920600 9.7757733 9.799911 33310600 9.799911
## 2016-08-09 9.7838194 9.960829 9.7757735 9.904508 30097800 9.904508
## 2016-08-10 9.8964605 9.944736 9.8401392 9.856231 24555800 9.856231
## 2016-08-11 9.9045080 9.952783 9.8642785 9.904508 24987300 9.904508
## 2016-08-12 9.8884164 9.952784 9.8562328 9.920600 18816900 9.920600
## 2016-08-15 9.9527826 10.009104 9.9447367 10.001058 16371100 10.001058
## 2016-08-16 9.9366929 10.001060 9.9206011 9.928647 20450100 9.928647
## 2016-08-17 9.9205986 9.968874 9.8401395 9.968874 23434500 9.968874
## 2016-08-18 9.9206000 9.944738 9.8723246 9.920600 23629500 9.920600
## 2016-08-19 9.8964609 9.984966 9.8562314 9.968874 21891400 9.968874
## 2016-08-22 9.9366911 9.960829 9.8884157 9.944737 22458400 9.944737
## 2016-08-23 9.9769192 10.001057 9.9205979 9.993011 34634100 9.993011
## 2016-08-24 9.9849669 10.009105 9.8803702 9.896462 19999600 9.896462
## 2016-08-25 9.8964616 10.073472 9.8240485 10.033242 44713700 10.033242
## 2016-08-26 10.0332431 10.097610 9.9286464 9.960830 22645900 9.960830
## 2016-08-29 9.9608289 10.057380 9.9608289 10.033242 22243200 10.033242
## 2016-08-30 10.0332428 10.105656 10.0010591 10.097610 26040400 10.097610
## 2016-08-31 10.0412891 10.145886 10.0412891 10.137840 26030600 10.137840
## 2016-09-01 10.1861149 10.234390 9.9366919 10.009105 40510400 10.009105
## 2016-09-02 10.0815177 10.113701 10.0251964 10.057380 21079800 10.057380
## 2016-09-06 10.0493347 10.194161 10.0010593 10.194161 36098900 10.194161
## 2016-09-07 10.1539308 10.258528 10.1539308 10.218298 22879100 10.218298
## 2016-09-08 10.0573792 10.258527 10.0573792 10.242435 34017900 10.242435
## 2016-09-09 10.1458858 10.210253 9.9608300 9.960830 35733600 9.960830
## 2016-09-12 9.9125537 10.274619 9.8803700 10.218298 42690200 10.218298
## 2016-09-13 10.0815186 10.202207 9.9206005 9.960830 56549100 9.960830
## 2016-09-14 9.7999116 9.904508 9.7435903 9.767728 62450600 9.767728
## 2016-09-15 9.7677267 9.799910 9.7033595 9.743589 57334800 9.743589
## 2016-09-16 9.6953136 9.759681 9.6631300 9.743589 26271600 9.743589
## 2016-09-19 9.7516349 9.920599 9.7033595 9.743589 41175500 9.743589
## 2016-09-20 9.7274981 9.807957 9.6229014 9.655085 37820800 9.655085
## 2016-09-21 9.7194521 9.743590 9.6631308 9.727498 32934600 9.727498
## 2016-09-22 9.7918651 9.888416 9.7838192 9.799911 36136200 9.799911
## 2016-09-23 9.7516335 9.832093 9.7516335 9.791863 18993500 9.791863
## 2016-09-26 9.7516329 9.751633 9.6550821 9.663128 26758600 9.663128
## 2016-09-27 9.6711766 9.727498 9.5987635 9.638993 28965800 9.638993
## 2016-09-28 9.6711767 9.727498 9.6229012 9.727498 29341500 9.727498
## 2016-09-29 9.6792224 9.751636 9.6148552 9.630947 23397400 9.630947
## 2016-09-30 9.6550857 9.767728 9.6470398 9.711407 34903800 9.711407
## 2016-10-03 9.7033604 9.775774 9.6711768 9.735544 20683100 9.735544
## 2016-10-04 9.7435909 9.856234 9.7274990 9.816004 23948700 9.816004
## 2016-10-05 9.8320935 10.081517 9.8320935 10.041287 55529100 10.041287
## 2016-10-06 10.0010576 10.065425 9.9205986 9.968874 25880900 9.968874
## 2016-10-07 9.9688740 9.993012 9.8160019 9.888415 22093200 9.888415
## 2016-10-10 9.9366908 9.960828 9.7355432 9.751635 24951400 9.751635
## 2016-10-11 9.7918643 9.791864 9.5826708 9.647038 40053500 9.647038
## 2016-10-12 9.6550846 9.663131 9.6068092 9.622901 20627000 9.622901
## 2016-10-13 9.5826700 9.582670 9.4056601 9.582670 39904200 9.582670
## 2016-10-14 9.6228995 9.655083 9.5665782 9.582670 25775700 9.582670
## 2016-10-17 9.5826717 9.655085 9.5585340 9.558534 19875000 9.558534
## 2016-10-18 9.5907167 9.598763 9.4217527 9.566579 39911300 9.566579
## 2016-10-19 9.5665772 9.695312 9.5585313 9.663128 26094000 9.663128
## 2016-10-20 9.6711765 9.679222 9.5746257 9.630947 18116000 9.630947
## 2016-10-21 9.5987619 9.687267 9.5343947 9.671175 24364200 9.671175
## 2016-10-24 9.7033602 9.816003 9.7033602 9.807957 33733600 9.807957
## 2016-10-25 9.8161019 9.856833 9.5798637 9.653179 42486000 9.653179
## 2016-10-26 9.6124489 9.718349 9.5798643 9.677618 36219900 9.677618
## 2016-10-27 9.6205970 9.636889 9.4495280 9.563574 48402000 9.563574
## 2016-10-28 9.5635723 9.653180 9.4739647 9.547280 37142400 9.547280
## 2016-10-31 9.5717201 9.620597 9.5228433 9.563574 31898400 9.563574
## 2016-11-01 9.5961554 9.645032 9.3680634 9.457671 35613600 9.457671
## 2016-11-02 9.3762116 9.416942 9.2540194 9.286604 36229400 9.286604
## 2016-11-03 9.2784566 9.335480 9.1807029 9.245872 38651500 9.245872
## 2016-11-04 9.2132866 9.368063 9.2051404 9.237725 24752400 9.237725
## 2016-11-07 9.3843581 9.465820 9.2784583 9.433235 25120700 9.433235
## 2016-11-08 9.3680643 9.376210 9.2458721 9.351772 28497900 9.351772
## 2016-11-09 9.0829508 9.473966 9.0177816 9.433235 60625700 9.433235
## 2016-11-10 9.4332329 9.759079 9.4332329 9.726494 52756500 9.726494
## 2016-11-11 9.6776183 10.101218 9.6450337 10.003464 79259300 10.003464
## 2016-11-14 9.9953190 10.182680 9.7916654 9.824250 56109900 9.824250
## 2016-11-15 9.8242503 9.889419 9.7346427 9.807958 31498500 9.807958
## 2016-11-16 9.7753720 9.816103 9.7102029 9.775372 25195500 9.775372
## 2016-11-17 9.6939104 9.742787 9.5961567 9.669472 38502500 9.669472
## 2016-11-18 9.6694726 9.693911 9.5554266 9.579865 30662000 9.579865
## 2016-11-21 9.5880097 9.693910 9.5880097 9.604302 19508600 9.604302
## 2016-11-22 9.5798641 9.702056 9.5554257 9.685764 24274700 9.685764
## 2016-11-23 9.6939100 9.775371 9.6531793 9.693910 22414000 9.693910
## 2016-11-25 9.7346427 9.824250 9.7183504 9.807958 11439600 9.807958
## 2016-11-28 9.7916654 9.816104 9.6857656 9.710204 24407200 9.710204
## 2016-11-29 9.7183501 9.775373 9.6694733 9.710204 23690800 9.710204
## 2016-11-30 9.7509331 9.889418 9.7102024 9.742787 47646200 9.742787
## 2016-12-01 9.9627331 10.427063 9.9220024 10.125656 95143600 10.125656
## 2016-12-02 10.2478489 10.247849 9.8975647 9.970880 38689800 9.970880
## 2016-12-05 10.0279012 10.182678 10.0116089 10.133801 36220000 10.133801
## 2016-12-06 10.1012177 10.255994 10.0767793 10.231556 23923900 10.231556
## 2016-12-07 10.2559952 10.712179 10.2152645 10.638864 58600400 10.638864
## 2016-12-08 10.6470076 10.712177 10.5655461 10.614423 41459500 10.614423
## 2016-12-09 10.5899875 10.752910 10.5166722 10.728472 45256100 10.728472
## 2016-12-12 10.6551557 10.671448 10.4352099 10.443356 39596800 10.443356
## 2016-12-13 10.4596500 10.492235 10.3863347 10.402627 39570500 10.402627
## 2016-12-14 10.3048707 10.418917 10.1826786 10.207117 42820100 10.207117
## 2016-12-15 10.2152634 10.361894 10.1989711 10.247848 23774800 10.247848
## 2016-12-16 10.3130164 10.345601 10.2315550 10.288578 28354900 10.288578
## 2016-12-19 10.2559940 10.427063 10.2559940 10.313017 22830000 10.313017
## 2016-12-20 10.3456019 10.443356 10.3293096 10.410771 17834000 10.410771
## 2016-12-21 10.3700403 10.402625 10.2967250 10.296725 18117100 10.296725
## 2016-12-22 10.2885773 10.296723 10.1012160 10.101216 27821100 10.101216
## 2016-12-23 10.1256546 10.150093 10.0686316 10.150093 15621200 10.150093
## 2016-12-27 10.1256556 10.190825 10.0686326 10.093071 19467400 10.093071
## 2016-12-28 10.0767777 10.141947 9.9545856 9.979024 26875400 9.979024
## 2016-12-29 9.9790253 10.027902 9.9545869 9.962733 19819100 9.962733
## 2016-12-30 9.9708776 10.003462 9.8405393 9.881270 27405700 9.881270
## 2017-01-03 9.9382954 10.264141 9.8812724 10.255995 40510800 10.255995
## 2017-01-04 10.4026262 10.809933 10.3781878 10.728472 77638100 10.728472
## 2017-01-05 10.7610574 10.769204 10.2885810 10.402627 75628400 10.402627
## 2017-01-06 10.4270646 10.459649 10.2967263 10.394480 40315900 10.394480
## 2017-01-09 10.4189163 10.475939 10.2885780 10.288578 39438400 10.288578
## 2017-01-10 10.3456019 10.606278 10.3130173 10.467794 58703500 10.467794
## 2017-01-11 10.3537496 10.361896 10.1908267 10.321165 49718700 10.321165
## 2017-01-12 10.3130180 10.329310 10.0604875 10.255995 36493300 10.255995
## 2017-01-13 10.2804319 10.321163 10.1826781 10.288578 29197100 10.288578
## 2017-01-17 10.3048726 10.370042 10.2152650 10.272288 49069500 10.272288
## 2017-01-18 10.2888429 10.305398 10.1812363 10.272288 33830800 10.272288
## 2017-01-19 10.2640097 10.396449 10.2143452 10.288842 30135600 10.288842
## 2017-01-20 10.3053968 10.330229 10.1895129 10.230900 29270000 10.230900
## 2017-01-23 10.2226227 10.247455 10.1150162 10.189513 31670700 10.189513
## 2017-01-24 10.2226229 10.437836 10.2143455 10.437836 34625200 10.437836
## 2017-01-25 10.5206096 10.595106 10.4626676 10.586829 46747800 10.586829
## 2017-01-26 10.4709450 10.495777 10.2226221 10.239177 55672800 10.239177
## 2017-01-27 10.3302276 10.379892 10.2474533 10.338505 34613900 10.338505
## 2017-01-30 10.3136738 10.313674 10.1646802 10.239177 39254200 10.239177
## 2017-01-31 10.1895129 10.255732 10.0901837 10.230900 46974500 10.230900
## 2017-02-01 10.3053966 10.413003 10.1150157 10.197790 44396800 10.197790
## 2017-02-02 10.1812349 10.239177 10.1232929 10.164680 29035400 10.164680
## 2017-02-03 10.2805640 10.446113 10.2557317 10.396448 38245300 10.396448
## 2017-02-06 10.3881703 10.446112 10.3136734 10.363338 26916800 10.363338
## 2017-02-07 10.3467838 10.363339 10.1895127 10.214345 32914400 10.214345
## 2017-02-08 10.2143443 10.305396 10.1564023 10.247454 26411400 10.247454
## 2017-02-09 10.2474540 10.321951 10.2226217 10.247454 32924600 10.247454
## 2017-02-10 10.2971180 10.355060 10.2391760 10.355060 32996500 10.355060
## 2017-02-13 10.3798931 10.446113 10.3302286 10.396448 24474000 10.396448
## 2017-02-14 10.4626656 10.512330 10.4212784 10.470943 28355700 10.470943
## 2017-02-15 10.4461136 10.462668 10.3881716 10.454391 25114400 10.454391
## 2017-02-16 10.4378330 10.462665 10.3302264 10.379891 22896500 10.379891
## 2017-02-17 10.3467836 10.413003 10.2805642 10.413003 26407400 10.413003
## 2017-02-21 10.4378346 10.528886 10.4378346 10.504054 29156200 10.504054
## 2017-02-22 10.4792236 10.570275 10.4709461 10.487501 24787500 10.487501
## 2017-02-23 10.5123320 10.528887 10.3881706 10.396448 22520600 10.396448
## 2017-02-24 10.3550607 10.355061 10.2474542 10.321951 40817300 10.321951
## 2017-02-27 10.3385057 10.495777 10.2888412 10.479222 41713100 10.479222
## 2017-02-28 10.4543903 10.479223 10.3053966 10.371616 36089800 10.371616
## 2017-03-01 10.4792217 10.553719 10.4709443 10.504054 36178600 10.504054
## 2017-03-02 10.5288866 10.553719 10.4130026 10.479222 33245100 10.479222
## 2017-03-03 10.4792204 10.520608 10.3716139 10.470943 30429200 10.470943
## 2017-03-06 10.4130026 10.429557 10.3467831 10.363338 28753600 10.363338
## 2017-03-07 10.3550611 10.371616 10.2805643 10.313674 25906900 10.313674
## 2017-03-08 10.3467837 10.462668 10.3136740 10.371616 27327800 10.371616
## 2017-03-09 10.3798917 10.379892 10.2640077 10.346782 29149100 10.346782
## 2017-03-10 10.3881709 10.454390 10.3219514 10.371616 34866100 10.371616
## 2017-03-13 10.3964459 10.454388 10.3467813 10.379891 22625800 10.379891
## 2017-03-14 10.3550603 10.396447 10.3053957 10.388170 26956700 10.388170
## 2017-03-15 10.3964462 10.470943 10.3633365 10.470943 34296200 10.470943
## 2017-03-16 10.4709439 10.528886 10.4212793 10.512331 28954700 10.512331
## 2017-03-17 10.5454411 10.545441 10.3053957 10.330228 54929100 10.330228
## 2017-03-20 10.3302285 10.338506 10.1398477 10.164680 45329700 10.164680
## 2017-03-21 10.1812347 10.197790 9.6845891 9.701144 101559900 9.701144
## 2017-03-22 9.7011469 9.792199 9.6183726 9.742534 71107900 9.742534
## 2017-03-23 9.5769847 9.725978 9.5190427 9.659759 71209300 9.659759
## 2017-03-24 9.6514787 9.742530 9.5604270 9.618369 43772400 9.618369
## 2017-03-27 9.5273191 9.560429 9.4445449 9.485932 57713400 9.485932
## 2017-03-28 9.5273190 9.767364 9.5024867 9.643203 57662800 9.643203
## 2017-03-29 9.7094221 9.734254 9.6349253 9.668035 35795700 9.668035
## 2017-03-30 9.6597576 9.717700 9.6100930 9.668035 28008200 9.668035
## 2017-03-31 9.6514799 9.668035 9.6018153 9.634925 26717500 9.634925
## 2017-04-03 9.6349245 9.634925 9.3369372 9.469376 65671100 9.469376
## 2017-04-04 9.4197124 9.502487 9.3369382 9.411435 40068200 9.411435
## 2017-04-05 9.5024854 9.519040 9.3121046 9.320382 43316100 9.320382
## 2017-04-06 9.3286600 9.403157 9.2872729 9.328660 36165300 9.328660
## 2017-04-07 9.3203823 9.361769 9.2789951 9.295550 28874900 9.295550
## 2017-04-10 9.3203824 9.394879 9.3038276 9.312105 25857100 9.312105
## 2017-04-11 9.3286606 9.336938 9.2458863 9.336938 36366300 9.336938
## 2017-04-12 9.3286597 9.353492 9.2707177 9.295550 56588400 9.295550
## 2017-04-13 9.2872727 9.312105 9.1962210 9.196221 32789900 9.196221
## 2017-04-17 9.2872734 9.353493 9.2210540 9.336938 44731700 9.336938
## 2017-04-18 9.3537150 9.378882 9.2949921 9.345326 35660000 9.345326
## 2017-04-19 9.3872700 9.462771 9.3704920 9.387270 37524400 9.387270
## 2017-04-20 9.4376054 9.647330 9.4292164 9.622163 49990200 9.622163
## 2017-04-21 9.6137748 9.630553 9.4963290 9.513107 26076200 9.513107
## 2017-04-24 9.6305539 9.647332 9.5298861 9.588609 41071300 9.588609
## 2017-04-25 9.6221620 9.647329 9.5886061 9.630551 35862500 9.630551
## 2017-04-26 9.6221642 9.815111 9.6053862 9.731221 51685800 9.731221
## 2017-04-27 9.7815537 9.798332 9.5131062 9.622163 50203700 9.622163
## 2017-04-28 9.6557189 9.655719 9.5634401 9.622163 41415100 9.622163
## 2017-05-01 9.6389419 9.680887 9.5634410 9.580219 32118400 9.580219
## 2017-05-02 9.4795493 9.538272 9.1439900 9.160768 99514700 9.160768
## 2017-05-03 9.1607693 9.303382 9.1523803 9.286604 57290600 9.286604
## 2017-05-04 9.3033808 9.320159 9.1943241 9.227880 34639800 9.227880
## 2017-05-05 9.2362692 9.362104 9.2111023 9.345326 28926000 9.345326
## 2017-05-08 9.3788829 9.429217 9.3033821 9.336938 35561800 9.336938
## 2017-05-09 9.3453270 9.445995 9.3117711 9.362105 44142900 9.362105
## 2017-05-10 9.3621038 9.395660 9.2530470 9.261436 34989300 9.261436
## 2017-05-11 9.2614359 9.286603 9.2027131 9.236269 29276300 9.236269
## 2017-05-12 9.2278799 9.253047 9.1439900 9.160768 34264300 9.160768
## 2017-05-15 9.1943250 9.253048 9.1607690 9.177547 27359500 9.177547
## 2017-05-16 9.2782148 9.286604 9.1439911 9.177547 42130200 9.177547
## 2017-05-17 9.1775477 9.185937 8.9510452 9.026546 54670100 9.026546
## 2017-05-18 9.0013771 9.076878 8.9762102 9.051711 37890800 9.051711
## 2017-05-19 9.0684891 9.177546 9.0517111 9.118823 32431700 9.118823
## 2017-05-22 9.3201600 9.336938 9.2111032 9.311771 73335000 9.311771
## 2017-05-23 9.3621038 9.370493 9.2027131 9.269825 40816600 9.269825
## 2017-05-24 9.2782148 9.278215 9.1188242 9.194325 46638800 9.194325
## 2017-05-25 9.1943248 9.202714 9.0265452 9.110435 46269200 9.110435
## 2017-05-26 9.1020451 9.185935 9.0684892 9.169157 28176500 9.169157
## 2017-05-30 9.2278821 9.328550 9.2194931 9.294994 36082600 9.294994
## 2017-05-31 9.3285490 9.336938 9.2278812 9.328549 36398700 9.328549
## 2017-06-01 9.4376043 9.680885 9.3117696 9.571828 76707200 9.571828
## 2017-06-02 9.5802179 9.588607 9.4292162 9.521495 45925000 9.521495
## 2017-06-05 9.5298858 9.529886 9.4208290 9.437607 42558600 9.437607
## 2017-06-06 9.3872719 9.395661 9.2698261 9.328549 44543700 9.328549
## 2017-06-07 9.3621048 9.387272 9.2446591 9.286604 37344200 9.286604
## 2017-06-08 9.2866041 9.311771 9.1523803 9.311771 40757400 9.311771
## 2017-06-09 9.3033821 9.353716 9.2362702 9.336938 30285900 9.336938
## 2017-06-12 9.3369373 9.529884 9.3369373 9.462772 38473100 9.462772
## 2017-06-13 9.4963289 9.521496 9.3537162 9.454384 29889300 9.454384
## 2017-06-14 9.4543819 9.471160 9.2782133 9.412437 44367900 9.412437
## 2017-06-15 9.3537142 9.471160 9.3453252 9.429215 28431600 9.429215
## 2017-06-16 9.4292150 9.429215 9.2866023 9.412437 54035400 9.412437
## 2017-06-19 9.3956591 9.462771 9.3788811 9.429215 30540900 9.429215
## 2017-06-20 9.4040498 9.412439 9.3033821 9.328549 31971500 9.328549
## 2017-06-21 9.3537148 9.353715 9.2278801 9.261436 37002500 9.261436
## 2017-06-22 9.2446592 9.378883 9.2278812 9.336938 26972800 9.336938
## 2017-06-23 9.3117699 9.336937 9.2278801 9.261436 45190200 9.261436
## 2017-06-26 9.2782142 9.395660 9.2782142 9.378882 31316800 9.378882
## 2017-06-27 9.3704949 9.395662 9.2782160 9.294994 28491600 9.294994
## 2017-06-28 9.3201580 9.370492 9.2866020 9.303380 31820000 9.303380
## 2017-06-29 9.3369381 9.395661 9.2866042 9.370494 32917000 9.370494
## 2017-06-30 9.3788810 9.462771 9.3621031 9.387270 41075000 9.387270
## 2017-07-03 9.5298843 9.806721 9.4376055 9.697664 43949600 9.697664
## 2017-07-05 9.6557207 9.697666 9.4459961 9.479552 39412200 9.479552
## 2017-07-06 9.4711608 9.529884 9.3704930 9.378882 31936000 9.378882
## 2017-07-07 9.4040501 9.462773 9.3621052 9.445995 20871800 9.445995
## 2017-07-10 9.4292172 9.521496 9.4208282 9.513107 18881300 9.513107
## 2017-07-11 9.4879381 9.588606 9.4795491 9.546661 25914300 9.546661
## 2017-07-12 9.5718291 9.747998 9.5634401 9.622163 33088200 9.622163
## 2017-07-13 9.6137752 9.806722 9.6053862 9.731221 33650800 9.731221
## 2017-07-14 9.7731660 9.840278 9.7312211 9.798333 39792200 9.798333
## 2017-07-17 9.8234981 9.857054 9.7731642 9.848665 24394200 9.848665
## 2017-07-18 9.8318881 9.857055 9.7899431 9.857055 24625200 9.857055
## 2017-07-19 9.8654431 9.924166 9.8486652 9.924166 26225900 9.924166
## 2017-07-20 9.9326603 10.009131 9.9071701 9.941157 30315100 9.941157
## 2017-07-21 9.8476953 9.873185 9.7372380 9.796715 27630600 9.796715
## 2017-07-24 9.7797218 9.813709 9.5758006 9.592794 48123400 9.592794
## 2017-07-25 9.6012912 9.669265 9.5333174 9.575801 52854300 9.575801
## 2017-07-26 9.4653427 9.482336 9.3039051 9.397369 72271700 9.397369
## 2017-07-27 9.4143638 9.516324 9.3718802 9.499331 38687500 9.499331
## 2017-07-28 9.4738406 9.533318 9.3973701 9.490834 24864100 9.490834
## 2017-07-31 9.4823377 9.541815 9.4568475 9.533318 39548600 9.533318
## 2017-08-01 9.4398535 9.473840 9.2359323 9.303906 65140100 9.303906
## 2017-08-02 9.3293946 9.371878 9.2869110 9.346388 30890500 9.346388
## 2017-08-03 9.3548857 9.388873 9.2784153 9.286912 20309300 9.286912
## 2017-08-04 9.2614224 9.337893 9.1594618 9.303906 29267600 9.303906
## 2017-08-07 9.2954074 9.329394 9.2614206 9.278414 35013000 9.278414
## 2017-08-08 9.3039053 9.346389 9.2444283 9.252925 26322100 9.252925
## 2017-08-09 9.2444271 9.303904 9.2019436 9.278414 32155900 9.278414
## 2017-08-10 9.2444289 9.269919 9.1509650 9.150965 31903800 9.150965
## 2017-08-11 9.1679584 9.210442 9.1424683 9.150965 32300100 9.150965
## 2017-08-14 9.1934485 9.303906 9.1679584 9.269919 26413500 9.269919
## 2017-08-15 9.2784167 9.346390 9.2104430 9.210443 29266300 9.210443
## 2017-08-16 9.2274353 9.261422 9.1594616 9.176455 28316300 9.176455
## 2017-08-17 9.1679578 9.176454 9.0065201 9.040507 35518800 9.040507
## 2017-08-18 9.0235163 9.032013 8.8960655 8.972536 43998700 8.972536
## 2017-08-21 8.9470441 9.057501 8.9385474 8.981031 30152500 8.981031
## 2017-08-22 9.0150181 9.116979 9.0150181 9.049005 28676100 9.049005
## 2017-08-23 9.0150178 9.159462 8.9980244 9.099985 35405800 9.099985
## 2017-08-24 9.1339719 9.176455 9.0829916 9.099985 33584400 9.099985
## 2017-08-25 9.1509644 9.244428 9.1424677 9.193448 35926800 9.193448
## 2017-08-28 9.2274360 9.244429 9.1169787 9.167959 22307400 9.167959
## 2017-08-29 9.1339725 9.252927 9.1169791 9.210443 29807300 9.210443
## 2017-08-30 9.1934474 9.295408 9.1509638 9.295408 23629300 9.295408
## 2017-08-31 9.3209007 9.516325 9.3039072 9.371881 54208900 9.371881
## 2017-09-01 9.4993298 9.711748 9.4653429 9.643774 64560300 9.643774
## 2017-09-05 9.6522710 9.677761 9.5503104 9.652271 44000200 9.652271
## 2017-09-06 9.6777611 9.796715 9.6777611 9.771225 43279000 9.771225
## 2017-09-07 9.7882166 9.788217 9.6267790 9.686256 30271000 9.686256
## 2017-09-08 9.6352776 9.677761 9.5927940 9.652271 26633900 9.652271
## 2017-09-11 9.6862583 9.728742 9.6692648 9.694755 43375000 9.694755
## 2017-09-12 9.7117485 9.915670 9.6777616 9.847696 41386700 9.847696
## 2017-09-13 9.8561906 9.881681 9.7882168 9.873184 23302200 9.873184
## 2017-09-14 9.8561919 9.924166 9.7542313 9.822205 31696300 9.822205
## 2017-09-15 9.8052103 9.881681 9.7627267 9.873184 30865500 9.873184
## 2017-09-18 9.8816830 9.966650 9.8561928 9.881683 25132400 9.881683
## 2017-09-19 9.8816825 9.975146 9.8731858 9.958153 26392900 9.958153
## 2017-09-20 9.9241658 10.026126 9.8901790 9.949656 26705300 9.949656
## 2017-09-21 9.9496563 10.043120 9.9326628 9.958153 40319400 9.958153
## 2017-09-22 9.9751468 10.085604 9.9581534 10.060114 30196500 10.060114
## 2017-09-25 10.0940997 10.247041 10.0601128 10.145080 40766000 10.145080
## 2017-09-26 10.1535764 10.196060 10.1110928 10.136583 30646700 10.136583
## 2017-09-27 10.1790682 10.213055 10.0771075 10.153578 28412200 10.153578
## 2017-09-28 10.1535773 10.187564 10.1110937 10.162074 23105700 10.162074
## 2017-09-29 10.1705700 10.213054 10.1280864 10.170570 31227500 10.170570
## 2017-10-02 10.1960615 10.272532 10.1705714 10.272532 36020000 10.272532
## 2017-10-03 10.4679566 10.561420 10.3829894 10.484950 65641700 10.484950
## 2017-10-04 10.4764542 10.586911 10.4339706 10.450964 52909800 10.450964
## 2017-10-05 10.4849505 10.501944 10.3235128 10.408480 48145800 10.408480
## 2017-10-06 10.3659961 10.476453 10.3574994 10.459460 35091800 10.459460
## 2017-10-09 10.4764533 10.544427 10.4084795 10.484950 28924800 10.484950
## 2017-10-10 10.4849494 10.552923 10.4084790 10.527433 40586200 10.527433
## 2017-10-11 10.5189360 10.561420 10.4594590 10.518936 34953400 10.518936
## 2017-10-12 10.4509639 10.467957 10.2895263 10.298023 45924400 10.298023
## 2017-10-13 10.2470417 10.340506 10.0856041 10.238545 44597300 10.238545
## 2017-10-16 10.1875657 10.323513 10.1620755 10.298023 32349700 10.298023
## 2017-10-17 10.3065189 10.459460 10.2980222 10.425473 55273200 10.425473
## 2017-10-18 10.4339685 10.493445 10.3405046 10.357498 30783700 10.357498
## 2017-10-19 10.3150145 10.408478 10.2385441 10.391485 29678200 10.391485
## 2017-10-20 10.4258934 10.443098 10.3226668 10.408689 28171700 10.408689
## 2017-10-23 10.4172936 10.486111 10.3570780 10.357078 21504800 10.357078
## 2017-10-24 10.4172922 10.546326 10.4000878 10.486110 34651200 10.486110
## 2017-10-25 10.4517025 10.451702 10.2968624 10.357078 47674800 10.357078
## 2017-10-26 10.4947134 10.615145 10.3742823 10.554929 49003100 10.554929
## 2017-10-27 10.5205198 10.529122 10.3312709 10.374282 33925400 10.374282
## 2017-10-30 10.3312690 10.451700 10.2796557 10.408689 36457400 10.408689
## 2017-10-31 10.4517023 10.580736 10.4344979 10.554929 42010200 10.554929
## 2017-11-01 10.6667571 10.726973 10.5635304 10.623746 43495800 10.623746
## 2017-11-02 10.6065410 10.692563 10.5463254 10.683961 40923400 10.683961
## 2017-11-03 10.6753601 10.718371 10.5979401 10.632349 33220300 10.632349
## 2017-11-06 10.6323477 10.692563 10.5807343 10.606541 20178500 10.606541
## 2017-11-07 10.6237452 10.649552 10.4172919 10.460303 41536300 10.460303
## 2017-11-08 10.4430998 10.460304 10.3312709 10.374282 34127500 10.374282
## 2017-11-09 10.3312713 10.365680 10.2624535 10.357078 26257300 10.357078
## 2017-11-10 10.3226688 10.400089 10.3054643 10.331271 35298400 10.331271
## 2017-11-13 10.3312697 10.511916 10.2968608 10.460303 30415900 10.460303
## 2017-11-14 10.4086908 10.460304 10.3140663 10.339873 25893400 10.339873
## 2017-11-15 10.2968623 10.348476 10.2108401 10.322669 28441300 10.322669
## 2017-11-16 10.3226691 10.365680 10.2624535 10.357078 28269000 10.357078
## 2017-11-17 10.3398732 10.374282 10.3140666 10.331271 31117700 10.331271
## 2017-11-20 10.3484748 10.451701 10.3398725 10.434497 32352000 10.434497
## 2017-11-21 10.4431004 10.520520 10.4258960 10.425896 28510300 10.425896
## 2017-11-22 10.4172929 10.451702 10.3656796 10.382884 36184000 10.382884
## 2017-11-24 10.4086890 10.451700 10.3484734 10.408689 9549600 10.408689
## 2017-11-27 10.4000866 10.486109 10.3742799 10.417291 28525200 10.417291
## 2017-11-28 10.4517007 10.529121 10.3914851 10.503314 33199300 10.503314
## 2017-11-29 10.5291228 10.812996 10.5205206 10.804394 64866000 10.804394
## 2017-11-30 10.7785862 10.881813 10.6839618 10.769984 49224200 10.769984
## 2017-12-01 10.8560059 10.924824 10.6237459 10.821597 52458700 10.821597
## 2017-12-04 10.8818124 11.019448 10.8301991 10.864608 39558900 10.864608
## 2017-12-05 10.6839608 10.856005 10.6667563 10.692563 45527200 10.692563
## 2017-12-06 10.6409498 10.692563 10.5635298 10.649552 28453800 10.649552
## 2017-12-07 10.8215971 10.830199 10.6065415 10.778586 25417100 10.778586
## 2017-12-08 10.7785852 10.847403 10.6925630 10.847403 21981900 10.847403
## 2017-12-11 10.8129948 10.864608 10.7613814 10.821597 44194600 10.821597
## 2017-12-12 10.8043911 10.873209 10.7613800 10.838800 54370600 10.838800
## 2017-12-13 10.8474036 10.950630 10.8301991 10.864608 31859000 10.864608
## 2017-12-14 10.8818112 10.916220 10.6753579 10.718369 37074000 10.718369
## 2017-12-15 10.7613814 10.890415 10.7527792 10.821597 48655500 10.821597
## 2017-12-18 10.8904130 10.967833 10.8474019 10.890413 25022700 10.890413
## 2017-12-19 10.9334254 10.993641 10.8904143 10.916221 23056900 10.916221
## 2017-12-20 10.9420270 10.967834 10.8818114 10.942027 18989400 10.942027
## 2017-12-21 10.9592325 10.985039 10.8646080 10.864608 21004700 10.864608
## 2017-12-22 10.8904148 10.890415 10.8043926 10.821597 17876200 10.821597
## 2017-12-26 10.8129933 10.881811 10.7957889 10.838800 11664600 10.838800
## 2017-12-27 10.8129946 10.821597 10.7097679 10.752779 17005600 10.752779
## 2017-12-28 10.7355748 10.821597 10.7269725 10.821597 14793500 10.821597
## 2017-12-29 10.8215960 10.847403 10.7441760 10.744176 18362500 10.744176
## 2018-01-02 10.7699819 10.890413 10.7527774 10.890413 20773300 10.890413
## 2018-01-03 10.9076212 11.010848 10.8990190 10.976439 29765600 10.976439
## 2018-01-04 10.9936415 11.217299 10.9850393 11.165686 37478200 11.165686
## 2018-01-05 11.2345039 11.372139 11.2172994 11.354935 46121900 11.354935
## 2018-01-08 11.3635353 11.372138 11.2775131 11.311922 33828300 11.311922
## 2018-01-09 11.3377302 11.372139 11.2517080 11.251708 27924100 11.251708
## 2018-01-10 11.2345017 11.303319 11.1484794 11.208695 56517100 11.208695
## 2018-01-11 11.2000939 11.354934 11.1828894 11.320525 28342300 11.320525
## 2018-01-12 11.2689121 11.432354 11.2689121 11.380741 56979200 11.380741
## 2018-01-16 11.4495597 11.595797 11.1914930 11.268913 53961400 11.268913
## 2018-01-17 10.8215980 10.821598 10.4086912 10.477509 132412500 10.477509
## 2018-01-18 10.4775085 10.494713 10.3398729 10.382884 66541700 10.382884
## 2018-01-19 10.4258957 10.425896 10.2452490 10.322669 51303700 10.322669
## 2018-01-22 10.3398730 10.391486 10.2366463 10.339873 52851900 10.339873
## 2018-01-23 10.3484746 10.348475 10.2366457 10.288259 51831000 10.288259
## 2018-01-24 10.3226689 10.400089 10.2538511 10.365680 63300500 10.365680
## 2018-01-25 10.2624520 10.262452 9.8409431 9.952772 114886800 9.952772
## 2018-01-26 9.9699767 10.064601 9.8925567 10.021590 52496000 10.021590
## 2018-01-29 10.0656599 10.109730 9.7924239 9.801238 55114000 9.801238
## 2018-01-30 9.7747962 9.898193 9.7395399 9.748354 52068200 9.748354
## 2018-01-31 9.7747947 9.801237 9.6073276 9.669026 57644600 9.669026
## 2018-02-01 9.6513992 9.695470 9.5632586 9.624957 41352200 9.624957
## 2018-02-02 9.5897011 9.589701 9.3605354 9.439862 72312900 9.439862
## 2018-02-05 9.5015594 9.519188 9.0256000 9.025600 96757000 9.025600
## 2018-02-06 9.0520429 9.510374 8.9815304 9.483932 139938100 9.483932
## 2018-02-07 9.4751179 9.730726 9.4310476 9.483932 68041800 9.483932
## 2018-02-08 9.5103753 9.572074 9.1842549 9.193069 73990700 9.193069
## 2018-02-09 9.3164653 9.378164 9.0256012 9.281209 72103600 9.281209
## 2018-02-12 9.4046048 9.536816 9.2900220 9.431047 49068900 9.431047
## 2018-02-13 9.3693482 9.422233 9.2812076 9.334092 36884500 9.334092
## 2018-02-14 9.2988358 9.475117 9.2547655 9.466303 27844300 9.466303
## 2018-02-15 9.5191883 9.519188 9.3781632 9.483932 28208300 9.483932
## 2018-02-16 9.4310466 9.536815 9.2723934 9.351720 41041800 9.351720
## 2018-02-20 9.3252797 9.404606 9.2988375 9.369350 27617900 9.369350
## 2018-02-21 9.3869783 9.475119 9.3340939 9.342908 36037700 9.342908
## 2018-02-22 9.3429078 9.457491 9.3076516 9.369350 25409600 9.369350
## 2018-02-23 9.4046048 9.439861 9.3605345 9.431047 21786800 9.431047
## 2018-02-26 9.4663050 9.651400 9.4310488 9.598516 27157800 9.598516
## 2018-02-27 9.6337700 9.686654 9.3429059 9.351720 43502000 9.351720
## 2018-02-28 9.4134184 9.510373 9.3164638 9.351720 41321400 9.351720
## 2018-03-01 9.3869783 9.422235 8.9903454 9.069672 75841400 9.069672
## 2018-03-02 9.0256000 9.184253 8.9374594 9.166625 60491900 9.166625
## 2018-03-05 9.0872983 9.369348 9.0784843 9.325278 44021300 9.325278
## 2018-03-06 9.3869781 9.413420 9.2283250 9.369350 30978900 9.369350
## 2018-03-07 9.2635812 9.378164 9.1930687 9.369350 30046600 9.369350
## 2018-03-08 9.3869762 9.413418 9.2371372 9.351720 26948000 9.351720
## 2018-03-09 9.3693474 9.457488 9.3164630 9.457488 26684400 9.457488
## 2018-03-12 9.4222342 9.563259 9.4134202 9.528003 33800900 9.528003
## 2018-03-13 9.5544444 9.677841 9.4574897 9.501560 44456800 9.501560
## 2018-03-14 9.9158215 10.083289 9.7042839 9.713098 91985300 9.713098
## 2018-03-15 9.7395399 9.915821 9.6513992 9.757168 47645300 9.757168
## 2018-03-16 9.8012388 9.889379 9.7483544 9.827681 80684200 9.827681
## 2018-03-19 9.8276819 9.845310 9.5808881 9.704285 63122500 9.704285
## 2018-03-20 9.7395374 9.810050 9.6690249 9.686653 45612800 9.686653
## 2018-03-21 9.6954674 9.862935 9.6337690 9.783608 38551000 9.783608
## 2018-03-22 9.6954706 9.748355 9.4574909 9.475119 51280900 9.475119
## 2018-03-23 9.5103755 9.528004 9.2635817 9.307652 39950900 9.307652
## 2018-03-26 9.4663044 9.580887 9.4134200 9.545631 52325500 9.545631
## 2018-03-27 9.5632591 9.624958 9.4486763 9.545631 40677300 9.545631
## 2018-03-28 9.5456298 9.651399 9.4574892 9.572072 42263700 9.572072
## 2018-03-29 9.6337701 9.810051 9.6249560 9.765981 39864000 9.765981
## 2018-04-02 9.7483533 9.774795 9.4310470 9.572072 43598100 9.572072
## 2018-04-03 9.7042841 9.854123 9.6073294 9.827681 42523900 9.827681
## 2018-04-04 9.5808871 10.012776 9.5191886 9.986334 44834600 9.986334
## 2018-04-05 9.9951489 10.030405 9.8981942 10.003963 28755600 10.003963
## 2018-04-06 9.9422636 10.003962 9.7571683 9.854123 31920700 9.854123
## 2018-04-09 9.9158210 10.030404 9.8717507 9.915821 36462700 9.915821
## 2018-04-10 10.0832879 10.180243 10.0568457 10.092102 43144300 10.092102
## 2018-04-11 10.0304037 10.127358 9.9598912 10.074474 32979000 10.074474
## 2018-04-12 10.1361732 10.171429 9.9158216 9.968706 47133700 9.968706
## 2018-04-13 10.0039614 10.039218 9.8981927 9.942263 34598800 9.942263
## 2018-04-16 10.0127759 10.092102 9.9334493 10.030404 32803300 10.030404
## 2018-04-17 10.0744743 10.092102 9.9598915 10.030404 30906800 10.030404
## 2018-04-18 10.0304043 10.118545 9.9598918 9.986334 46226100 9.986334
## 2018-04-19 9.9863351 10.048861 9.6915685 9.789824 49154200 9.789824
## 2018-04-20 9.8344841 9.852349 9.6290407 9.664770 44930000 9.664770
## 2018-04-23 9.6826336 9.861280 9.6737013 9.861280 31936500 9.861280
## 2018-04-24 9.8702149 9.977403 9.7630270 9.789824 39625000 9.789824
## 2018-04-25 9.7898222 9.968469 9.7094313 9.923807 40356100 9.923807
## 2018-04-26 10.2007087 10.298964 10.0845885 10.209641 80676800 10.209641
## 2018-04-27 10.1828441 10.325761 10.1649795 10.263235 33375900 10.263235
## 2018-04-30 10.2989643 10.477611 10.0220624 10.039927 66090900 10.039927
## 2018-05-01 10.0488617 10.138185 9.9148769 10.057794 61430400 10.057794
## 2018-05-02 10.0577906 10.066723 9.9327381 10.013129 41899500 10.013129
## 2018-05-03 9.9774030 10.013132 9.7987566 10.004200 38907400 10.004200
## 2018-05-04 9.9684686 10.191777 9.9059424 10.147115 32043500 10.147115
## 2018-05-07 10.1471156 10.218574 10.1024540 10.129251 27510300 10.129251
## 2018-05-08 10.1113876 10.156049 10.0399290 10.066726 25754100 10.066726
## 2018-05-09 10.0131308 10.075657 9.8434167 9.879146 43732000 9.879146
## 2018-05-10 9.8612796 10.048858 9.8434149 10.013129 32023800 10.013129
## 2018-05-11 10.0220630 10.048860 9.9684690 9.995266 19837700 9.995266
## 2018-05-14 10.0309966 10.084591 9.9774027 9.986335 27903100 9.986335
## 2018-05-15 9.9148752 10.048860 9.8791459 10.022063 26950100 10.022063
## 2018-05-16 10.0131299 10.182844 10.0041976 10.182844 28976700 10.182844
## 2018-05-17 10.1828441 10.254303 10.1649794 10.236438 20741100 10.236438
## 2018-05-18 10.2185725 10.245369 10.0935200 10.120317 23893700 10.120317
## 2018-05-21 10.2007081 10.316828 10.1739112 10.281099 31011900 10.281099
## 2018-05-22 10.3436269 10.397221 10.2811007 10.290033 22360900 10.290033
## 2018-05-23 10.2721669 10.316829 10.1203175 10.218573 23595000 10.218573
## 2018-05-24 10.2275046 10.406151 10.2185723 10.379354 34876300 10.379354
## 2018-05-25 10.3257606 10.370422 10.2453697 10.281099 19337500 10.281099
## 2018-05-29 10.3614901 10.379355 10.1471144 10.218573 31324300 10.218573
## 2018-05-30 10.2989664 10.370425 10.2453724 10.316831 25554600 10.316831
## 2018-05-31 10.4061542 10.486545 10.1471169 10.316831 61563200 10.316831
## 2018-06-01 10.4240177 10.513341 10.3704238 10.459747 35406200 10.459747
## 2018-06-04 10.4865440 10.531206 10.4418824 10.486544 25141300 10.486544
## 2018-06-05 10.4865441 10.602664 10.4329502 10.566935 31036700 10.566935
## 2018-06-06 10.6026648 10.718785 10.5580032 10.691988 31110500 10.691988
## 2018-06-07 10.6919861 10.852768 10.6830538 10.745580 47314100 10.745580
## 2018-06-08 10.7545131 10.825972 10.7187838 10.808107 28371900 10.808107
## 2018-06-11 10.8081062 10.852768 10.7366477 10.745580 30398100 10.745580
## 2018-06-12 10.7813097 10.852768 10.7455804 10.817039 51395400 10.817039
## 2018-06-13 10.8081086 10.808109 10.6830561 10.736650 28406700 10.736650
## 2018-06-14 10.7187855 10.727718 10.5758684 10.620530 34523000 10.620530
## 2018-06-15 10.5758667 10.745581 10.5401374 10.611596 56326800 10.611596
## 2018-06-18 10.5580026 10.754514 10.5490702 10.709852 32706500 10.709852
## 2018-06-19 10.5580038 10.620530 10.4240189 10.620530 40064800 10.620530
## 2018-06-20 10.6919872 10.763446 10.5669347 10.602664 31964800 10.602664
## 2018-06-21 10.5401379 10.566935 10.3972208 10.459747 33316700 10.459747
## 2018-06-22 10.4954752 10.602663 10.3793550 10.406152 36703500 10.406152
## 2018-06-25 10.3882882 10.424017 10.1649802 10.272168 36101900 10.272168
## 2018-06-26 10.3257623 10.388289 10.2632360 10.290033 36627700 10.290033
## 2018-06-27 10.3078978 10.397221 10.1828454 10.200710 27242000 10.200710
## 2018-06-28 10.1560479 10.182845 9.9595368 10.075657 43836400 10.075657
## 2018-06-29 10.1113870 10.156049 9.8523497 9.888079 44718500 9.888079
## 2018-07-02 9.8434164 9.923807 9.7451609 9.914875 37892800 9.914875
## 2018-07-03 9.9148735 9.959535 9.7719564 9.816618 16544800 9.816618
## 2018-07-05 9.9148756 9.950605 9.8434170 9.870214 32008500 9.870214
## 2018-07-06 9.8612814 9.914875 9.7540935 9.879146 25646700 9.879146
## 2018-07-09 9.9148768 10.057794 9.8523505 10.004200 23916800 10.004200
## 2018-07-10 10.0041994 10.057793 9.9774024 10.048861 21231500 10.048861
## 2018-07-11 9.9595376 9.977402 9.8702144 9.888079 30030100 9.888079
## 2018-07-12 9.9148756 9.950605 9.8255524 9.870214 27025200 9.870214
## 2018-07-13 9.8434163 9.870213 9.7451608 9.807687 36561500 9.807687
## 2018-07-16 9.7808902 9.798755 9.6111761 9.691567 46156800 9.691567
## 2018-07-17 9.6469051 9.736228 9.6469051 9.700499 37584300 9.700499
## 2018-07-18 9.6915654 9.736227 9.6558361 9.709430 36420000 9.709430
## 2018-07-19 9.7272962 9.736229 9.6201084 9.664770 40308800 9.664770
## 2018-07-20 9.6738287 9.710060 9.5198445 9.565134 41531200 9.565134
## 2018-07-23 9.5651330 9.574191 9.4383225 9.483612 34942000 9.483612
## 2018-07-24 9.5198427 9.728174 9.5107848 9.574190 47303000 9.574190
## 2018-07-25 9.3477442 9.574191 9.1665863 9.528902 92497700 9.528902
## 2018-07-26 9.1847033 9.202819 8.9129665 8.958256 103893000 8.958256
## 2018-07-27 9.0216607 9.103182 8.9763712 8.994487 46171100 8.994487
## 2018-07-30 9.0216602 9.148471 8.9944865 9.121297 35877000 9.121297
## 2018-07-31 9.1575282 9.157528 9.0578914 9.094123 38026900 9.094123
## 2018-08-01 9.1122383 9.130354 8.8948489 8.967312 44126700 8.967312
## 2018-08-02 8.9673122 9.039775 8.9129649 8.985428 40318900 8.985428
## 2018-08-03 8.9944862 9.112239 8.9944862 9.094123 25925100 9.094123
## 2018-08-06 9.0578903 9.103180 9.0307167 9.085064 22247900 9.085064
## 2018-08-07 9.0941234 9.148471 9.0760076 9.130355 27961200 9.130355
## 2018-08-08 9.1031810 9.148470 9.0941231 9.103181 22600900 9.103181
## 2018-08-09 9.1122394 9.121297 8.9673131 8.976371 35682600 8.976371
## 2018-08-10 8.9763701 8.976370 8.8042702 8.822386 39180500 8.822386
## 2018-08-13 8.8223860 8.831444 8.5325334 8.568765 66586200 8.568765
## 2018-08-14 8.6140559 8.713693 8.5597085 8.604998 37657400 8.604998
## 2018-08-15 8.5687639 8.604995 8.4691271 8.559706 36298600 8.559706
## 2018-08-16 8.6049981 8.695577 8.5959402 8.614056 28857700 8.614056
## 2018-08-17 8.6321722 8.695577 8.5687670 8.650288 32742900 8.650288
## 2018-08-20 8.6593447 8.822387 8.6593447 8.804271 25252500 8.804271
## 2018-08-21 8.8495600 8.967313 8.7770968 8.931081 46413900 8.931081
## 2018-08-22 8.8676749 8.894849 8.7680381 8.777096 30803700 8.777096
## 2018-08-23 8.7589816 8.777097 8.6774605 8.722750 31511800 8.722750
## 2018-08-24 8.7408653 8.786155 8.7046338 8.768039 18380000 8.768039
## 2018-08-27 8.8314446 9.094123 8.8133288 9.048834 49769300 9.048834
## 2018-08-28 9.1303532 9.139411 9.0126007 9.066948 33845500 9.066948
## 2018-08-29 9.0669496 9.076007 8.9673128 9.030718 37336400 9.030718
## 2018-08-30 8.9401392 8.976371 8.7589813 8.786155 48539300 8.786155
## 2018-08-31 8.7318073 8.768039 8.5144179 8.586881 76424900 8.586881
## 2018-09-04 8.6321714 8.677461 8.4781872 8.577824 54111100 8.577824
## 2018-09-05 8.5778232 8.650286 8.4419548 8.595939 44561900 8.595939
## 2018-09-06 8.5868825 8.650288 8.5144193 8.541593 29519100 8.541593
## 2018-09-07 8.5234765 8.595940 8.3785502 8.396666 51229900 8.396666
## 2018-09-10 8.4328978 8.595940 8.4238399 8.496303 30421700 8.496303
## 2018-09-11 8.4691296 8.478187 8.3513770 8.432898 27158400 8.432898
## 2018-09-12 8.4328983 8.532535 8.4057246 8.460072 25450000 8.460072
## 2018-09-13 8.4963019 8.523476 8.4328967 8.487244 29315700 8.487244
## 2018-09-14 8.4963008 8.586880 8.4781850 8.559706 30013300 8.559706
## 2018-09-17 8.5506512 8.695577 8.5415933 8.650288 29544400 8.650288
## 2018-09-18 8.6412284 8.704634 8.5868811 8.677460 57055400 8.677460
## 2018-09-19 8.7046338 8.903907 8.7046338 8.858618 40111500 8.858618
## 2018-09-20 8.9039078 8.994487 8.7952131 8.885792 46314400 8.885792
## 2018-09-21 8.9129661 9.003545 8.8586188 8.922024 74488600 8.922024
## 2018-09-24 8.8586190 8.922024 8.6231138 8.686519 43170800 8.686519
## 2018-09-25 8.6321705 8.659344 8.4872442 8.505360 44406100 8.505360
## 2018-09-26 8.4963028 8.523476 8.3966660 8.396666 58597500 8.396666
## 2018-09-27 8.4238392 8.451013 8.3332603 8.360434 57272200 8.360434
## 2018-09-28 8.3513763 8.405724 8.2336237 8.378550 30987200 8.378550
## 2018-10-01 8.5415918 8.550650 8.4238392 8.441955 44864700 8.441955
## 2018-10-02 8.3966662 8.460071 8.3151452 8.333261 41806400 8.333261
## 2018-10-03 8.3966655 8.432897 8.2698550 8.269855 47023100 8.269855
## 2018-10-04 8.2698552 8.351376 8.2336236 8.287971 38889600 8.287971
## 2018-10-05 8.2879707 8.351376 8.2426812 8.260797 36952200 8.260797
## 2018-10-08 8.2426817 8.405724 8.2336238 8.387608 43657700 8.387608
## 2018-10-09 8.3604329 8.432896 8.1068120 8.106812 58356900 8.106812
## 2018-10-10 8.1068116 8.133985 7.9800011 7.989059 54104100 7.989059
## 2018-10-11 7.9890609 8.143045 7.9347135 7.980003 66170800 7.980003
## 2018-10-12 8.1068137 8.106814 7.7444980 7.826019 59308500 7.826019
## 2018-10-15 7.8531925 8.016235 7.8441346 7.980003 40183200 7.980003
## 2018-10-16 8.0343492 8.052465 7.9075388 7.970944 36772000 7.970944
## 2018-10-17 7.9709456 8.025293 7.8260193 7.934714 48795100 7.934714
## 2018-10-18 7.9165985 7.934714 7.6992091 7.708267 59669200 7.708267
## 2018-10-19 7.5361659 7.726382 7.4184134 7.699208 59831100 7.699208
## 2018-10-22 7.7268692 7.791413 7.6254425 7.754531 39803500 7.754531
## 2018-10-23 7.6531053 7.966606 7.5885611 7.920503 55443300 7.920503
## 2018-10-24 7.8375175 7.929724 7.5332374 7.542458 58895100 7.542458
## 2018-10-25 7.8559594 8.298549 7.8006357 8.289328 90399200 8.289328
## 2018-10-26 8.2616648 8.353871 8.1694587 8.280106 100639800 8.280106
## 2018-10-29 8.6304899 8.842564 8.4552983 8.556725 92275100 8.556725
## 2018-10-30 8.5843859 8.814901 8.5475035 8.722695 58062000 8.722695
## 2018-10-31 8.8702253 8.916328 8.6950337 8.805681 68507100 8.805681
## 2018-11-01 8.7964602 8.805681 8.5382832 8.565945 59794400 8.565945
## 2018-11-02 8.6304898 8.713475 8.5382837 8.648931 48499200 8.648931
## 2018-11-05 8.6489299 8.824121 8.6212681 8.787239 41274300 8.787239
## 2018-11-06 8.7226961 8.824123 8.6765931 8.796461 40928600 8.796461
## 2018-11-07 8.8517850 8.851785 8.7134759 8.851785 37347400 8.851785
## 2018-11-08 8.8333423 8.897887 8.7042538 8.722695 55810100 8.722695
## 2018-11-09 8.6489310 9.036197 8.5475043 8.648931 52203600 8.648931
## 2018-11-12 8.6489303 8.833342 8.6397097 8.750357 36317200 8.750357
## 2018-11-13 8.7872404 8.916329 8.7319167 8.796461 33098000 8.796461
## 2018-11-14 8.8794465 8.916329 8.6950343 8.796461 46677600 8.796461
## 2018-11-15 8.7595796 8.787241 8.4091964 8.584388 57170100 8.584388
## 2018-11-16 8.5567240 8.584386 8.2801057 8.344650 54582500 8.344650
## 2018-11-19 8.3169880 8.630489 8.2616644 8.529062 56292500 8.529062
## 2018-11-20 8.3907544 8.501402 8.3077690 8.353872 35159900 8.353872
## 2018-11-21 8.3446504 8.482959 8.2801061 8.399974 25882700 8.399974
## 2018-11-23 8.3630914 8.501400 8.3262089 8.418415 13520800 8.418415
## 2018-11-26 8.5106207 8.787239 8.4552970 8.667371 46304400 8.667371
## 2018-11-27 8.6397105 8.695034 8.5290632 8.556725 34283200 8.556725
## 2018-11-28 8.5475045 8.704255 8.4552984 8.676593 33199500 8.676593
## 2018-11-29 8.6397100 8.704254 8.5382833 8.639710 29207600 8.639710
## 2018-11-30 8.6397106 8.741137 8.6304900 8.676593 36269500 8.676593
## 2018-12-03 8.9532117 9.082300 8.8517850 8.851785 64668600 8.851785
## 2018-12-04 8.8056805 8.851784 8.4645180 8.464518 57930300 8.464518
## 2018-12-06 8.4091951 8.409195 8.2247829 8.316989 53963600 8.316989
## 2018-12-07 8.3169882 8.418415 8.1141348 8.132576 43534800 8.132576
## 2018-12-10 8.1417968 8.160238 7.7268695 7.855958 56499700 7.855958
## 2018-12-11 8.0403699 8.114135 7.8375166 7.874399 42294500 7.874399
## 2018-12-12 7.9666050 8.049590 7.9205020 7.966605 40602700 7.966605
## 2018-12-13 7.9942673 8.021929 7.8006346 7.837517 34200400 7.837517
## 2018-12-14 7.8559580 8.003488 7.8006344 7.855958 35613300 7.855958
## 2018-12-17 7.8190758 8.040370 7.7545315 7.837517 44469900 7.837517
## 2018-12-18 7.8836199 8.003488 7.7545314 7.809855 38263000 7.809855
## 2018-12-19 7.8006335 7.975825 7.6254420 7.671545 75272900 7.671545
## 2018-12-20 7.6807673 7.763753 7.5424581 7.616223 58926200 7.616223
## 2018-12-21 7.5793393 7.745310 7.4133684 7.422589 57542300 7.422589
## 2018-12-24 7.3857071 7.385707 7.0168828 7.035324 38709500 7.035324
## 2018-12-26 7.1275307 7.247399 6.8324712 7.238178 58810000 7.238178
## 2018-12-27 7.2105162 7.238178 6.9431185 7.238178 49813000 7.238178
## 2018-12-28 7.2197362 7.413369 7.1551920 7.201295 47331700 7.201295
## 2018-12-31 7.2381772 7.247398 6.9154559 7.053765 57816000 7.053765
## 2019-01-02 6.9431175 7.394927 6.8970145 7.284280 47494400 7.284280
## 2019-01-03 7.3488246 7.367266 7.1736330 7.173633 39172400 7.173633
## 2019-01-04 7.2935016 7.487134 7.2381780 7.450252 43039800 7.450252
## 2019-01-07 7.4779131 7.717649 7.4041482 7.643884 40729400 7.643884
## 2019-01-08 7.7637520 7.874399 7.6992078 7.717649 45644000 7.717649
## 2019-01-09 7.7914155 8.086475 7.7084300 8.040372 48404900 8.040372
## 2019-01-10 8.0311494 8.086473 7.7914136 7.994267 39490400 7.994267
## 2019-01-11 8.0864730 8.234003 8.0219287 8.132576 41559900 8.132576
## 2019-01-14 8.1141364 8.353872 8.0772540 8.289328 44833800 8.289328
## 2019-01-15 8.3169879 8.326209 8.0680315 8.151017 65311700 8.151017
## 2019-01-16 8.0034877 8.086473 7.6162222 7.643884 73869900 7.643884
## 2019-01-17 7.6254425 7.782193 7.5701189 7.708428 56722600 7.708428
## 2019-01-18 7.7360904 7.929723 7.6807668 7.911282 51127900 7.911282
## 2019-01-22 7.8743994 7.938944 7.8006346 7.837517 47182600 7.837517
## 2019-01-23 7.8744002 7.874400 7.6346643 7.689988 45196900 7.689988
## 2019-01-24 7.6715469 8.003489 7.5793408 7.929724 79516400 7.929724
## 2019-01-25 8.0588107 8.261664 8.0495901 8.169458 53098800 8.169458
## 2019-01-28 8.1141345 8.114135 7.9112811 7.985046 42116300 7.985046
## 2019-01-29 8.0311500 8.104915 7.9481645 8.077253 30485000 8.077253
## 2019-01-30 8.1241578 8.180445 7.9928204 8.171064 29906100 8.171064
## 2019-01-31 8.0866336 8.274258 8.0678711 8.255496 39389100 8.255496
## 2019-02-01 8.2273542 8.264879 8.0866355 8.180448 34124000 8.180448
## 2019-02-04 8.1616840 8.161684 8.0584903 8.161684 28855600 8.161684
## 2019-02-05 8.1429213 8.217971 8.1147775 8.208590 26166800 8.208590
## 2019-02-06 8.2461167 8.349310 8.1429230 8.180448 32644300 8.180448
## 2019-02-07 8.0866346 8.086635 7.7770535 7.795816 55161800 7.795816
## 2019-02-08 7.7770525 7.889627 7.6550964 7.870865 38650100 7.870865
## 2019-02-11 7.8896280 7.917772 7.7770530 7.814578 27403500 7.814578
## 2019-02-12 7.8614840 7.945915 7.8614840 7.936534 26235100 7.936534
## 2019-02-13 7.9271520 8.124158 7.8708645 7.889627 27182900 7.889627
## 2019-02-14 7.8614850 7.945916 7.8051975 7.899010 23569900 7.899010
## 2019-02-15 7.9646768 8.030345 7.8896268 8.011583 58080300 8.011583
## 2019-02-19 8.0022036 8.302403 8.0022036 8.283641 37929200 8.283641
## 2019-02-20 8.2836393 8.424358 8.2742581 8.386833 55316900 8.386833
## 2019-02-21 8.3868326 8.405595 8.1616828 8.171064 44730400 8.171064
## 2019-02-22 8.1898265 8.208589 8.0303453 8.171064 40947500 8.171064
## 2019-02-25 8.2273532 8.302403 8.2085908 8.217972 56615400 8.217972
## 2019-02-26 8.2085898 8.386833 8.1804461 8.330546 38348800 8.330546
## 2019-02-27 8.2836392 8.358689 8.2367330 8.236733 34093300 8.236733
## 2019-02-28 8.2273530 8.246115 8.0678718 8.227353 43960500 8.227353
## 2019-03-01 8.3024035 8.339928 8.1710660 8.246116 37699500 8.246116
## 2019-03-04 8.2836405 8.414978 8.2179718 8.264878 46196900 8.264878
## 2019-03-05 8.2554967 8.264878 8.1616843 8.227353 40852600 8.227353
## 2019-03-06 8.2085902 8.236734 8.0303465 8.049109 50378600 8.049109
## 2019-03-07 8.0303460 8.039727 7.8333398 7.955296 54286000 7.955296
## 2019-03-08 7.8802475 7.945916 7.8239600 7.899010 43766800 7.899010
## 2019-03-11 7.9365333 8.096014 7.9271521 8.077252 36875300 8.077252
## 2019-03-12 8.1147770 8.161683 8.0209645 8.039727 37805000 8.039727
## 2019-03-13 8.0584905 8.114778 7.9740593 8.002203 49018700 8.002203
## 2019-03-14 7.9928207 8.020964 7.8802458 7.889627 36307900 7.889627
## 2019-03-15 7.8990098 7.945916 7.8521035 7.908391 66555500 7.908391
## 2019-03-18 7.9271521 8.039727 7.8990083 8.039727 37198300 8.039727
## 2019-03-19 8.0772528 8.321165 8.0772528 8.161684 57293600 8.161684
## 2019-03-20 8.1335409 8.133541 7.9552973 7.983441 54539700 7.983441
## 2019-03-21 7.9740593 8.152303 7.9646781 8.152303 46843100 8.152303
## 2019-03-22 8.0960142 8.133539 7.9928205 8.011583 41964000 8.011583
## 2019-03-25 8.0303472 8.114778 7.9459160 7.983441 45849500 7.983441
## 2019-03-26 8.0115846 8.217972 8.0115846 8.217972 47852100 8.217972
## 2019-03-27 8.2085912 8.311785 8.0866350 8.086635 39895800 8.086635
## 2019-03-28 8.1147780 8.283640 8.1053968 8.227353 38914700 8.227353
## 2019-03-29 8.2554955 8.339927 8.1710643 8.236733 33962800 8.236733
## 2019-04-01 8.3117831 8.443120 8.3117831 8.424358 45653100 8.424358
## 2019-04-02 8.3962135 8.471263 8.3586886 8.452501 30699400 8.452501
## 2019-04-03 8.5087905 8.696415 8.4994093 8.565078 56663600 8.565078
## 2019-04-04 8.6401283 8.724559 8.6119845 8.668272 39483100 8.668272
## 2019-04-05 8.6026020 8.696414 8.5181708 8.677652 37854700 8.677652
## 2019-04-08 8.6119840 8.743321 8.6026028 8.724559 26221100 8.724559
## 2019-04-09 8.6964155 8.780847 8.6026030 8.640128 29879100 8.640128
## 2019-04-10 8.6588905 8.771465 8.6307468 8.752703 28469500 8.752703
## 2019-04-11 8.7714650 8.827752 8.7527025 8.808990 26488100 8.808990
## 2019-04-12 8.8840385 9.005995 8.8558948 8.865276 38646000 8.865276
## 2019-04-15 8.8934217 8.912184 8.6870343 8.752703 41206700 8.752703
## 2019-04-16 8.7433210 8.818371 8.6682711 8.780846 40950000 8.780846
## 2019-04-17 8.8183715 8.987234 8.8089903 8.912184 30688300 8.912184
## 2019-04-18 8.9309463 9.024759 8.8934213 8.959090 29843000 8.959090
## 2019-04-22 8.9872340 8.987234 8.8746590 8.912184 38718500 8.912184
## 2019-04-23 8.9217155 9.064692 8.8645251 9.055160 39493700 9.055160
## 2019-04-24 9.0075000 9.160008 8.9598413 9.121881 39796300 9.121881
## 2019-04-25 9.0742230 9.083755 8.9026515 8.959842 52596700 8.959842
## 2019-04-26 9.5603416 9.960675 9.4840877 9.922548 156136700 9.922548
## 2019-04-29 9.8748890 9.903484 9.5984683 9.836762 62500500 9.836762
## 2019-04-30 9.8081671 10.008334 9.7891036 9.960675 46079300 9.960675
## 2019-05-01 9.9892704 10.008334 9.8081673 9.817699 41805500 9.817699
## 2019-05-02 9.8177000 9.865359 9.7223825 9.855827 34508400 9.855827
## 2019-05-03 9.8844210 9.960675 9.8176988 9.922548 36291200 9.922548
## 2019-05-06 9.6461273 9.932080 9.6461273 9.884421 28640600 9.884421
## 2019-05-07 9.8462943 9.922548 9.8176990 9.893953 41154500 9.893953
## 2019-05-08 9.8939540 9.960676 9.8272318 9.855827 33472200 9.855827
## 2019-05-09 9.7795725 9.817699 9.5984693 9.722382 43621300 9.722382
## 2019-05-10 9.8367625 9.922548 9.7223816 9.893953 37629500 9.893953
## 2019-05-13 9.6937877 9.779573 9.5698750 9.608002 51102100 9.608002
## 2019-05-14 9.6747233 9.808168 9.6556598 9.760509 31297200 9.760509
## 2019-05-15 9.7319128 9.913016 9.5698731 9.874889 44050200 9.874889
## 2019-05-16 9.8176985 9.951143 9.8176985 9.913016 32697000 9.913016
## 2019-05-17 9.8367632 9.951144 9.7605093 9.808168 34565400 9.808168
## 2019-05-20 9.8176985 9.817698 9.7223810 9.798635 29535900 9.798635
## 2019-05-21 9.8272312 9.827231 9.6747233 9.760509 30099300 9.760509
## 2019-05-22 9.6937869 9.731914 9.4650250 9.503152 51407200 9.503152
## 2019-05-23 9.3887720 9.388772 9.2172005 9.388772 43153800 9.388772
## 2019-05-24 9.4554927 9.484088 9.3411118 9.369707 22131500 9.369707
## 2019-05-28 9.4078337 9.436429 9.3125163 9.322048 27656200 9.322048
## 2019-05-29 9.2362625 9.293453 9.1028181 9.255326 32262600 9.255326
## 2019-05-30 9.2839220 9.379239 9.2267315 9.283922 24759600 9.283922
## 2019-05-31 9.0360970 9.093287 8.8835890 9.074224 48250400 9.074224
## 2019-06-03 9.1695397 9.198135 9.0170318 9.160008 39446800 9.160008
## 2019-06-04 9.2743898 9.484088 9.2648581 9.455493 37324100 9.455493
## 2019-06-05 9.4078337 9.455492 9.1981353 9.322048 42464800 9.322048
## 2019-06-06 9.2648588 9.360176 9.2076683 9.293454 28291100 9.293454
## 2019-06-07 9.3029850 9.360175 9.2457945 9.302985 18848700 9.302985
## 2019-06-10 9.4268972 9.560342 9.3029845 9.360175 33883400 9.360175
## 2019-06-11 9.4078343 9.512683 9.3315803 9.455493 26434200 9.455493
## 2019-06-12 9.4364307 9.465026 9.3792403 9.388772 21746700 9.388772
## 2019-06-13 9.4078338 9.588937 9.3411116 9.588937 25555900 9.588937
## 2019-06-14 9.5412782 9.569873 9.4745560 9.512683 21553200 9.512683
## 2019-06-17 9.5222145 9.617532 9.4745558 9.579405 19383800 9.579405
## 2019-06-18 9.6080015 9.722382 9.5794063 9.627065 32591700 9.627065
## 2019-06-19 9.6747232 9.703318 9.5603423 9.569874 29051300 9.569874
## 2019-06-20 9.6556597 9.674723 9.4840883 9.569874 32086500 9.569874
## 2019-06-21 9.5603420 9.579405 9.4459610 9.522215 47904000 9.522215
## 2019-06-24 9.4840880 9.550810 9.4650245 9.484088 28091200 9.484088
## 2019-06-25 9.5031517 9.522215 9.3697073 9.379239 28682000 9.379239
## 2019-06-26 9.4078340 9.493620 9.3601753 9.445961 33739100 9.445961
## 2019-06-27 9.5698740 9.760509 9.5317471 9.722382 42954600 9.722382
## 2019-06-28 9.7223828 9.827232 9.7223828 9.750978 37551600 9.750978
## 2019-07-01 9.8558262 9.941612 9.5984690 9.674723 38452600 9.674723
## 2019-07-02 9.6747242 9.731915 9.5698750 9.646129 29708000 9.646129
## 2019-07-03 9.7033185 9.817699 9.6556598 9.722382 19326600 9.722382
## 2019-07-05 9.7033185 9.789104 9.6175328 9.722382 21397900 9.722382
## 2019-07-08 9.7223820 9.779572 9.7033185 9.722382 23244100 9.722382
## 2019-07-09 9.6937882 9.712852 9.6270660 9.665193 25140600 9.665193
## 2019-07-10 9.7128500 9.779572 9.6365960 9.636596 29082200 9.636596
## 2019-07-11 9.6747240 9.722383 9.6365970 9.712851 27667500 9.712851
## 2019-07-12 9.7605083 10.008334 9.7605083 9.998802 40761600 9.998802
## 2019-07-15 9.9988022 10.065524 9.8558260 9.932080 33753500 9.932080
## 2019-07-16 9.8844215 10.017866 9.8081676 10.017866 29530500 10.017866
## 2019-07-17 9.9892702 10.008334 9.8272305 9.846294 25204400 9.846294
## 2019-07-18 9.8176990 9.827231 9.7033180 9.779572 25810600 9.779572
## 2019-07-19 9.8176995 9.836763 9.7223820 9.722382 38505600 9.722382
## 2019-07-22 9.7997741 9.838470 9.6740120 9.693360 36238600 9.693360
## 2019-07-23 9.7997740 9.886840 9.7320559 9.838470 74624800 9.838470
## 2019-07-24 9.8481438 10.012602 9.8094478 9.993254 61107500 9.993254
## 2019-07-25 9.4321622 9.461184 9.0935718 9.248356 133898600 9.248356
## 2019-07-26 9.2677040 9.335422 9.1999859 9.258030 47710200 9.258030
## 2019-07-29 9.2870520 9.364444 9.2096599 9.287052 36487800 9.287052
## 2019-07-30 9.2483560 9.267704 9.1709639 9.238682 36944700 9.238682
## 2019-07-31 9.2580301 9.267704 9.0935718 9.219334 56715500 9.219334
## 2019-08-01 9.2193343 9.277378 8.9774840 9.006506 58060800 9.006506
## 2019-08-02 8.9581350 9.035527 8.9097649 8.977483 41495200 8.977483
## 2019-08-05 8.8807419 8.967808 8.7646538 8.929112 47963400 8.929112
## 2019-08-06 9.1129179 9.199984 9.0548739 9.170962 51856100 9.170962
## 2019-08-07 9.1225939 9.248356 9.0161797 9.219334 43042400 9.219334
## 2019-08-08 9.2483560 9.306400 9.1999859 9.248356 25469000 9.248356
## 2019-08-09 9.2290071 9.267703 9.0838969 9.141941 38739700 9.141941
## 2019-08-12 9.0838971 9.122593 8.9774830 8.987157 23050400 8.987157
## 2019-08-13 8.9871580 9.112920 8.8807439 8.958136 28231500 8.958136
## 2019-08-14 8.8323732 8.851721 8.6679150 8.706611 45967400 8.706611
## 2019-08-15 8.7646552 8.764655 8.4937829 8.571175 40682800 8.571175
## 2019-08-16 8.6292180 8.706610 8.5228038 8.667914 27369900 8.667914
## 2019-08-19 8.7549800 8.803350 8.7259580 8.735632 21844000 8.735632
## 2019-08-20 8.7066100 8.774328 8.6388920 8.667914 25108600 8.667914
## 2019-08-21 8.7259590 8.754981 8.6775889 8.745307 20434800 8.745307
## 2019-08-22 8.7549810 8.842047 8.7259590 8.745307 20974700 8.745307
## 2019-08-23 8.6098712 8.696937 8.4454129 8.484109 44982300 8.484109
## 2019-08-26 8.5905221 8.619544 8.5034560 8.532478 31888200 8.532478
## 2019-08-27 8.6001972 8.619545 8.4647610 8.474435 23024400 8.474435
## 2019-08-28 8.4357387 8.745307 8.4163906 8.706611 35147300 8.706611
## 2019-08-29 8.8033520 8.842048 8.7356339 8.822700 22011000 8.822700
## 2019-08-30 8.8613950 8.929113 8.8033509 8.871069 32057900 8.871069
## 2019-09-03 8.8807431 8.900091 8.7453069 8.803351 26331000 8.803351
## 2019-09-04 8.8710690 8.929113 8.7743288 8.900091 27406400 8.900091
## 2019-09-05 8.9484609 9.093571 8.9484609 9.035527 36626800 9.035527
## 2019-09-06 9.0645490 9.103245 8.9000908 9.035527 29210100 9.035527
## 2019-09-09 9.0838978 9.335422 9.0838978 9.229008 48059400 9.229008
## 2019-09-10 8.7840026 9.112919 8.7453066 9.112919 70567300 9.112919
## 2019-09-11 8.9871568 9.122593 8.9871568 9.112919 34190300 9.112919
## 2019-09-12 9.0548759 9.170964 9.0161799 9.103246 35687700 9.103246
## 2019-09-13 9.1612890 9.277377 9.1322670 9.141941 27161300 9.141941
## 2019-09-16 9.0548751 9.141941 8.9387869 8.996831 50052600 8.996831
## 2019-09-17 8.9678090 9.006505 8.8807429 8.977483 27391200 8.977483
## 2019-09-18 8.9581360 9.054876 8.9194400 8.948462 24309400 8.948462
## 2019-09-19 9.0065053 9.025853 8.8033510 8.803351 28780700 8.803351
## 2019-09-20 8.8323730 8.996831 8.8130249 8.871069 37491300 8.871069
## 2019-09-23 8.8323730 8.929113 8.7840029 8.861395 22051100 8.861395
## 2019-09-24 8.8904171 8.929113 8.7549809 8.813025 33092500 8.813025
## 2019-09-25 8.8033509 8.929113 8.7936769 8.900091 20510300 8.900091
## 2019-09-26 8.9291141 8.929114 8.7743299 8.842048 26556300 8.842048
## 2019-09-27 8.8420471 9.287052 8.7646550 8.784003 32459500 8.784003
## 2019-09-30 8.8130249 8.909765 8.8033509 8.861395 21510000 8.861395
## 2019-10-01 8.8904163 8.938786 8.5808480 8.609870 39559500 8.609870
## 2019-10-02 8.5615003 8.571174 8.1648658 8.329324 68137000 8.329324
## 2019-10-03 8.2712798 8.426064 8.1745397 8.426064 40827900 8.426064
## 2019-10-04 8.4357380 8.474434 8.3776939 8.455086 27827400 8.455086
## 2019-10-07 8.4163900 8.503456 8.3293239 8.397042 29340400 8.397042
## 2019-10-08 8.3680201 8.377694 8.2229100 8.261606 31091200 8.261606
## 2019-10-09 8.3293251 8.358347 8.2809550 8.280955 16898500 8.280955
## 2019-10-10 8.3003029 8.368021 8.2422589 8.338999 28069600 8.338999
## 2019-10-11 8.4454119 8.580848 8.4454119 8.493782 34175700 8.493782
## 2019-10-14 8.5324780 8.551826 8.4744339 8.532478 24794500 8.532478
## 2019-10-15 8.5518257 8.803350 8.4937817 8.774328 29771700 8.774328
## 2019-10-16 8.8130240 8.890416 8.7646540 8.774328 27190300 8.774328
## 2019-10-17 8.8226990 8.842047 8.7356329 8.813025 28361200 8.813025
## 2019-10-18 8.7936768 9.016179 8.7936768 8.987157 42422900 8.987157
## 2019-10-21 9.0363214 9.085485 8.8593314 8.878997 33610200 8.878997
## 2019-10-22 8.8593303 8.987156 8.8101665 8.918327 35878500 8.918327
## 2019-10-23 8.8593315 9.055987 8.8200004 9.055987 44770400 9.055987
## 2019-10-24 8.7216730 8.741339 8.4070241 8.456188 120395200 8.456188
## 2019-10-25 8.5250181 8.603680 8.4758542 8.574182 51373600 8.574182
## 2019-10-28 8.6135116 8.613512 8.4365217 8.466020 39635300 8.466020
## 2019-10-29 8.4463551 8.564348 8.4463551 8.495519 36771800 8.495519
## 2019-10-30 8.4955188 8.495519 8.3775254 8.397191 28685300 8.397191
## 2019-10-31 8.4365222 8.456188 8.3578600 8.446355 29124100 8.446355
## 2019-11-01 8.4955196 8.780670 8.4955196 8.741339 55354900 8.741339
## 2019-11-04 8.7806696 8.898663 8.7806696 8.849499 46716500 8.849499
## 2019-11-05 8.8691640 8.996990 8.8494984 8.869164 37569700 8.869164
## 2019-11-06 8.8986631 8.898663 8.7413387 8.770837 39497700 8.770837
## 2019-11-07 8.8101684 8.859332 8.7315062 8.741339 32640400 8.741339
## 2019-11-08 8.7511701 8.888829 8.6725079 8.888829 29476800 8.888829
## 2019-11-11 8.8003349 8.947827 8.7905021 8.928161 24846600 8.928161
## 2019-11-12 8.9084946 8.977324 8.8888290 8.888829 28703900 8.888829
## 2019-11-13 8.8494988 8.849499 8.6528432 8.662676 34491200 8.662676
## 2019-11-14 8.7020067 8.761003 8.6331772 8.643010 26527800 8.643010
## 2019-11-15 8.7020072 8.810168 8.7020072 8.800335 26416300 8.800335
## 2019-11-18 8.8986628 8.898663 8.7413383 8.800335 38291400 8.800335
## 2019-11-19 8.8396650 8.849498 8.7216717 8.751170 31168900 8.751170
## 2019-11-20 8.7315046 8.741337 8.5348491 8.584013 38271500 8.584013
## 2019-11-21 8.6233447 8.643010 8.5250169 8.564348 33161400 8.564348
## 2019-11-22 8.6528440 8.751172 8.6233457 8.741339 34966700 8.741339
## 2019-11-25 8.7511712 8.859332 8.7216729 8.849499 30580900 8.849499
## 2019-11-26 8.8298327 8.869164 8.7610032 8.859331 30093800 8.859331
## 2019-11-27 8.8789966 8.996990 8.8691638 8.947826 37396100 8.947826
## 2019-11-29 8.8888304 8.947827 8.8789977 8.908496 13096200 8.908496
## 2019-12-02 8.9281604 8.987157 8.8494982 8.859331 37232700 8.859331
## 2019-12-03 8.8003357 8.800336 8.6528440 8.741339 40653100 8.741339
## 2019-12-04 8.8003350 8.878997 8.7905022 8.800335 29982900 8.800335
## 2019-12-05 8.8200001 8.849498 8.7315051 8.780669 25768600 8.780669
## 2019-12-06 8.8101673 8.918328 8.8003346 8.869164 31086900 8.869164
## 2019-12-09 8.8199999 8.918328 8.8101671 8.859331 21772900 8.859331
## 2019-12-10 8.8691631 8.947825 8.8101665 8.918327 34217700 8.918327
## 2019-12-11 8.9084951 8.987157 8.9084951 8.957659 33204200 8.957659
## 2019-12-12 8.9576587 9.203478 8.9576587 9.164147 48390900 9.164147
## 2019-12-13 9.1641470 9.232976 9.0363209 9.075652 35334500 9.075652
## 2019-12-16 9.0854854 9.232977 9.0658198 9.232977 42337600 9.232977
## 2019-12-17 9.2231442 9.252643 9.1543148 9.232977 35503900 9.232977
## 2019-12-18 9.2329764 9.409966 9.2034780 9.380468 45905300 9.380468
## 2019-12-19 9.3903019 9.409967 9.2231447 9.252643 42236000 9.252643
## 2019-12-20 9.3411366 9.380468 9.2821399 9.321471 50191200 9.321471
## 2019-12-23 9.3411377 9.409967 9.2428099 9.282141 54784400 9.282141
## 2019-12-24 9.2821417 9.331306 9.2723089 9.311640 11881600 9.311640
## 2019-12-26 9.3116386 9.331304 9.2723074 9.291973 28961300 9.291973
## 2019-12-27 9.2919730 9.301806 9.1936452 9.203478 28272800 9.203478
## 2019-12-30 9.1838130 9.193646 9.0756524 9.095318 36074900 9.095318
## 2019-12-31 9.0953181 9.173980 9.0953181 9.144482 32342100 9.144482
## 2020-01-02 9.1346489 9.262475 9.0363212 9.262475 43425700 9.262475
## 2020-01-03 9.1543148 9.213311 8.9969903 9.055987 45040800 9.055987
## 2020-01-06 8.9478263 9.016656 8.9084952 9.006823 43372300 9.006823
## 2020-01-07 9.0461541 9.095318 8.9674919 9.095318 44984100 9.095318
## 2020-01-08 9.0756524 9.144482 9.0166558 9.095318 45994900 9.095318
## 2020-01-09 9.1444821 9.154315 9.0264888 9.105151 51817400 9.105151
## 2020-01-10 9.1149836 9.203479 9.0953180 9.095318 39796300 9.095318
## 2020-01-13 9.0953178 9.105151 8.9576589 9.085485 48553700 9.085485
## 2020-01-14 9.0658196 9.173980 9.0559868 9.134649 42935600 9.134649
## 2020-01-15 9.1149832 9.144482 9.0264882 9.036321 55923900 9.036321
## 2020-01-16 9.0756527 9.124817 8.9969904 9.016656 44310400 9.016656
## 2020-01-17 9.0363213 9.075652 8.9773247 9.006823 41644900 9.006823
## 2020-01-21 8.9969903 9.065820 8.9478265 9.055987 49556400 9.055987
## 2020-01-22 9.0658197 9.095318 8.9969902 9.006823 39914800 9.006823
## 2020-01-23 8.9871580 9.006824 8.7806697 8.987158 75848700 8.987158
## 2020-01-24 8.9576595 8.967492 8.8101679 8.849499 68100900 8.849499
## 2020-01-27 8.7315062 8.810168 8.6331784 8.741339 60769300 8.741339
## 2020-01-28 8.7905027 8.849499 8.7118405 8.820001 85163400 8.820001
## 2020-01-29 8.8500000 8.960000 8.8400000 8.860000 59057400 8.860000
## 2020-01-30 8.8100000 8.840000 8.7300000 8.840000 42827800 8.840000
## 2020-01-31 8.7800000 8.840000 8.7400000 8.820000 59813700 8.820000
## 2020-02-03 8.8500000 9.140000 8.8500000 8.980000 71405400 8.980000
## 2020-02-04 9.0800000 9.240000 9.0700000 9.180000 86196400 9.180000
## 2020-02-05 8.4100000 8.480000 8.2600000 8.310000 145792500 8.310000
## 2020-02-06 8.3700000 8.380000 8.2500000 8.250000 68823400 8.250000
## 2020-02-07 8.2100000 8.210000 8.0200000 8.110000 98256500 8.110000
## 2020-02-10 8.1500000 8.150000 8.0500000 8.060000 71834900 8.060000
## 2020-02-11 8.1000000 8.150000 8.0800000 8.100000 80164500 8.100000
## 2020-02-12 8.1400000 8.330000 8.1300000 8.240000 111536800 8.240000
## 2020-02-13 8.2100000 8.360000 8.2100000 8.250000 67648800 8.250000
## 2020-02-14 8.2700000 8.270000 8.0800000 8.100000 46359700 8.100000
## 2020-02-18 8.1200000 8.150000 8.0200000 8.060000 65094800 8.060000
## 2020-02-19 8.0600000 8.100000 8.0000000 8.000000 69668200 8.000000
## 2020-02-20 8.0000000 8.070000 7.9900000 8.030000 52318200 8.030000
## 2020-02-21 8.0200000 8.030000 7.8900000 7.890000 58326300 7.890000
## 2020-02-24 7.7000000 7.720000 7.5500000 7.570000 110048200 7.570000
## 2020-02-25 7.6800000 7.680000 7.2200000 7.230000 108888300 7.230000
## 2020-02-26 7.3000000 7.460000 7.2100000 7.210000 92469500 7.210000
## 2020-02-27 7.1300000 7.280000 6.9200000 6.970000 118642400 6.970000
## 2020-02-28 6.8400000 6.960000 6.6700000 6.960000 116490700 6.960000
## 2020-03-02 7.1100000 7.230000 6.8800000 7.200000 96766000 7.200000
## 2020-03-03 7.2900000 7.340000 6.8900000 6.970000 97457800 6.970000
## 2020-03-04 7.0900000 7.090000 6.9200000 7.080000 70588100 7.080000
## 2020-03-05 6.9600000 6.970000 6.7100000 6.740000 78070900 6.740000
## 2020-03-06 6.6000000 6.680000 6.4000000 6.490000 109932200 6.490000
## 2020-03-09 5.9700000 6.140000 5.8700000 5.900000 103901700 5.900000
## 2020-03-10 6.2600000 6.290000 5.8000000 6.260000 101873600 6.260000
## 2020-03-11 6.0600000 6.110000 5.8800000 5.900000 98587100 5.900000
## 2020-03-12 5.3800000 5.690000 5.2000000 5.350000 89453100 5.350000
## 2020-03-13 5.8700000 5.900000 5.1200000 5.630000 125375300 5.630000
## 2020-03-16 5.0400000 5.220000 5.0000000 5.010000 110310900 5.010000
## 2020-03-17 5.0800000 5.140000 4.7000000 5.010000 104233500 5.010000
## 2020-03-18 4.7500000 4.840000 4.1000000 4.500000 125954700 4.500000
## 2020-03-19 4.3300000 4.580000 4.1000000 4.470000 126603800 4.470000
## 2020-03-20 4.5400000 4.750000 4.2500000 4.330000 129378600 4.330000
## 2020-03-23 4.2700000 4.520000 3.9600000 4.010000 134925000 4.010000
## 2020-03-24 4.4700000 4.990000 4.2600000 4.950000 146192100 4.950000
## 2020-03-25 5.7700000 5.870000 5.1200000 5.390000 198999400 5.390000
## 2020-03-26 5.3600000 5.650000 5.1600000 5.250000 138227600 5.250000
## 2020-03-27 5.0700000 5.300000 4.9100000 5.190000 106324000 5.190000
## 2020-03-30 5.1100000 5.120000 4.9300000 5.030000 97879700 5.030000
## 2020-03-31 5.0300000 5.190000 4.7500000 4.830000 231800800 4.830000
## 2020-04-01 4.6300000 4.770000 4.3600000 4.400000 119174500 4.400000
## 2020-04-02 4.3900000 4.570000 4.2500000 4.360000 90891700 4.360000
## 2020-04-03 4.4000000 4.420000 4.1700000 4.240000 85659900 4.240000
## 2020-04-06 4.5400000 4.670000 4.4100000 4.530000 102205300 4.530000
## 2020-04-07 4.8500000 5.030000 4.6300000 4.710000 115150400 4.710000
## 2020-04-08 4.8600000 5.090000 4.8000000 5.030000 117022200 5.030000
## 2020-04-09 5.5100000 5.750000 5.2400000 5.370000 175681700 5.370000
## 2020-04-13 5.4300000 5.430000 5.0200000 5.160000 99320000 5.160000
## 2020-04-14 5.2700000 5.440000 5.1600000 5.290000 74877000 5.290000
## 2020-04-15 5.0600000 5.140000 4.9500000 5.030000 74727700 5.030000
## 2020-04-16 5.0600000 5.070000 4.8900000 4.940000 58951200 4.940000
## 2020-04-17 5.1700000 5.280000 5.0300000 5.120000 91989300 5.120000
## 2020-04-20 5.0100000 5.090000 4.9100000 4.980000 71079400 4.980000
## 2020-04-21 4.8900000 4.920000 4.7200000 4.770000 82400200 4.770000
## 2020-04-22 4.8700000 4.890000 4.7500000 4.770000 62237200 4.770000
## 2020-04-23 4.8000000 4.980000 4.7700000 4.890000 61959800 4.890000
## 2020-04-24 4.9300000 4.960000 4.8000000 4.870000 54320400 4.870000
## 2020-04-27 4.9100000 5.190000 4.8800000 5.170000 91082800 5.170000
## 2020-04-28 5.4900000 5.540000 5.2200000 5.380000 106222800 5.380000
## 2020-04-29 5.3300000 5.500000 5.2100000 5.260000 126393000 5.260000
## 2020-04-30 5.1600000 5.240000 5.0600000 5.090000 93437900 5.090000
## 2020-05-01 5.0200000 5.050000 4.9000000 4.920000 82660100 4.920000
## 2020-05-04 4.8800000 4.970000 4.7700000 4.860000 84214700 4.860000
## 2020-05-05 4.9900000 5.090000 4.9400000 4.970000 96301300 4.970000
## 2020-05-06 5.0500000 5.090000 4.8200000 4.870000 89390400 4.870000
## 2020-05-07 4.9000000 4.980000 4.8500000 4.870000 67222900 4.870000
## 2020-05-08 4.9600000 5.250000 4.9500000 5.240000 101207100 5.240000
## 2020-05-11 5.1800000 5.190000 5.0500000 5.120000 75734000 5.120000
## 2020-05-12 5.1500000 5.220000 4.9700000 4.980000 70965200 4.980000
## 2020-05-13 5.0000000 5.010000 4.6600000 4.720000 100192300 4.720000
## 2020-05-14 4.6400000 4.920000 4.5200000 4.890000 108061100 4.890000
## 2020-05-15 4.8000000 4.940000 4.7500000 4.900000 80544700 4.900000
## 2020-05-18 5.1200000 5.330000 5.1200000 5.310000 136157700 5.310000
## 2020-05-19 5.2700000 5.450000 5.1500000 5.300000 94836300 5.300000
## 2020-05-20 5.3800000 5.540000 5.3700000 5.490000 87685400 5.490000
## 2020-05-21 5.4500000 5.690000 5.4400000 5.630000 87098200 5.630000
## 2020-05-22 5.6800000 5.730000 5.5000000 5.650000 76656500 5.650000
## 2020-05-26 5.9200000 5.990000 5.8200000 5.840000 86046300 5.840000
## 2020-05-27 6.0100000 6.090000 5.8400000 6.030000 110413900 6.030000
## 2020-05-28 6.0500000 6.070000 5.8100000 5.850000 76930200 5.850000
## 2020-05-29 5.7500000 5.800000 5.5700000 5.710000 92936300 5.710000
## 2020-06-01 5.7300000 5.880000 5.6700000 5.870000 61879700 5.870000
## 2020-06-02 5.9600000 6.000000 5.8300000 5.900000 80046000 5.900000
## 2020-06-03 5.9900000 6.270000 5.9200000 6.190000 98876600 6.190000
## 2020-06-04 6.2000000 6.580000 6.1200000 6.570000 115798600 6.570000
## 2020-06-05 7.2400000 7.500000 7.0200000 7.340000 208648200 7.340000
## 2020-06-08 7.5300000 7.740000 7.3700000 7.530000 113169300 7.530000
## 2020-06-09 7.2200000 7.440000 7.0500000 7.240000 115749600 7.240000
## 2020-06-10 7.3300000 7.340000 6.7700000 6.810000 147327100 6.810000
## 2020-06-11 6.0700000 6.460000 6.0400000 6.130000 116184700 6.130000
## 2020-06-12 6.5600000 6.630000 6.3000000 6.460000 88778000 6.460000
## 2020-06-15 6.1800000 6.580000 6.1100000 6.500000 104742600 6.500000
## 2020-06-16 6.8700000 6.870000 6.4400000 6.550000 109535200 6.550000
## 2020-06-17 6.5600000 6.560000 6.3100000 6.330000 67831400 6.330000
## 2020-06-18 6.2600000 6.450000 6.1900000 6.330000 61301800 6.330000
## 2020-06-19 6.6400000 6.690000 6.2300000 6.230000 126127800 6.230000
## 2020-06-22 6.2700000 6.280000 6.1300000 6.280000 71724300 6.280000
## 2020-06-23 6.3300000 6.380000 6.1400000 6.150000 86672800 6.150000
## 2020-06-24 6.0600000 6.120000 5.8600000 5.950000 75536300 5.950000
## 2020-06-25 5.8600000 6.050000 5.8000000 6.030000 73612700 6.030000
## 2020-06-26 6.0400000 6.070000 5.8100000 5.910000 118435400 5.910000
## 2020-06-29 5.9100000 6.070000 5.8100000 6.010000 58208400 6.010000
## 2020-06-30 5.9800000 6.100000 5.9000000 6.080000 61909300 6.080000
## 2020-07-01 6.1000000 6.180000 5.9500000 5.980000 62454700 5.980000
## 2020-07-02 6.1000000 6.170000 6.0000000 6.050000 67270500 6.050000
## 2020-07-06 6.1400000 6.200000 6.1100000 6.190000 63921800 6.190000
## 2020-07-07 6.1400000 6.200000 6.0900000 6.120000 56652000 6.120000
## 2020-07-08 6.1300000 6.180000 6.0500000 6.090000 60928600 6.090000
## 2020-07-09 6.0900000 6.100000 5.8200000 5.840000 82693000 5.840000
## 2020-07-10 5.8000000 6.100000 5.7400000 6.100000 73710700 6.100000
## 2020-07-13 6.1500000 6.220000 6.0500000 6.060000 80190700 6.060000
## 2020-07-14 6.1800000 6.390000 6.0800000 6.360000 106131800 6.360000
## 2020-07-15 6.5400000 6.780000 6.5200000 6.740000 101648700 6.740000
## 2020-07-16 6.6600000 6.900000 6.6300000 6.860000 93498500 6.860000
## 2020-07-17 6.9000000 6.910000 6.7300000 6.800000 80769000 6.800000
## 2020-07-20 6.8000000 6.850000 6.5800000 6.660000 71361700 6.660000
## 2020-07-21 6.7100000 6.810000 6.6400000 6.680000 63285100 6.680000
## 2020-07-22 6.6400000 6.880000 6.6100000 6.840000 75629600 6.840000
## 2020-07-23 6.8700000 7.060000 6.8000000 6.980000 88652600 6.980000
## 2020-07-24 6.9000000 7.010000 6.8600000 6.880000 62292000 6.880000
## 2020-07-27 6.9200000 6.940000 6.7700000 6.930000 60370200 6.930000
## 2020-07-28 6.9000000 7.050000 6.9000000 7.010000 56312500 7.010000
## 2020-07-29 7.0500000 7.060000 6.8300000 6.920000 59437200 6.920000
## 2020-07-30 6.7400000 6.830000 6.6700000 6.740000 58991000 6.740000
## 2020-07-31 6.8900000 6.900000 6.5200000 6.610000 115301700 6.610000
## 2020-08-03 6.6500000 6.720000 6.5300000 6.690000 53845900 6.690000
## 2020-08-04 6.9100000 6.910000 6.7300000 6.860000 69377600 6.860000
## 2020-08-05 6.8600000 7.030000 6.8600000 6.960000 81728400 6.960000
## 2020-08-06 6.9300000 7.000000 6.8900000 6.930000 48668500 6.930000
## 2020-08-07 6.8700000 6.920000 6.7900000 6.860000 47480100 6.860000
## 2020-08-10 6.9100000 7.130000 6.9100000 7.090000 57229000 7.090000
## 2020-08-11 7.2100000 7.380000 7.1900000 7.230000 74016400 7.230000
## 2020-08-12 7.3300000 7.370000 7.0600000 7.110000 59161400 7.110000
## 2020-08-13 7.0300000 7.180000 7.0000000 7.030000 50066800 7.030000
## 2020-08-14 6.9700000 7.110000 6.9300000 7.040000 43517700 7.040000
## 2020-08-17 7.0500000 7.060000 6.8700000 6.980000 64555200 6.980000
## 2020-08-18 6.9800000 7.010000 6.8900000 6.890000 40444200 6.890000
## 2020-08-19 6.8900000 7.020000 6.8600000 6.870000 44158100 6.870000
## 2020-08-20 6.7700000 6.890000 6.7300000 6.840000 41824500 6.840000
## 2020-08-21 6.7800000 6.850000 6.6500000 6.660000 39158900 6.660000
## 2020-08-24 6.7300000 7.000000 6.6900000 6.980000 64974700 6.980000
## 2020-08-25 7.0100000 7.100000 6.8600000 6.940000 49550000 6.940000
## 2020-08-26 6.9400000 6.970000 6.7700000 6.820000 48600100 6.820000
## 2020-08-27 6.8300000 6.980000 6.8300000 6.910000 45740900 6.910000
## 2020-08-28 6.9300000 6.950000 6.8600000 6.940000 39936900 6.940000
## 2020-08-31 6.9000000 6.930000 6.7900000 6.820000 50089500 6.820000
## 2020-09-01 6.7700000 6.870000 6.7200000 6.830000 48189900 6.830000
## 2020-09-02 6.8100000 6.970000 6.7700000 6.950000 59008900 6.950000
## 2020-09-03 6.9200000 7.090000 6.7600000 6.820000 78130900 6.820000
## 2020-09-04 6.8600000 6.950000 6.7500000 6.900000 70017500 6.900000
## 2020-09-08 6.8300000 7.170000 6.8100000 7.030000 84749300 7.030000
## 2020-09-09 7.0700000 7.100000 6.9300000 6.970000 56501400 6.970000
## 2020-09-10 6.9900000 7.040000 6.8700000 6.910000 69228600 6.910000
## 2020-09-11 6.9400000 7.000000 6.8500000 7.000000 55080600 7.000000
## 2020-09-14 7.0100000 7.180000 6.9800000 7.120000 58704300 7.120000
## 2020-09-15 7.1600000 7.180000 7.0000000 7.040000 65198500 7.040000
## 2020-09-16 7.0500000 7.120000 6.9900000 7.020000 46245800 7.020000
## 2020-09-17 7.0400000 7.340000 6.9800000 7.280000 84850100 7.280000
## 2020-09-18 7.3100000 7.400000 7.2200000 7.230000 71929400 7.230000
## 2020-09-21 7.0900000 7.090000 6.8100000 6.870000 72850300 6.870000
## 2020-09-22 6.8900000 6.990000 6.7700000 6.780000 55865500 6.780000
## 2020-09-23 6.8100000 6.930000 6.6300000 6.640000 52588600 6.640000
## 2020-09-24 6.6000000 6.760000 6.4100000 6.660000 59822900 6.660000
## 2020-09-25 6.6100000 6.710000 6.5000000 6.510000 53761800 6.510000
## 2020-09-28 6.5900000 6.770000 6.5800000 6.690000 47582600 6.690000
## 2020-09-29 6.6900000 6.700000 6.5400000 6.600000 38987300 6.600000
## 2020-09-30 6.6100000 6.750000 6.5900000 6.660000 55944600 6.660000
## 2020-10-01 6.7100000 6.770000 6.6300000 6.750000 58340600 6.750000
## 2020-10-02 6.6200000 6.930000 6.6000000 6.890000 60798400 6.890000
## 2020-10-05 6.9500000 7.050000 6.9500000 7.020000 42359400 7.020000
## 2020-10-06 7.0600000 7.250000 6.9600000 6.980000 78203800 6.980000
## 2020-10-07 7.1100000 7.250000 7.0600000 7.230000 50664100 7.230000
## 2020-10-08 7.2900000 7.350000 7.2000000 7.350000 54513300 7.350000
## 2020-10-09 7.3600000 7.440000 7.2300000 7.250000 50977900 7.250000
## 2020-10-12 7.3600000 7.870000 7.3300000 7.670000 97692900 7.670000
## 2020-10-13 7.8200000 7.880000 7.6300000 7.760000 74562600 7.760000
## 2020-10-14 7.7300000 7.750000 7.5500000 7.570000 57752100 7.570000
## 2020-10-15 7.4200000 7.620000 7.3700000 7.620000 49336200 7.620000
## 2020-10-16 7.7100000 7.750000 7.6100000 7.670000 47509400 7.670000
## 2020-10-19 7.6800000 7.720000 7.5700000 7.590000 38960700 7.590000
## 2020-10-20 7.6200000 7.850000 7.5800000 7.740000 63447000 7.740000
## 2020-10-21 7.7700000 7.880000 7.7300000 7.850000 51981100 7.850000
## 2020-10-22 7.9300000 8.220000 7.8900000 8.210000 74008500 8.210000
## 2020-10-23 8.3000000 8.350000 8.0900000 8.160000 62249000 8.160000
## 2020-10-26 8.0400000 8.070000 7.9400000 8.030000 62131000 8.030000
## 2020-10-27 8.0100000 8.090000 7.9000000 7.920000 64154500 7.920000
## 2020-10-28 7.6800000 7.880000 7.6300000 7.700000 82938300 7.700000
## 2020-10-29 8.1700000 8.240000 7.8500000 7.900000 118999900 7.900000
## 2020-10-30 7.8500000 7.910000 7.6100000 7.730000 79345600 7.730000
## 2020-11-02 7.8300000 7.860000 7.6800000 7.710000 59962900 7.710000
## 2020-11-03 7.7600000 7.930000 7.7300000 7.880000 65108800 7.880000
## 2020-11-04 7.8600000 7.870000 7.6300000 7.640000 67326800 7.640000
## 2020-11-05 7.7600000 7.990000 7.7100000 7.990000 61442600 7.990000
## 2020-11-06 8.0100000 8.020000 7.7500000 7.790000 50912100 7.790000
## 2020-11-09 8.1100000 8.380000 8.0800000 8.200000 110511300 8.200000
## 2020-11-10 8.2300000 8.590000 8.1800000 8.380000 87468400 8.380000
## 2020-11-11 8.6000000 8.600000 8.2900000 8.330000 75644400 8.330000
## 2020-11-12 8.2600000 8.290000 8.1000000 8.210000 81064900 8.210000
## 2020-11-13 8.2300000 8.570000 8.2300000 8.540000 79475100 8.540000
## 2020-11-16 8.7400000 8.850000 8.6100000 8.800000 84853900 8.800000
## 2020-11-17 8.6600000 8.850000 8.6300000 8.750000 46754500 8.750000
## 2020-11-18 8.8200000 9.050000 8.7800000 8.820000 77759300 8.820000
## 2020-11-19 8.8800000 8.880000 8.7400000 8.820000 56672700 8.820000
## 2020-11-20 8.8100000 8.820000 8.6800000 8.740000 57024300 8.740000
## 2020-11-23 8.8200000 8.980000 8.7800000 8.860000 71537100 8.860000
## 2020-11-24 9.1500000 9.500000 9.1400000 9.450000 99520500 9.450000
## 2020-11-25 9.2000000 9.250000 9.0000000 9.080000 95217800 9.080000
## 2020-11-27 9.1200000 9.140000 9.0300000 9.090000 27853900 9.090000
## 2020-11-30 9.2300000 9.230000 8.9800000 9.080000 77970100 9.080000
## 2020-12-01 9.1600000 9.400000 9.1600000 9.240000 68863000 9.240000
## 2020-12-02 9.1600000 9.240000 9.0800000 9.200000 48345000 9.200000
## 2020-12-03 9.2600000 9.320000 9.1500000 9.210000 50302100 9.210000
## 2020-12-04 9.2600000 9.440000 9.2400000 9.340000 48775500 9.340000
## 2020-12-07 9.3100000 9.330000 9.1500000 9.220000 58305200 9.220000
## 2020-12-08 9.1900000 9.330000 9.1700000 9.250000 56296700 9.250000
## 2020-12-09 9.3100000 9.490000 9.2900000 9.450000 60780300 9.450000
## 2020-12-10 9.3100000 9.320000 9.1000000 9.120000 83372800 9.120000
## 2020-12-11 9.1900000 9.190000 9.0100000 9.020000 73438200 9.020000
## 2020-12-14 9.1300000 9.180000 8.8800000 8.910000 76826000 8.910000
## 2020-12-15 9.0300000 9.150000 8.9400000 9.150000 69606100 9.150000
## 2020-12-16 9.1700000 9.180000 8.9700000 9.040000 55274500 9.040000
## 2020-12-17 9.0900000 9.130000 9.0000000 9.080000 49301600 9.080000
## 2020-12-18 9.0900000 9.090000 8.9100000 8.950000 78764600 8.950000
## 2020-12-21 8.8700000 9.010000 8.7900000 8.930000 63908100 8.930000
## 2020-12-22 8.9800000 8.990000 8.7500000 8.790000 59031200 8.790000
## 2020-12-23 8.8200000 9.030000 8.8000000 8.990000 54086700 8.990000
## 2020-12-24 9.0100000 9.020000 8.8000000 8.860000 27927000 8.860000
## 2020-12-28 8.9200000 8.980000 8.8600000 8.890000 38068400 8.890000
## 2020-12-29 8.9300000 8.930000 8.7800000 8.820000 37537900 8.820000
## 2020-12-30 8.8300000 8.920000 8.8100000 8.860000 38461900 8.860000
## 2020-12-31 8.8400000 8.860000 8.7800000 8.790000 40176500 8.790000
## 2021-01-04 8.8100000 8.840000 8.4300000 8.520000 85043100 8.520000
## 2021-01-05 8.4700000 8.720000 8.4600000 8.650000 70127800 8.650000
## 2021-01-06 8.7900000 8.940000 8.6800000 8.840000 72590200 8.840000
## 2021-01-07 8.9400000 9.080000 8.8800000 9.060000 77117100 9.060000
## 2021-01-08 9.1000000 9.140000 8.8900000 9.000000 59162200 9.000000
## 2021-01-11 8.8700000 9.320000 8.8200000 9.300000 95968300 9.300000
## 2021-01-12 9.3000000 9.820000 9.2900000 9.780000 124808500 9.780000
## 2021-01-13 9.9100000 9.920000 9.6400000 9.780000 89549300 9.780000
## 2021-01-14 9.8100000 10.200000 9.7900000 10.170000 112695300 10.170000
## 2021-01-15 10.0400000 10.050000 9.8200000 9.830000 99985000 9.830000
## 2021-01-19 10.0600000 10.210000 9.9700000 10.020000 78732800 10.020000
## 2021-01-20 10.2300000 10.870000 10.1900000 10.860000 125033200 10.860000
## 2021-01-21 11.2800000 12.150000 11.1200000 11.530000 282394100 11.530000
## 2021-01-22 11.6600000 11.690000 11.3400000 11.520000 130866600 11.520000
## 2021-01-25 11.4900000 11.520000 10.8800000 11.290000 118954500 11.290000
## 2021-01-26 11.3100000 11.530000 11.1200000 11.190000 66267500 11.190000
## 2021-01-27 11.0200000 11.170000 10.7000000 10.790000 82863000 10.790000
## 2021-01-28 10.8400000 11.050000 10.7100000 10.720000 77388700 10.720000
## 2021-01-29 10.5900000 10.840000 10.4500000 10.530000 73925800 10.530000
## 2021-02-01 10.6500000 11.440000 10.3600000 10.830000 157114400 10.830000
## 2021-02-02 11.1400000 11.200000 10.7100000 10.860000 80440700 10.860000
## 2021-02-03 10.9200000 11.360000 10.8400000 11.200000 82968600 11.200000
## 2021-02-04 11.4000000 11.620000 11.1700000 11.370000 106845000 11.370000
## 2021-02-05 11.8000000 11.900000 11.3000000 11.510000 113402100 11.510000
## 2021-02-08 11.5200000 11.580000 11.3100000 11.560000 75756700 11.560000
## 2021-02-09 11.5400000 12.040000 11.4900000 11.930000 102250800 11.930000
## 2021-02-10 12.0000000 12.020000 11.5300000 11.760000 76282500 11.760000
## 2021-02-11 11.6600000 11.740000 11.3100000 11.450000 55762900 11.450000
## 2021-02-12 11.4200000 11.620000 11.3700000 11.450000 44401200 11.450000
## 2021-02-16 11.5000000 11.700000 11.3800000 11.540000 48392100 11.540000
## 2021-02-17 11.6100000 11.610000 11.3700000 11.480000 49554000 11.480000
## 2021-02-18 11.3700000 11.480000 11.3000000 11.430000 37777100 11.430000
## 2021-02-19 11.5200000 11.590000 11.4600000 11.580000 48615600 11.580000
## 2021-02-22 11.5200000 11.940000 11.5000000 11.700000 62183000 11.700000
## 2021-02-23 11.5900000 11.650000 11.1300000 11.620000 72904500 11.620000
## 2021-02-24 11.6700000 12.400000 11.6400000 12.270000 95152800 12.270000
## 2021-02-25 12.2200000 12.400000 11.7200000 11.760000 75249400 11.760000
## 2021-02-26 11.8900000 11.980000 11.5400000 11.700000 69614500 11.700000
## 2021-03-01 11.8700000 12.080000 11.7800000 11.980000 43172800 11.980000
## 2021-03-02 12.0400000 12.800000 11.9400000 12.550000 104789000 12.550000
## 2021-03-03 12.6100000 12.610000 12.1400000 12.170000 80169700 12.170000
## 2021-03-04 12.2400000 12.460000 11.6300000 11.930000 88339600 11.930000
## 2021-03-05 12.0600000 12.290000 11.6700000 12.270000 79345700 12.270000
## 2021-03-08 12.3900000 12.880000 12.3000000 12.650000 86129700 12.650000
## 2021-03-09 12.7600000 12.760000 12.3800000 12.570000 61568700 12.570000
## 2021-03-10 12.7200000 12.980000 12.6200000 12.910000 62111200 12.910000
## 2021-03-11 12.9400000 13.060000 12.7500000 12.810000 56536500 12.810000
## 2021-03-12 12.7800000 13.430000 12.7700000 13.370000 87160100 13.370000
## 2021-03-15 13.3900000 13.620000 13.0500000 13.200000 64476000 13.200000
## 2021-03-16 13.0600000 13.150000 12.4300000 12.490000 125425300 12.490000
## 2021-03-17 12.3400000 12.700000 12.2200000 12.690000 109324400 12.690000
## 2021-03-18 12.7000000 13.010000 12.4400000 12.490000 76733300 12.490000
## 2021-03-19 12.8500000 12.950000 12.5500000 12.830000 90885200 12.830000
## 2021-03-22 12.8500000 12.930000 12.5100000 12.850000 81362100 12.850000
## 2021-03-23 12.5700000 12.680000 12.1200000 12.210000 73020200 12.210000
## 2021-03-24 12.3600000 12.530000 12.1200000 12.140000 54534400 12.140000
## 2021-03-25 11.9400000 12.350000 11.7200000 12.320000 54201800 12.320000
## 2021-03-26 12.4300000 12.490000 12.0600000 12.300000 49239800 12.300000
## 2021-03-29 12.2000000 12.360000 12.0700000 12.150000 44747900 12.150000
## 2021-03-30 12.1600000 12.480000 12.1100000 12.460000 49762300 12.460000
## 2021-03-31 12.4600000 12.540000 12.2100000 12.250000 60456900 12.250000
## 2021-04-01 12.2800000 12.290000 12.0200000 12.170000 61907500 12.170000
## 2021-04-05 12.3900000 12.780000 12.3300000 12.700000 82332700 12.700000
## 2021-04-06 12.7000000 12.990000 12.6400000 12.920000 67499400 12.920000
## 2021-04-07 12.8700000 12.930000 12.6600000 12.730000 42264000 12.730000
## 2021-04-08 12.6700000 12.760000 12.4300000 12.510000 52622000 12.510000
## 2021-04-09 12.4900000 12.620000 12.3900000 12.510000 40555400 12.510000
## 2021-04-12 12.5000000 12.550000 12.3200000 12.380000 40422800 12.380000
## 2021-04-13 12.3900000 12.450000 12.1000000 12.200000 51556000 12.200000
## 2021-04-14 12.2000000 12.490000 12.2000000 12.240000 49877500 12.240000
## 2021-04-15 12.3000000 12.320000 12.1300000 12.240000 38209300 12.240000
## 2021-04-16 12.3200000 12.360000 12.1900000 12.230000 33132900 12.230000
## 2021-04-19 12.2200000 12.250000 12.0200000 12.110000 39063500 12.110000
## 2021-04-20 12.0600000 12.060000 11.3500000 11.450000 83170800 11.450000
## 2021-04-21 11.3600000 11.740000 11.1800000 11.730000 49641100 11.730000
## 2021-04-22 12.0600000 12.150000 11.8300000 11.940000 73064400 11.940000
## 2021-04-23 11.9700000 12.240000 11.8700000 12.220000 51833300 12.220000
## 2021-04-26 12.2800000 12.440000 12.2300000 12.270000 40863800 12.270000
## 2021-04-27 12.2900000 12.500000 12.2700000 12.490000 42037800 12.490000
## 2021-04-28 12.6000000 12.600000 12.3900000 12.430000 68023400 12.430000
## 2021-04-29 11.9100000 11.910000 11.1400000 11.260000 230430600 11.260000
## 2021-04-30 11.3600000 11.540000 11.3300000 11.540000 90786500 11.540000
## 2021-05-03 11.5600000 11.680000 11.4300000 11.630000 61987300 11.630000
## 2021-05-04 11.5300000 11.550000 11.2300000 11.410000 71007700 11.410000
## 2021-05-05 11.5000000 11.640000 11.5000000 11.610000 41381300 11.610000
## 2021-05-06 11.5500000 11.760000 11.4800000 11.740000 50032800 11.740000
## 2021-05-07 11.6500000 11.830000 11.5200000 11.820000 41525800 11.820000
## 2021-05-10 11.7800000 11.930000 11.7000000 11.710000 51703500 11.710000
## 2021-05-11 11.4500000 11.760000 11.4200000 11.580000 56882600 11.580000
## 2021-05-12 11.5400000 11.680000 11.2800000 11.330000 55663100 11.330000
## 2021-05-13 11.3600000 11.680000 11.3500000 11.550000 56598500 11.550000
## 2021-05-14 11.6500000 11.870000 11.6200000 11.840000 48619200 11.840000
## 2021-05-17 11.8200000 12.180000 11.7900000 12.150000 52201700 12.150000
## 2021-05-18 12.2900000 12.530000 12.1300000 12.140000 72472900 12.140000
## 2021-05-19 12.0300000 12.210000 11.8500000 12.110000 70220800 12.110000
## 2021-05-20 12.5200000 12.690000 12.3000000 12.490000 106243900 12.490000
## 2021-05-21 12.7000000 13.470000 12.5700000 13.330000 200958600 13.330000
## 2021-05-24 13.3800000 13.380000 12.9200000 13.060000 111374300 13.060000
## 2021-05-25 13.1300000 13.430000 12.8000000 12.810000 113383400 12.810000
## 2021-05-26 13.1600000 13.950000 13.1000000 13.900000 227538700 13.900000
## 2021-05-27 14.3800000 15.050000 14.1200000 14.880000 278939100 14.880000
## 2021-05-28 15.0100000 15.050000 14.4100000 14.530000 152105300 14.530000
## 2021-06-01 14.7200000 14.840000 14.4600000 14.810000 89071000 14.810000
## 2021-06-02 14.9000000 15.020000 14.6800000 14.910000 77517200 14.910000
## 2021-06-03 15.1500000 16.059999 14.9900000 15.990000 179671400 15.990000
## 2021-06-04 16.3300000 16.450001 15.8000000 15.970000 151788000 15.970000
## 2021-06-07 16.0100000 16.200001 15.6500000 15.880000 90915300 15.880000
## 2021-06-08 15.7600000 15.800000 15.3300000 15.630000 93891100 15.630000
## 2021-06-09 15.6000000 15.620000 15.3900000 15.480000 60079100 15.480000
## 2021-06-10 15.5900000 15.780000 15.0800000 15.110000 78147500 15.110000
## 2021-06-11 15.3000000 15.430000 15.1700000 15.280000 50613500 15.280000
## 2021-06-14 15.2300000 15.300000 14.8200000 14.870000 82666000 14.870000
## 2021-06-15 14.9100000 15.160000 14.7600000 15.000000 62612700 15.000000
## 2021-06-16 15.1000000 15.290000 14.8800000 15.020000 69112900 15.020000
## 2021-06-17 15.3000000 15.400000 14.5800000 14.770000 126653100 14.770000
## 2021-06-18 14.5400000 14.770000 14.4400000 14.520000 76162700 14.520000
head(datas$F)
## F.Open F.High F.Low F.Close F.Volume F.Adjusted
## 2005-01-03 9.240317 9.297044 9.145770 9.271832 9852200 9.271832
## 2005-01-04 9.271829 9.297042 9.196192 9.240314 9035400 9.240314
## 2005-01-05 9.221407 9.240316 9.089042 9.095345 11376200 9.095345
## 2005-01-06 9.076436 9.152073 9.057526 9.107951 6672600 9.107951
## 2005-01-07 9.126860 9.234012 9.107950 9.234012 11452500 9.234012
## 2005-01-10 9.133166 9.196196 9.126862 9.170984 10033300 9.170984
#
bt.prep(datas, align='remove.na')
names(datas)
## [1] "TM" "HYMTF" "ISUZY" "prices"
## [5] "NSANY" "dates" "HMC" "weight"
## [9] "F" ".getSymbols" "symbolnames" "execution.price"
## [13] "MZDAF" "RACE"
#
head(datas$MZDAF)
## MZDAF.Open MZDAF.High MZDAF.Low MZDAF.Close MZDAF.Volume
## 2015-10-21 17.66053 17.66053 17.66053 17.66053 0
## 2015-10-22 17.28286 17.62456 17.28286 17.62456 3100
## 2015-10-23 17.62456 17.62456 17.62456 17.62456 0
## 2015-10-26 17.62456 17.62456 17.62456 17.62456 0
## 2015-10-27 18.18207 18.18207 18.18207 18.18207 300
## 2015-10-28 17.69650 17.84936 17.69650 17.84936 800
## MZDAF.Adjusted
## 2015-10-21 17.66053
## 2015-10-22 17.62456
## 2015-10-23 17.62456
## 2015-10-26 17.62456
## 2015-10-27 18.18207
## 2015-10-28 17.84936
head(datas$prices)
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2015-10-21 11.61648 32.70 47.50 11.26 17.66053 20.29 52.29956 119.5885
## 2015-10-22 11.74463 33.04 47.50 11.51 17.62456 20.55 53.96364 121.0677
## 2015-10-23 11.81248 33.83 47.50 11.78 17.62456 20.77 53.61180 121.5607
## 2015-10-26 11.82001 33.80 47.05 11.76 17.62456 20.86 52.31858 121.1643
## 2015-10-27 11.22449 33.38 47.05 11.62 18.18207 20.80 51.20602 120.6809
## 2015-10-28 11.39963 33.83 47.05 11.70 17.84936 21.15 49.32324 122.1601
#
prices_monthly <- to.monthly(datas$prices, indexAt = "last", OHLC = FALSE) # indexAt = 'endof'
head(prices_monthly)
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2015-10-30 11.277796 33.13 47.45 11.63 17.75944 20.73 47.95394 118.5444
## 2015-11-30 10.912279 32.68 48.50 11.15 18.70362 21.68 44.07426 120.2846
## 2015-12-31 10.729517 31.93 43.15 10.75 18.70362 20.99 45.64325 118.9504
## 2016-01-29 9.398948 27.02 39.10 10.06 16.14985 19.78 37.81734 116.0405
## 2016-02-29 9.847643 25.71 41.13 9.98 12.49905 18.09 36.11523 100.6400
## 2016-03-31 10.626953 27.34 45.79 10.28 14.08280 18.51 39.65258 104.7277
monthly.ret <- na.omit(Return.calculate(prices_monthly, method = "discrete"))
head(monthly.ret)
## F HMC HYMTF ISUZY MZDAF
## 2015-11-30 -0.03241032 -0.01358289 0.02212853 -0.041272571 0.05316450
## 2015-12-31 -0.01674829 -0.02294982 -0.11030924 -0.035874439 0.00000000
## 2016-01-29 -0.12401015 -0.15377388 -0.09385872 -0.064186047 -0.13653840
## 2016-02-29 0.04773885 -0.04848264 0.05191824 -0.007952286 -0.22605794
## 2016-03-31 0.07913670 0.06339950 0.11329929 0.030060120 0.12670905
## 2016-04-29 0.01552289 -0.01389909 -0.06966593 0.029182879 0.03992276
## NSANY RACE TM
## 2015-11-30 0.04582730 -0.08090422 0.01467944
## 2015-12-31 -0.03182657 0.03559873 -0.01109145
## 2016-01-29 -0.05764645 -0.17145824 -0.02446355
## 2016-02-29 -0.08543988 -0.04500882 -0.13271685
## 2016-03-31 0.02321725 0.09794641 0.04061760
## 2016-04-29 -0.03943809 0.09952017 -0.04345375
#
# 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 <- '2005-01::2021-12'
X <- monthly.ret[dates]
head(X)
## F HMC HYMTF ISUZY MZDAF
## 2015-11-30 -0.03241032 -0.01358289 0.02212853 -0.041272571 0.05316450
## 2015-12-31 -0.01674829 -0.02294982 -0.11030924 -0.035874439 0.00000000
## 2016-01-29 -0.12401015 -0.15377388 -0.09385872 -0.064186047 -0.13653840
## 2016-02-29 0.04773885 -0.04848264 0.05191824 -0.007952286 -0.22605794
## 2016-03-31 0.07913670 0.06339950 0.11329929 0.030060120 0.12670905
## 2016-04-29 0.01552289 -0.01389909 -0.06966593 0.029182879 0.03992276
## NSANY RACE TM
## 2015-11-30 0.04582730 -0.08090422 0.01467944
## 2015-12-31 -0.03182657 0.03559873 -0.01109145
## 2016-01-29 -0.05764645 -0.17145824 -0.02446355
## 2016-02-29 -0.08543988 -0.04500882 -0.13271685
## 2016-03-31 0.02321725 0.09794641 0.04061760
## 2016-04-29 -0.03943809 0.09952017 -0.04345375
dim(X)
## [1] 68 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
## 2005-01-31 0.0097 0.0076 0.0014
## 2005-02-28 -0.0061 0.0027 0.0007
## 2005-03-31 0.0000 -0.0006 0.0065
## 2005-04-29 0.0104 -0.0040 -0.0003
## 2005-05-31 -0.0049 0.0046 0.0033
## 2005-06-30 -0.0063 0.0021 0.0025
dim(f)
## [1] 196 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", force=TRUE)
## Downloading GitHub repo dppalomar/covFactorModel@HEAD
##
##
checking
✓ checking for file ‘/tmp/RtmpcAnunN/remotesa5d62daacd7/dppalomar-covFactorModel-1e7cc3d/DESCRIPTION’
##
─ preparing ‘covFactorModel’:
## checking DESCRIPTION meta-information ...
checking DESCRIPTION meta-information ...
checking DESCRIPTION meta-information ... OK
✓ checking DESCRIPTION meta-information
##
─ checking for LF line-endings in source and make files and shell scripts
##
─ checking for empty or unneeded directories
##
─ building ‘covFactorModel_0.1.0.tar.gz’
##
##
## Installing package into '/home/rstudio/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
library(covFactorModel)
#
insample_range <- '2010-01::2014-12'
one_factor_model <- factorModel(f[insample_range], type = "Macro", 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$beta)
## alpha Mkt.RF
## Mkt.RF -1.156482e-19 1.0000000
## SMB -3.343617e-04 0.1573666
## HML -1.937723e-04 0.1475380
# we can do the fitting using a more compact matrix notation
F_ <- cbind(ones = 1, f$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 -8.472518e-20 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,] 5.651647e-37 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)
## F HMC HYMTF ISUZY MZDAF
## 2015-11-30 -0.03241032 -0.01358289 0.02212853 -0.041272571 0.05316450
## 2015-12-31 -0.01674829 -0.02294982 -0.11030924 -0.035874439 0.00000000
## 2016-01-29 -0.12401015 -0.15377388 -0.09385872 -0.064186047 -0.13653840
## 2016-02-29 0.04773885 -0.04848264 0.05191824 -0.007952286 -0.22605794
## 2016-03-31 0.07913670 0.06339950 0.11329929 0.030060120 0.12670905
## 2016-04-29 0.01552289 -0.01389909 -0.06966593 0.029182879 0.03992276
## NSANY RACE TM
## 2015-11-30 0.04582730 -0.08090422 0.01467944
## 2015-12-31 -0.03182657 0.03559873 -0.01109145
## 2016-01-29 -0.05764645 -0.17145824 -0.02446355
## 2016-02-29 -0.08543988 -0.04500882 -0.13271685
## 2016-03-31 0.02321725 0.09794641 0.04061760
## 2016-04-29 -0.03943809 0.09952017 -0.04345375
dim(X)
## [1] 65 8
tail(X)
## F HMC HYMTF ISUZY MZDAF
## 2020-10-30 0.16066066 -0.003375527 -0.03231198 -0.07981756 -0.06690141
## 2020-11-30 0.17464424 0.173581618 0.10823252 0.20693928 0.13207547
## 2020-12-31 -0.03193833 0.019119806 0.13454545 -0.02874743 0.05500000
## 2021-01-29 0.19795222 -0.062654867 0.15590664 0.03065539 0.11374408
## 2021-02-26 0.11111111 0.044939577 -0.05961580 0.07897436 0.12056738
## 2021-03-31 0.04700855 0.091434803 -0.05749789 0.02756654 -0.01392405
## NSANY RACE TM
## 2020-10-30 0.001424501 -0.03080015 -0.008683245
## 2020-11-30 0.339971550 0.18321935 0.024145130
## 2020-12-31 0.145435244 0.08720575 0.149561200
## 2021-01-29 -0.040778499 -0.09297671 -0.090897343
## 2021-02-26 0.061835749 -0.05187811 0.052732627
## 2021-03-31 0.026387625 0.06028977 0.054958463
#
prices_monthly <- to.monthly(datas$prices, indexAt = "last", OHLC = FALSE) # indexAt = 'endof'
head(prices_monthly)
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2015-10-30 11.277796 33.13 47.45 11.63 17.75944 20.73 47.95394 118.5444
## 2015-11-30 10.912279 32.68 48.50 11.15 18.70362 21.68 44.07426 120.2846
## 2015-12-31 10.729517 31.93 43.15 10.75 18.70362 20.99 45.64325 118.9504
## 2016-01-29 9.398948 27.02 39.10 10.06 16.14985 19.78 37.81734 116.0405
## 2016-02-29 9.847643 25.71 41.13 9.98 12.49905 18.09 36.11523 100.6400
## 2016-03-31 10.626953 27.34 45.79 10.28 14.08280 18.51 39.65258 104.7277
prices_monthly <- prices_monthly[dates]
head(prices_monthly)
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2015-10-30 11.277796 33.13 47.45 11.63 17.75944 20.73 47.95394 118.5444
## 2015-11-30 10.912279 32.68 48.50 11.15 18.70362 21.68 44.07426 120.2846
## 2015-12-31 10.729517 31.93 43.15 10.75 18.70362 20.99 45.64325 118.9504
## 2016-01-29 9.398948 27.02 39.10 10.06 16.14985 19.78 37.81734 116.0405
## 2016-02-29 9.847643 25.71 41.13 9.98 12.49905 18.09 36.11523 100.6400
## 2016-03-31 10.626953 27.34 45.79 10.28 14.08280 18.51 39.65258 104.7277
tail(prices_monthly)
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2020-10-30 7.73 23.62 34.74 8.07 5.30 7.03 177.5456 131.29
## 2020-11-30 9.08 27.72 38.50 9.74 6.00 9.42 210.0754 134.46
## 2020-12-31 8.79 28.25 43.68 9.46 6.33 10.79 228.3951 154.57
## 2021-01-29 10.53 26.48 50.49 9.75 7.05 10.35 207.1597 140.52
## 2021-02-26 11.70 27.67 47.48 10.52 7.90 10.99 196.4127 147.93
## 2021-03-31 12.25 30.20 44.75 10.81 7.79 11.28 208.2543 156.06
#
#*****************************************************************
# Code Strategies
#******************************************************************
# We need to create environment variable required by SIT
# data_m <- new.env()
#
# data_m$F <- prices_monthly$F
# colnames(data_m$F) <- 'Close'
# head(data_m$F)
# Change column names to Close which will be consistent with the requirement of SIT package
# data_m$F <- prices_monthly$F %>% `colnames<-` (c("Close"))
# data_m$NSANY <- prices_monthly$NSANY %>% `colnames<-` (c("Close"))
# data_m$TM <- prices_monthly$TM %>% `colnames<-` (c("Close"))
# data_m$RACE <- prices_monthly$RACE %>% `colnames<-` (c("Close"))
# data_m$ISUZY <- prices_monthly$ISUZY %>% `colnames<-` (c("Close"))
# data_m$HMC <- prices_monthly$HMC %>% `colnames<-` (c("Close"))
# data_m$HYMT <- prices_monthly$HYMT %>% `colnames<-` (c("Close"))
# data_m$MZDAF <- prices_monthly$MZDAF %>% `colnames<-` (c("Close"))
# names(data_m)
# head(data_m$F)
# 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] "MZDAF" "HYMTF" "HMC" "ISUZY" "RACE" "TM" "NSANY" "F"
# Check if the column name is 'Close'
head(data_m$F)
## Close
## 2015-10-30 11.277796
## 2015-11-30 10.912279
## 2015-12-31 10.729517
## 2016-01-29 9.398948
## 2016-02-29 9.847643
## 2016-03-31 10.626953
#
bt.prep(data_m, align='remove.na', dates = dates)
names(data_m)
## [1] "prices" "execution.price" "weight" "dates"
## [5] "symbolnames" "MZDAF" "HYMTF" "HMC"
## [9] "ISUZY" "RACE" "TM" "NSANY"
## [13] "F"
#===============================================================
# Equal weighting portfolio
# Equal Weight 1/N Benchmark
#===============================================================
models <- list()
prices <- data_m$prices
# data_m$weight[] = NA
N <- length(tickers)
data_m$weight = ntop(prices, N)
head(data_m$weight)
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2015-10-30 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2015-11-30 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2015-12-31 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2016-01-29 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2016-02-29 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2016-03-31 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
data_m$weight[1:29, ] <- NA
models$equal.weight = bt.run.share(data_m)
## Latest weights :
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2021-03-31 15.07 6.69 21.08 7.97 14.27 10.02 8.57 16.32
##
## Performance summary :
## CAGR Best Worst
## 0.4 20.1 -15.5
# head(models$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 :
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2021-03-31 12.5 12.5 12.5 12.5 12.5 12.5 12.5 12.5
##
## Performance summary :
## CAGR Best Worst
## 0.8 21.2 -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 30 months returns
# i = 30
# 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$cov = cor(coredata(hist), use='complete.obs', method='kendall') * (s0 %*% t(s0)
# i = 30
for( i in 30:dim(weight)[1]) {
hist = ret[ (i- 30 + 1):i, ]
# create historical input assumptions
ia = create.historical.ia(hist, 12) # 12 is annulized factor for monthly returns
s0 = apply(na.omit(coredata(hist)), 2, sd)
ia$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)
## F HMC HYMTF ISUZY MZDAF
## [1,] NA NA NA NA NA
## [2,] NA NA NA NA NA
## [3,] NA NA NA NA NA
## [4,] NA NA NA NA NA
## [5,] NA NA NA NA NA
## [6,] NA NA NA NA NA
## [7,] NA NA NA NA NA
## [8,] NA NA NA NA NA
## [9,] NA NA NA NA NA
## [10,] NA NA NA NA NA
## [11,] NA NA NA NA NA
## [12,] NA NA NA NA NA
## [13,] NA NA NA NA NA
## [14,] NA NA NA NA NA
## [15,] NA NA NA NA NA
## [16,] NA NA NA NA NA
## [17,] NA NA NA NA NA
## [18,] NA NA NA NA NA
## [19,] NA NA NA NA NA
## [20,] NA NA NA NA NA
## [21,] NA NA NA NA NA
## [22,] NA NA NA NA NA
## [23,] NA NA NA NA NA
## [24,] NA NA NA NA NA
## [25,] NA NA NA NA NA
## [26,] NA NA NA NA NA
## [27,] NA NA NA NA NA
## [28,] NA NA NA NA NA
## [29,] NA NA NA NA NA
## [30,] 0.564492543 0.510460119 0.137338768 -0.2554229236 0.4668907
## [31,] 0.564493842 0.510421327 0.137314238 -0.2553887821 0.4668807
## [32,] 0.487393353 0.442883627 0.123703381 -0.2287555308 0.4201265
## [33,] 0.483412056 0.441779777 0.120535283 -0.2291991108 0.4287010
## [34,] 0.402546415 0.319487056 0.185708097 -0.1939282278 0.2161175
## [35,] 0.360584125 0.334372433 0.184852059 -0.1683519382 0.2195643
## [36,] 0.380523521 0.282692628 0.179498395 -0.1270550009 0.1771294
## [37,] 0.417354914 0.335158827 0.150685267 -0.1465158149 0.2069786
## [38,] 0.377489162 0.444060178 0.096608966 -0.1486619106 0.2381079
## [39,] 0.228540893 0.576660145 0.048353447 -0.1221362190 0.2761588
## [40,] 0.163921225 0.638680966 0.017358096 -0.1500348442 0.4609637
## [41,] 0.129173651 0.593510816 0.010863098 -0.1377133916 0.4811999
## [42,] 0.140236064 0.561582362 0.015757938 -0.1198661490 0.4777617
## [43,] 0.108847444 0.602081041 0.018467649 -0.1092327158 0.4206304
## [44,] 0.115826699 0.515393317 0.060431367 -0.1845295614 0.6438145
## [45,] 0.107622847 0.487995047 0.046477809 -0.2193083535 0.7116842
## [46,] 0.118114710 0.488440328 0.057765314 -0.2705777873 0.7287512
## [47,] 0.112453358 0.474672181 0.055937726 -0.2311666641 0.6986192
## [48,] 0.136963663 0.492571174 0.002673003 -0.2768845574 0.8029658
## [49,] 0.131367745 0.487273329 0.001911812 -0.2803447648 0.8046194
## [50,] 0.123610547 0.496818799 -0.007215329 -0.2675943808 0.8246457
## [51,] 0.129561722 0.489846203 -0.008184577 -0.2787753238 0.8251353
## [52,] 0.121372320 0.413775617 0.022789162 -0.2035994569 0.8593881
## [53,] 0.061940081 0.140291037 0.111409523 -0.1421579833 0.8225381
## [54,] 0.036184911 0.008018394 0.082702519 -0.0504329674 0.9437759
## [55,] 0.038758267 0.026102015 0.099984055 -0.1106627684 0.9378630
## [56,] 0.041412622 0.066339232 0.050871037 -0.1734519285 0.9695079
## [57,] 0.039142354 0.052309537 0.057394520 -0.1597094257 0.9687525
## [58,] -0.054558838 0.180456039 0.100772966 -0.1236426763 0.9639692
## [59,] 0.003805917 -0.004536123 0.143249463 -0.0007272873 0.8765939
## [60,] -0.008823879 -0.019147689 0.149666673 0.0021966223 0.8900884
## [61,] -0.005803581 -0.043846501 0.172708971 -0.0123455144 0.8869432
## [62,] 0.009213391 -0.101336260 0.177805465 -0.0088971062 0.9455944
## [63,] 0.106550203 -0.272141302 0.259105403 -0.0647211192 0.7763049
## [64,] 0.157230775 -0.314639599 0.133924823 0.1286118456 0.7415274
## [65,] 0.177483785 -0.330857448 0.153272776 0.0818586388 0.7625129
## [66,] 0.170816946 -0.321353705 0.147843824 0.1241821290 0.7940120
## NSANY RACE TM
## [1,] NA NA NA
## [2,] NA NA NA
## [3,] NA NA NA
## [4,] NA NA NA
## [5,] NA NA NA
## [6,] NA NA NA
## [7,] NA NA NA
## [8,] NA NA NA
## [9,] NA NA NA
## [10,] NA NA NA
## [11,] NA NA NA
## [12,] NA NA NA
## [13,] NA NA NA
## [14,] NA NA NA
## [15,] NA NA NA
## [16,] NA NA NA
## [17,] NA NA NA
## [18,] NA NA NA
## [19,] NA NA NA
## [20,] NA NA NA
## [21,] NA NA NA
## [22,] NA NA NA
## [23,] NA NA NA
## [24,] NA NA NA
## [25,] NA NA NA
## [26,] NA NA NA
## [27,] NA NA NA
## [28,] NA NA NA
## [29,] NA NA NA
## [30,] -0.280460428 -0.068778132 -0.07452060
## [31,] -0.280471112 -0.068781906 -0.07446830
## [32,] -0.201412540 0.001238617 -0.04517743
## [33,] -0.212089910 0.005543502 -0.03868259
## [34,] 0.045220521 0.050950019 -0.02610142
## [35,] 0.027834469 0.084002758 -0.04285817
## [36,] 0.043103582 0.085034179 -0.02092669
## [37,] 0.020371630 0.040008725 -0.02404215
## [38,] -0.024959951 0.068106806 -0.05075115
## [39,] 0.028007236 0.053716081 -0.08930035
## [40,] -0.057658394 0.028289452 -0.10152015
## [41,] 0.030984084 -0.014035147 -0.09398296
## [42,] 0.061273673 -0.036818616 -0.09992701
## [43,] 0.112335965 -0.044870957 -0.10825878
## [44,] 0.064857681 -0.111793338 -0.10400064
## [45,] 0.059918006 -0.099172666 -0.09521691
## [46,] 0.046686186 -0.074002094 -0.09517791
## [47,] 0.071595266 -0.087161427 -0.09494961
## [48,] 0.016461726 -0.091232753 -0.08351803
## [49,] 0.033339553 -0.096017725 -0.08214932
## [50,] 0.006995139 -0.099722002 -0.07753846
## [51,] 0.011485639 -0.092057931 -0.07701108
## [52,] -0.024834802 -0.104613392 -0.08427754
## [53,] 0.237801299 -0.103925502 -0.12789658
## [54,] 0.305394994 -0.191362428 -0.13428131
## [55,] 0.302357478 -0.164706552 -0.12969550
## [56,] 0.344344281 -0.177859425 -0.12116368
## [57,] 0.343839063 -0.178890105 -0.12283842
## [58,] 0.220767186 -0.207650130 -0.08011373
## [59,] 0.364497325 -0.256765598 -0.12611762
## [60,] 0.360450035 -0.252818136 -0.12161207
## [61,] 0.373133709 -0.237522496 -0.13326774
## [62,] 0.337754160 -0.226106155 -0.13402790
## [63,] 0.520812013 -0.155243668 -0.17066644
## [64,] 0.453530875 -0.158490161 -0.14169597
## [65,] 0.477879809 -0.191581430 -0.13056907
## [66,] 0.386971787 -0.187862672 -0.11461034
tail(weight)
## F HMC HYMTF ISUZY MZDAF NSANY
## [61,] -0.005803581 -0.0438465 0.1727090 -0.012345514 0.8869432 0.3731337
## [62,] 0.009213391 -0.1013363 0.1778055 -0.008897106 0.9455944 0.3377542
## [63,] 0.106550203 -0.2721413 0.2591054 -0.064721119 0.7763049 0.5208120
## [64,] 0.157230775 -0.3146396 0.1339248 0.128611846 0.7415274 0.4535309
## [65,] 0.177483785 -0.3308574 0.1532728 0.081858639 0.7625129 0.4778798
## [66,] 0.170816946 -0.3213537 0.1478438 0.124182129 0.7940120 0.3869718
## RACE TM
## [61,] -0.2375225 -0.1332677
## [62,] -0.2261062 -0.1340279
## [63,] -0.1552437 -0.1706664
## [64,] -0.1584902 -0.1416960
## [65,] -0.1915814 -0.1305691
## [66,] -0.1878627 -0.1146103
# 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 :
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2021-03-31 17.75 -33.09 15.33 8.19 76.25 47.79 -19.16 -13.06
##
## Performance summary :
## CAGR Best Worst
## -3.1 13.6 -13.4
#=================================================================
# 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$weight)
# compute covariance matrix based on historical 60 months returns
# i = 30
f <- fama_lib_month[dates]/100
for( i in 30:dim(weight_1)[1]) {
hist = ret[ (i- 30 + 1):i, ]
Xi <- hist
fi <- f$Mkt.RF[(i - 30 + 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)
## F HMC HYMTF ISUZY MZDAF NSANY
## [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,] 0.19321202 0.18283543 0.05875940 0.051258014 0.1836418 0.1331904
## [31,] 0.19195679 0.18860641 0.05676852 0.048630123 0.1901457 0.1370678
## [32,] 0.19940235 0.21000980 0.05418572 0.037405651 0.2100800 0.1328836
## [33,] 0.19709293 0.21007111 0.05590882 0.039434142 0.2086239 0.1279711
## [34,] 0.20938128 0.17524702 0.07835695 0.053424692 0.1774782 0.1504858
## [35,] 0.18644406 0.19005769 0.06670147 0.051005592 0.2106005 0.1500836
## [36,] 0.20644625 0.17924211 0.06894314 0.061060165 0.2060697 0.1468029
## [37,] 0.25030177 0.20579649 0.04253161 0.044642718 0.2068924 0.1597437
## [38,] 0.23900394 0.25494658 0.06045148 0.038442927 0.1812404 0.1523514
## [39,] 0.16295983 0.30522151 0.05894174 0.041425441 0.1852611 0.1847376
## [40,] 0.14358734 0.36479925 0.04727472 0.009703257 0.2315048 0.1823134
## [41,] 0.13148719 0.33688030 0.04294310 0.020585184 0.2533332 0.2084994
## [42,] 0.13385859 0.33044980 0.04603422 0.013901549 0.2549350 0.2138700
## [43,] 0.07302145 0.38894799 0.05274351 0.004661513 0.2549578 0.2284869
## [44,] 0.08470974 0.27887947 0.05159146 0.046916845 0.2883809 0.2129350
## [45,] 0.08032834 0.21683677 0.05618788 0.091666184 0.3128784 0.1595368
## [46,] 0.08341818 0.20593518 0.05871862 0.099153251 0.3040718 0.1678141
## [47,] 0.08380957 0.20639328 0.05866335 0.091416989 0.3097448 0.1712475
## [48,] 0.08726822 0.20184324 0.06201608 0.089908689 0.3255529 0.1496362
## [49,] 0.08691162 0.20666171 0.06186625 0.087005821 0.3243309 0.1542026
## [50,] 0.08496016 0.20869785 0.06540978 0.085526781 0.3230996 0.1526985
## [51,] 0.08435614 0.21152436 0.06412944 0.082412182 0.3274682 0.1528081
## [52,] 0.08120741 0.19741569 0.07659148 0.089444997 0.3490951 0.1354577
## [53,] 0.07204617 0.15554296 0.08523529 0.087852975 0.3621047 0.1645979
## [54,] 0.06257130 0.13025447 0.10028929 0.097821354 0.3739775 0.1600975
## [55,] 0.06242657 0.12932483 0.10209146 0.098314741 0.3793756 0.1580379
## [56,] 0.06123321 0.11951205 0.10855750 0.086582989 0.3975128 0.1652719
## [57,] 0.05936345 0.12104312 0.10995530 0.085800271 0.3959327 0.1656000
## [58,] 0.05589973 0.11961331 0.11514275 0.085588929 0.4126167 0.1490277
## [59,] 0.06418822 0.10559850 0.13023276 0.098492312 0.3697406 0.1671065
## [60,] 0.06618050 0.09983816 0.12937923 0.100131384 0.3771166 0.1620257
## [61,] 0.06367427 0.10001796 0.12895746 0.101543837 0.3778147 0.1613934
## [62,] 0.06683398 0.06551846 0.12673835 0.103676346 0.4213426 0.1450865
## [63,] 0.07349784 0.07101863 0.13894768 0.114712034 0.3467690 0.1758574
## [64,] 0.07596602 0.07427499 0.13692238 0.117554564 0.3270446 0.1828401
## [65,] 0.07523885 0.07409029 0.13364288 0.111700893 0.3368078 0.1829671
## [66,] 0.07516675 0.07598711 0.13565960 0.111967899 0.3358881 0.1786269
## RACE TM
## [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,] 0.1298450720 0.067257836
## [31,] 0.1399403548 0.046884363
## [32,] 0.1244482990 0.031584514
## [33,] 0.1250977670 0.035800256
## [34,] 0.1062270043 0.049399040
## [35,] 0.1101774939 0.034929583
## [36,] 0.0912981366 0.040137495
## [37,] 0.0649681128 0.025123242
## [38,] 0.0412209813 0.032342211
## [39,] 0.0343418990 0.027110852
## [40,] 0.0194046902 0.001412588
## [41,] 0.0079968223 -0.001725191
## [42,] 0.0079942982 -0.001043494
## [43,] 0.0003278514 -0.003147051
## [44,] 0.0347227757 0.001863786
## [45,] 0.0656777307 0.016887890
## [46,] 0.0653340241 0.015554883
## [47,] 0.0639473526 0.014777231
## [48,] 0.0676433365 0.016131277
## [49,] 0.0641073730 0.014913740
## [50,] 0.0649641908 0.014643153
## [51,] 0.0630553834 0.014246192
## [52,] 0.0566598380 0.014127834
## [53,] 0.0596190957 0.013000921
## [54,] 0.0566835220 0.018305020
## [55,] 0.0530439909 0.017384978
## [56,] 0.0446638174 0.016665665
## [57,] 0.0455864609 0.016718731
## [58,] 0.0452780394 0.016832811
## [59,] 0.0462667090 0.018374392
## [60,] 0.0457200344 0.019608430
## [61,] 0.0455886732 0.021009738
## [62,] 0.0468629205 0.023940860
## [63,] 0.0533582988 0.025839073
## [64,] 0.0570356907 0.028361658
## [65,] 0.0578402183 0.027712030
## [66,] 0.0595813337 0.027122312
tail(weight_1)
## F HMC HYMTF ISUZY MZDAF NSANY RACE
## [61,] 0.06367427 0.10001796 0.1289575 0.1015438 0.3778147 0.1613934 0.04558867
## [62,] 0.06683398 0.06551846 0.1267384 0.1036763 0.4213426 0.1450865 0.04686292
## [63,] 0.07349784 0.07101863 0.1389477 0.1147120 0.3467690 0.1758574 0.05335830
## [64,] 0.07596602 0.07427499 0.1369224 0.1175546 0.3270446 0.1828401 0.05703569
## [65,] 0.07523885 0.07409029 0.1336429 0.1117009 0.3368078 0.1829671 0.05784022
## [66,] 0.07516675 0.07598711 0.1356596 0.1119679 0.3358881 0.1786269 0.05958133
## TM
## [61,] 0.02100974
## [62,] 0.02394086
## [63,] 0.02583907
## [64,] 0.02836166
## [65,] 0.02771203
## [66,] 0.02712231
# 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 :
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2021-03-31 7.52 7.41 13.36 11.17 33.68 18.3 5.78 2.77
##
## Performance summary :
## CAGR Best Worst
## -1.4 13.1 -14.6
models$mvp.camp.cov$cagr
## NULL
models$mvp.hist.cov$cagr
## [1] -0.03075864
#=================================================================
# 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$weight)
# compute covariance matrix based on historical 30 months returns
# i = 30
f <- fama_lib_month[dates]/100
for( i in 30:dim(weight_1)[1]) {
hist = ret[ (i- 30 + 1):i, ]
Xi <- hist
fi <- f[(i - 30 + 1):i, ]
fiti = lm(formula = Xi ~ fi)
sigF = as.matrix(var(fi))
beta_ = as.matrix(fiti$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)
## F HMC HYMTF ISUZY MZDAF NSANY
## [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,] 0.20585730 0.16928108 0.05717099 0.036672092 0.1980851 0.1179666
## [31,] 0.21280331 0.17644688 0.05905992 0.028495665 0.1989843 0.1233730
## [32,] 0.21495527 0.19893177 0.05407365 0.017657028 0.2269028 0.1197968
## [33,] 0.19942830 0.19644739 0.04884372 0.027031012 0.2519090 0.1075083
## [34,] 0.21268595 0.16382539 0.07397765 0.051662481 0.2001509 0.1392121
## [35,] 0.19129793 0.18224796 0.06452432 0.028594944 0.2327621 0.1284257
## [36,] 0.20937748 0.17676477 0.06953272 0.036189770 0.2139201 0.1254819
## [37,] 0.25930599 0.21784083 0.04474478 0.017591573 0.1901526 0.1438514
## [38,] 0.23847440 0.27458111 0.05647928 0.023005109 0.1679354 0.1416744
## [39,] 0.15856623 0.37175181 0.04847087 -0.031116764 0.1333762 0.1716293
## [40,] 0.13621017 0.45826393 0.03384138 -0.029217315 0.1553013 0.1817202
## [41,] 0.13819144 0.44276492 0.03250523 -0.006774947 0.1393042 0.2052087
## [42,] 0.12744502 0.41222427 0.02973930 -0.031035056 0.1869256 0.2160942
## [43,] 0.10479008 0.41756754 0.03423670 -0.024970252 0.1992749 0.2278782
## [44,] 0.14357582 0.29029042 0.05022480 -0.048204061 0.3078047 0.2162005
## [45,] 0.15159456 0.21816925 0.04422353 0.053317945 0.2863376 0.1988697
## [46,] 0.09906947 0.13900550 0.03975067 0.062334612 0.4050897 0.1935063
## [47,] 0.09719787 0.13014263 0.03852574 0.058043541 0.4342922 0.1817911
## [48,] 0.09444401 0.13983149 0.02340900 0.072538432 0.4208418 0.1723289
## [49,] 0.09882986 0.14043232 0.02433416 0.065498102 0.4254172 0.1727170
## [50,] 0.09692203 0.14021991 0.02670342 0.062648544 0.4288954 0.1689368
## [51,] 0.09947279 0.14492956 0.02075584 0.055764288 0.4328236 0.1685799
## [52,] 0.09086039 0.15578879 0.03765246 0.069298005 0.4133604 0.1599750
## [53,] 0.07246451 0.11662502 0.04141148 0.072572848 0.4141240 0.2213280
## [54,] 0.06237058 0.09887577 0.05720296 0.086480591 0.4183067 0.2138089
## [55,] 0.05775205 0.10498168 0.06524710 0.095975363 0.4171442 0.2162430
## [56,] 0.05662780 0.08919063 0.06014975 0.075858212 0.4566769 0.2223446
## [57,] 0.05313265 0.08938185 0.06514508 0.076567540 0.4549764 0.2240197
## [58,] 0.04208607 0.09897044 0.08863282 0.082093662 0.4593106 0.1934756
## [59,] 0.05107731 0.07933210 0.10160506 0.101208871 0.4149689 0.2186442
## [60,] 0.05278008 0.07785451 0.10087791 0.097933961 0.4191178 0.2106038
## [61,] 0.05060283 0.07756996 0.09950230 0.098602369 0.4215622 0.2096228
## [62,] 0.04958982 0.04247428 0.08825812 0.101547695 0.4823363 0.1872401
## [63,] 0.05621715 0.04168540 0.09273805 0.109768679 0.4092925 0.2299480
## [64,] 0.05611360 0.04970906 0.11082176 0.107852614 0.3851021 0.2319299
## [65,] 0.05430144 0.05017002 0.10422856 0.103581483 0.3950457 0.2329145
## [66,] 0.05263083 0.05206480 0.10699067 0.103306343 0.3957899 0.2274870
## RACE TM
## [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,] 0.13647046 0.078496349
## [31,] 0.14857968 0.052257295
## [32,] 0.13118721 0.036495443
## [33,] 0.13335841 0.035473824
## [34,] 0.10873025 0.049755188
## [35,] 0.13480170 0.037345394
## [36,] 0.12306716 0.045666107
## [37,] 0.08828158 0.038231196
## [38,] 0.05951334 0.038336987
## [39,] 0.09308061 0.054241749
## [40,] 0.05932720 0.004553140
## [41,] 0.04460435 0.004196176
## [42,] 0.05438133 0.004225322
## [43,] 0.03934938 0.001873468
## [44,] 0.03194994 0.008157925
## [45,] 0.03092448 0.016562891
## [46,] 0.04072839 0.020515318
## [47,] 0.04037691 0.019629998
## [48,] 0.05483638 0.021770037
## [49,] 0.05151612 0.021255167
## [50,] 0.05440978 0.021264152
## [51,] 0.05538984 0.022284201
## [52,] 0.05638820 0.016676803
## [53,] 0.04870771 0.012766502
## [54,] 0.04603533 0.016919175
## [55,] 0.03097160 0.011684964
## [56,] 0.02516599 0.013986156
## [57,] 0.02356676 0.013210035
## [58,] 0.02308829 0.012342471
## [59,] 0.02041443 0.012749169
## [60,] 0.02592331 0.014908574
## [61,] 0.02654725 0.015990268
## [62,] 0.02850435 0.020049317
## [63,] 0.03909798 0.021252310
## [64,] 0.03702304 0.021447997
## [65,] 0.04009373 0.019664591
## [66,] 0.04278911 0.018941340
tail(weight_3)
## F HMC HYMTF ISUZY MZDAF NSANY
## [61,] 0.05060283 0.07756996 0.09950230 0.09860237 0.4215622 0.2096228
## [62,] 0.04958982 0.04247428 0.08825812 0.10154770 0.4823363 0.1872401
## [63,] 0.05621715 0.04168540 0.09273805 0.10976868 0.4092925 0.2299480
## [64,] 0.05611360 0.04970906 0.11082176 0.10785261 0.3851021 0.2319299
## [65,] 0.05430144 0.05017002 0.10422856 0.10358148 0.3950457 0.2329145
## [66,] 0.05263083 0.05206480 0.10699067 0.10330634 0.3957899 0.2274870
## RACE TM
## [61,] 0.02654725 0.01599027
## [62,] 0.02850435 0.02004932
## [63,] 0.03909798 0.02125231
## [64,] 0.03702304 0.02144800
## [65,] 0.04009373 0.01966459
## [66,] 0.04278911 0.01894134
# 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$mvp.ff3.cov = bt.run(data_m, type='share')
## Latest weights :
## F HMC HYMTF ISUZY MZDAF NSANY RACE TM
## 2021-03-31 5.43 5.02 10.42 10.36 39.5 23.29 4.01 1.97
##
## Performance summary :
## CAGR Best Worst
## -1.3 14.4 -14.1
#============================================================
# Principal Component Analysis (PCA)
#=============================================================
library(covFactorModel)
X_i <-X[1:30,]
factor_pca <- factorModel(X_i, type = "S", K = 3, max_iter = 10)
cbind(alpha = factor_pca$alpha, beta = factor_pca$beta)
## alpha factor1 factor2 factor3
## F -0.002778568 -0.01285376 -0.0003481571 0.008835889
## HMC 0.002752233 -0.03527291 -0.0170285795 0.012958069
## HYMTF 0.002920633 -0.04529424 0.0766586973 0.014626237
## ISUZY 0.010842829 -0.01325670 -0.0008452063 0.008918325
## MZDAF -0.006399048 -0.06459773 -0.0353064280 0.013681769
## NSANY 0.001665889 -0.03128753 -0.0060218809 0.021977615
## RACE 0.034453406 -0.06111353 0.0019282848 -0.053783510
## TM 0.004437814 -0.03279309 -0.0153870632 0.011103209
#
# Statistical 3-factor model
K <- 3
X_trn <- X_i
T_trn <- dim(X_i)[1]
alpha <- colMeans(X_trn)
X_trn_ <- X_trn - matrix(alpha, T_trn, N, byrow = TRUE)
Sigma_prev <- matrix(0, N, N)
Sigma <- (1/(T_trn-1)) * t(X_trn_) %*% X_trn_
eigSigma <- eigen(Sigma)
while (norm(Sigma - Sigma_prev, "F")/norm(Sigma, "F") > 1e-3) {
B <- eigSigma$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,] -0.01443627 0.001285708 -0.015661054
## [2,] -0.03858471 -0.014531640 -0.013424961
## [3,] -0.03883287 0.080579581 -0.015811993
## [4,] -0.01626681 0.001634688 -0.024832342
## [5,] -0.07643453 -0.036905070 -0.007241195
## [6,] -0.03268300 -0.003274870 -0.021124503
## [7,] -0.05824182 0.012660344 0.056084517
## [8,] -0.03437177 -0.012309436 -0.007579523
# fiti = lm(formula = X_i ~ t(B))
Sigma_PCA3 <- Sigma
Sigma_PCA3
## [,1] [,2] [,3] [,4] [,5]
## [1,] 2.199497e-03 0.0007485847 0.0009118360 0.0006258343 0.001169385
## [2,] 7.485847e-04 0.0031291064 0.0005396769 0.0009372685 0.003582708
## [3,] 9.118360e-04 0.0005396769 0.0084457558 0.0011560581 0.000108875
## [4,] 6.258343e-04 0.0009372685 0.0011560581 0.0035866507 0.001362833
## [5,] 1.169385e-03 0.0035827076 0.0001088750 0.0013628332 0.008143236
## [6,] 7.984420e-04 0.0015922489 0.0013393078 0.0010508656 0.002771936
## [7,] -2.127064e-05 0.0013103356 0.0023950546 -0.0004246057 0.003578336
## [8,] 5.990771e-04 0.0016068558 0.0004627128 0.0007272142 0.003136355
## [,6] [,7] [,8]
## [1,] 0.0007984420 -2.127064e-05 0.0005990771
## [2,] 0.0015922489 1.310336e-03 0.0016068558
## [3,] 0.0013393078 2.395055e-03 0.0004627128
## [4,] 0.0010508656 -4.246057e-04 0.0007272142
## [5,] 0.0027719358 3.578336e-03 0.0031363555
## [6,] 0.0024038280 6.772991e-04 0.0013237982
## [7,] 0.0006772991 7.076913e-03 0.0014209391
## [8,] 0.0013237982 1.420939e-03 0.0022890432
diag(Sigma_PCA3)
## [1] 0.002199497 0.003129106 0.008445756 0.003586651 0.008143236 0.002403828
## [7] 0.007076913 0.002289043
# error
norm(Sigma_PCA3 - cov(X_i), "F")
## [1] 0.002924865
#---------------------------------------------------------------
# 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
## 0.12023008 0.09007391 0.06947881 0.05993577 0.04833076 0.03899163 0.02901716
## Comp.8
## 0.01857884
##
## 8 variables and 30 observations.
summary(pc.fit)
## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 0.1202301 0.09007391 0.06947881 0.05993577 0.04833076
## Proportion of Variance 0.4011836 0.22517228 0.13397436 0.09969861 0.06482824
## Cumulative Proportion 0.4011836 0.62635589 0.76033025 0.86002886 0.92485710
## Comp.6 Comp.7 Comp.8
## Standard deviation 0.03899163 0.02901716 0.018578837
## Proportion of Variance 0.04219488 0.02336828 0.009579745
## Cumulative Proportion 0.96705198 0.99042026 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
## 0.12023008 0.09007391 0.06947881 0.05993577 0.04833076 0.03899163 0.02901716
## Comp.8
## 0.01857884
##
## 8 variables and 30 observations.
eig.vec <- eigen(cov(X_i))$vectors
#
B_hat <- eig.vec[, 1:3]%*%diag(sqrt(eig.value[1:3]), 3, 3)
B_hat
## [,1] [,2] [,3]
## [1,] -0.01443627 0.001285708 -0.015661054
## [2,] -0.03858471 -0.014531640 -0.013424961
## [3,] -0.03883287 0.080579581 -0.015811993
## [4,] -0.01626681 0.001634688 -0.024832342
## [5,] -0.07643453 -0.036905070 -0.007241195
## [6,] -0.03268300 -0.003274870 -0.021124503
## [7,] -0.05824182 0.012660344 0.056084517
## [8,] -0.03437177 -0.012309436 -0.007579523
#
#
plot(pc.fit)
loadings(pc.fit)
##
## Loadings:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## F 0.118 0.222 0.319 0.657 0.383 0.506
## HMC 0.316 -0.159 0.190 0.153 0.479 -0.542 0.282 -0.462
## HYMTF 0.318 0.880 0.224 -0.218 -0.128
## ISUZY 0.133 0.351 0.768 -0.432 0.133 -0.146 -0.209
## MZDAF 0.625 -0.403 0.102 -0.356 0.485 -0.128 -0.231
## NSANY 0.267 0.299 -0.108 -0.375 -0.168 0.649 0.487
## RACE 0.476 0.138 -0.794 0.310 0.114 0.111
## TM 0.281 -0.134 0.107 -0.526 -0.663 0.410
##
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## SS loadings 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000
## Proportion Var 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## Cumulative Var 0.125 0.250 0.375 0.500 0.625 0.750 0.875 1.000
pc.fit$loadings[, 1:3]
## Comp.1 Comp.2 Comp.3
## F 0.1180538 0.01403400 0.2216190
## HMC 0.3155298 -0.15861856 0.1899761
## HYMTF 0.3175592 0.87955778 0.2237549
## ISUZY 0.1330232 0.01784326 0.3514015
## MZDAF 0.6250501 -0.40283333 0.1024699
## NSANY 0.2672681 -0.03574649 0.2989321
## RACE 0.4762776 0.13819263 -0.7936499
## TM 0.2810782 -0.13436233 0.1072575
# pc factors are in the scores component. Note these scores are based on
# centered data
head(pc.fit$scores[, 1:3])
## Comp.1 Comp.2 Comp.3
## 2015-11-30 -0.01251569 -0.02475071 0.088270978
## 2015-12-31 -0.06070180 -0.09568072 -0.061661870
## 2016-01-29 -0.30780484 -0.03336275 0.024632585
## 2016-02-29 -0.23411857 0.15064360 0.005628229
## 2016-03-31 0.19578341 0.03847943 0.034697563
## 2016-04-29 0.01179192 -0.06238285 -0.073221951
pc.fit$scores[, 1:3]
## Comp.1 Comp.2 Comp.3
## 2015-11-30 -0.012515691 -0.024750708 0.088270978
## 2015-12-31 -0.060701802 -0.095680719 -0.061661870
## 2016-01-29 -0.307804840 -0.033362751 0.024632585
## 2016-02-29 -0.234118570 0.150643597 0.005628229
## 2016-03-31 0.195783408 0.038479426 0.034697563
## 2016-04-29 0.011791923 -0.062382853 -0.073221951
## 2016-05-31 0.035172909 -0.086616328 0.156704503
## 2016-06-30 -0.240535882 0.077777503 -0.033513668
## 2016-07-29 0.190496046 0.004081940 0.037977315
## 2016-08-31 0.144231203 -0.095892454 -0.020716581
## 2016-09-30 -0.034426286 0.116615448 -0.045537300
## 2016-10-31 0.015083940 -0.116613419 0.023186283
## 2016-11-30 -0.057179979 -0.065312958 -0.041422011
## 2016-12-30 0.120684211 0.033497781 0.024091950
## 2017-01-31 -0.048280910 0.057795545 -0.011622595
## 2017-02-28 -0.018787894 0.039097008 -0.009745267
## 2017-03-31 0.044213974 0.023590017 -0.117827489
## 2017-04-28 -0.030154028 -0.073742044 -0.010768238
## 2017-05-31 0.046889999 0.172544461 -0.117269044
## 2017-06-30 -0.021097860 0.050826061 0.048708391
## 2017-07-31 0.187237889 -0.089743619 -0.099150487
## 2017-08-31 -0.017082645 -0.062631720 -0.086401422
## 2017-09-29 0.031007040 -0.091170083 0.077263465
## 2017-10-31 0.062258490 0.137879824 0.038174259
## 2017-11-30 -0.076672162 -0.052613168 0.122648145
## 2017-12-29 0.005703648 0.007941738 0.094748465
## 2018-01-31 0.153337217 0.028234760 -0.044055609
## 2018-02-28 -0.091006704 -0.122043544 -0.086375427
## 2018-03-29 -0.097392272 -0.073125901 0.012495169
## 2018-04-30 0.103865627 0.206677158 0.070061662
# 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$vectors[, 1:3])
## Comp.1 Comp.2 Comp.3
## F 0.1180538 0.01403400 0.2216190 -0.1180538 0.01403400 -0.2216190
## HMC 0.3155298 -0.15861856 0.1899761 -0.3155298 -0.15861856 -0.1899761
## HYMTF 0.3175592 0.87955778 0.2237549 -0.3175592 0.87955778 -0.2237549
## ISUZY 0.1330232 0.01784326 0.3514015 -0.1330232 0.01784326 -0.3514015
## MZDAF 0.6250501 -0.40283333 0.1024699 -0.6250501 -0.40283333 -0.1024699
## NSANY 0.2672681 -0.03574649 0.2989321 -0.2672681 -0.03574649 -0.2989321
## RACE 0.4762776 0.13819263 -0.7936499 -0.4762776 0.13819263 0.7936499
## TM 0.2810782 -0.13436233 0.1072575 -0.2810782 -0.13436233 -0.1072575
# compute uncentered pc factors from eigenvectors and return data
pc.factors.uc = X_i %*% eigen.fit$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 -0.012515691 4.496796e-03
## 2015-12-31 -0.060701802 -4.368932e-02
## 2016-01-29 -0.307804840 -2.907924e-01
## 2016-02-29 -0.234118570 -2.171061e-01
## 2016-03-31 0.195783408 2.127959e-01
## 2016-04-29 0.011791923 2.880441e-02
## 2016-05-31 0.035172909 5.218540e-02
## 2016-06-30 -0.240535882 -2.235234e-01
## 2016-07-29 0.190496046 2.075085e-01
## 2016-08-31 0.144231203 1.612437e-01
## 2016-09-30 -0.034426286 -1.741380e-02
## 2016-10-31 0.015083940 3.209643e-02
## 2016-11-30 -0.057179979 -4.016749e-02
## 2016-12-30 0.120684211 1.376967e-01
## 2017-01-31 -0.048280910 -3.126842e-02
## 2017-02-28 -0.018787894 -1.775407e-03
## 2017-03-31 0.044213974 6.122646e-02
## 2017-04-28 -0.030154028 -1.314154e-02
## 2017-05-31 0.046889999 6.390249e-02
## 2017-06-30 -0.021097860 -4.085373e-03
## 2017-07-31 0.187237889 2.042504e-01
## 2017-08-31 -0.017082645 -7.015841e-05
## 2017-09-29 0.031007040 4.801953e-02
## 2017-10-31 0.062258490 7.927098e-02
## 2017-11-30 -0.076672162 -5.965968e-02
## 2017-12-29 0.005703648 2.271613e-02
## 2018-01-31 0.153337217 1.703497e-01
## 2018-02-28 -0.091006704 -7.399422e-02
## 2018-03-29 -0.097392272 -8.037979e-02
## 2018-04-30 0.103865627 1.208781e-01
#
# 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$loadings[, 1:3]
p3 # refers to B
## Comp.1 Comp.2 Comp.3
## F 0.1180538 0.01403400 0.2216190
## HMC 0.3155298 -0.15861856 0.1899761
## HYMTF 0.3175592 0.87955778 0.2237549
## ISUZY 0.1330232 0.01784326 0.3514015
## MZDAF 0.6250501 -0.40283333 0.1024699
## NSANY 0.2672681 -0.03574649 0.2989321
## RACE 0.4762776 0.13819263 -0.7936499
## TM 0.2810782 -0.13436233 0.1072575
colSums(p3)
## Comp.1 Comp.2 Comp.3
## 2.5338402 0.3180670 0.7017611
# create factor mimicking portfolio by normalizing weights to unity
p3 = p3/colSums(p3)
p3
## Comp.1 Comp.2 Comp.3
## F 0.04659088 0.01999826 0.69676833
## HMC 0.99202325 -0.06260006 0.27071336
## HYMTF 0.45251757 2.76532263 0.08830664
## ISUZY 0.05249867 0.02542640 1.10480365
## MZDAF 1.96515240 -0.15898135 0.14601817
## NSANY 0.38085342 -0.11238668 0.11797589
## RACE 0.18796672 0.19692260 -2.49522895
## TM 0.88370758 -0.05302715 0.15284053
barplot(p3[,1], horiz=F, main="Factor mimicking weights", col="pink", cex.names = 0.75, las=2)
# create first 3 factors
f3 = X_i %*% p3
head(f3)
## Comp.1 Comp.2 Comp.3
## [1,] 0.1125570975 0.03003244 0.14738411
## [2,] -0.0905787741 -0.29367584 -0.16153473
## [3,] -0.5482880964 -0.25831642 0.19011426
## [4,] -0.6253167110 0.19107384 0.06487142
## [5,] 0.4315785718 0.30606754 -0.10143116
## [6,] 0.0006822565 -0.17073890 -0.22064783
head(pc.fit$scores[, 1:3])
## Comp.1 Comp.2 Comp.3
## 2015-11-30 -0.01251569 -0.02475071 0.088270978
## 2015-12-31 -0.06070180 -0.09568072 -0.061661870
## 2016-01-29 -0.30780484 -0.03336275 0.024632585
## 2016-02-29 -0.23411857 0.15064360 0.005628229
## 2016-03-31 0.19578341 0.03847943 0.034697563
## 2016-04-29 0.01179192 -0.06238285 -0.073221951
# 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
## F 0.002407695 0.05688844 0.02800661 0.07719434
## HMC 0.005267869 0.16090144 -0.01990056 0.03576274
## HYMTF -0.000854483 0.02259913 0.35537853 0.02402201
## ISUZY 0.018669590 0.05709553 0.02694768 0.11219836
## MZDAF -0.007262309 0.32132198 -0.07346241 -0.01406551
## NSANY 0.005444408 0.13103233 0.02577869 0.06087529
## RACE 0.009621313 0.09312999 0.02610882 -0.32211069
## TM 0.005044712 0.14218673 -0.01601597 0.01037416
# can also use solve(qr(X.mat), returns.mat)
beta.hat = G.hat[2:4,]
beta.hat
## F HMC HYMTF ISUZY MZDAF NSANY
## Factor 1 0.05688844 0.16090144 0.02259913 0.05709553 0.32132198 0.13103233
## Factor 2 0.02800661 -0.01990056 0.35537853 0.02694768 -0.07346241 0.02577869
## Factor 3 0.07719434 0.03576274 0.02402201 0.11219836 -0.01406551 0.06087529
## RACE TM
## Factor 1 0.09312999 0.14218673
## Factor 2 0.02610882 -0.01601597
## Factor 3 -0.32211069 0.01037416
B
## [,1] [,2] [,3]
## [1,] -0.01443627 0.001285708 -0.015661054
## [2,] -0.03858471 -0.014531640 -0.013424961
## [3,] -0.03883287 0.080579581 -0.015811993
## [4,] -0.01626681 0.001634688 -0.024832342
## [5,] -0.07643453 -0.036905070 -0.007241195
## [6,] -0.03268300 -0.003274870 -0.021124503
## [7,] -0.05824182 0.012660344 0.056084517
## [8,] -0.03437177 -0.012309436 -0.007579523
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
## F HMC HYMTF ISUZY MZDAF
## F 0.0024016690 0.0006481342 0.0007926704 0.0005296611 0.0010286388
## HMC 0.0006481342 0.0032812115 0.0004700958 0.0006424565 0.0036136554
## HYMTF 0.0007926704 0.0004700958 0.0084469087 0.0006616700 0.0004076783
## ISUZY 0.0005296611 0.0006424565 0.0006616700 0.0039235834 0.0008999649
## MZDAF 0.0010286388 0.0036136554 0.0004076783 0.0008999649 0.0082122282
## NSANY 0.0006804863 0.0014937636 0.0012733126 0.0007063157 0.0028184555
## RACE -0.0003736040 0.0011435314 0.0022096170 -0.0009244652 0.0033969176
## TM 0.0005249887 0.0016056795 0.0005175140 0.0004864009 0.0032742376
## NSANY RACE TM
## F 0.0006804863 -0.0003736040 0.0005249887
## HMC 0.0014937636 0.0011435314 0.0016056795
## HYMTF 0.0012733126 0.0022096170 0.0005175140
## ISUZY 0.0007063157 -0.0009244652 0.0004864009
## MZDAF 0.0028184555 0.0033969176 0.0032742376
## NSANY 0.0025238223 0.0007106674 0.0013082634
## RACE 0.0007106674 0.0071713695 0.0013521124
## TM 0.0013082634 0.0013521124 0.0023864982
Sigma_PCA3
## [,1] [,2] [,3] [,4] [,5]
## [1,] 2.199497e-03 0.0007485847 0.0009118360 0.0006258343 0.001169385
## [2,] 7.485847e-04 0.0031291064 0.0005396769 0.0009372685 0.003582708
## [3,] 9.118360e-04 0.0005396769 0.0084457558 0.0011560581 0.000108875
## [4,] 6.258343e-04 0.0009372685 0.0011560581 0.0035866507 0.001362833
## [5,] 1.169385e-03 0.0035827076 0.0001088750 0.0013628332 0.008143236
## [6,] 7.984420e-04 0.0015922489 0.0013393078 0.0010508656 0.002771936
## [7,] -2.127064e-05 0.0013103356 0.0023950546 -0.0004246057 0.003578336
## [8,] 5.990771e-04 0.0016068558 0.0004627128 0.0007272142 0.003136355
## [,6] [,7] [,8]
## [1,] 0.0007984420 -2.127064e-05 0.0005990771
## [2,] 0.0015922489 1.310336e-03 0.0016068558
## [3,] 0.0013393078 2.395055e-03 0.0004627128
## [4,] 0.0010508656 -4.246057e-04 0.0007272142
## [5,] 0.0027719358 3.578336e-03 0.0031363555
## [6,] 0.0024038280 6.772991e-04 0.0013237982
## [7,] 0.0006772991 7.076913e-03 0.0014209391
## [8,] 0.0013237982 1.420939e-03 0.0022890432
diag(cov.pc3)
## F HMC HYMTF ISUZY MZDAF NSANY
## 0.002401669 0.003281211 0.008446909 0.003923583 0.008212228 0.002523822
## RACE TM
## 0.007171369 0.002386498
# error difference between pca and empirical covariance matrix
norm(cov.pc3 - cov(X_i), "F")
## [1] 0.003076096
norm(Sigma_PCA3 - cov(X_i), "F")
## [1] 0.002924865
#==========================================================
# 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')
}
#
#KAY SIR TO
# 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)
library(timetk)
library(purrr)
library(quantmod)
library(lpSolve)
#
devtools::install_github('joshuaulrich/xts', force = T)
## Downloading GitHub repo joshuaulrich/xts@HEAD
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## Installing package into '/home/rstudio/R/x86_64-pc-linux-gnu-library/4.0'
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devtools::install_github('joshuaulrich/quantmod', force = T)
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#
devtools::install_github('systematicinvestor/SIT.date', force = T)
## Downloading GitHub repo systematicinvestor/SIT.date@HEAD
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## (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/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
library(SIT)
library(PerformanceAnalytics)
library(xts)
library(tidyr)
#Import data
tickers = spl('SPY,QQQ,EEM,IWM,EFA,TLT,IYR,GLD')
datas <- new.env()
getSymbols(tickers, src = 'yahoo', from = '1980-01-01', 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] "SPY" "QQQ" "EEM" "IWM" "EFA" "TLT" "IYR" "GLD"
for(i in ls(datas)) datas[[i]] = adjustOHLC(datas[[i]], use.Adjusted=T)
names(datas)
## [1] "GLD" "IWM" "IYR" "TLT" "QQQ"
## [6] ".getSymbols" "EEM" "SPY" "EFA"
datas$EEM
## EEM.Open EEM.High EEM.Low EEM.Close EEM.Volume EEM.Adjusted
## 2003-04-14 8.041089 8.097208 8.041089 8.097208 93600 8.097208
## 2003-04-15 8.146915 8.217465 8.146915 8.193414 421200 8.193414
## 2003-04-16 8.281600 8.321685 8.281600 8.288014 9000 8.288014
## 2003-04-17 8.333713 8.349747 8.319282 8.347342 17100 8.347342
## 2003-04-21 8.356962 8.357764 8.337722 8.344135 72900 8.344135
## 2003-04-22 8.343335 8.372196 8.317681 8.372196 19800 8.372196
## 2003-04-23 8.377804 8.411476 8.349744 8.411476 31500 8.411476
## 2003-04-24 8.345738 8.345738 8.225482 8.245525 90000 8.245525
## 2003-04-25 8.130081 8.130081 8.097211 8.109237 102600 8.109237
## 2003-04-28 8.130079 8.243119 8.129278 8.243119 91800 8.243119
## 2003-04-29 8.370592 8.482029 8.370592 8.478020 76500 8.478020
## 2003-04-30 8.457977 8.465192 8.432323 8.453969 228600 8.453969
## 2003-05-01 8.429920 8.463591 8.417895 8.421101 234900 8.421101
## 2003-05-02 8.448357 8.550173 8.448357 8.550173 67500 8.550173
## 2003-05-05 8.582239 8.643970 8.582239 8.642367 47700 8.642367
## 2003-05-06 8.642367 8.696883 8.634350 8.686461 109800 8.686461
## 2003-05-07 8.650387 8.672033 8.643172 8.670430 313200 8.670430
## 2003-05-08 8.618317 8.623127 8.586249 8.594266 417600 8.594266
## 2003-05-09 8.606292 8.701695 8.606292 8.695281 63000 8.695281
## 2003-05-12 8.734565 8.816339 8.730557 8.816339 752400 8.816339
## 2003-05-13 8.785070 8.785070 8.742579 8.766630 276300 8.766630
## 2003-05-14 8.766632 8.766632 8.705702 8.722538 206100 8.722538
## 2003-05-15 8.740174 8.740174 8.718528 8.740174 337500 8.740174
## 2003-05-16 8.762624 8.778659 8.722539 8.746590 256500 8.746590
## 2003-05-19 8.690471 8.690471 8.506079 8.538147 128700 8.538147
## 2003-05-20 8.558192 8.591063 8.534141 8.580640 53100 8.580640
## 2003-05-21 8.565403 8.590257 8.520508 8.587851 45900 8.587851
## 2003-05-22 8.590259 8.665619 8.590259 8.665619 84600 8.665619
## 2003-05-23 8.726546 8.775450 8.726546 8.754606 74700 8.754606
## 2003-05-27 8.775450 9.073684 8.775450 9.068072 864000 9.068072
## 2003-05-28 9.068071 9.120181 9.068071 9.107354 396000 9.107354
## 2003-05-29 9.099339 9.137821 9.083305 9.119382 306900 9.119382
## 2003-05-30 9.139424 9.225206 9.120984 9.225206 368100 9.225206
## 2003-06-02 9.251664 9.395971 9.251664 9.291750 587700 9.291750
## 2003-06-03 9.299763 9.299763 9.145034 9.221196 244800 9.221196
## 2003-06-04 9.219595 9.340652 9.219595 9.339850 241200 9.339850
## 2003-06-05 9.373521 9.373521 9.288540 9.349470 509400 9.349470
## 2003-06-06 9.399980 9.532261 9.399178 9.436858 608400 9.436858
## 2003-06-09 9.448884 9.448884 9.326223 9.355886 208800 9.355886
## 2003-06-10 9.359092 9.452090 9.359092 9.452090 233100 9.452090
## 2003-06-11 9.448080 9.467321 9.379936 9.460106 294300 9.460106
## 2003-06-12 9.476142 9.531460 9.468927 9.531460 402300 9.531460
## 2003-06-13 9.509010 9.536268 9.501795 9.528251 694800 9.528251
## 2003-06-16 9.556311 9.631672 9.544286 9.630870 163800 9.630870
## 2003-06-17 9.729479 9.836907 9.729479 9.828890 352800 9.828890
## 2003-06-18 9.802434 9.848131 9.771167 9.792813 171900 9.792813
## 2003-06-19 9.872983 9.889018 9.780788 9.792813 225900 9.792813
## 2003-06-20 9.820873 9.836907 9.764753 9.792813 300600 9.792813
## 2003-06-23 9.760745 9.760745 9.549897 9.552302 332100 9.552302
## 2003-06-24 9.512216 9.512216 9.428037 9.481751 188100 9.481751
## 2003-06-25 9.505804 9.618844 9.505804 9.560320 1045800 9.560320
## 2003-06-26 9.606016 9.668549 9.589181 9.663739 210600 9.663739
## 2003-06-27 9.676566 9.680575 9.594792 9.618843 373500 9.618843
## 2003-06-30 9.646102 9.646102 9.596396 9.612430 279900 9.612430
## 2003-07-01 9.648506 9.724668 9.620446 9.716651 679500 9.716651
## 2003-07-02 9.824880 9.952350 9.824880 9.945135 1129500 9.945135
## 2003-07-03 9.973199 9.978009 9.953156 9.973199 110700 9.973199
## 2003-07-07 10.077417 10.220120 10.077417 10.220120 569700 10.220120
## 2003-07-08 10.239362 10.267422 10.201682 10.248982 347400 10.248982
## 2003-07-09 10.241767 10.241767 10.181639 10.224931 472500 10.224931
## 2003-07-10 10.168811 10.168811 10.013281 10.045349 1603800 10.045349
## 2003-07-11 10.045348 10.129527 10.045348 10.129527 212400 10.129527
## 2003-07-14 10.241768 10.349998 10.241768 10.307508 683100 10.307508
## 2003-07-15 10.358012 10.358012 10.177629 10.177629 2222100 10.177629
## 2003-07-16 10.157590 10.213710 10.127927 10.185650 828000 10.185650
## 2003-07-17 10.121510 10.121510 9.919481 9.919481 367200 9.919481
## 2003-07-18 9.937120 10.051764 9.937120 10.051764 205200 10.051764
## 2003-07-21 10.012478 10.012478 9.905852 9.918679 2148300 9.918679
## 2003-07-22 9.944335 10.050160 9.933112 10.037333 1022400 10.037333
## 2003-07-23 10.005268 10.005268 9.913873 9.973199 904500 9.973199
## 2003-07-24 10.041342 10.108685 10.021299 10.021299 749700 10.021299
## 2003-07-25 10.095057 10.185650 10.081428 10.185650 212400 10.185650
## 2003-07-28 10.245776 10.273836 10.213708 10.241767 1040400 10.241767
## 2003-07-29 10.257802 10.262612 10.173623 10.184045 805500 10.184045
## 2003-07-30 10.159995 10.161599 10.089445 10.109488 56700 10.109488
## 2003-07-31 10.125522 10.188857 10.125522 10.157591 339300 10.157591
## 2003-08-01 10.177633 10.197675 10.166409 10.180038 441000 10.180038
## 2003-08-04 10.193667 10.199279 10.101471 10.135143 394200 10.135143
## 2003-08-05 10.135142 10.135142 10.026110 10.026110 290700 10.026110
## 2003-08-06 10.023705 10.034930 9.955561 9.981215 371700 9.981215
## 2003-08-07 10.053370 10.084637 10.029319 10.054172 288900 10.054172
## 2003-08-08 10.137545 10.141554 10.096658 10.121511 153000 10.121511
## 2003-08-11 10.181640 10.201683 10.141555 10.165606 665100 10.165606
## 2003-08-12 10.184045 10.214510 10.169614 10.205691 727200 10.205691
## 2003-08-13 10.331561 10.382069 10.284260 10.350000 721800 10.350000
## 2003-08-14 10.356408 10.493499 10.356408 10.486284 404100 10.486284
## 2003-08-15 10.382068 10.382068 10.382068 10.382068 48600 10.382068
## 2003-08-18 10.478270 10.604939 10.467848 10.603336 1189800 10.603336
## 2003-08-19 10.662662 10.662662 10.590509 10.655447 453600 10.655447
## 2003-08-20 10.630596 10.657052 10.592114 10.657052 1125000 10.657052
## 2003-08-21 10.743633 10.856674 10.730806 10.852665 1083600 10.852665
## 2003-08-22 10.983346 10.983346 10.875116 10.907986 1008000 10.907986
## 2003-08-25 10.892753 10.892753 10.811781 10.823005 391500 10.823005
## 2003-08-26 10.778907 10.778907 10.626584 10.690720 1186200 10.690720
## 2003-08-27 10.707558 10.814986 10.669076 10.814986 632700 10.814986
## 2003-08-28 10.852666 10.890346 10.788530 10.890346 441900 10.890346
## 2003-08-29 10.959293 10.991361 10.959293 10.968913 417600 10.968913
## 2003-09-02 11.063512 11.133260 11.047478 11.131657 1471500 11.131657
## 2003-09-03 11.283984 11.283984 11.211831 11.219848 887400 11.219848
## 2003-09-04 11.228667 11.275968 11.216642 11.259934 458100 11.259934
## 2003-09-05 11.279975 11.279975 11.227864 11.249510 532800 11.249510
## 2003-09-08 11.360947 11.476392 11.360947 11.462763 659700 11.462763
## 2003-09-09 11.486815 11.486815 11.246304 11.263941 387900 11.263941
## 2003-09-10 11.246303 11.246303 11.018618 11.076341 569700 11.076341
## 2003-09-11 11.080347 11.173345 11.063511 11.063511 1097100 11.063511
## 2003-09-12 11.099590 11.142080 11.023428 11.142080 948600 11.142080
## 2003-09-15 11.158112 11.158112 10.943256 10.977729 809100 10.977729
## 2003-09-16 11.087564 11.203811 11.062711 11.203811 1987200 11.203811
## 2003-09-17 11.223050 11.233472 11.148492 11.155707 982800 11.155707
## 2003-09-18 11.182967 11.304025 11.143683 11.283982 762300 11.283982
## 2003-09-19 11.300016 11.300016 11.207018 11.231871 466200 11.231871
## 2003-09-22 11.181364 11.181364 11.000179 11.048281 4203900 11.048281
## 2003-09-23 11.060306 11.083555 11.045875 11.075538 453600 11.075538
## 2003-09-24 11.217444 11.239090 11.087568 11.095585 789300 11.095585
## 2003-09-25 11.095583 11.095583 10.931234 10.931234 530100 10.931234
## 2003-09-26 10.931233 10.931233 10.855071 10.855071 2994300 10.855071
## 2003-09-29 10.872704 10.941650 10.863084 10.932030 1071000 10.932030
## 2003-09-30 11.000180 11.000180 10.863088 10.897561 2218500 10.897561
## 2003-10-01 11.048282 11.186976 11.040265 11.183770 1123200 11.183770
## 2003-10-02 11.288793 11.364153 11.263940 11.344110 1017900 11.344110
## 2003-10-03 11.504451 11.506856 11.437108 11.456349 2016900 11.456349
## 2003-10-06 11.514072 11.525296 11.466771 11.500443 356400 11.500443
## 2003-10-07 11.536519 11.536519 11.464366 11.488417 529200 11.488417
## 2003-10-08 11.589431 11.596647 11.559768 11.574199 351000 11.574199
## 2003-10-09 11.759396 11.825136 11.744967 11.769017 987300 11.769017
## 2003-10-10 11.831548 11.916529 11.831548 11.913321 1278000 11.913321
## 2003-10-13 11.985474 12.104928 11.985474 12.093703 1638000 12.093703
## 2003-10-14 12.059229 12.059229 11.857199 11.862812 1341000 11.862812
## 2003-10-15 12.005517 12.049611 11.977457 12.006318 2833200 12.006318
## 2003-10-16 12.006316 12.033575 11.985473 12.003110 284400 12.003110
## 2003-10-17 12.007922 12.007922 11.905305 11.930158 273600 11.930158
## 2003-10-20 12.019145 12.032773 11.981465 11.996697 448200 11.996697
## 2003-10-21 12.024760 12.056827 12.009527 12.056827 977400 12.056827
## 2003-10-22 12.033576 12.033576 11.830745 11.879648 1390500 11.879648
## 2003-10-23 11.704877 11.704877 11.626311 11.704877 849600 11.704877
## 2003-10-24 11.624705 11.643145 11.585422 11.643145 1303200 11.643145
## 2003-10-27 11.720910 11.785045 11.720910 11.777029 1175400 11.777029
## 2003-10-28 11.929352 11.952602 11.897285 11.938171 625500 11.938171
## 2003-10-29 11.977456 12.041593 11.953406 12.037583 775800 12.037583
## 2003-10-30 12.091298 12.101720 11.993490 11.994291 603900 11.994291
## 2003-10-31 12.003911 12.011126 11.882854 11.898086 305100 11.898086
## 2003-11-03 12.105732 12.185902 12.089698 12.181893 1420200 12.181893
## 2003-11-04 12.263666 12.266070 12.197123 12.215563 923400 12.215563
## 2003-11-05 12.244421 12.263664 12.190707 12.231595 1408500 12.231595
## 2003-11-06 12.181889 12.181889 12.082478 12.144210 745200 12.144210
## 2003-11-07 12.155434 12.201131 12.141805 12.157037 659700 12.157037
## 2003-11-10 12.130580 12.130580 11.981464 11.989481 644400 11.989481
## 2003-11-11 11.901295 11.901295 11.793065 11.835556 731700 11.835556
## 2003-11-12 11.911717 12.060834 11.894882 12.046405 657900 12.046405
## 2003-11-13 12.132185 12.140202 12.035980 12.139400 972900 12.139400
## 2003-11-14 12.112142 12.152226 12.035979 12.077669 451800 12.077669
## 2003-11-17 11.985471 11.985471 11.770615 11.841966 1896300 11.841966
## 2003-11-18 11.917330 11.949398 11.865220 11.865220 1236600 11.865220
## 2003-11-19 11.825133 11.825133 11.749773 11.788255 1089900 11.788255
## 2003-11-20 11.684835 11.700869 11.624707 11.635931 505800 11.635931
## 2003-11-21 11.676016 11.736945 11.676016 11.736945 363600 11.736945
## 2003-11-24 11.736944 11.869226 11.716903 11.864415 1182600 11.864415
## 2003-11-25 11.900496 11.937373 11.865221 11.905306 2041200 11.905306
## 2003-11-26 12.010325 12.014335 11.949396 12.014335 1207800 12.014335
## 2003-11-28 12.024757 12.156236 12.009524 12.121762 619200 12.121762
## 2003-12-01 12.298138 12.468902 12.298138 12.468902 1340100 12.468902
## 2003-12-02 12.468902 12.468902 12.398351 12.413585 2511900 12.413585
## 2003-12-03 12.476117 12.486539 12.370292 12.370292 824400 12.370292
## 2003-12-04 12.370294 12.370294 12.246029 12.285314 709200 12.285314
## 2003-12-05 12.268472 12.295731 12.200329 12.262059 1263600 12.262059
## 2003-12-08 12.246026 12.298137 12.238811 12.286113 753300 12.286113
## 2003-12-09 12.354255 12.374297 12.234801 12.234801 1598400 12.234801
## 2003-12-10 12.298135 12.306153 12.161847 12.185898 561600 12.185898
## 2003-12-11 12.294127 12.415184 12.282102 12.407969 819000 12.407969
## 2003-12-12 12.464895 12.466498 12.427214 12.464895 1101600 12.464895
## 2003-12-15 12.569112 12.588353 12.442442 12.474511 1232100 12.474511
## 2003-12-16 12.486537 12.486537 12.363876 12.422401 669600 12.422401
## 2003-12-17 12.343032 12.343032 12.248430 12.278093 1114200 12.278093
## 2003-12-18 12.328603 12.476117 12.328603 12.476117 657900 12.476117
## 2003-12-19 12.446450 12.523414 12.446450 12.506577 559800 12.506577
## 2003-12-22 12.554334 12.683179 12.526149 12.683179 1562400 12.683179
## 2003-12-23 12.683177 12.717804 12.656603 12.717804 1328400 12.717804
## 2003-12-24 12.757266 12.779814 12.731498 12.758877 279000 12.758877
## 2003-12-26 12.803969 12.803969 12.780613 12.791084 216900 12.791084
## 2003-12-29 12.884502 12.984356 12.868395 12.984356 1450800 12.984356
## 2003-12-30 13.060857 13.114005 13.042336 13.046361 1374300 13.046361
## 2003-12-31 13.119776 13.224542 13.119776 13.210840 979200 13.210840
## 2004-01-02 13.305132 13.570267 13.305132 13.504992 1845000 13.504992
## 2004-01-05 13.877307 13.978848 13.780601 13.978848 2981700 13.978848
## 2004-01-06 13.978848 13.978848 13.800749 13.820895 3776400 13.820895
## 2004-01-07 13.740311 13.853134 13.740311 13.853134 1075500 13.853134
## 2004-01-08 13.886173 13.933720 13.787049 13.905514 1148400 13.905514
## 2004-01-09 13.916795 13.991742 13.873277 13.880530 1143900 13.880530
## 2004-01-12 13.913572 13.929691 13.815254 13.868443 1753200 13.868443
## 2004-01-13 13.897454 13.909542 13.744336 13.789465 1361700 13.789465
## 2004-01-14 13.741108 13.833784 13.736272 13.811218 1150200 13.811218
## 2004-01-15 13.756423 13.757228 13.510628 13.529164 1397700 13.529164
## 2004-01-16 13.518691 13.589609 13.498543 13.587191 1698300 13.587191
## 2004-01-20 13.861190 13.994159 13.834595 13.982073 1243800 13.982073
## 2004-01-21 13.979655 14.050573 13.901485 14.000607 1260000 14.000607
## 2004-01-22 13.953870 14.001415 13.851522 13.965151 1600200 13.965151
## 2004-01-23 13.982875 13.990128 13.909540 13.941774 811800 13.941774
## 2004-01-26 13.979656 14.034456 13.919215 14.034456 1946700 14.034456
## 2004-01-27 14.062660 14.105372 13.941776 13.963536 2822400 13.963536
## 2004-01-28 14.038482 14.059433 13.748365 13.766093 2428200 13.766093
## 2004-01-29 13.711294 13.739500 13.322054 13.549311 3085200 13.549311
## 2004-01-30 13.458248 13.533196 13.430042 13.530778 1413900 13.530778
## 2004-02-02 13.548504 13.551727 13.474363 13.533998 1466100 13.533998
## 2004-02-03 13.542865 13.542865 13.437295 13.458247 941400 13.458247
## 2004-02-04 13.385723 13.405869 13.337369 13.337369 1133100 13.337369
## 2004-02-05 13.297878 13.358320 13.276925 13.333337 1764000 13.333337
## 2004-02-06 13.471948 13.672612 13.459859 13.637153 1868400 13.637153
## 2004-02-09 13.780598 13.900675 13.700010 13.833787 882000 13.833787
## 2004-02-10 13.838625 13.851520 13.789466 13.821702 665100 13.821702
## 2004-02-11 13.864418 14.053800 13.824122 14.036070 2990700 14.036070
## 2004-02-12 14.100535 14.100535 13.998187 14.028811 2559600 14.028811
## 2004-02-13 14.187572 14.195631 14.029618 14.038484 1157400 14.038484
## 2004-02-17 14.231898 14.320544 14.169039 14.320544 2004300 14.320544
## 2004-02-18 14.337462 14.337462 14.111815 14.125514 894600 14.125514
## 2004-02-19 14.127937 14.165009 14.002219 14.002219 1216800 14.002219
## 2004-02-20 13.861187 13.877305 13.729022 13.845069 2828700 13.845069
## 2004-02-23 13.925657 13.949026 13.706456 13.724185 1368000 13.724185
## 2004-02-24 13.693565 13.693565 13.619426 13.651660 950400 13.651660
## 2004-02-25 13.698404 13.803169 13.679063 13.800752 752400 13.800752
## 2004-02-26 13.871667 13.871667 13.811224 13.869249 1440000 13.869249
## 2004-02-27 14.028006 14.095701 13.990130 14.065883 2112300 14.065883
## 2004-03-01 14.170650 14.400326 14.161785 14.386626 1488600 14.386626
## 2004-03-02 14.402747 14.402747 14.270581 14.272193 1095300 14.272193
## 2004-03-03 14.182737 14.194021 14.086838 14.183544 2036700 14.183544
## 2004-03-04 14.223838 14.284280 14.206915 14.280250 837900 14.280250
## 2004-03-05 14.280249 14.354391 14.223838 14.332631 1043100 14.332631
## 2004-03-08 14.393073 14.425309 14.195632 14.195632 1356300 14.195632
## 2004-03-09 14.239953 14.239953 14.023171 14.102954 1146600 14.102954
## 2004-03-10 14.119072 14.119072 13.752395 13.780601 3870900 13.780601
## 2004-03-11 13.603311 13.637964 13.482428 13.482428 3832200 13.482428
## 2004-03-12 13.498541 13.627483 13.498541 13.595247 1795500 13.595247
## 2004-03-15 13.490483 13.518689 13.341394 13.341394 2127600 13.341394
## 2004-03-16 13.409897 13.510631 13.401837 13.506603 2355300 13.506603
## 2004-03-17 13.659716 13.714518 13.629094 13.691952 3899700 13.691952
## 2004-03-18 13.730635 13.774960 13.660524 13.772543 1188000 13.772543
## 2004-03-19 13.826536 13.826536 13.591218 13.591218 2424600 13.591218
## 2004-03-22 13.684702 13.684702 13.296265 13.373630 3333600 13.373630
## 2004-03-23 13.457443 13.521915 13.457443 13.508214 1305000 13.508214
## 2004-03-24 13.560595 13.582354 13.502571 13.518689 889200 13.518689
## 2004-03-25 13.553342 13.655690 13.538838 13.650855 1724400 13.650855
## 2004-03-26 13.651660 13.687119 13.623454 13.625872 1903500 13.625872
## 2004-03-29 13.820898 13.837016 13.794303 13.800752 1031400 13.800752
## 2004-03-30 13.899069 13.980463 13.881339 13.969985 2089800 13.969985
## 2004-03-31 14.094896 14.143250 14.064273 14.143250 1773900 14.143250
## 2004-04-01 14.174677 14.267353 14.173066 14.258490 1648800 14.258490
## 2004-04-02 14.421279 14.433367 14.371314 14.401132 4001400 14.401132
## 2004-04-05 14.520400 14.520400 14.473659 14.501864 1177200 14.501864
## 2004-04-06 14.507505 14.586482 14.501864 14.582453 721800 14.582453
## 2004-04-07 14.659012 14.663847 14.465601 14.530071 1936800 14.530071
## 2004-04-08 14.669487 14.675129 14.505088 14.542157 802800 14.542157
## 2004-04-12 14.650960 14.699312 14.621947 14.654183 1048500 14.654183
## 2004-04-13 14.663047 14.663047 14.452711 14.483335 1538100 14.483335
## 2004-04-14 14.375341 14.375341 14.258489 14.269770 2323800 14.269770
## 2004-04-15 14.276216 14.276216 14.064269 14.151304 1017000 14.151304
## 2004-04-16 14.195633 14.280251 14.136805 14.256075 1371600 14.256075
## 2004-04-19 14.254462 14.280250 14.213361 14.280250 1085400 14.280250
## 2004-04-20 14.343109 14.343109 14.111015 14.155337 2962800 14.155337
## 2004-04-21 14.138415 14.138415 14.031233 14.050574 1021500 14.050574
## 2004-04-22 13.925661 14.052991 13.886978 14.046543 3693600 14.046543
## 2004-04-23 14.102952 14.235922 14.102952 14.151304 1196100 14.151304
## 2004-04-26 14.155335 14.155335 13.945806 13.949836 1556100 13.949836
## 2004-04-27 14.018337 14.021560 13.875695 13.875695 837000 13.875695
## 2004-04-28 13.845881 13.845881 13.459862 13.478397 3704400 13.478397
## 2004-04-29 13.297070 13.297070 12.997282 13.034353 5024700 13.034353
## 2004-04-30 12.914277 12.985196 12.740207 12.757130 4438800 12.757130
## 2004-05-03 12.795815 12.886074 12.779699 12.885269 2169900 12.885269
## 2004-05-04 13.154431 13.210842 13.033548 13.137507 1849500 13.137507
## 2004-05-05 13.183439 13.235017 13.106075 13.169740 1089900 13.169740
## 2004-05-06 12.974719 12.989225 12.868342 12.896548 3132000 12.896548
## 2004-05-07 12.741013 12.741013 12.514558 12.606429 5904900 12.606429
## 2004-05-10 12.090665 12.176895 11.988318 11.997988 4054500 11.997988
## 2004-05-11 12.210741 12.370306 12.205100 12.354188 3686400 12.354188
## 2004-05-12 12.380783 12.434776 12.023777 12.358218 7226100 12.358218
## 2004-05-13 12.201069 12.396899 12.184951 12.325981 3628800 12.325981
## 2004-05-14 12.214770 12.235724 11.877912 12.001212 7549200 12.001212
## 2004-05-17 11.524130 11.844872 11.520100 11.520906 4436100 11.520906
## 2004-05-18 11.902894 11.966559 11.753806 11.863405 2379600 11.863405
## 2004-05-19 12.535513 12.537126 12.177702 12.191401 4035600 12.191401
## 2004-05-20 12.218798 12.239752 12.093886 12.116452 3769200 12.116452
## 2004-05-21 12.332429 12.434776 12.315506 12.315506 3830400 12.315506
## 2004-05-24 12.691853 12.691853 12.398511 12.507305 2328300 12.507305
## 2004-05-25 12.489576 12.805483 12.410600 12.782917 3232800 12.782917
## 2004-05-26 12.878014 12.878014 12.709584 12.732954 1452600 12.732954
## 2004-05-27 12.965851 12.988415 12.862697 12.934420 1737000 12.934420
## 2004-05-28 13.071424 13.071424 12.861894 12.906216 847800 12.906216
## 2004-06-01 12.918304 12.918304 12.777275 12.816762 2627100 12.816762
## 2004-06-02 12.801451 12.852221 12.684599 12.816762 2570400 12.816762
## 2004-06-03 12.559691 12.620938 12.521007 12.532290 2385000 12.532290
## 2004-06-04 12.662845 12.768416 12.652369 12.716839 2214900 12.716839
## 2004-06-07 12.966660 13.172161 12.845778 13.156043 2310300 13.156043
## 2004-06-08 13.095600 13.095600 12.894130 12.973106 3527100 12.973106
## 2004-06-09 12.865117 12.865117 12.670899 12.679764 1899000 12.679764
## 2004-06-10 12.661229 12.716835 12.646723 12.694270 1696500 12.694270
## 2004-06-14 12.342100 12.345324 12.205101 12.205101 3090600 12.205101
## 2004-06-15 12.425910 12.531482 12.388034 12.441223 1977300 12.441223
## 2004-06-16 12.447670 12.447670 12.259900 12.274404 2049300 12.274404
## 2004-06-17 12.268762 12.396897 12.250226 12.335650 2328300 12.335650
## 2004-06-18 12.463787 12.463787 12.168835 12.265541 2426400 12.265541
## 2004-06-21 12.481518 12.481518 12.320342 12.321954 876600 12.321954
## 2004-06-22 12.384005 12.485546 12.342099 12.452505 971100 12.452505
## 2004-06-23 12.458954 12.688631 12.402542 12.674124 1182600 12.674124
## 2004-06-24 12.875596 12.876401 12.723283 12.724895 1177200 12.724895
## 2004-06-25 12.848195 12.904607 12.836108 12.853836 845100 12.853836
## 2004-06-28 12.982776 12.982776 12.737787 12.744235 1017900 12.744235
## 2004-06-29 12.732951 12.853833 12.732951 12.841747 727200 12.841747
## 2004-06-30 12.938451 13.086734 12.828852 13.025487 3212100 13.025487
## 2004-07-01 12.935231 12.957798 12.836914 12.862702 2195100 12.862702
## 2004-07-02 12.894132 12.938454 12.855447 12.861896 1892700 12.861896
## 2004-07-06 12.902188 12.906217 12.724088 12.724088 1564200 12.724088
## 2004-07-07 12.749072 12.962631 12.749072 12.890102 1983600 12.890102
## 2004-07-08 12.813540 12.834493 12.706356 12.706356 1692900 12.706356
## 2004-07-09 12.773247 12.872371 12.751489 12.774054 1484100 12.774054
## 2004-07-12 12.740207 12.767607 12.652366 12.741014 1049400 12.741014
## 2004-07-13 12.800652 12.822410 12.724092 12.799040 1014300 12.799040
## 2004-07-14 12.734563 12.792586 12.676539 12.676539 1017900 12.676539
## 2004-07-15 12.614486 12.655587 12.547598 12.610458 3766500 12.610458
## 2004-07-16 12.794198 12.812734 12.732951 12.749069 983700 12.749069
## 2004-07-19 12.761157 12.819181 12.665257 12.729728 995400 12.729728
## 2004-07-20 12.741016 12.783728 12.678963 12.783728 1849500 12.783728
## 2004-07-21 12.893322 12.893322 12.587087 12.636245 1780200 12.636245
## 2004-07-22 12.524228 12.636245 12.475069 12.636245 3069000 12.636245
## 2004-07-23 12.602399 12.602399 12.365468 12.418657 1970100 12.418657
## 2004-07-26 12.400126 12.452508 12.273602 12.303420 1141200 12.303420
## 2004-07-27 12.330011 12.537929 12.330011 12.537929 1133100 12.537929
## 2004-07-28 12.490382 12.535512 12.390452 12.533900 1314000 12.533900
## 2004-07-29 12.517781 12.612070 12.476682 12.612070 2531700 12.612070
## 2004-07-30 12.618519 12.635441 12.533901 12.551630 2052900 12.551630
## 2004-08-02 12.492800 12.512142 12.459759 12.488772 2377800 12.488772
## 2004-08-03 12.488768 12.587086 12.478292 12.503275 2743200 12.503275
## 2004-08-04 12.479101 12.515365 12.394482 12.515365 2527200 12.515365
## 2004-08-05 12.700717 12.708777 12.433970 12.434776 2399400 12.434776
## 2004-08-06 12.473460 12.475072 12.330012 12.344518 1493100 12.344518
## 2004-08-09 12.491187 12.531483 12.447670 12.447670 726300 12.447670
## 2004-08-10 12.438804 12.604816 12.438804 12.587893 963900 12.587893
## 2004-08-11 12.458957 12.480716 12.348551 12.471045 1772100 12.471045
## 2004-08-12 12.450894 12.458952 12.331622 12.331622 736200 12.331622
## 2004-08-13 12.487158 12.489575 12.333234 12.350964 1442700 12.350964
## 2004-08-16 12.358216 12.539540 12.358216 12.519392 1655100 12.519392
## 2004-08-17 12.561300 12.637857 12.530676 12.603205 1665000 12.603205
## 2004-08-18 12.576612 12.753099 12.533900 12.752294 1214100 12.752294
## 2004-08-19 12.890103 12.890103 12.721674 12.765996 1306800 12.765996
## 2004-08-20 12.785335 12.889294 12.765188 12.829659 1683000 12.829659
## 2004-08-23 12.846585 12.936040 12.757132 12.898969 2262600 12.898969
## 2004-08-24 12.865926 12.923949 12.845778 12.861896 881100 12.861896
## 2004-08-25 12.894130 13.019042 12.878012 13.015012 1098900 13.015012
## 2004-08-26 13.063366 13.063366 13.005342 13.032743 1036800 13.032743
## 2004-08-27 13.067394 13.068200 13.004535 13.008565 1988100 13.008565
## 2004-08-30 12.966661 12.966661 12.910249 12.938455 738900 12.938455
## 2004-08-31 12.954570 13.010176 12.898964 12.994865 2889000 12.994865
## 2004-09-01 13.094794 13.102048 12.998895 13.102048 3053700 13.102048
## 2004-09-02 13.152011 13.284983 13.093987 13.264835 2511900 13.264835
## 2004-09-03 13.208423 13.208423 13.087540 13.123805 2269800 13.123805
## 2004-09-07 13.156845 13.252746 13.156040 13.224540 2881800 13.224540
## 2004-09-08 13.115750 13.276927 13.115750 13.216485 1415700 13.216485
## 2004-09-09 13.168130 13.284177 13.168130 13.256778 2348100 13.256778
## 2004-09-10 13.309158 13.430846 13.297069 13.382493 851400 13.382493
## 2004-09-13 13.486456 13.554956 13.478396 13.504992 1343700 13.504992
## 2004-09-14 13.579130 13.579130 13.490484 13.500154 1825200 13.500154
## 2004-09-15 13.520300 13.526748 13.414730 13.440518 1323000 13.440518
## 2004-09-16 13.595249 13.651661 13.558985 13.608948 1190700 13.608948
## 2004-09-17 13.569459 13.772542 13.567042 13.700012 1954800 13.700012
## 2004-09-20 13.721771 13.740307 13.567043 13.713713 1203300 13.713713
## 2004-09-21 13.780601 13.924049 13.772543 13.857160 2047500 13.857160
## 2004-09-22 13.780600 13.794299 13.646017 13.647630 1795500 13.647630
## 2004-09-23 13.571073 13.712103 13.567850 13.708073 1719900 13.708073
## 2004-09-24 13.675030 13.683895 13.618618 13.669388 1989900 13.669388
## 2004-09-27 13.658914 13.658914 13.526749 13.587996 2089800 13.587996
## 2004-09-28 13.617008 13.778991 13.617008 13.756426 1298700 13.756426
## 2004-09-29 13.724189 13.837013 13.701624 13.828955 530100 13.828955
## 2004-09-30 13.845075 13.901488 13.796723 13.901488 1413900 13.901488
## 2004-10-01 13.988520 14.183544 13.965956 14.167426 2111400 14.167426
## 2004-10-04 14.312489 14.438208 14.282672 14.409195 2671200 14.409195
## 2004-10-05 14.268967 14.369703 14.231898 14.302814 2332800 14.302814
## 2004-10-06 14.320543 14.468021 14.293950 14.468021 2286000 14.468021
## 2004-10-07 14.409187 14.411605 14.304421 14.344717 3072600 14.344717
## 2004-10-08 14.328601 14.385011 14.206106 14.239953 1929600 14.239953
## 2004-10-11 14.307649 14.322961 14.264132 14.314096 1278000 14.314096
## 2004-10-12 14.062661 14.093284 13.974013 14.088449 3061800 14.088449
## 2004-10-13 14.071523 14.071523 13.805581 13.897452 4212900 13.897452
## 2004-10-14 13.841043 13.880531 13.687926 13.708073 1920600 13.708073
## 2004-10-15 13.720968 13.937751 13.720968 13.891009 775800 13.891009
## 2004-10-18 13.946613 14.057824 13.925661 14.038484 1413900 14.038484
## 2004-10-19 14.155337 14.218196 13.970790 13.970790 1402200 13.970790
## 2004-10-20 13.948228 13.958704 13.830569 13.882951 3414600 13.882951
## 2004-10-21 13.957898 14.082811 13.941780 14.082811 1761300 14.082811
## 2004-10-22 14.123101 14.123101 13.965955 13.982073 1204200 13.982073
## 2004-10-25 13.941778 14.019950 13.867639 14.019950 3783600 14.019950
## 2004-10-26 14.014308 14.086838 13.989327 14.070720 2438100 14.070720
## 2004-10-27 14.140829 14.344718 14.112623 14.312482 3141000 14.312482
## 2004-10-28 14.243980 14.344716 14.165004 14.241562 3662100 14.241562
## 2004-10-29 14.268163 14.320545 14.236734 14.297174 4755600 14.297174
## 2004-11-01 14.419670 14.429340 14.334245 14.403552 1892700 14.403552
## 2004-11-02 14.465601 14.575201 14.425306 14.436588 1888200 14.436588
## 2004-11-03 14.763776 14.787952 14.631610 14.646923 2423700 14.646923
## 2004-11-04 14.659016 14.921735 14.639675 14.868546 7040700 14.868546
## 2004-11-05 14.949126 14.953156 14.884656 14.924950 5571000 14.924950
## 2004-11-08 14.836309 14.852425 14.748467 14.756526 1092600 14.756526
## 2004-11-09 14.828251 14.856457 14.805686 14.851621 1039500 14.851621
## 2004-11-10 14.949134 14.953164 14.858070 14.868546 1553400 14.868546
## 2004-11-11 14.908835 15.066788 14.887883 15.037777 1473300 15.037777
## 2004-11-12 15.098225 15.309366 15.007159 15.291635 3261600 15.291635
## 2004-11-15 15.368191 15.369803 15.239249 15.306138 2475900 15.306138
## 2004-11-16 15.315807 15.315807 15.118365 15.131260 964800 15.131260
## 2004-11-17 15.432667 15.559995 15.389954 15.472959 4002300 15.472959
## 2004-11-18 15.381893 15.602704 15.381893 15.501163 1527300 15.501163
## 2004-11-19 15.476986 15.481016 15.279546 15.279546 1489500 15.279546
## 2004-11-22 15.274706 15.384307 15.150601 15.339178 2629800 15.339178
## 2004-11-23 15.308553 15.428630 15.303718 15.365771 2463300 15.365771
## 2004-11-24 15.521311 15.547099 15.473763 15.529370 2287800 15.529370
## 2004-11-26 15.613993 15.798540 15.592234 15.787257 1315800 15.787257
## 2004-11-29 15.803371 15.804178 15.690547 15.690547 5048100 15.690547
## 2004-11-30 15.819485 15.819485 15.709080 15.719555 3993300 15.719555
## 2004-12-01 15.811429 15.863813 15.767107 15.839635 6652800 15.839635
## 2004-12-02 15.956486 15.956486 15.803369 15.816263 2802600 15.816263
## 2004-12-03 15.806590 15.892015 15.771131 15.887985 1987200 15.887985
## 2004-12-06 15.875898 15.875898 15.755014 15.865420 1561500 15.865420
## 2004-12-07 15.835604 15.835604 15.562411 15.622046 2119500 15.622046
## 2004-12-08 15.569661 15.569661 15.411708 15.539843 2682000 15.539843
## 2004-12-09 15.271487 15.373030 15.173169 15.286800 3485700 15.286800
## 2004-12-10 15.158662 15.283573 15.090968 15.271485 2543400 15.271485
## 2004-12-13 15.424603 15.503581 15.339986 15.503581 2016000 15.503581
## 2004-12-14 15.551130 15.658312 15.529372 15.646224 2101500 15.646224
## 2004-12-15 15.803371 15.863006 15.763077 15.863006 2272500 15.863006
## 2004-12-16 15.902497 15.902497 15.668790 15.783225 1358100 15.783225
## 2004-12-17 15.812236 15.847694 15.714725 15.746959 2043000 15.746959
## 2004-12-20 15.916190 15.954067 15.759042 15.952454 1858500 15.952454
## 2004-12-21 15.996780 16.107188 15.916193 16.105576 2205900 16.105576
## 2004-12-22 16.123301 16.149895 16.066889 16.101543 3082500 16.101543
## 2004-12-23 16.240468 16.240468 16.125448 16.211102 2463300 16.211102
## 2004-12-27 16.257593 16.270645 16.172757 16.198860 1151100 16.198860
## 2004-12-28 16.276352 16.312244 16.262485 16.282877 1299600 16.282877
## 2004-12-29 16.336724 16.372616 16.294306 16.372616 1217700 16.372616
## 2004-12-30 16.416657 16.429709 16.321217 16.331005 2145600 16.331005
## 2004-12-31 16.469689 16.469689 16.393826 16.465611 1507500 16.465611
## 2005-01-03 16.453360 16.514540 16.264110 16.294292 4275000 16.294292
## 2005-01-04 16.253518 16.261675 15.792627 15.792627 4205700 15.792627
## 2005-01-05 15.776309 15.806491 15.596846 15.599294 3006900 15.599294
## 2005-01-06 15.649872 15.671895 15.509565 15.588691 2268000 15.588691
## 2005-01-07 15.694735 15.724103 15.539747 15.618873 4920300 15.618873
## 2005-01-10 15.711052 15.793442 15.633557 15.638452 2007000 15.638452
## 2005-01-11 15.711055 15.715134 15.581353 15.609087 2440800 15.609087
## 2005-01-12 15.711055 15.801601 15.594405 15.800786 3574800 15.800786
## 2005-01-13 15.848912 15.857885 15.723290 15.735524 2884500 15.735524
## 2005-01-14 15.906834 16.016958 15.662111 16.016958 4399200 16.016958
## 2005-01-18 16.007982 16.007982 15.894596 15.988406 2329200 15.988406
## 2005-01-19 16.068339 16.068339 15.768148 15.768148 2631600 15.768148
## 2005-01-20 15.784471 15.802418 15.572380 15.572380 4074300 15.572380
## 2005-01-21 15.866044 15.886438 15.723292 15.784471 3189600 15.784471
## 2005-01-24 15.977795 15.980243 15.744497 15.759995 4424400 15.759995
## 2005-01-25 15.866043 15.996561 15.849728 15.902752 2938500 15.902752
## 2005-01-26 16.151546 16.151546 15.988400 16.135231 3998700 16.135231
## 2005-01-27 16.140949 16.171947 16.095266 16.150738 2467800 16.150738
## 2005-01-28 16.188253 16.204569 16.096892 16.165413 1911600 16.165413
## 2005-01-31 16.314700 16.457455 16.311437 16.378328 3035700 16.378328
## 2005-02-01 16.476211 16.551257 16.419110 16.518629 4391100 16.518629
## 2005-02-02 16.520255 16.570831 16.477837 16.570831 2074500 16.570831
## 2005-02-03 16.518627 16.570018 16.471315 16.553703 1639800 16.553703
## 2005-02-04 16.651591 16.836763 16.608359 16.812292 2437200 16.812292
## 2005-02-07 16.836765 16.891421 16.836765 16.865316 3883500 16.865316
## 2005-02-08 16.897945 16.922417 16.838397 16.897945 3652200 16.897945
## 2005-02-09 16.938736 16.949340 16.819639 16.843296 1933200 16.843296
## 2005-02-10 16.783749 16.925686 16.764171 16.924871 1835100 16.924871
## 2005-02-11 16.960758 17.169586 16.893867 17.089645 3395700 17.089645
## 2005-02-14 17.212002 17.247078 17.163057 17.212002 2181600 17.212002
## 2005-02-15 17.265026 17.334363 17.195688 17.252790 2188800 17.252790
## 2005-02-16 17.252793 17.258503 17.154090 17.199770 2810700 17.199770
## 2005-02-17 17.265028 17.287868 17.171219 17.171219 2733300 17.171219
## 2005-02-18 17.260947 17.406149 17.252791 17.382492 2485800 17.382492
## 2005-02-22 17.473038 17.570926 17.285419 17.318865 3030300 17.318865
## 2005-02-23 17.497507 17.497507 17.366991 17.398804 3665700 17.398804
## 2005-02-24 17.587246 17.698185 17.485279 17.668819 4342500 17.668819
## 2005-02-25 17.823813 18.031825 17.755290 17.994301 3551400 17.994301
## 2005-02-28 18.150102 18.152549 17.887436 17.964115 3399300 17.964115
## 2005-03-01 17.989400 18.027740 17.924959 18.014690 2586600 18.014690
## 2005-03-02 17.865410 17.886619 17.701447 17.717762 4113900 17.717762
## 2005-03-03 17.864591 17.864591 17.660658 17.766705 3303000 17.766705
## 2005-03-04 17.943715 18.017131 17.909453 17.978792 2894400 17.978792
## 2005-03-07 18.029368 18.141940 18.022027 18.097075 6369300 18.097075
## 2005-03-08 18.109316 18.109316 17.955958 17.959219 4140000 17.959219
## 2005-03-09 17.986950 18.052208 17.824619 17.856432 9405900 17.856432
## 2005-03-10 17.742226 17.823799 17.645153 17.685123 6785100 17.685123
## 2005-03-11 17.700633 17.823809 17.563587 17.585613 7883100 17.585613
## 2005-03-14 17.539114 17.632108 17.383309 17.451015 5286600 17.451015
## 2005-03-15 17.424098 17.424098 16.999915 17.016230 10213200 17.016230
## 2005-03-16 16.926500 17.088017 16.805772 16.871847 9432900 16.871847
## 2005-03-17 16.871844 17.199769 16.860422 17.179375 5334300 17.179375
## 2005-03-18 17.293575 17.293575 17.049671 17.101877 3633300 17.101877
## 2005-03-21 17.108409 17.110857 16.808219 16.854717 7577100 16.854717
## 2005-03-22 16.828609 17.043147 16.494973 16.543102 9414000 16.543102
## 2005-03-23 16.322854 16.574916 16.314695 16.333458 9893700 16.333458
## 2005-03-24 16.396269 16.600204 16.314696 16.315512 7579800 16.315512
## 2005-03-28 16.551260 16.551260 16.336722 16.428085 4377600 16.428085
## 2005-03-29 16.363644 16.363644 15.976169 16.003088 9969300 16.003088
## 2005-03-30 16.233123 16.437057 16.118921 16.367718 7332300 16.367718
## 2005-03-31 16.323669 16.600204 16.323669 16.543102 8780400 16.543102
## 2005-04-01 16.600207 17.026021 16.600207 16.640995 16286400 16.640995
## 2005-04-04 16.710328 16.710328 16.482739 16.677700 6831000 16.677700
## 2005-04-05 16.681777 16.804138 16.655673 16.673620 6283800 16.673620
## 2005-04-06 16.804132 17.096982 16.804132 16.902021 7750800 16.902021
## 2005-04-07 16.975442 17.089646 16.926497 17.072514 7542900 17.072514
## 2005-04-08 17.032543 17.051304 16.963205 16.991755 4489200 16.991755
## 2005-04-11 16.928940 16.941992 16.680956 16.828604 4360500 16.828604
## 2005-04-12 16.828614 17.040705 16.567580 17.040705 9810000 17.040705
## 2005-04-13 16.950962 16.950962 16.701349 16.701349 8005500 16.701349
## 2005-04-14 16.640986 16.640986 16.258405 16.273905 11493000 16.273905
## 2005-04-15 16.192337 16.299199 15.906831 15.931303 10748700 15.931303
## 2005-04-18 15.825255 16.119736 15.806494 16.119736 8464500 16.119736
## 2005-04-19 16.212725 16.395450 16.212725 16.389740 10558800 16.389740
## 2005-04-20 16.404430 16.404430 16.003088 16.003088 5861700 16.003088
## 2005-04-21 16.176023 16.472135 16.152366 16.463978 8097300 16.463978
## 2005-04-22 16.412584 16.432160 16.151548 16.282066 3726900 16.282066
## 2005-04-25 16.379954 16.607544 16.351404 16.590414 5287500 16.590414
## 2005-04-26 16.477842 16.582255 16.377505 16.420740 7710300 16.420740
## 2005-04-27 16.306539 16.377508 16.167865 16.272278 5884200 16.272278
## 2005-04-28 16.192338 16.192338 15.982695 16.012877 5853600 16.012877
## 2005-04-29 16.192338 16.370168 16.030007 16.336723 8967600 16.336723
## 2005-05-02 16.416659 16.640987 16.314692 16.445210 8076600 16.445210
## 2005-05-03 16.437060 16.499870 16.368537 16.429718 4197600 16.429718
## 2005-05-04 16.477845 16.932210 16.477845 16.877556 13998600 16.877556
## 2005-05-05 16.926499 17.078226 16.755195 16.966471 8592300 16.966471
## 2005-05-06 16.942807 17.077402 16.942807 17.012144 5188500 17.012144
## 2005-05-09 16.885711 17.075777 16.885711 17.027649 2353500 17.027649
## 2005-05-10 16.820457 16.875927 16.640995 16.645073 11310300 16.645073
## 2005-05-11 16.722559 16.740503 16.513731 16.722559 4614300 16.722559
## 2005-05-12 16.685852 16.730718 16.396266 16.437054 7258500 16.437054
## 2005-05-13 16.477843 16.482737 16.234754 16.268200 14046300 16.268200
## 2005-05-16 16.355485 16.461529 16.261674 16.461529 6050700 16.461529
## 2005-05-17 16.346514 16.517002 16.300832 16.465611 5792400 16.465611
## 2005-05-18 16.518629 16.885710 16.518629 16.793531 9004500 16.793531
## 2005-05-19 16.838402 16.893871 16.783747 16.854717 4374900 16.854717
## 2005-05-20 16.791083 16.820450 16.687485 16.812292 3003300 16.812292
## 2005-05-23 16.747034 16.902024 16.729088 16.867762 4296600 16.867762
## 2005-05-24 16.785375 16.818821 16.755193 16.818821 2808000 16.818821
## 2005-05-25 16.785376 16.785376 16.681777 16.698092 2107800 16.698092
## 2005-05-26 16.783743 16.925680 16.779665 16.885710 2253600 16.885710
## 2005-05-27 16.959129 17.021941 16.923237 16.999916 1422900 16.999916
## 2005-05-31 16.967281 16.967281 16.832685 16.853079 2979000 16.853079
## 2005-06-01 16.804138 17.065173 16.794351 17.052122 12789000 17.052122
## 2005-06-02 17.032541 17.186714 17.016226 17.181820 4039200 17.181820
## 2005-06-03 17.186716 17.251976 17.061909 17.092907 5648400 17.092907
## 2005-06-06 17.131248 17.268291 17.097803 17.265028 3159900 17.265028
## 2005-06-07 17.229951 17.337629 17.154903 17.179375 5063400 17.179375
## 2005-06-08 17.241369 17.287051 17.111667 17.114115 3300300 17.114115
## 2005-06-09 17.105960 17.399626 16.986048 17.203848 2521200 17.203848
## 2005-06-10 17.644342 17.644342 17.135324 17.252790 1604100 17.252790
## 2005-06-13 17.277259 17.375148 17.203842 17.321308 2461200 17.321308
## 2005-06-14 17.358022 17.394730 17.289500 17.392284 3508500 17.392284
## 2005-06-15 17.392281 17.521982 17.333548 17.521982 4562400 17.521982
## 2005-06-16 17.497510 17.705523 17.497510 17.678604 7155300 17.678604
## 2005-06-17 17.717760 17.908641 17.717760 17.891512 9405000 17.891512
## 2005-06-20 17.717760 17.776493 17.605189 17.729996 3104400 17.729996
## 2005-06-21 17.693290 17.693290 17.619874 17.644346 1580100 17.644346
## 2005-06-22 17.864593 17.871934 17.695736 17.810755 1702500 17.810755
## 2005-06-23 17.815646 17.815646 17.475485 17.497509 3368400 17.497509
## 2005-06-24 17.475484 17.509745 17.399622 17.436329 2401500 17.436329
## 2005-06-27 17.455907 17.644341 17.402068 17.546453 2256000 17.546453
## 2005-06-28 17.558692 17.705523 17.546455 17.678604 2268000 17.678604
## 2005-06-29 17.717758 17.717758 17.551349 17.575821 2398800 17.575821
## 2005-06-30 17.849908 17.849908 17.162243 17.521982 6049800 17.521982
## 2005-07-01 17.678607 17.695737 17.534222 17.585613 3820200 17.585613
## 2005-07-05 17.497509 17.663919 17.473037 17.663919 4650300 17.663919
## 2005-07-06 17.480383 17.668820 17.480383 17.578272 3660600 17.578272
## 2005-07-07 17.375147 17.632102 17.375147 17.629654 2380200 17.629654
## 2005-07-08 17.644344 17.825438 17.629660 17.813200 3537300 17.813200
## 2005-07-11 17.862148 18.084843 17.862148 18.084843 4310400 18.084843
## 2005-07-12 18.158257 18.327113 18.114206 18.300194 2952900 18.300194
## 2005-07-13 18.354035 18.354035 18.239015 18.287960 9842700 18.287960
## 2005-07-14 18.598754 18.598754 18.356481 18.393190 9327300 18.393190
## 2005-07-15 18.473945 18.473945 18.231670 18.292852 2388000 18.292852
## 2005-07-18 18.292855 18.292855 18.182729 18.236568 3743100 18.236568
## 2005-07-19 18.280614 18.449470 18.258589 18.444576 5014500 18.444576
## 2005-07-20 18.415218 18.488634 18.317332 18.447033 5917800 18.447033
## 2005-07-21 18.481281 18.684401 18.473941 18.647692 4680900 18.647692
## 2005-07-22 18.647697 18.655038 18.581621 18.603647 2613000 18.603647
## 2005-07-25 18.655037 18.708876 18.442131 18.442131 4800900 18.442131
## 2005-07-26 18.486182 18.547361 18.368716 18.547361 5155800 18.547361
## 2005-07-27 18.562040 18.757815 18.513096 18.647692 5392500 18.647692
## 2005-07-28 18.721111 18.941359 18.708876 18.880180 7756800 18.880180
## 2005-07-29 18.899765 18.943814 18.845926 18.867952 4639200 18.867952
## 2005-08-01 19.014773 19.176289 19.014773 19.176289 5386200 19.176289
## 2005-08-02 19.418565 19.516451 19.271732 19.516451 4568100 19.516451
## 2005-08-03 19.528689 19.545819 19.359832 19.467508 3892500 19.467508
## 2005-08-04 19.425907 19.452828 19.247262 19.296206 5318400 19.296206
## 2005-08-05 19.293761 19.296207 18.848368 18.941362 7166400 18.941362
## 2005-08-08 18.953603 19.186086 18.953603 19.071068 6216900 19.071068
## 2005-08-09 19.112667 19.477302 19.112667 19.455276 3804600 19.455276
## 2005-08-10 19.668179 19.768514 19.494427 19.663284 6550200 19.663284
## 2005-08-11 19.712231 19.712231 19.457720 19.553162 4969200 19.553162
## 2005-08-12 19.528694 19.528694 19.149377 19.345154 4800600 19.345154
## 2005-08-15 19.455274 19.526243 19.362280 19.479746 4788300 19.479746
## 2005-08-16 19.474853 19.477300 19.142033 19.142033 4863300 19.142033
## 2005-08-17 19.203215 19.244816 19.088195 19.154270 5755200 19.154270
## 2005-08-18 18.904656 18.953601 18.760271 18.801874 7233000 18.801874
## 2005-08-19 18.892419 18.916890 18.696643 18.728456 3652200 18.728456
## 2005-08-22 19.027018 19.161613 18.904656 18.960943 6493500 18.960943
## 2005-08-23 18.960941 18.960941 18.770059 18.782293 8372100 18.782293
## 2005-08-24 18.804322 18.804322 18.537577 18.537577 6586500 18.537577
## 2005-08-25 18.696639 18.818999 18.625671 18.745583 5783700 18.745583
## 2005-08-26 18.821453 18.843478 18.657490 18.721117 6064800 18.721117
## 2005-08-29 18.681955 18.929122 18.633010 18.926676 6831300 18.926676
## 2005-08-30 18.914443 18.916890 18.728456 18.728456 7609500 18.728456
## 2005-08-31 18.843474 19.129797 18.843474 19.117561 5673000 19.117561
## 2005-09-01 19.210552 19.408774 19.210552 19.381855 3919800 19.381855
## 2005-09-02 19.418567 19.577635 19.418567 19.553162 3695100 19.553162
## 2005-09-06 19.699997 19.859065 19.629030 19.797886 5546700 19.797886
## 2005-09-07 19.895775 19.895775 19.704893 19.822359 5695800 19.822359
## 2005-09-08 19.604553 19.856616 19.604553 19.790541 3900600 19.790541
## 2005-09-09 19.859062 20.118467 19.859062 20.081758 4093800 20.081758
## 2005-09-12 20.311797 20.311797 20.032815 20.052393 3704400 20.052393
## 2005-09-13 19.898219 20.035264 19.815014 19.827250 3419400 19.827250
## 2005-09-14 19.920241 19.920241 19.699992 19.756279 4386000 19.756279
## 2005-09-15 19.944720 19.964297 19.861514 19.871304 3421800 19.871304
## 2005-09-16 19.996111 20.182098 19.996111 20.177204 2344200 20.177204
## 2005-09-19 20.238381 20.250615 20.123361 20.147833 2944200 20.147833
## 2005-09-20 20.336269 20.368083 20.140491 20.201672 5556900 20.201672
## 2005-09-21 20.402346 20.409686 20.005898 20.392557 7039500 20.392557
## 2005-09-22 20.566307 20.566307 20.045053 20.189438 13828800 20.189438
## 2005-09-23 20.116018 20.209012 20.020577 20.172304 3488400 20.172304
## 2005-09-26 20.142936 20.380315 20.142936 20.350948 5961300 20.350948
## 2005-09-27 20.372975 20.372975 20.184541 20.216354 5322000 20.216354
## 2005-09-28 20.319143 20.453740 20.299566 20.446398 2720400 20.446398
## 2005-09-29 20.556518 20.835499 20.458630 20.806133 5568300 20.806133
## 2005-09-30 20.796345 20.801238 20.669090 20.771872 5457600 20.771872
## 2005-10-03 20.862415 20.952961 20.771867 20.904016 11126100 20.904016
## 2005-10-04 21.021488 21.026382 20.644619 20.708246 5229600 20.708246
## 2005-10-05 20.556516 20.877099 20.067074 20.079311 9299700 20.079311
## 2005-10-06 19.947167 19.947167 19.181192 19.376968 16650600 19.376968
## 2005-10-07 19.577629 19.939814 19.577629 19.856609 11688900 19.856609
## 2005-10-10 19.873746 20.184541 19.770963 19.790541 6595500 19.790541
## 2005-10-11 20.067070 20.164960 19.824797 19.876190 7642500 19.876190
## 2005-10-12 19.797885 19.846829 19.198320 19.266842 18120300 19.266842
## 2005-10-13 19.063726 19.161614 18.745589 19.146931 10996200 19.146931
## 2005-10-14 19.208108 19.222789 18.733349 19.073511 8911800 19.073511
## 2005-10-17 19.100430 19.406330 19.100430 19.283970 10719000 19.283970
## 2005-10-18 19.301103 19.301103 18.794531 18.794531 7567500 18.794531
## 2005-10-19 18.415217 19.193428 18.363825 19.161615 15258000 19.161615
## 2005-10-20 19.137142 19.257054 18.317328 18.390743 8560800 18.390743
## 2005-10-21 18.659932 18.929124 18.574279 18.880180 5144700 18.880180
## 2005-10-24 18.965835 19.406331 18.941363 19.389202 11245800 19.389202
## 2005-10-25 19.332915 19.357388 18.907101 19.007437 8218500 19.007437
## 2005-10-26 19.286415 19.354937 18.760266 19.075956 6779400 19.075956
## 2005-10-27 19.112673 19.137146 18.574287 18.623232 8886000 18.623232
## 2005-10-28 18.806765 19.132242 18.696641 19.112665 12135300 19.112665
## 2005-10-31 19.198320 19.626581 19.198320 19.455276 15594000 19.455276
## 2005-11-01 19.491984 19.817464 19.491984 19.797886 12283800 19.797886
## 2005-11-02 19.822355 20.177200 19.785647 20.103783 8200500 20.103783
## 2005-11-03 20.189434 20.397446 20.067073 20.125807 11960400 20.125807
## 2005-11-04 20.184545 20.184545 19.712234 20.084209 7893600 20.084209
## 2005-11-07 20.091548 20.103784 19.846827 20.098890 4339200 20.098890
## 2005-11-08 19.812568 20.037710 19.785649 19.910456 5464500 19.910456
## 2005-11-09 19.920244 20.235934 19.885983 20.209015 6615600 20.209015
## 2005-11-10 20.189437 20.275089 19.908008 20.240828 10086300 20.240828
## 2005-11-11 20.238385 20.304459 20.140495 20.284880 3302100 20.284880
## 2005-11-14 20.211464 20.248171 20.020581 20.231041 3023100 20.231041
## 2005-11-15 20.216356 20.309350 20.047499 20.116020 6796800 20.116020
## 2005-11-16 20.179645 20.287321 20.045048 20.287321 5853900 20.287321
## 2005-11-17 20.434156 20.649511 20.414579 20.585884 10072200 20.585884
## 2005-11-18 20.605465 20.818371 20.507575 20.642172 9530400 20.642172
## 2005-11-21 20.656856 20.727825 20.527153 20.654408 7098000 20.654408
## 2005-11-22 20.348503 20.654403 20.284875 20.644615 4916400 20.644615
## 2005-11-23 20.703348 20.960303 20.678877 20.862417 5970300 20.862417
## 2005-11-25 20.872212 20.911368 20.825715 20.847740 1453200 20.847740
## 2005-11-28 20.894231 20.979885 20.666642 20.715586 6867300 20.715586
## 2005-11-29 20.801233 20.884439 20.527147 20.532042 9563100 20.532042
## 2005-11-30 20.571195 20.764524 20.571195 20.580984 7608600 20.580984
## 2005-12-01 20.764526 21.168314 20.764526 21.119370 7673100 21.119370
## 2005-12-02 21.153639 21.266210 21.075328 21.094906 7122000 21.094906
## 2005-12-05 21.285783 21.302912 21.119372 21.266205 4209300 21.266205
## 2005-12-06 21.400807 21.547640 21.351862 21.461988 6533400 21.461988
## 2005-12-07 21.606374 21.633293 21.212374 21.258871 7268400 21.258871
## 2005-12-08 21.143847 21.334729 21.045960 21.099798 6384000 21.099798
## 2005-12-09 21.165868 21.329830 21.107135 21.315147 2322900 21.315147
## 2005-12-12 21.346965 21.618604 21.346965 21.437511 4220400 21.437511
## 2005-12-13 21.559874 21.738520 21.391017 21.718941 9045000 21.718941
## 2005-12-14 21.731175 21.731175 21.481560 21.574554 6297600 21.574554
## 2005-12-15 21.718940 21.718940 21.425275 21.486456 6546900 21.486456
## 2005-12-16 21.413038 21.535396 21.408143 21.413038 4561200 21.413038
## 2005-12-19 21.596579 21.667546 21.351857 21.364094 8100000 21.364094
## 2005-12-20 21.535395 21.584340 21.413037 21.547632 4222200 21.547632
## 2005-12-21 21.706703 21.914714 21.633286 21.897585 9747900 21.897585
## 2005-12-22 21.863321 22.000364 21.816824 21.902475 5450700 21.902475
## 2005-12-23 21.998492 22.099948 21.924257 22.033136 2106000 22.033136
## 2005-12-27 21.924253 22.270687 21.788155 21.788155 3692400 21.788155
## 2005-12-28 21.899513 21.899513 21.751041 21.847548 3779100 21.847548
## 2005-12-29 22.005912 22.005912 21.837645 21.850016 4242300 21.850016
## 2005-12-30 21.850021 21.919308 21.590196 21.837650 5410500 21.837650
## 2006-01-03 22.315228 22.703728 22.270688 22.654238 20919600 22.654238
## 2006-01-04 22.765590 22.928908 22.765590 22.859621 9089400 22.859621
## 2006-01-05 22.745795 22.975927 22.745795 22.975927 4833600 22.975927
## 2006-01-06 23.272864 23.500521 23.099648 23.455978 6328800 23.455978
## 2006-01-09 23.631674 23.733129 23.371850 23.686115 6943800 23.686115
## 2006-01-10 23.453505 23.507947 23.206054 23.401541 6392700 23.401541
## 2006-01-11 23.458456 23.678689 23.260494 23.676214 7186200 23.676214
## 2006-01-12 23.730651 23.730651 23.312457 23.347101 8059500 23.347101
## 2006-01-13 23.408968 23.495577 23.297615 23.371851 5502300 23.371851
## 2006-01-17 23.131819 23.260493 22.891790 22.963551 16205700 22.963551
## 2006-01-18 22.580003 23.183785 22.577528 22.951181 16159200 22.951181
## 2006-01-19 23.260494 23.725704 23.260494 23.693537 13730700 23.693537
## 2006-01-20 23.725703 23.842008 22.988297 22.988297 17342400 22.988297
## 2006-01-23 23.265445 23.656420 23.211005 23.656420 13689900 23.656420
## 2006-01-24 23.609403 24.030071 23.609403 24.027599 10876500 24.027599
## 2006-01-25 24.260197 24.334432 23.940984 24.039963 7494300 24.039963
## 2006-01-26 24.181021 24.609114 24.173596 24.609114 7874700 24.609114
## 2006-01-27 24.745204 25.089162 24.651175 24.891201 11523600 24.891201
## 2006-01-30 24.670977 24.856566 24.670977 24.774906 8699400 24.774906
## 2006-01-31 24.819448 24.965445 24.623959 24.938225 10566900 24.938225
## 2006-02-01 24.967908 24.992656 24.784794 24.925844 9951600 24.925844
## 2006-02-02 24.757577 24.787272 24.136473 24.284945 14202900 24.284945
## 2006-02-03 23.879126 24.284946 23.681163 23.953360 13244400 23.953360
## 2006-02-06 24.344334 24.522501 24.193390 24.522501 7114500 24.522501
## 2006-02-07 24.250307 24.349286 23.794994 23.879129 12815700 23.879129
## 2006-02-08 23.636622 24.099357 23.636622 23.953360 13062600 23.953360
## 2006-02-09 24.126581 24.334440 23.990482 24.015226 9540600 24.015226
## 2006-02-10 24.275048 24.275048 23.728178 23.978104 10590300 23.978104
## 2006-02-13 23.780144 23.834583 23.384220 23.386694 13001100 23.386694
## 2006-02-14 23.614349 24.002849 23.309984 23.978104 14792700 23.978104
## 2006-02-15 23.928612 24.250300 23.634143 23.854374 18738600 23.854374
## 2006-02-16 24.099356 24.477956 24.002849 24.473009 10565400 24.473009
## 2006-02-17 24.475487 24.542299 24.374030 24.440842 6347700 24.440842
## 2006-02-21 24.683343 24.683343 24.225555 24.225555 9556800 24.225555
## 2006-02-22 24.425994 24.549721 24.245355 24.356709 8539200 24.356709
## 2006-02-23 24.515082 24.547249 24.289900 24.349287 8505900 24.349287
## 2006-02-24 24.411145 24.534872 24.349283 24.396301 7235700 24.396301
## 2006-02-27 24.638808 24.700673 24.428474 24.619013 5115000 24.619013
## 2006-02-28 24.539821 24.539821 23.928615 23.978104 20988300 23.978104
## 2006-03-01 24.223086 24.948120 24.074614 24.641279 9530100 24.641279
## 2006-03-02 24.562092 24.683344 24.445790 24.661074 10189200 24.661074
## 2006-03-03 24.366611 24.547250 24.228036 24.250309 15171600 24.250309
## 2006-03-06 24.448268 24.448268 23.807367 23.879129 13545300 23.879129
## 2006-03-07 23.468359 23.495579 22.926439 23.037792 32533800 23.037792
## 2006-03-08 23.035314 23.213479 22.641865 23.173887 32375100 23.173887
## 2006-03-09 23.309986 23.520319 22.864572 22.938808 20971200 22.938808
## 2006-03-10 23.371852 23.505476 23.010572 23.421341 18543600 23.421341
## 2006-03-13 23.493100 23.730654 23.376797 23.396593 19936800 23.396593
## 2006-03-14 23.339680 24.126577 23.339680 24.126577 20653200 24.126577
## 2006-03-15 24.054816 24.406199 24.020174 24.406199 14973900 24.406199
## 2006-03-16 24.396299 24.418568 24.176065 24.188437 17170200 24.188437
## 2006-03-17 24.359179 24.631377 24.203285 24.359179 5374200 24.359179
## 2006-03-20 24.465586 24.604157 24.359179 24.497753 8230200 24.497753
## 2006-03-21 24.495280 24.495280 23.879126 24.002850 17346300 24.002850
## 2006-03-22 23.802414 24.324538 23.802414 24.267624 11249100 24.267624
## 2006-03-23 24.267622 24.406196 24.025121 24.042440 10087200 24.042440
## 2006-03-24 23.990483 24.430948 23.990483 24.250309 7353900 24.250309
## 2006-03-27 24.250305 24.433419 24.176068 24.398777 7625100 24.398777
## 2006-03-28 24.176067 24.324538 23.881598 23.953360 15700200 23.953360
## 2006-03-29 24.134006 24.440847 23.978112 24.411152 11307600 24.411152
## 2006-03-30 24.435893 24.841713 24.299794 24.534872 16846200 24.534872
## 2006-03-31 24.641275 24.854084 24.374026 24.497753 18236100 24.497753
## 2006-04-03 24.814496 25.289604 24.807074 25.190624 17877300 25.190624
## 2006-04-04 25.420752 25.420752 25.128758 25.339092 12881400 25.339092
## 2006-04-05 25.386110 25.598919 25.339092 25.598919 12655500 25.598919
## 2006-04-06 25.514787 25.636039 25.190626 25.467772 21627900 25.467772
## 2006-04-07 25.549422 25.611284 25.017400 25.079262 12541200 25.079262
## 2006-04-10 25.190627 25.438078 24.965446 24.992666 10635600 24.992666
## 2006-04-11 25.299502 25.299502 24.745207 24.779852 17663700 24.779852
## 2006-04-12 24.809546 24.943170 24.769957 24.923376 7422600 24.923376
## 2006-04-13 25.128755 25.128755 24.782322 25.042149 9084900 25.042149
## 2006-04-17 25.210418 25.445500 25.195571 25.339092 12517500 25.339092
## 2006-04-18 25.680579 26.200226 25.601395 26.180431 22776900 26.180431
## 2006-04-19 26.224972 26.366018 25.970096 26.341274 11622600 26.341274
## 2006-04-20 26.474896 26.477371 26.002264 26.247240 12247800 26.247240
## 2006-04-21 26.719876 26.719876 26.267038 26.452627 7167600 26.452627
## 2006-04-24 26.346232 26.346232 25.920614 26.106203 9843000 26.106203
## 2006-04-25 26.014639 26.220026 25.710273 25.747393 12576600 25.747393
## 2006-04-26 25.992365 26.291784 25.945351 26.254667 10150200 26.254667
## 2006-04-27 25.735013 26.155681 25.695421 25.841417 12132900 25.841417
## 2006-04-28 25.895861 26.133418 25.784510 26.093826 8287500 26.093826
## 2006-05-01 26.215072 26.383341 26.081447 26.086397 7207500 26.086397
## 2006-05-02 26.353647 26.596151 26.229920 26.546658 8359800 26.546658
## 2006-05-03 26.697603 26.712451 26.380865 26.576351 9237600 26.576351
## 2006-05-04 26.625850 26.969808 26.625850 26.836184 8972700 26.836184
## 2006-05-05 27.024251 27.269230 27.009403 27.269230 9864600 27.269230
## 2006-05-08 27.274175 27.529048 27.269225 27.467186 9239700 27.467186
## 2006-05-09 27.392936 27.524085 27.333546 27.491915 4636500 27.491915
## 2006-05-10 27.506781 27.506781 27.100961 27.194990 11206200 27.194990
## 2006-05-11 27.266741 27.269216 26.494690 26.502115 17960100 26.502115
## 2006-05-12 26.427881 26.450154 25.697901 25.809252 22257600 25.809252
## 2006-05-15 25.487565 25.487565 24.309694 25.190624 24311100 25.190624
## 2006-05-16 25.190622 25.524680 25.153502 25.316822 15832800 25.316822
## 2006-05-17 24.881305 25.363838 24.349283 24.448265 30187800 24.448265
## 2006-05-18 24.601683 24.752630 23.879125 23.978104 28706100 23.978104
## 2006-05-19 24.314642 24.495281 23.681164 24.495281 27077400 24.495281
## 2006-05-22 23.507951 23.527746 22.889319 23.342157 36723000 23.342157
## 2006-05-23 23.827161 24.200811 23.037787 23.087278 23924100 23.087278
## 2006-05-24 23.307516 23.470834 22.431535 22.926439 40896900 22.926439
## 2006-05-25 23.240699 24.250304 23.215953 23.901396 27125400 23.901396
## 2006-05-26 24.064716 24.077088 23.485677 23.829634 21078600 23.829634
## 2006-05-30 23.718283 23.730655 22.743321 22.802710 21595500 22.802710
## 2006-05-31 23.013041 23.408964 22.876943 23.186258 21795000 23.186258
## 2006-06-01 23.243173 23.705908 23.013043 23.661367 21657900 23.661367
## 2006-06-02 24.002851 24.143901 23.594556 23.903872 21639000 23.903872
## 2006-06-05 23.663844 23.755401 22.886844 22.889318 21981600 22.889318
## 2006-06-06 23.037788 23.060060 22.047981 22.721050 32128500 22.721050
## 2006-06-07 22.532991 22.988304 22.196457 22.221201 25623900 22.221201
## 2006-06-08 21.666902 21.936625 21.008679 21.825272 53812500 21.825272
## 2006-06-09 22.040559 22.169234 21.476368 21.540705 17875800 21.540705
## 2006-06-12 21.540703 21.634735 20.738958 20.738958 23369400 20.738958
## 2006-06-13 20.315819 20.701844 20.130230 20.278702 39589800 20.278702
## 2006-06-14 20.578118 20.860214 20.315820 20.860214 36358200 20.860214
## 2006-06-15 21.295727 22.087574 21.280882 22.075203 41565600 22.075203
## 2006-06-16 21.884660 22.122214 21.602565 21.948999 28824000 21.948999
## 2006-06-19 21.986120 22.023238 21.132410 21.132410 20487600 21.132410
## 2006-06-20 21.330373 21.614943 21.231392 21.392237 19972800 21.392237
## 2006-06-21 21.365015 22.166760 21.332847 22.085100 21750900 22.085100
## 2006-06-22 21.961373 21.961373 21.530806 21.689177 10948800 21.689177
## 2006-06-23 21.684227 21.770837 21.280882 21.652060 12987600 21.652060
## 2006-06-26 21.605043 21.748566 21.471418 21.652060 6643800 21.652060
## 2006-06-27 21.775784 22.000966 21.243763 21.243763 17815200 21.243763
## 2006-06-28 21.701549 21.916831 21.528332 21.909407 16581900 21.909407
## 2006-06-29 22.156860 23.211006 22.127167 23.211006 36345000 23.211006
## 2006-06-30 23.305037 23.458458 23.000672 23.235750 16226700 23.235750
## 2006-07-03 23.656422 23.777672 23.495578 23.750454 9471900 23.750454
## 2006-07-05 23.451036 23.455985 22.936336 23.013046 14130900 23.013046
## 2006-07-06 23.193682 23.495573 23.089751 23.483200 13339200 23.483200
## 2006-07-07 23.297617 23.408970 22.926439 23.037792 14808000 23.037792
## 2006-07-10 23.163987 23.483200 23.079853 23.223375 14485800 23.223375
## 2006-07-11 23.037788 23.384221 22.834878 23.334730 19364100 23.334730
## 2006-07-12 23.136767 23.332253 22.815079 22.815079 13653900 22.815079
## 2006-07-13 22.374615 22.627017 21.911880 21.911880 29471700 21.911880
## 2006-07-14 22.050451 22.146957 21.711443 22.023233 26451300 22.023233
## 2006-07-17 21.976216 22.060350 21.600089 21.676800 14676600 21.676800
## 2006-07-18 21.949003 22.085101 21.545655 21.978697 28726800 21.978697
## 2006-07-19 22.142013 23.334730 22.030658 23.334730 45463500 23.334730
## 2006-07-20 23.309986 23.309986 22.550309 22.664137 26586900 22.664137
## 2006-07-21 22.728476 22.839829 22.122217 22.223673 17352000 22.223673
## 2006-07-24 22.765590 23.322357 22.580001 23.223375 29593800 23.223375
## 2006-07-25 23.042737 23.423813 22.966026 23.285240 24092100 23.285240
## 2006-07-26 23.112022 23.280290 22.963550 23.186258 21140400 23.186258
## 2006-07-27 23.438660 23.891497 23.344628 23.505472 26686200 23.505472
## 2006-07-28 23.606931 24.069666 23.532697 24.010279 19556400 24.010279
## 2006-07-31 23.725704 23.869226 23.619301 23.780144 12055500 23.780144
## 2006-08-01 23.693537 23.693537 23.287715 23.396593 12905700 23.396593
## 2006-08-02 23.651472 23.903873 23.579709 23.705910 11765400 23.705910
## 2006-08-03 23.530222 23.760354 23.433717 23.681168 20232600 23.681168
## 2006-08-04 24.017698 24.190914 23.594555 23.730654 13248300 23.730654
## 2006-08-07 23.698480 23.893969 23.507944 23.582178 10211100 23.582178
## 2006-08-08 23.730650 24.039963 23.572279 23.582178 21186600 23.582178
## 2006-08-09 24.099359 24.124104 23.648996 23.671267 16465500 23.671267
## 2006-08-10 23.609401 23.913767 23.597029 23.913767 16806000 23.913767
## 2006-08-11 23.777669 23.839534 23.589606 23.624250 10008000 23.624250
## 2006-08-14 23.879125 24.022647 23.636621 23.718281 13225200 23.718281
## 2006-08-15 24.077090 24.312169 23.965736 24.299797 15625800 24.299797
## 2006-08-16 24.490328 24.604154 24.374023 24.537342 16954200 24.537342
## 2006-08-17 24.448263 24.745204 24.423519 24.571987 14195700 24.571987
## 2006-08-18 24.522498 24.522498 24.138947 24.339384 15367800 24.339384
## 2006-08-21 24.129049 24.213184 24.074609 24.213184 8211900 24.213184
## 2006-08-22 24.200812 24.336912 24.062241 24.205763 13214100 24.205763
## 2006-08-23 24.200813 24.260203 23.743029 23.767773 16609800 23.767773
## 2006-08-24 23.911297 23.911297 23.614354 23.703438 19815600 23.703438
## 2006-08-25 23.705906 23.940987 23.693536 23.770245 15732000 23.770245
## 2006-08-28 23.757870 24.039963 23.676210 24.039963 12025500 24.039963
## 2006-08-29 24.079563 24.138950 23.879127 24.121628 13001400 24.121628
## 2006-08-30 24.104306 24.250303 24.084509 24.225555 9975900 24.225555
## 2006-08-31 24.240405 24.282472 24.091936 24.156273 6705300 24.156273
## 2006-09-01 24.200809 24.492803 24.171117 24.425991 10823100 24.425991
## 2006-09-05 24.562093 24.646228 24.527451 24.559618 11867100 24.559618
## 2006-09-06 24.396297 24.396297 23.854374 23.854374 15465600 23.854374
## 2006-09-07 23.755395 23.849427 23.520314 23.582178 22688400 23.582178
## 2006-09-08 23.718279 23.817258 23.693534 23.775194 10068300 23.775194
## 2006-09-11 23.473308 23.507951 23.092231 23.262972 28418400 23.262972
## 2006-09-12 23.416389 23.728179 23.386694 23.661367 17313600 23.661367
## 2006-09-13 23.606931 24.082039 23.606931 24.015226 17062500 24.015226
## 2006-09-14 23.978107 23.978107 23.809841 23.817263 13438500 23.817263
## 2006-09-15 24.002850 24.082035 23.807364 23.958311 17227500 23.958311
## 2006-09-18 24.064717 24.416097 24.030072 24.228033 17154300 24.228033
## 2006-09-19 24.230502 24.282467 23.495570 23.854374 35435700 23.854374
## 2006-09-20 23.990475 24.398773 23.990475 24.344330 39691800 24.344330
## 2006-09-21 24.262680 24.312170 23.693541 23.750454 40404300 23.750454
## 2006-09-22 23.569811 23.611878 23.352053 23.448559 25682100 23.448559
## 2006-09-25 23.562388 23.720757 23.154093 23.720757 29428800 23.720757
## 2006-09-26 23.646523 24.005328 23.582185 24.000381 23627700 24.000381
## 2006-09-27 24.005331 24.027604 23.802420 23.945944 30248400 23.945944
## 2006-09-28 24.037502 24.138956 23.908828 24.138956 17789400 24.138956
## 2006-09-29 24.039973 24.114211 23.916249 23.945944 14059800 23.945944
## 2006-10-02 23.842006 24.193386 23.755396 23.906343 14692200 23.906343
## 2006-10-03 23.770242 23.832105 23.582178 23.582178 26399400 23.582178
## 2006-10-04 23.483198 24.250301 23.483198 24.213184 32286300 24.213184
## 2006-10-05 24.215659 24.752631 24.215659 24.534872 23440200 24.534872
## 2006-10-06 24.433417 24.532396 24.302268 24.473009 22264500 24.473009
## 2006-10-09 24.252776 24.532397 24.232981 24.381453 14041500 24.381453
## 2006-10-10 24.374027 24.601683 24.364130 24.601683 10648500 24.601683
## 2006-10-11 24.448275 24.663556 24.386410 24.470545 14990100 24.470545
## 2006-10-12 24.529921 25.116383 24.529921 25.066893 29405400 25.066893
## 2006-10-13 25.091639 25.326721 25.066894 25.215366 20139600 25.215366
## 2006-10-16 25.252481 25.356411 25.212889 25.284651 12192600 25.284651
## 2006-10-17 25.066900 25.175780 24.824397 24.953074 22278300 24.953074
## 2006-10-18 25.240111 26.180428 25.049572 25.198044 13058100 25.198044
## 2006-10-19 25.190625 25.331672 25.074324 25.309402 17712900 25.309402
## 2006-10-20 25.391061 25.391061 25.104015 25.190624 8516100 25.190624
## 2006-10-23 25.153500 25.240110 24.962964 25.168348 10940100 25.168348
## 2006-10-24 25.200520 25.311874 25.126285 25.311874 13887300 25.311874
## 2006-10-25 25.376210 25.606339 25.321771 25.606339 13429500 25.606339
## 2006-10-26 25.735019 25.742441 25.514785 25.668207 14022600 25.668207
## 2006-10-27 25.480149 25.574181 25.230223 25.240120 16726200 25.240120
## 2006-10-30 25.153502 25.153502 24.883781 25.153502 13016100 25.153502
## 2006-10-31 25.358890 25.636036 25.217843 25.636036 15638700 25.636036
## 2006-11-01 25.707796 25.816676 25.378685 25.378685 21519900 25.378685
## 2006-11-02 25.378688 25.546955 25.326724 25.457870 11107500 25.457870
## 2006-11-03 25.596439 26.229915 25.494984 25.537052 14080500 25.537052
## 2006-11-06 25.739966 26.168059 25.739966 26.143314 17758200 26.143314
## 2006-11-07 26.168055 26.274459 26.012161 26.031956 17495400 26.031956
## 2006-11-08 25.861212 26.195273 25.809247 26.098766 13207500 26.098766
## 2006-11-09 26.267036 26.477373 26.165582 26.187855 13462800 26.187855
## 2006-11-10 26.286828 26.353640 26.143306 26.224966 7724700 26.224966
## 2006-11-13 26.177962 26.326434 26.106203 26.314062 7749600 26.314062
## 2006-11-14 26.474905 26.752051 26.442735 26.724831 13497900 26.724831
## 2006-11-15 26.700084 26.801539 26.576357 26.774319 9692700 26.774319
## 2006-11-16 26.836179 26.848551 26.494693 26.504593 18023400 26.504593
## 2006-11-17 26.398193 26.474903 26.262094 26.474903 16318800 26.474903
## 2006-11-20 26.316528 26.531812 26.267035 26.370968 19312500 26.370968
## 2006-11-21 26.477376 26.791639 26.477376 26.791639 19997400 26.791639
## 2006-11-22 26.873294 27.063833 26.776787 26.979698 18803400 26.979698
## 2006-11-24 26.821333 27.051462 26.811436 26.974752 6264900 26.974752
## 2006-11-27 27.185083 27.185083 26.465000 26.465000 26716200 26.465000
## 2006-11-28 26.464999 26.618418 26.267034 26.618418 28599900 26.618418
## 2006-11-29 26.796587 27.162815 26.796587 27.048988 22907400 27.048988
## 2006-11-30 27.140548 27.360780 27.021772 27.170240 13969500 27.170240
## 2006-12-01 27.284068 27.353355 26.848553 27.058887 29047200 27.058887
## 2006-12-04 27.219730 27.682465 27.170237 27.623075 16613100 27.623075
## 2006-12-05 27.724542 28.120465 27.670103 28.105618 32339400 28.105618
## 2006-12-06 27.843312 28.043749 27.813617 27.912596 11058000 27.912596
## 2006-12-07 27.912595 28.023950 27.687414 27.813616 15916500 27.813616
## 2006-12-08 27.739383 27.892802 27.595858 27.689890 11158500 27.689890
## 2006-12-11 27.739383 27.759177 27.593383 27.702263 6801900 27.702263
## 2006-12-12 27.529043 27.566160 27.190035 27.368202 17909100 27.368202
## 2006-12-13 27.439962 27.553792 27.400370 27.516672 9894000 27.516672
## 2006-12-14 27.670086 28.006618 27.665135 27.986824 11988300 27.986824
## 2006-12-15 28.194691 28.197166 28.011577 28.110559 11638500 28.110559
## 2006-12-18 28.135305 28.298621 27.887851 27.915071 12088800 27.915071
## 2006-12-19 27.615649 27.840830 27.368198 27.739376 31979400 27.739376
## 2006-12-20 28.031264 28.101537 27.945934 28.046322 12470700 28.046322
## 2006-12-21 28.046322 28.109065 27.853071 27.996128 14906700 27.996128
## 2006-12-22 28.109064 28.134164 27.868129 28.096516 9581100 28.096516
## 2006-12-26 28.083968 28.395176 28.061381 28.357531 5689800 28.357531
## 2006-12-27 28.558305 28.761595 28.440349 28.761595 16816200 28.761595
## 2006-12-28 28.774148 28.811793 28.590935 28.706385 8598900 28.706385
## 2006-12-29 28.723955 28.806773 28.628585 28.653681 8026500 28.653681
## 2007-01-03 29.112959 29.215857 28.671245 28.897121 38546100 28.897121
## 2007-01-04 28.673750 28.681281 28.317369 28.498068 26830200 28.498068
## 2007-01-05 28.209459 28.272202 27.662338 27.664845 33141600 27.664845
## 2007-01-08 27.827967 27.968513 27.672364 27.865612 23326500 27.865612
## 2007-01-09 27.657313 27.694958 27.092622 27.243206 43958400 27.243206
## 2007-01-10 26.957099 27.295914 26.758830 27.180464 58526400 27.180464
## 2007-01-11 27.341084 27.895736 27.248224 27.524296 47418300 27.524296
## 2007-01-12 27.725074 28.083965 27.582016 28.083965 25530900 28.083965
## 2007-01-16 28.196908 28.222005 28.006167 28.184359 25978500 28.184359
## 2007-01-17 28.109064 28.229531 27.955972 28.066401 20523900 28.066401
## 2007-01-18 28.309844 28.334941 27.770250 27.770250 31396500 27.770250
## 2007-01-19 27.870629 28.269676 27.870629 28.269676 18093900 28.269676
## 2007-01-22 28.309837 28.493050 28.146704 28.237057 20959200 28.237057
## 2007-01-23 28.234554 28.879557 28.199419 28.879557 28305600 28.879557
## 2007-01-24 28.859477 29.238444 28.791714 29.130526 20193900 29.130526
## 2007-01-25 28.944806 28.987471 28.234550 28.234550 28913700 28.234550
## 2007-01-26 28.360038 28.480505 28.046320 28.407722 27627600 28.407722
## 2007-01-29 28.264662 28.284739 27.968513 28.031256 29898300 28.031256
## 2007-01-30 28.124127 28.465452 28.124127 28.465452 20502600 28.465452
## 2007-01-31 28.206941 28.686300 28.048829 28.686300 31860600 28.686300
## 2007-02-01 28.811790 29.062762 28.811790 29.037666 34173900 29.037666
## 2007-02-02 29.050206 29.107931 28.861975 28.949818 20925300 28.949818
## 2007-02-05 28.864492 29.007550 28.736497 28.977432 16254900 28.977432
## 2007-02-06 29.190768 29.323784 29.062770 29.263552 17354700 29.263552
## 2007-02-07 29.333809 29.353888 29.065267 29.150599 16291500 29.150599
## 2007-02-08 28.992494 29.150607 28.856968 28.995001 19789500 28.995001
## 2007-02-09 29.112954 29.178207 28.611006 28.648651 31971900 28.648651
## 2007-02-12 28.698861 28.698861 28.312360 28.452906 27900000 28.452906
## 2007-02-13 28.598468 28.962380 28.578392 28.904655 30303300 28.904655
## 2007-02-14 28.937279 29.584789 28.924731 29.527067 37476600 29.527067
## 2007-02-15 29.552166 29.627456 29.456795 29.544638 14388000 29.544638
## 2007-02-16 29.429185 29.612398 29.336325 29.612398 14832300 29.612398
## 2007-02-20 29.389030 29.740393 29.371460 29.690199 15368400 29.690199
## 2007-02-21 29.509491 29.835757 29.396551 29.778032 14292600 29.778032
## 2007-02-22 29.911048 30.011440 29.637489 29.702742 23298600 29.702742
## 2007-02-23 29.675148 29.778046 29.288649 29.489428 27175200 29.489428
## 2007-02-26 29.624947 29.672631 29.256015 29.476873 14965800 29.476873
## 2007-02-27 28.360039 28.395174 25.973277 27.080072 89951400 27.080072
## 2007-02-28 27.481625 28.063885 27.268298 27.757698 63694500 27.757698
## 2007-03-01 26.871763 27.644763 26.487773 27.358652 58851900 27.358652
## 2007-03-02 27.117717 27.699978 26.992229 27.105169 59927700 27.105169
## 2007-03-05 26.490282 27.004780 25.990844 26.409971 54968400 26.409971
## 2007-03-06 26.859211 27.634722 26.859211 27.569469 49910400 27.569469
## 2007-03-07 27.368682 27.617148 27.245708 27.401310 31768200 27.401310
## 2007-03-08 27.883190 28.470468 27.795351 28.109066 36276000 28.109066
## 2007-03-09 28.307334 28.309841 27.827972 28.159260 26060700 28.159260
## 2007-03-12 28.184361 28.500588 28.099030 28.297298 25128600 28.297298
## 2007-03-13 28.043813 28.232043 27.326026 27.474104 44023200 27.474104
## 2007-03-14 27.443989 27.752687 26.934512 27.699982 49965900 27.699982
## 2007-03-15 27.506731 28.111578 27.506731 27.925858 30401100 27.925858
## 2007-03-16 27.993620 28.119108 27.582021 27.687433 22194900 27.687433
## 2007-03-19 28.058877 28.334947 28.003663 28.294794 24143400 28.294794
## 2007-03-20 28.249616 28.510631 28.164284 28.480513 15362400 28.480513
## 2007-03-21 28.578389 29.446758 28.480509 29.333818 42041700 29.333818
## 2007-03-22 29.396558 29.522046 29.143078 29.208328 21576300 29.208328
## 2007-03-23 29.303695 29.424166 29.208325 29.343851 16886100 29.343851
## 2007-03-26 29.303691 29.414121 28.912175 29.326281 22027500 29.326281
## 2007-03-27 29.326285 29.326285 28.954845 29.195780 18514500 29.195780
## 2007-03-28 28.841906 28.987470 28.558305 28.673752 22615800 28.673752
## 2007-03-29 29.112960 29.311228 28.836887 29.243465 23175900 29.243465
## 2007-03-30 29.288646 29.414131 28.949831 29.238449 28557900 29.238449
## 2007-04-02 29.326283 29.529572 29.168170 29.439219 18873300 29.439219
## 2007-04-03 29.740396 29.956234 29.629968 29.921099 24303000 29.921099
## 2007-04-04 30.026502 30.136931 29.901014 30.109324 20481300 30.109324
## 2007-04-05 30.066655 30.292531 29.991361 30.136929 20437800 30.136929
## 2007-04-09 30.327670 30.558567 30.244848 30.310104 21373500 30.310104
## 2007-04-10 30.330181 30.493315 30.312612 30.453159 15370500 30.453159
## 2007-04-11 30.578653 30.681551 30.091763 30.172075 28048500 30.172075
## 2007-04-12 30.217246 30.696608 30.086741 30.676529 23445900 30.676529
## 2007-04-13 30.744284 30.862244 30.367823 30.827106 11782200 30.827106
## 2007-04-16 31.007809 31.218626 30.947574 31.193529 20166600 31.193529
## 2007-04-17 31.160906 31.160906 30.812053 31.025383 26238600 31.025383
## 2007-04-18 30.744288 30.914952 30.676525 30.794485 16978800 30.794485
## 2007-04-19 30.295046 30.583664 30.056619 30.546019 30470700 30.546019
## 2007-04-20 30.967662 31.108206 30.771901 30.909937 15983100 30.909937
## 2007-04-23 30.897388 30.987738 30.716686 30.786959 14394900 30.786959
## 2007-04-24 30.781939 30.877309 30.621316 30.781939 18733200 30.781939
## 2007-04-25 30.985218 31.193528 30.819577 31.163410 17789700 31.163410
## 2007-04-26 31.123261 31.208593 30.935030 31.080595 20426100 31.080595
## 2007-04-27 30.784441 30.955106 30.651425 30.924988 24456300 30.924988
## 2007-04-30 30.729227 30.817069 30.207202 30.327669 27583800 30.327669
## 2007-05-01 30.428060 30.563586 30.192143 30.448137 28771800 30.448137
## 2007-05-02 30.591202 31.085620 30.556064 31.052992 26205600 31.052992
## 2007-05-03 31.155884 31.366701 31.030396 31.313997 15720900 31.313997
## 2007-05-04 31.399331 31.610149 31.261294 31.303961 15575700 31.303961
## 2007-05-07 31.396806 31.620172 31.396806 31.507235 10084800 31.507235
## 2007-05-08 31.351647 31.351647 30.975186 31.098164 27634200 31.098164
## 2007-05-09 31.170951 31.655327 31.135812 31.600115 22212600 31.600115
## 2007-05-10 31.431952 31.600106 30.756832 30.827106 36275100 30.827106
## 2007-05-11 30.995272 31.735645 30.995272 31.610157 21416100 31.610157
## 2007-05-14 31.549915 31.873671 31.135809 31.296432 28344000 31.296432
## 2007-05-15 31.303962 31.627719 31.128280 31.334080 27392700 31.334080
## 2007-05-16 31.517288 31.871162 31.273843 31.788340 18247200 31.788340
## 2007-05-17 31.625196 31.798368 31.399320 31.672880 17952600 31.672880
## 2007-05-18 31.755715 31.866145 31.600113 31.836027 16459500 31.836027
## 2007-05-21 31.808417 32.071941 31.780809 31.893749 33299100 31.893749
## 2007-05-22 31.956486 32.054366 31.888723 31.898764 23904900 31.898764
## 2007-05-23 32.124650 32.225038 31.632739 31.848577 41565600 31.848577
## 2007-05-24 31.798381 31.898772 30.940051 31.083105 52781700 31.083105
## 2007-05-25 31.424430 31.622698 31.336588 31.559956 20317500 31.559956
## 2007-05-29 31.685439 31.773282 31.120748 31.452036 20445900 31.452036
## 2007-05-30 30.869777 31.773283 30.824601 31.773283 35050500 31.773283
## 2007-05-31 31.795869 31.999158 31.677912 31.863632 23850900 31.863632
## 2007-06-01 32.061903 32.659222 32.061903 32.659222 24035700 32.659222
## 2007-06-04 32.378127 32.624082 32.312874 32.513653 26454900 32.513653
## 2007-06-05 32.385660 32.481030 32.142215 32.400719 27272400 32.400719
## 2007-06-06 32.174837 32.174837 31.585049 31.585049 40848900 31.585049
## 2007-06-07 31.620189 31.858614 30.930013 31.098164 66178500 31.098164
## 2007-06-08 31.183483 31.773271 31.153365 31.647783 42430200 31.647783
## 2007-06-11 31.670383 32.112100 31.542387 31.918848 22266000 31.918848
## 2007-06-12 31.564976 31.828500 31.258788 31.364197 31146300 31.364197
## 2007-06-13 31.592576 32.109583 31.585049 31.991627 31558200 31.991627
## 2007-06-14 32.117107 32.679288 32.117107 32.493568 22374900 32.493568
## 2007-06-15 32.877571 33.233952 32.877571 33.233952 45032700 33.233952
## 2007-06-18 33.294183 33.417157 33.115991 33.264065 14039100 33.264065
## 2007-06-19 33.060781 33.442262 33.038194 33.301716 20064600 33.301716
## 2007-06-20 33.552678 33.612913 32.877561 33.018105 31779600 33.018105
## 2007-06-21 33.065805 33.497481 32.950355 33.429718 26637900 33.429718
## 2007-06-22 33.178732 33.394569 32.827367 32.987991 22471500 32.987991
## 2007-06-25 32.965412 33.098428 32.541267 32.737026 29348400 32.737026
## 2007-06-26 32.862508 32.937799 32.450909 32.450909 29622000 32.450909
## 2007-06-27 32.350508 32.930258 32.174827 32.912689 31400400 32.912689
## 2007-06-28 32.701890 33.128545 32.701890 32.920235 22270200 32.920235
## 2007-06-29 33.058273 33.254034 32.684322 33.035686 39395100 33.035686
## 2007-07-02 33.128541 33.705780 33.128541 33.705780 30585300 33.705780
## 2007-07-03 33.755979 33.974327 33.755979 33.974327 13577400 33.974327
## 2007-07-05 33.783582 34.167574 33.783582 34.124908 25942800 34.124908
## 2007-07-06 34.315637 34.850210 34.313127 34.709663 31670700 34.709663
## 2007-07-09 34.955629 35.161429 34.935553 35.045979 28652100 35.045979
## 2007-07-10 34.669516 34.789987 34.288038 34.355801 40039500 34.355801
## 2007-07-11 34.538994 34.749811 34.257904 34.639385 25900200 34.639385
## 2007-07-12 34.862765 35.547924 34.862765 35.399849 29064900 35.399849
## 2007-07-13 35.633258 35.864151 35.510280 35.839054 24262800 35.839054
## 2007-07-16 35.560474 35.688472 35.319539 35.487690 23917200 35.487690
## 2007-07-17 35.560480 35.588086 35.291937 35.460091 21789600 35.460091
## 2007-07-18 35.013346 35.271849 34.739783 35.025894 34859700 35.025894
## 2007-07-19 35.264331 35.618204 35.261820 35.374760 24539100 35.374760
## 2007-07-20 35.550432 35.675917 34.935548 35.131306 48010800 35.131306
## 2007-07-23 35.854116 36.165324 35.736159 36.147755 35516700 36.147755
## 2007-07-24 35.889258 35.962039 34.837677 34.910461 53650200 34.910461
## 2007-07-25 35.440006 35.638275 34.684575 35.111229 45873600 35.111229
## 2007-07-26 34.390947 34.423575 32.568878 33.321800 99222600 33.321800
## 2007-07-27 33.507509 33.740914 32.701884 32.890114 64008900 32.890114
## 2007-07-30 33.254031 34.250398 33.254031 33.966797 50423400 33.966797
## 2007-07-31 34.426078 34.544038 33.271599 33.271599 63243600 33.271599
## 2007-08-01 32.857482 33.437233 32.488553 33.141083 106336500 33.141083
## 2007-08-02 33.178716 33.705760 33.088366 33.507492 46615800 33.507492
## 2007-08-03 33.479908 33.505005 31.813442 32.061905 64852500 32.061905
## 2007-08-06 32.428326 32.854980 31.760736 32.634125 72395400 32.634125
## 2007-08-07 32.503618 33.231442 32.360564 32.877571 54839100 32.877571
## 2007-08-08 33.540129 34.250387 33.502483 33.981842 50678700 33.981842
## 2007-08-09 32.942816 33.329314 32.340479 32.576393 78721500 32.576393
## 2007-08-10 31.891240 32.892627 31.595091 32.011707 82478700 32.011707
## 2007-08-13 32.764620 32.967909 32.307848 32.327927 39933300 32.327927
## 2007-08-14 32.498593 32.563846 31.371722 31.492189 50445600 31.492189
## 2007-08-15 31.148362 31.479649 30.129408 30.254896 77352600 30.254896
## 2007-08-16 29.652557 30.039059 27.960994 29.740400 140054700 29.740400
## 2007-08-17 30.869779 31.843556 29.775532 30.681549 99855300 30.681549
## 2007-08-20 31.022870 31.138317 30.209714 30.744287 64116300 30.744287
## 2007-08-21 30.588682 30.995260 30.377865 30.631348 43294500 30.631348
## 2007-08-22 31.145850 32.024256 31.145850 31.948965 57893700 31.948965
## 2007-08-23 32.247625 32.370600 31.665364 32.112099 46373700 32.112099
## 2007-08-24 32.122139 32.947841 32.024259 32.877571 52962000 32.877571
## 2007-08-27 32.844947 33.580299 32.744559 33.028160 28239300 33.028160
## 2007-08-28 32.636629 32.754586 31.529834 31.685436 56966400 31.685436
## 2007-08-29 32.272715 33.100927 32.137189 32.940304 42499800 32.940304
## 2007-08-30 32.576398 33.233949 32.425814 32.772160 29959500 32.772160
## 2007-08-31 33.630491 34.182634 33.377008 33.617943 53820900 33.617943
## 2007-09-04 33.291680 34.428590 33.291680 34.185146 33802200 34.185146
## 2007-09-05 33.896519 33.896519 33.321790 33.668133 38522400 33.668133
## 2007-09-06 33.858879 34.099814 33.607903 33.931660 20809800 33.931660
## 2007-09-07 33.311745 33.449781 32.890110 33.166180 48953400 33.166180
## 2007-09-10 33.630490 33.645549 32.691846 33.191284 32317200 33.191284
## 2007-09-11 33.582795 33.994393 33.540128 33.861374 32632200 33.861374
## 2007-09-12 33.688203 34.129920 33.517542 33.981842 29448900 33.981842
## 2007-09-13 34.210239 34.606777 34.104828 34.358311 22941300 34.358311
## 2007-09-14 34.195178 34.539011 34.024514 34.426071 17142600 34.426071
## 2007-09-17 34.162546 34.277996 33.811182 34.207722 22866300 34.207722
## 2007-09-18 34.308119 35.926900 34.157537 35.864155 68338200 35.864155
## 2007-09-19 35.964545 36.612058 35.909331 36.027287 63006000 36.027287
## 2007-09-20 36.117645 36.348542 35.701028 35.914356 34842000 35.914356
## 2007-09-21 36.333475 36.501626 36.270730 36.391197 30381000 36.391197
## 2007-09-24 37.144120 37.144120 36.642174 36.842953 31511400 36.842953
## 2007-09-25 36.541781 36.855499 36.308374 36.704914 28052400 36.704914
## 2007-09-26 37.194321 37.307257 36.925776 37.194321 27536400 37.194321
## 2007-09-27 37.769046 38.148017 37.377526 37.746456 32771700 37.746456
## 2007-09-28 37.834304 37.944733 37.236989 37.508038 40628400 37.508038
## 2007-10-01 37.864412 38.843208 37.688729 38.687603 38391000 38.687603
## 2007-10-02 39.054039 39.400385 38.567149 38.951141 40943400 38.951141
## 2007-10-03 38.835682 38.966188 37.771553 37.771553 49248300 37.771553
## 2007-10-04 37.922130 38.265963 37.503003 38.148006 23239800 38.148006
## 2007-10-05 38.562129 39.596141 38.524484 39.420460 64093800 39.420460
## 2007-10-08 38.898422 39.114260 38.727760 39.001320 32786100 39.001320
## 2007-10-09 39.287445 39.638809 39.126822 39.608692 30145200 39.608692
## 2007-10-10 39.485707 39.796915 39.267359 39.661388 36825900 39.661388
## 2007-10-11 40.160834 40.356592 38.614835 39.312542 71038800 39.312542
## 2007-10-12 39.495750 40.030323 39.367751 40.030323 27468300 40.030323
## 2007-10-15 40.098087 40.193455 39.028937 39.540924 40017900 39.540924
## 2007-10-16 39.274893 39.294969 38.537030 38.808079 60320100 38.808079
## 2007-10-17 39.704056 39.882248 38.926037 39.704056 67459200 39.704056
## 2007-10-18 39.026426 39.992678 38.971211 39.904835 55143300 39.904835
## 2007-10-19 39.555976 39.648836 37.869431 38.198208 82591500 38.198208
## 2007-10-22 37.821751 38.476792 37.392586 38.474281 60902100 38.474281
## 2007-10-23 38.966195 39.688999 38.777965 39.540924 55527300 39.540924
## 2007-10-24 39.179515 39.410411 38.012488 39.282413 49925100 39.282413
## 2007-10-25 39.801925 39.892274 39.089159 39.781845 43169400 39.781845
## 2007-10-26 40.670301 41.086918 40.281293 40.908726 44119500 40.908726
## 2007-10-29 41.586359 41.849880 41.365501 41.849880 38281200 41.849880
## 2007-10-30 41.234988 41.335380 40.921270 41.059307 36921900 41.059307
## 2007-10-31 41.413186 42.033091 40.908727 41.960308 63320400 41.960308
## 2007-11-01 40.798297 41.076878 40.123178 40.266232 56598300 40.266232
## 2007-11-02 40.532266 40.891161 39.769307 40.494621 59190000 40.494621
## 2007-11-05 39.427977 39.626245 38.808068 39.086651 43943400 39.086651
## 2007-11-06 40.226083 40.725522 39.656372 40.569916 40065300 40.569916
## 2007-11-07 39.975104 40.321447 39.081636 39.277397 46819800 39.277397
## 2007-11-08 39.458089 39.879726 38.120400 39.478168 83404200 39.478168
## 2007-11-09 38.765418 39.302501 38.250920 38.549580 52806000 38.549580
## 2007-11-12 38.009976 38.245890 36.396214 36.416294 69956100 36.416294
## 2007-11-13 37.871947 39.131835 37.713834 38.988781 74957100 38.988781
## 2007-11-14 39.731665 39.980128 38.745338 39.026428 47813100 39.026428
## 2007-11-15 38.579704 38.981262 37.743960 38.127949 55260300 38.127949
## 2007-11-16 38.258441 38.670040 37.683711 38.599766 60026400 38.599766
## 2007-11-19 37.874457 37.949748 36.491592 36.820366 52244700 36.820366
## 2007-11-20 37.267100 38.195704 36.888129 37.831791 83208600 37.831791
## 2007-11-21 36.569392 36.714955 35.693493 35.926899 77409000 35.926899
## 2007-11-23 36.579426 37.445287 36.579426 36.988514 24243900 36.988514
## 2007-11-26 37.149146 37.510548 35.520325 35.520325 72462000 35.520325
## 2007-11-27 36.077480 37.041219 35.871681 36.880596 75099600 36.880596
## 2007-11-28 37.287171 38.900932 37.269602 38.900932 100931400 38.900932
## 2007-11-29 38.436628 38.963674 38.142990 38.424080 62430600 38.424080
## 2007-11-30 39.473159 39.578568 38.441657 38.750355 64310400 38.750355
## 2007-12-03 38.677573 38.885882 38.323702 38.414051 41652600 38.414051
## 2007-12-04 38.250906 38.772931 38.200712 38.313648 32139000 38.313648
## 2007-12-05 39.227200 40.017770 39.227200 40.015259 46454100 40.015259
## 2007-12-06 39.804449 40.695404 39.653864 40.645210 49785000 40.645210
## 2007-12-07 40.456977 40.507171 39.972597 40.163338 47259900 40.163338
## 2007-12-10 40.155804 40.339017 39.977615 40.175884 30087600 40.175884
## 2007-12-11 40.351567 40.461996 38.323700 38.474281 67515900 38.474281
## 2007-12-12 40.231100 40.567406 38.765414 39.628761 72613200 39.628761
## 2007-12-13 38.524466 38.845711 38.009969 38.539524 75751200 38.539524
## 2007-12-14 37.746457 38.240878 37.598385 37.620972 52611000 37.620972
## 2007-12-17 36.983503 37.046248 35.999685 36.017254 62022000 36.017254
## 2007-12-18 37.156662 37.184270 36.072457 37.006081 69887400 37.006081
## 2007-12-19 37.139103 37.475408 36.895657 37.247021 56490000 37.247021
## 2007-12-20 37.425209 37.540656 36.958395 37.450306 45520800 37.450306
## 2007-12-21 37.997425 38.579685 37.922134 38.579685 56436300 38.579685
## 2007-12-24 38.655184 39.237289 38.606888 39.232204 18304800 39.232204
## 2007-12-26 38.929713 39.521985 38.853456 39.435558 23497500 39.435558
## 2007-12-27 39.079692 39.153409 38.431500 38.525551 30705600 38.525551
## 2007-12-28 38.919548 39.028850 38.380659 38.670437 37557000 38.670437
## 2007-12-31 38.777192 38.863619 38.131543 38.205257 26840400 38.205257
## 2008-01-02 38.464550 38.703493 37.343558 37.574875 68029800 37.574875
## 2008-01-03 38.027326 38.172214 37.737544 37.912937 47760300 37.912937
## 2008-01-04 37.564700 37.633332 36.418290 36.774158 83071200 36.774158
## 2008-01-07 37.079180 37.315580 36.458949 37.043594 54090900 37.043594
## 2008-01-08 37.473183 37.867183 36.657223 36.756359 88767900 36.756359
## 2008-01-09 37.292714 37.961243 36.756368 37.961243 85492200 37.961243
## 2008-01-10 37.346079 38.624675 37.168147 38.408611 84510900 38.408611
## 2008-01-11 37.595199 38.040036 37.109690 37.328297 78241200 37.328297
## 2008-01-14 37.884977 38.065456 37.544359 37.877350 70594500 37.877350
## 2008-01-15 37.137647 37.282536 36.044615 36.164085 90633900 36.164085
## 2008-01-16 35.625194 35.780250 34.107658 34.659260 141276600 34.659260
## 2008-01-17 35.205780 35.454888 33.500142 33.650116 133308000 33.650116
## 2008-01-18 34.687226 34.890580 33.596736 34.417778 119655300 34.417778
## 2008-01-22 32.264768 34.341527 31.901270 33.553528 153342900 33.553528
## 2008-01-23 32.058862 33.881428 31.019210 33.767040 173383800 33.767040
## 2008-01-24 33.706035 34.656718 33.634861 34.422859 93140700 34.422859
## 2008-01-25 35.073594 35.287119 33.759415 33.899223 65709300 33.899223
## 2008-01-28 33.833134 34.738060 32.282552 34.738060 61924200 34.738060
## 2008-01-29 34.651642 34.725359 34.082249 34.567760 42873000 34.567760
## 2008-01-30 34.049196 35.353207 33.843298 34.112743 90782400 34.112743
## 2008-01-31 33.462013 35.027844 33.327291 34.796528 91635900 34.796528
## 2008-02-01 34.977005 35.609945 34.824489 35.490475 66237600 35.490475
## 2008-02-04 35.749751 35.841260 35.388796 35.599777 47431800 35.599777
## 2008-02-05 34.811781 34.888037 33.350168 33.683159 81961200 33.683159
## 2008-02-06 33.934812 34.344063 33.022257 33.131561 94311600 33.131561
## 2008-02-07 33.019715 34.018697 32.691806 33.693329 81689400 33.693329
## 2008-02-08 33.273901 33.866173 33.154431 33.629772 64338300 33.629772
## 2008-02-11 33.507767 34.059368 33.113767 34.046658 62668500 34.046658
## 2008-02-12 34.382190 35.182899 34.300849 34.595715 95163900 34.595715
## 2008-02-13 34.964298 35.475229 34.570299 35.373550 80838300 35.373550
## 2008-02-14 35.691292 35.800596 34.885499 34.918545 77572200 34.918545
## 2008-02-15 35.030391 35.190532 34.616054 35.167656 40972800 35.167656
## 2008-02-19 36.090379 36.123423 35.416765 35.627747 60714600 35.627747
## 2008-02-20 35.065978 36.059874 34.903294 35.925152 67324200 35.925152
## 2008-02-21 36.159002 36.237801 35.292201 35.421841 47179200 35.421841
## 2008-02-22 35.782793 35.955647 34.987170 35.897182 58150800 35.897182
## 2008-02-25 35.828551 36.614007 35.569273 36.565712 62952600 36.565712
## 2008-02-26 36.293734 37.188494 36.169179 37.048687 62865300 37.048687
## 2008-02-27 36.769059 37.582477 36.682633 37.361328 59912700 37.361328
## 2008-02-28 36.974969 37.272375 36.774154 36.959717 52139100 36.959717
## 2008-02-29 36.553003 36.565713 35.426928 35.490475 69116400 35.490475
## 2008-03-03 35.493025 35.927699 35.078691 35.683670 85376100 35.683670
## 2008-03-04 35.086305 35.414215 34.204255 34.854992 95442600 34.854992
## 2008-03-05 35.261703 35.739587 35.010050 35.587070 63579300 35.587070
## 2008-03-06 35.383723 35.498107 34.323733 34.366947 57511500 34.366947
## 2008-03-07 34.046660 34.705020 33.667914 33.891602 70810500 33.891602
## 2008-03-10 34.133089 34.133089 32.973970 33.296795 70676700 33.296795
## 2008-03-11 34.712655 35.561659 34.150887 35.536240 100189800 35.536240
## 2008-03-12 35.154944 35.587076 34.778740 34.877876 59353200 34.877876
## 2008-03-13 33.886512 34.908370 33.617065 34.560123 85102500 34.560123
## 2008-03-14 34.547417 34.633844 33.070556 33.334915 94845000 33.334915
## 2008-03-17 32.094454 32.796029 31.738583 32.511330 104934000 32.511330
## 2008-03-18 33.184948 34.262729 33.111231 34.201721 82055700 34.201721
## 2008-03-19 33.820414 34.036478 32.104609 32.147823 98289000 32.147823
## 2008-03-20 32.122421 32.778240 31.718254 32.689274 83455200 32.689274
## 2008-03-24 33.141739 34.199186 32.971432 33.942448 63315000 33.942448
## 2008-03-25 33.975484 34.522000 33.972941 34.463535 49837200 34.463535
## 2008-03-26 34.288147 34.336446 33.856019 34.183929 46039800 34.183929
## 2008-03-27 34.516920 34.537258 33.967862 34.018703 45650100 34.018703
## 2008-03-28 34.318640 34.379645 33.830589 33.957684 42123300 33.957684
## 2008-03-31 34.023793 34.194101 33.856024 34.158512 51357900 34.158512
## 2008-04-01 34.542329 35.498097 34.463530 35.470135 59322000 35.470135
## 2008-04-02 35.470145 35.759926 35.078688 35.495564 48963000 35.495564
## 2008-04-03 35.371003 36.156462 35.269327 35.927689 49385100 35.927689
## 2008-04-04 35.744675 36.255602 35.518444 35.782803 48387300 35.782803
## 2008-04-07 36.408111 36.743648 36.036991 36.258137 48936600 36.258137
## 2008-04-08 35.955646 36.245424 35.810754 36.059864 37712100 36.059864
## 2008-04-09 35.937856 36.064950 35.348126 35.498100 38654100 35.498100
## 2008-04-10 35.762463 36.161545 35.442178 36.006489 38757600 36.006489
## 2008-04-11 35.645539 35.838726 35.251539 35.419308 45471000 35.419308
## 2008-04-14 35.274414 35.632824 35.081227 35.335419 43521300 35.335419
## 2008-04-15 35.729412 35.823462 35.421839 35.749748 34587600 35.749748
## 2008-04-16 36.176794 37.010549 36.171712 36.807194 52355400 36.807194
## 2008-04-17 36.456406 36.697890 36.260677 36.540291 35445900 36.540291
## 2008-04-18 37.046139 37.290165 36.761443 37.091892 43182300 37.091892
## 2008-04-21 36.916504 37.333383 36.095458 37.279999 39228000 37.279999
## 2008-04-22 37.155442 37.216450 36.659767 36.934296 45971400 36.934296
## 2008-04-23 37.320669 37.488438 37.010554 37.465561 38048400 37.465561
## 2008-04-24 37.343539 37.480804 36.685178 36.985126 38298300 36.985126
## 2008-04-25 37.290172 37.323216 36.718237 37.257126 36429900 37.257126
## 2008-04-28 37.379131 37.478268 37.122397 37.185944 28076100 37.185944
## 2008-04-29 37.086814 37.086814 36.492003 36.527592 43114200 36.527592
## 2008-04-30 36.756363 37.396930 36.649601 37.279999 56735100 37.279999
## 2008-05-01 37.264753 37.752804 37.046146 37.676544 36340500 37.676544
## 2008-05-02 38.149341 38.197636 37.747714 38.037495 36100200 38.037495
## 2008-05-05 38.001906 38.174759 37.803636 38.009533 22732500 38.009533
## 2008-05-06 37.872268 38.523002 37.696874 38.434036 36007500 38.434036
## 2008-05-07 38.123917 38.217971 37.216447 37.290165 52249200 37.290165
## 2008-05-08 37.475730 37.821434 37.396931 37.674000 34318500 37.674000
## 2008-05-09 37.333370 37.490968 37.142725 37.366413 33387000 37.366413
## 2008-05-12 37.422345 37.862100 37.147815 37.846848 31889100 37.846848
## 2008-05-13 37.938359 38.106127 37.684166 38.027328 24984000 38.027328
## 2008-05-14 38.319647 38.502667 38.045117 38.118835 27882000 38.118835
## 2008-05-15 38.342523 38.952590 38.228138 38.929710 41979600 38.929710
## 2008-05-16 39.133068 39.450811 38.990721 39.425392 30127200 39.425392
## 2008-05-19 39.440645 40.025290 39.346594 39.433018 45427200 39.433018
## 2008-05-20 38.876324 38.891575 38.528080 38.749226 44971500 38.749226
## 2008-05-21 38.914458 39.188987 38.220510 38.355232 47546700 38.355232
## 2008-05-22 38.558596 38.619603 38.215437 38.467087 26301300 38.467087
## 2008-05-23 38.134084 38.217969 37.633321 37.796005 31783500 37.796005
## 2008-05-27 37.676543 37.834144 37.351175 37.735008 35205600 37.735008
## 2008-05-28 37.851928 38.243389 37.506227 38.243389 31076400 38.243389
## 2008-05-29 38.278972 38.764480 38.111203 38.327267 36030300 38.327267
## 2008-05-30 38.553501 38.769565 38.408613 38.459450 29933400 38.459450
## 2008-06-02 38.428950 38.428950 37.762963 38.001904 39888600 38.001904
## 2008-06-03 38.014612 38.073077 37.165608 37.315582 44795100 37.315582
## 2008-06-04 37.109697 37.447774 36.921595 36.990227 46607100 36.990227
## 2008-06-05 37.310502 38.167133 37.201199 38.167133 36879600 38.167133
## 2008-06-06 37.633328 37.709589 36.784325 36.784325 48717600 36.784325
## 2008-06-09 36.911419 37.063936 36.247975 36.690273 49329300 36.690273
## 2008-06-10 36.141208 36.159003 35.770086 35.843803 67029600 35.843803
## 2008-06-11 35.968366 36.062417 35.282042 35.307461 72144300 35.307461
## 2008-06-12 35.574363 36.034452 35.350672 35.513355 59169900 35.513355
## 2008-06-13 35.536225 36.016652 35.345580 35.897182 42621000 35.897182
## 2008-06-16 35.866686 36.151383 35.777720 36.019203 34441200 36.019203
## 2008-06-17 36.397939 36.497075 36.146289 36.171707 38012100 36.171707
## 2008-06-18 36.113251 36.270850 35.637910 35.996323 48612300 35.996323
## 2008-06-19 35.828555 36.166631 35.698914 36.052246 52999500 36.052246
## 2008-06-20 35.470143 35.554028 34.806699 34.875332 94397400 34.875332
## 2008-06-23 35.015141 35.132069 34.827036 34.977013 50194200 34.977013
## 2008-06-24 34.788907 35.218495 34.501668 34.821953 55306800 34.821953
## 2008-06-25 35.058997 35.812317 35.058997 35.519215 64861200 35.519215
## 2008-06-26 34.940742 35.035871 34.272267 34.300549 69863700 34.300549
## 2008-06-27 34.459947 34.804469 34.272260 34.632210 54488400 34.632210
## 2008-06-30 34.876452 35.012718 34.681051 34.894451 52705800 34.894451
## 2008-07-01 34.105132 34.408518 33.634627 34.272251 88602600 34.272251
## 2008-07-02 34.429090 34.534506 33.212980 33.295254 77359500 33.295254
## 2008-07-03 33.632059 33.632059 32.889022 33.200119 51487800 33.200119
## 2008-07-07 33.475238 33.824901 32.781049 33.081863 84791100 33.081863
## 2008-07-08 33.027858 33.513789 32.598490 33.488079 91546200 33.488079
## 2008-07-09 33.629492 33.902028 32.724480 32.811897 89474400 32.811897
## 2008-07-10 33.215547 33.570355 32.855600 33.405807 82659300 33.405807
## 2008-07-11 33.146132 33.668061 32.845319 33.182129 74596200 33.182129
## 2008-07-14 33.644918 33.819752 32.189698 33.140991 48638400 33.140991
## 2008-07-15 32.631923 33.176987 32.027725 32.588215 108376500 32.588215
## 2008-07-16 32.585636 33.616631 32.413377 33.529217 72721800 33.529217
## 2008-07-17 33.714340 33.994587 33.441808 33.686058 88662300 33.686058
## 2008-07-18 33.405805 33.688621 33.277251 33.395519 50926800 33.395519
## 2008-07-21 33.601211 33.912311 33.547219 33.809467 42357300 33.809467
## 2008-07-22 33.392953 33.835179 33.176984 33.830036 47977800 33.830036
## 2008-07-23 33.999722 34.210548 33.760612 33.878880 142368000 33.878880
## 2008-07-24 33.675772 33.938020 32.071431 32.626778 33791200 32.626778
## 2008-07-25 32.896737 32.973867 32.580496 32.850456 26549400 32.850456
## 2008-07-28 32.889024 32.966158 32.202552 32.295109 22918200 32.295109
## 2008-07-29 32.387673 34.084572 32.210267 34.084572 28970800 34.084572
## 2008-07-30 33.529225 34.246552 32.410812 33.729767 38187600 33.729767
## 2008-07-31 33.043281 33.698901 32.896732 32.973862 65916000 32.973862
## 2008-08-01 33.320968 33.320968 32.518796 32.750191 36367800 32.750191
## 2008-08-04 32.356821 32.457093 31.593213 31.747478 55599400 31.747478
## 2008-08-05 31.778324 32.233402 31.631772 32.156269 42552600 32.156269
## 2008-08-06 32.086856 32.796471 32.048291 32.796471 34367700 32.796471
## 2008-08-07 32.179417 32.241121 31.577787 31.670347 38381200 31.670347
## 2008-08-08 31.292400 31.847750 31.168989 31.747478 51194100 31.747478
## 2008-08-11 31.554643 31.732046 31.300110 31.415806 43444700 31.415806
## 2008-08-12 31.176692 31.400375 30.845028 31.153553 39537600 31.153553
## 2008-08-13 30.883601 31.253833 30.575072 31.145849 52150600 31.145849
## 2008-08-14 31.130420 31.678055 31.122704 31.554644 34218600 31.554644
## 2008-08-15 31.423528 31.585505 31.007015 31.061007 37679300 31.061007
## 2008-08-18 31.199844 31.238409 30.281972 30.536509 34649700 30.536509
## 2008-08-19 30.181696 30.382237 29.873168 30.281965 58501700 30.281965
## 2008-08-20 30.690765 31.076424 30.590492 31.053282 39617100 31.053282
## 2008-08-21 30.652202 31.192123 30.598207 31.007008 26882500 31.007008
## 2008-08-22 31.192123 31.207549 30.598207 30.983866 19299700 30.983866
## 2008-08-25 30.883605 30.929882 30.320542 30.343681 30942400 30.343681
## 2008-08-26 30.436234 30.590499 30.235693 30.397669 25493200 30.397669
## 2008-08-27 30.652199 31.122700 30.567353 31.045570 31425700 31.045570
## 2008-08-28 31.107284 31.323252 31.030150 31.261545 29213700 31.261545
## 2008-08-29 31.199843 31.222982 30.737049 30.891314 26262300 30.891314
## 2008-09-02 30.366812 30.629060 29.896307 29.958014 43801700 29.958014
## 2008-09-03 29.896309 29.896309 29.240690 29.464373 58412400 29.464373
## 2008-09-04 29.132702 29.240687 28.075998 28.106848 70453100 28.106848
## 2008-09-05 28.083713 28.561930 27.728908 28.507938 58892600 28.507938
## 2008-09-08 29.757474 29.888596 28.438517 28.862741 64826300 28.862741
## 2008-09-09 28.307400 28.446237 26.803327 27.242979 71020700 27.242979
## 2008-09-10 27.713477 27.929445 27.173554 27.682623 74811000 27.682623
## 2008-09-11 26.741609 27.343240 26.494787 27.273821 103649900 27.273821
## 2008-09-12 27.188977 28.531073 27.027001 28.183979 83241400 28.183979
## 2008-09-15 26.494794 27.196694 25.877740 25.970297 108168400 25.970297
## 2008-09-16 24.828747 26.417664 24.643632 26.193981 115788300 26.193981
## 2008-09-17 25.360955 25.638631 24.203976 24.335100 153448700 24.335100
## 2008-09-18 25.222122 26.841890 24.072856 26.386812 155272500 26.386812
## 2008-09-19 29.904020 30.659912 27.806033 29.672625 157949600 29.672625
## 2008-09-22 29.117281 29.117281 27.674916 27.736620 112364700 27.736620
## 2008-09-23 27.482078 28.006575 26.517930 26.872736 75596800 26.872736
## 2008-09-24 27.343243 27.566926 26.826458 27.181267 64728700 27.181267
## 2008-09-25 27.551506 28.924452 27.381815 28.577358 98210700 28.577358
## 2008-09-26 27.073280 27.821460 26.224831 27.605492 56618700 27.605492
## 2008-09-29 26.325107 26.479372 23.818320 24.381384 126723300 24.381384
## 2008-09-30 25.630917 26.633630 25.260684 26.355955 77582900 26.355955
## 2008-10-01 26.078278 26.672194 25.530640 26.672194 69638300 26.672194
## 2008-10-02 25.661769 25.669481 24.265681 24.335100 81034600 24.335100
## 2008-10-03 24.628202 25.515220 23.640914 23.694906 83974700 23.694906
## 2008-10-06 21.967149 22.275676 20.455365 21.913157 155814800 21.913157
## 2008-10-07 22.267972 22.453088 20.208551 20.208551 115117100 20.208551
## 2008-10-08 19.745759 21.118706 19.398666 20.208551 133618100 20.208551
## 2008-10-09 20.740763 21.057003 18.635063 18.719908 129263500 18.719908
## 2008-10-10 17.871450 20.046568 17.154124 18.935869 181837700 18.935869
## 2008-10-13 20.632774 23.424948 20.193122 23.247543 177204100 23.247543
## 2008-10-14 23.216689 24.103705 21.450369 22.090563 154341500 22.090563
## 2008-10-15 20.709903 20.787035 18.442226 18.519358 153732000 18.519358
## 2008-10-16 18.974435 19.429514 17.393232 19.429514 182101100 19.429514
## 2008-10-17 18.434516 19.977153 18.187694 18.820175 121812700 18.820175
## 2008-10-20 19.406371 20.216254 19.120984 20.139124 84463900 20.139124
## 2008-10-21 19.282962 19.552924 18.534784 18.534784 86398800 18.534784
## 2008-10-22 17.701762 17.825173 16.305674 16.583349 157052000 16.583349
## 2008-10-23 16.506216 17.377807 15.935440 17.046139 153277100 17.046139
## 2008-10-24 14.948156 16.051142 14.801607 15.287537 170199600 15.287537
## 2008-10-27 14.894161 15.765753 14.778464 14.886448 142877900 14.886448
## 2008-10-28 15.920012 18.696760 15.503501 18.002573 219283400 18.002573
## 2008-10-29 17.138699 18.519360 16.791607 17.431801 159872300 17.431801
## 2008-10-30 18.897305 19.861453 18.797034 19.784321 186225900 19.784321
## 2008-10-31 19.298387 20.015714 19.090131 19.614628 162086800 19.614628
## 2008-11-03 19.776606 19.869165 19.352381 19.437227 90109900 19.437227
## 2008-11-04 20.378240 21.311535 20.169984 21.211264 138685300 21.211264
## 2008-11-05 20.169981 20.347383 18.357382 18.511646 153152800 18.511646
## 2008-11-06 18.465368 18.650484 17.223545 17.578352 158025800 17.578352
## 2008-11-07 18.395948 19.036143 18.056568 19.005289 152078400 19.005289
## 2008-11-10 19.830599 19.830599 18.650482 19.182693 96111900 19.182693
## 2008-11-11 18.534793 18.727623 17.670915 17.987156 128587900 17.987156
## 2008-11-12 17.601487 17.616913 16.459935 16.652765 182266000 16.652765
## 2008-11-13 16.938156 19.074709 16.112845 18.959011 241229100 18.959011
## 2008-11-14 17.894591 18.249396 17.084705 17.138697 180106800 17.138697
## 2008-11-17 16.999857 17.578346 16.729896 16.853306 118832400 16.853306
## 2008-11-18 16.637341 16.945868 15.950867 16.606489 111377600 16.606489
## 2008-11-19 16.297966 16.475371 15.125563 15.171841 155995700 15.171841
## 2008-11-20 15.033000 15.480365 14.053424 14.084278 244592200 14.084278
## 2008-11-21 15.457227 16.189979 14.639628 16.112846 248682100 16.112846
## 2008-11-24 16.043421 17.470361 16.027996 17.092415 188103000 17.092415
## 2008-11-25 17.393234 17.431801 16.382808 16.768467 133691700 16.768467
## 2008-11-26 16.668199 18.079713 16.637346 18.048859 120738500 18.048859
## 2008-11-28 17.616915 17.802032 17.532070 17.701761 36642700 17.701761
## 2008-12-01 17.084705 17.123272 15.958581 15.997146 138664600 15.997146
## 2008-12-02 16.691335 17.069281 16.305676 17.007576 112480900 17.007576
## 2008-12-03 16.398235 17.254399 16.313390 17.146414 93150400 17.146414
## 2008-12-04 16.675906 17.123271 16.213114 16.413658 117519200 16.413658
## 2008-12-05 16.297960 17.393233 16.105131 17.385521 96640400 17.385521
## 2008-12-08 18.064280 18.673620 18.033426 18.496218 122277400 18.496218
## 2008-12-09 18.257112 18.735331 17.956299 18.241686 103924100 18.241686
## 2008-12-10 18.797037 19.375526 18.766183 19.329245 100967300 19.329245
## 2008-12-11 19.167271 19.730334 18.766185 18.835604 112643600 18.835604
## 2008-12-12 18.411374 19.259823 18.280250 19.097847 98443000 19.097847
## 2008-12-15 19.182692 19.213544 18.604203 18.843311 67469800 18.843311
## 2008-12-16 19.136413 20.409088 19.051569 20.347383 146597700 20.347383
## 2008-12-17 19.830599 20.308818 19.761182 19.992577 97104500 19.992577
## 2008-12-18 20.115990 20.185408 19.452655 19.552927 92867800 19.552927
## 2008-12-19 19.815179 20.054287 19.429519 19.622349 56422900 19.622349
## 2008-12-22 19.475793 19.529785 18.650482 18.889591 73538500 18.889591
## 2008-12-23 18.913060 19.030387 18.615832 18.733160 70285300 18.733160
## 2008-12-24 18.889590 19.006915 18.514144 18.866125 29365000 18.866125
## 2008-12-26 18.889594 18.944345 18.561079 18.803555 24728700 18.803555
## 2008-12-29 19.038203 19.085134 18.608006 18.772263 36240900 18.772263
## 2008-12-30 18.936522 19.327610 18.897413 19.272858 50083900 19.272858
## 2008-12-31 19.124241 19.609191 19.030379 19.530972 44815800 19.530972
## 2009-01-02 19.710879 20.626027 19.656125 20.461769 69494900 20.461769
## 2009-01-05 20.336622 20.931077 20.289692 20.727711 64779500 20.727711
## 2009-01-06 21.032758 21.337809 20.884146 21.197016 67960000 21.197016
## 2009-01-07 20.602559 20.618204 19.898600 19.976818 83175000 19.976818
## 2009-01-08 19.624839 19.937710 19.476225 19.890779 56783900 19.890779
## 2009-01-09 19.742168 19.820386 19.265039 19.460583 103377500 19.460583
## 2009-01-12 19.241571 19.257215 18.506324 18.639294 65283500 18.639294
## 2009-01-13 18.529787 18.952163 18.435925 18.694044 55003100 18.694044
## 2009-01-14 18.279493 18.287313 17.622463 17.786720 103322800 17.786720
## 2009-01-15 17.802366 18.209100 17.145337 17.990089 109003500 17.990089
## 2009-01-16 18.506328 18.521971 17.622468 18.185635 79520400 18.185635
## 2009-01-20 17.622462 17.677214 16.808997 16.832462 126067100 16.832462
## 2009-01-21 17.278305 17.833650 16.848108 17.747612 103794300 17.747612
## 2009-01-22 17.160976 17.489491 16.785529 17.160976 83312100 17.160976
## 2009-01-23 16.527412 17.544244 16.496126 17.379986 77371100 17.379986
## 2009-01-26 17.559892 18.052664 17.372168 17.583357 67314400 17.583357
## 2009-01-27 17.794543 18.037017 17.638106 17.896225 72898600 17.896225
## 2009-01-28 18.459396 18.913059 18.365535 18.803555 93809800 18.803555
## 2009-01-29 18.201275 18.271672 17.841472 17.849295 59937600 17.849295
## 2009-01-30 18.052660 18.240383 17.575531 17.716324 99451200 17.716324
## 2009-02-02 17.364343 17.692857 17.286124 17.536421 47753900 17.536421
## 2009-02-03 17.716328 18.115238 17.512961 18.060486 53163700 18.060486
## 2009-02-04 18.240382 18.608006 18.037015 18.193451 65511300 18.193451
## 2009-02-05 18.076132 18.787913 17.904051 18.576725 95946700 18.576725
## 2009-02-06 18.858309 19.585735 18.787913 19.507517 79125400 19.507517
## 2009-02-09 19.476229 19.640487 19.241575 19.405832 53789200 19.405832
## 2009-02-10 19.257213 19.437113 18.232559 18.232559 92940400 18.232559
## 2009-02-11 18.694047 18.905235 18.326424 18.780087 66598400 18.780087
## 2009-02-12 18.201278 18.701872 18.037020 18.662764 69735000 18.662764
## 2009-02-13 18.740976 18.881768 18.506323 18.756620 58072700 18.756620
## 2009-02-17 17.669397 17.763258 17.270486 17.559893 115591100 17.559893
## 2009-02-18 17.575532 17.755435 17.114048 17.434742 83947600 17.434742
## 2009-02-19 17.802366 17.818010 17.231377 17.270485 59593900 17.270485
## 2009-02-20 16.738601 17.168799 16.582166 16.832462 102871400 16.832462
## 2009-02-23 17.309592 17.348701 16.386624 16.417910 103469300 16.417910
## 2009-02-24 16.574346 17.364345 16.464839 17.317413 99563300 17.317413
## 2009-02-25 17.192261 17.379983 16.738598 17.020182 81182000 17.020182
## 2009-02-26 17.239193 17.442558 16.848104 16.871569 56997700 16.871569
## 2009-02-27 16.433558 17.168806 16.425736 16.605637 74829200 16.605637
## 2009-03-02 16.128507 16.238011 15.534052 15.596626 97424500 15.596626
## 2009-03-03 15.995538 16.120687 15.557517 15.815636 85418100 15.815636
## 2009-03-04 16.621282 17.168808 16.472668 16.926331 102892700 16.926331
## 2009-03-05 16.339690 16.589987 16.136324 16.230186 101629700 16.230186
## 2009-03-06 16.566522 16.785531 16.073750 16.503948 76598000 16.503948
## 2009-03-09 16.284940 16.676029 16.136326 16.183258 67052500 16.183258
## 2009-03-10 16.879395 17.512958 16.824642 17.497316 92651000 17.497316
## 2009-03-11 17.630286 17.755435 17.231376 17.497316 73894400 17.497316
## 2009-03-12 17.426921 18.209099 17.356525 18.169989 77706800 18.169989
## 2009-03-13 18.310779 18.373353 17.888404 18.271671 67993700 18.271671
## 2009-03-16 18.561080 18.772268 18.263852 18.287317 58545900 18.287317
## 2009-03-17 18.240387 18.686228 18.107417 18.686228 61603300 18.686228
## 2009-03-18 18.490683 19.171178 18.209100 19.077316 80664200 19.077316
## 2009-03-19 19.296326 19.351079 18.866129 18.952168 95853100 18.952168
## 2009-03-20 18.897410 19.053846 18.631470 18.694044 68480300 18.694044
## 2009-03-23 19.523155 20.453947 19.484047 20.422661 135850200 20.422661
## 2009-03-24 19.890773 20.180178 19.726515 19.789089 101954700 19.789089
## 2009-03-25 19.969001 20.438306 19.687416 20.086327 111157000 20.086327
## 2009-03-26 20.539985 20.712065 20.320976 20.633846 76714100 20.633846
## 2009-03-27 20.188007 20.211473 19.890780 20.023750 98452500 20.023750
## 2009-03-30 19.186818 19.194640 18.827016 18.991274 78970500 18.991274
## 2009-03-31 19.530980 19.710883 19.296328 19.405832 83243900 19.405832
## 2009-04-01 19.398008 20.109790 19.335434 20.047216 62557700 20.047216
## 2009-04-02 20.798103 21.439488 20.774637 21.134439 106959400 21.134439
## 2009-04-03 20.993648 21.447311 20.915431 21.392559 75869500 21.392559
## 2009-04-06 21.165731 21.204842 20.774642 21.126623 71265800 21.126623
## 2009-04-07 20.758996 20.899787 20.602560 20.641668 45654200 20.641668
## 2009-04-08 20.805929 21.118800 20.657315 20.946722 48555500 20.946722
## 2009-04-09 21.650679 21.877510 21.611570 21.861868 90146100 21.861868
## 2009-04-13 21.807109 22.104337 21.619386 21.994833 52643700 21.994833
## 2009-04-14 21.861866 22.073052 21.595925 21.642855 59824500 21.642855
## 2009-04-15 21.705432 21.963551 21.572462 21.955729 54941500 21.955729
## 2009-04-16 22.073058 22.292069 21.799297 22.143454 81078700 22.143454
## 2009-04-17 22.104345 22.166919 21.877513 21.987019 53672500 21.987019
## 2009-04-20 21.423841 21.431663 20.891960 20.915426 81304500 20.915426
## 2009-04-21 20.860678 21.416023 20.719886 21.361271 78959000 21.361271
## 2009-04-22 21.040578 21.588102 21.001469 21.181370 49027000 21.181370
## 2009-04-23 21.478602 21.556820 21.197019 21.509890 60314600 21.509890
## 2009-04-24 21.846220 22.033943 21.713250 21.916616 55511400 21.916616
## 2009-04-27 21.275232 21.509885 21.048400 21.181370 63328900 21.181370
## 2009-04-28 20.743352 21.306519 20.727708 21.110975 47904400 21.110975
## 2009-04-29 21.697605 22.417208 21.627209 22.221664 74377700 22.221664
## 2009-04-30 22.644046 22.706620 22.237312 22.425035 98171200 22.425035
## 2009-05-01 22.456322 22.925628 22.354639 22.753550 57110400 22.753550
## 2009-05-04 23.426221 25.068792 23.348002 24.325724 98247800 24.325724
## 2009-05-05 24.138008 24.161472 23.832957 24.106720 68791600 24.106720
## 2009-05-06 24.458697 24.716815 24.161468 24.521271 73761000 24.521271
## 2009-05-07 24.865429 24.881071 23.723448 23.911171 75753800 23.911171
## 2009-05-08 24.466520 24.787213 24.192757 24.708994 75762100 24.708994
## 2009-05-11 24.247513 24.372661 23.973750 24.130186 58826800 24.130186
## 2009-05-12 24.521271 24.576023 23.989390 24.302261 49679000 24.302261
## 2009-05-13 23.746913 23.809487 23.332358 23.410576 67084800 23.410576
## 2009-05-14 23.316717 23.895528 23.293253 23.746916 44896300 23.746916
## 2009-05-15 23.762558 23.958102 23.348004 23.527905 53304900 23.527905
## 2009-05-18 24.317908 24.920185 24.247512 24.834145 74264200 24.834145
## 2009-05-19 24.928011 25.381674 24.826327 25.115734 73775000 25.115734
## 2009-05-20 25.412959 25.741472 25.100086 25.193947 77054600 25.193947
## 2009-05-21 24.724638 24.865430 24.427410 24.724638 63183300 24.724638
## 2009-05-22 24.787215 25.092265 24.701175 24.834145 44241600 24.834145
## 2009-05-26 24.443057 25.186126 24.224046 25.131374 67058200 25.131374
## 2009-05-27 25.412956 25.522460 24.826321 24.841965 98036100 24.841965
## 2009-05-28 25.256519 25.678896 25.045330 25.608500 69977300 25.608500
## 2009-05-29 26.023060 26.132565 25.718011 25.999596 70410400 25.999596
## 2009-06-01 26.797415 27.290187 26.672266 27.094643 75198300 27.094643
## 2009-06-02 26.773940 26.953840 26.562751 26.703543 100627600 26.703543
## 2009-06-03 26.304638 26.398499 25.412956 25.757113 108756900 25.757113
## 2009-06-04 25.952660 26.320285 24.075434 26.234245 71566500 26.234245
## 2009-06-05 26.719193 26.727013 25.913551 26.288996 71692700 26.288996
## 2009-06-08 25.718006 26.101272 25.498994 25.882263 64025700 25.882263
## 2009-06-09 26.046519 26.085627 25.569391 25.929195 62174500 25.929195
## 2009-06-10 26.523644 26.554932 25.890079 26.257704 60045900 26.257704
## 2009-06-11 26.382851 27.063344 26.351563 26.820871 68831300 26.820871
## 2009-06-12 26.453253 26.492361 26.124740 26.390680 55824300 26.390680
## 2009-06-15 25.874442 25.890083 25.170481 25.444242 75789300 25.444242
## 2009-06-16 25.577211 25.718003 24.967112 25.060974 71535900 25.060974
## 2009-06-17 24.865436 25.037513 24.505634 24.779396 94091200 24.779396
## 2009-06-18 24.677706 24.935825 24.521271 24.708994 62572000 24.708994
## 2009-06-19 25.045333 25.084442 24.771571 24.834145 60687200 24.834145
## 2009-06-22 24.489978 24.552552 23.918989 23.934633 80985000 23.934633
## 2009-06-23 24.097866 24.168836 23.750909 24.089981 87108200 24.089981
## 2009-06-24 24.728701 24.988920 24.444824 24.618303 80955800 24.618303
## 2009-06-25 24.460595 25.351650 24.452710 25.351650 83273600 25.351650
## 2009-06-26 25.359539 25.611873 25.280686 25.485706 64981100 25.485706
## 2009-06-29 25.714377 25.753803 25.414730 25.674950 52781900 25.674950
## 2009-06-30 25.651296 25.761691 25.233369 25.414734 92032200 25.414734
## 2009-07-01 25.958827 26.179621 25.816892 25.879974 83474500 25.879974
## 2009-07-02 25.438389 25.454161 25.130860 25.170286 59912900 25.170286
## 2009-07-06 24.815442 25.154516 24.618306 25.115089 52119200 25.115089
## 2009-07-07 25.075659 25.130859 24.507909 24.523680 68778800 24.523680
## 2009-07-08 24.618303 24.689272 23.853417 24.239803 92051000 24.239803
## 2009-07-09 24.752357 24.878524 24.492138 24.673504 64758500 24.673504
## 2009-07-10 24.342316 24.492137 24.113637 24.381742 74323300 24.381742
## 2009-07-13 24.231921 24.681390 23.892847 24.555223 70112100 24.555223
## 2009-07-14 24.854868 24.949492 24.578878 24.823326 41729700 24.823326
## 2009-07-15 25.564561 26.187511 25.525134 26.155968 91648100 26.155968
## 2009-07-16 26.006138 26.384638 25.801118 26.203274 63985200 26.203274
## 2009-07-17 26.282127 26.534461 26.132302 26.471376 56901900 26.471376
## 2009-07-20 27.117986 27.417633 27.039133 27.417633 68482100 27.417633
## 2009-07-21 27.559562 27.575333 26.912957 27.338768 68861800 27.338768
## 2009-07-22 26.952391 27.512256 26.936621 27.275694 69406200 27.275694
## 2009-07-23 27.472837 28.214066 27.417639 28.048473 79876800 28.048473
## 2009-07-24 27.756701 27.938065 27.543793 27.914410 49263200 27.914410
## 2009-07-27 28.032690 28.190399 27.748815 28.158857 42808800 28.158857
## 2009-07-28 27.914415 28.111551 27.630539 28.032694 53859400 28.032694
## 2009-07-29 27.685739 27.701510 27.228383 27.401863 53099700 27.401863
## 2009-07-30 28.174626 28.403304 28.048460 28.080002 90259400 28.080002
## 2009-07-31 28.261375 28.426969 28.009042 28.214062 119531600 28.214062
## 2009-08-03 28.971062 29.325904 28.837008 29.270706 78103100 29.270706
## 2009-08-04 28.821239 29.168200 28.766042 29.002604 53355600 29.002604
## 2009-08-05 28.766047 28.876442 28.324461 28.758162 47802100 28.758162
## 2009-08-06 28.907981 28.947407 28.221949 28.521593 53346600 28.521593
## 2009-08-07 28.789699 28.978951 28.537366 28.805471 57768600 28.805471
## 2009-08-10 28.561017 28.647757 28.237714 28.482161 61356900 28.482161
## 2009-08-11 28.245600 28.261371 27.772475 27.945953 70127000 27.945953
## 2009-08-12 27.843446 28.387540 27.827675 28.198288 64542700 28.198288
## 2009-08-13 28.671416 28.695071 28.237718 28.687187 67566500 28.687187
## 2009-08-14 28.647764 28.679303 28.032698 28.166752 52588400 28.166752
## 2009-08-17 27.181068 27.236266 26.912964 27.062786 105003100 27.062786
## 2009-08-18 27.417629 27.669963 27.338773 27.654192 67450600 27.654192
## 2009-08-19 27.110103 27.796135 27.031248 27.725166 67893600 27.725166
## 2009-08-20 27.804021 28.261377 27.740939 28.206179 71352300 28.206179
## 2009-08-21 28.474280 28.726613 28.363884 28.631989 81207200 28.631989
## 2009-08-24 28.947411 29.105120 28.647767 28.758162 58467000 28.758162
## 2009-08-25 28.963173 29.176080 28.679297 28.695068 61418900 28.695068
## 2009-08-26 28.553132 28.687186 28.379655 28.608330 57206000 28.608330
## 2009-08-27 28.426968 28.608333 28.016926 28.553135 59720400 28.553135
## 2009-08-28 28.718729 28.766043 28.245604 28.403313 51683600 28.403313
## 2009-08-31 27.922302 27.945958 27.748822 27.843449 72348200 27.843449
## 2009-09-01 27.914414 28.285027 27.291464 27.315119 95728700 27.315119
## 2009-09-02 27.354551 27.725167 27.315124 27.606884 68401900 27.606884
## 2009-09-03 28.009035 28.182516 27.748815 28.158857 53720900 28.158857
## 2009-09-04 28.363889 28.734502 28.127324 28.702963 58976200 28.702963
## 2009-09-08 29.199739 29.341677 29.152429 29.294367 59862900 29.294367
## 2009-09-09 29.412646 29.641324 29.262824 29.452072 67098400 29.452072
## 2009-09-10 29.467835 29.862106 28.016917 29.838451 58466700 29.838451
## 2009-09-11 29.948855 30.098677 29.657095 29.854231 45286800 29.854231
## 2009-09-14 29.420534 29.806919 29.381105 29.743837 36747500 29.743837
## 2009-09-15 29.791140 30.122330 29.688632 30.098671 61595600 30.098671
## 2009-09-16 30.540259 33.118794 30.382550 30.855677 80170500 30.855677
## 2009-09-17 30.776824 31.029157 30.548149 30.690084 76626800 30.690084
## 2009-09-18 30.839916 30.871459 30.627009 30.776831 66818800 30.776831
## 2009-09-21 30.366780 30.571802 30.082907 30.508718 78144500 30.508718
## 2009-09-22 30.918761 31.037044 30.713741 30.973959 46286700 30.973959
## 2009-09-23 30.918760 31.155322 30.508718 30.508718 72549000 30.508718
## 2009-09-24 30.619116 30.674314 29.728062 29.909426 93478600 29.909426
## 2009-09-25 29.909432 30.185421 29.846347 30.035599 61306900 30.035599
## 2009-09-28 30.114448 30.619118 30.059250 30.421982 52268400 30.421982
## 2009-09-29 30.579687 30.674315 30.287927 30.492947 42189900 30.492947
## 2009-09-30 30.729511 31.005501 30.280043 30.682198 147148900 30.682198
## 2009-10-01 30.603341 30.650652 29.799028 29.846338 107061100 29.846338
## 2009-10-02 29.475730 29.948855 29.412645 29.854231 73683200 29.854231
## 2009-10-05 30.130211 30.634878 29.972502 30.548141 73828900 30.548141
## 2009-10-06 30.863564 31.368232 30.800482 31.052816 80646200 31.052816
## 2009-10-07 30.958178 31.076461 30.737388 31.021263 51404500 31.021263
## 2009-10-08 31.289384 31.510175 31.076477 31.399780 62070300 31.399780
## 2009-10-09 31.384002 31.510168 31.289377 31.423428 54136800 31.423428
## 2009-10-12 31.636346 31.841368 31.533837 31.683659 38014600 31.683659
## 2009-10-13 31.620567 31.801935 31.344579 31.738850 58368400 31.738850
## 2009-10-14 32.393345 32.763958 32.290834 32.763958 96043000 32.763958
## 2009-10-15 32.416995 32.661441 32.346025 32.582588 72494700 32.582588
## 2009-10-16 32.085805 32.267169 31.817699 32.133118 72392900 32.133118
## 2009-10-19 32.401222 32.803377 32.259284 32.748180 60428800 32.748180
## 2009-10-20 32.574707 32.582592 31.991184 32.314487 84292300 32.314487
## 2009-10-21 32.164662 32.763953 32.125235 32.141003 74510100 32.141003
## 2009-10-22 32.093696 32.519510 31.778277 32.409111 71024900 32.409111
## 2009-10-23 32.614131 32.669328 31.975410 32.141003 73930400 32.141003
## 2009-10-26 32.409110 32.669331 31.667881 31.738850 79280900 31.738850
## 2009-10-27 31.746725 31.794040 31.186861 31.186861 95899600 31.186861
## 2009-10-28 30.863561 30.863561 29.688635 29.759604 169924100 29.759604
## 2009-10-29 30.280039 31.163206 30.280039 31.076466 99431400 31.076466
## 2009-10-30 30.808365 30.832020 29.428415 29.625551 222474200 29.625551
## 2009-11-02 30.067137 30.508719 29.554583 30.067137 137964200 30.067137
## 2009-11-03 29.523047 30.216965 29.491507 30.114454 71908600 30.114454
## 2009-11-04 30.784704 31.068580 30.461402 30.674309 95721700 30.674309
## 2009-11-05 30.895100 31.313027 30.745279 31.305143 75480000 31.305143
## 2009-11-06 30.997612 31.439194 30.918756 31.265717 58868500 31.265717
## 2009-11-09 31.833481 32.456430 31.825597 32.417004 106762900 32.417004
## 2009-11-10 32.070026 32.432758 32.022716 32.267162 62713800 32.267162
## 2009-11-11 32.716640 32.827035 32.314482 32.543159 69184200 32.543159
## 2009-11-12 32.306602 32.472195 31.762506 31.817703 75713600 31.817703
## 2009-11-13 32.022717 32.464298 31.880778 32.361790 70021000 32.361790
## 2009-11-16 32.827038 33.308050 32.811267 33.173996 101093400 33.173996
## 2009-11-17 32.842811 33.055714 32.622016 33.055714 49649500 33.055714
## 2009-11-18 33.039944 33.095141 32.692983 32.795494 46360800 32.795494
## 2009-11-19 32.440653 32.440653 31.896560 32.188320 119413400 32.188320
## 2009-11-20 32.014830 32.188311 31.849237 32.054260 66353700 32.054260
## 2009-11-23 32.763951 33.008401 32.582587 32.724525 62386100 32.724525
## 2009-11-24 32.487962 32.574701 32.164659 32.543159 71683700 32.543159
## 2009-11-25 32.708747 32.953196 32.519499 32.921654 56185100 32.921654
## 2009-11-27 31.360339 32.054258 30.981839 31.644215 105903600 31.644215
## 2009-11-30 31.904439 32.030605 31.596908 31.951752 102168700 31.951752
## 2009-12-01 32.598347 32.984734 32.566804 32.866451 88987900 32.866451
## 2009-12-02 32.898011 33.244969 32.866468 33.000519 64268600 33.000519
## 2009-12-03 33.189765 33.363245 32.637784 32.692982 65363400 32.692982
## 2009-12-04 33.331707 33.528843 32.566820 32.992634 108670600 32.992634
## 2009-12-07 32.779717 33.047821 32.685093 32.708748 78376400 32.708748
## 2009-12-08 32.385446 32.401217 32.014830 32.101570 76088400 32.101570
## 2009-12-09 32.148888 32.330252 31.943865 32.298710 62353800 32.298710
## 2009-12-10 32.464302 32.606240 32.267167 32.487961 43126100 32.487961
## 2009-12-11 32.645673 32.677213 32.401223 32.606243 41518600 32.606243
## 2009-12-14 32.763957 32.882240 32.629906 32.827042 54210800 32.827042
## 2009-12-15 32.472189 32.779721 32.448535 32.487961 47034600 32.487961
## 2009-12-16 32.732405 32.992626 32.566812 32.677208 45982000 32.677208
## 2009-12-17 32.093695 32.148892 31.730966 31.738850 77310300 31.738850
## 2009-12-18 31.849239 31.935979 31.541708 31.825584 61829500 31.825584
## 2009-12-21 31.920214 32.117350 31.754620 31.786163 54922800 31.786163
## 2009-12-22 31.915733 32.106510 31.868037 32.106510 61633400 32.106510
## 2009-12-23 32.329069 32.559594 32.114446 32.424461 48971700 32.424461
## 2009-12-24 32.694741 32.774232 32.591402 32.750385 19694800 32.750385
## 2009-12-28 32.965010 32.996804 32.710639 32.861671 27343900 32.861671
## 2009-12-29 32.934825 32.950728 32.696283 32.743992 31570300 32.743992
## 2009-12-30 32.783754 32.895073 32.704240 32.887123 30589200 32.887123
## 2009-12-31 33.101801 33.205168 32.910965 32.998432 36499500 32.998432
## 2010-01-04 33.539135 33.984417 33.523232 33.960560 70761600 33.960560
## 2010-01-05 34.119588 34.326324 34.000315 34.207054 50196300 34.207054
## 2010-01-06 34.254775 34.421755 34.199112 34.278629 50670000 34.278629
## 2010-01-07 34.071876 34.175246 33.888994 34.079830 41803700 34.079830
## 2010-01-08 34.095739 34.366088 33.984420 34.350185 41118100 34.350185
## 2010-01-11 34.548978 34.564881 34.111650 34.278629 42546400 34.278629
## 2010-01-12 33.881049 33.952611 33.555040 33.729969 65902300 33.729969
## 2010-01-13 33.865147 33.952613 33.515285 33.833340 48040100 33.833340
## 2010-01-14 33.809484 33.888998 33.690212 33.745872 52893800 33.745872
## 2010-01-15 33.650460 33.698170 33.260842 33.356258 76681800 33.356258
## 2010-01-19 33.459626 34.032127 33.451673 34.032127 57597300 34.032127
## 2010-01-20 33.483465 33.483465 32.942767 33.213116 78934700 33.213116
## 2010-01-21 33.038193 33.141562 32.187390 32.211243 116104300 32.211243
## 2010-01-22 31.980663 32.084030 31.432013 31.495626 108173800 31.495626
## 2010-01-25 31.909092 32.060168 31.543324 31.726210 86170400 31.726210
## 2010-01-26 31.113951 31.487666 28.474076 31.066242 89832400 31.066242
## 2010-01-27 30.843601 31.105997 30.517593 30.986727 91623300 30.986727
## 2010-01-28 31.265029 31.392252 30.501692 30.772041 98086600 30.772041
## 2010-01-29 31.129857 31.217320 30.279054 30.438080 151695100 30.438080
## 2010-02-01 30.724330 31.288881 30.700478 31.257078 81928100 31.257078
## 2010-02-02 31.320684 31.575130 31.026482 31.511520 86791200 31.511520
## 2010-02-03 31.519472 31.662599 31.225270 31.328640 64323800 31.328640
## 2010-02-04 30.811792 30.851549 29.897376 29.913280 131791500 29.913280
## 2010-02-05 29.650893 29.738359 28.768283 29.579330 165899900 29.579330
## 2010-02-08 29.563429 29.801972 29.277177 29.285130 78752400 29.285130
## 2010-02-09 30.000750 30.509641 29.762207 30.239292 133342000 30.239292
## 2010-02-10 30.247248 30.446033 29.825819 30.159781 84646000 30.159781
## 2010-02-11 30.366520 30.986734 30.112074 30.954927 90206600 30.954927
## 2010-02-12 30.326751 30.676616 30.112063 30.565294 63053000 30.565294
## 2010-02-16 31.026492 31.376355 30.811804 31.352501 73196700 31.352501
## 2010-02-17 31.591041 31.614894 31.272985 31.463818 63631100 31.463818
## 2010-02-18 31.217324 31.694412 31.169617 31.583092 61597600 31.583092
## 2010-02-19 31.225268 31.511521 31.137803 31.312735 77264800 31.312735
## 2010-02-22 31.503577 31.519480 31.249132 31.352501 56446600 31.352501
## 2010-02-23 31.177558 31.352490 30.605057 30.628910 103220800 30.628910
## 2010-02-24 30.835649 31.066242 30.652766 30.923115 73043700 30.923115
## 2010-02-25 30.191586 30.724330 30.024603 30.668671 73641500 30.668671
## 2010-02-26 30.700484 31.042396 30.509648 30.978783 65727300 30.978783
## 2010-03-01 31.352502 31.591045 31.272989 31.503578 73146100 31.503578
## 2010-03-02 31.821634 32.044273 31.686458 31.861391 66353000 31.861391
## 2010-03-03 32.028373 32.298722 31.781880 31.901150 68779900 31.901150
## 2010-03-04 31.925001 31.964757 31.535379 31.734165 61065500 31.734165
## 2010-03-05 32.171497 32.561119 32.052227 32.561119 78177700 32.561119
## 2010-03-08 32.632685 32.751955 32.537266 32.584976 56724000 32.584976
## 2010-03-09 32.441840 32.918929 32.433890 32.767849 66759800 32.767849
## 2010-03-10 32.839403 33.133605 32.767840 32.998432 73994500 32.998432
## 2010-03-11 32.807607 33.038200 32.632678 33.006393 42415700 33.006393
## 2010-03-12 33.157468 33.165418 32.799653 32.895069 48949200 32.895069
## 2010-03-15 32.704237 32.791704 32.449792 32.656528 43560300 32.656528
## 2010-03-16 32.767852 33.093861 32.640629 33.077957 58417000 33.077957
## 2010-03-17 33.403965 33.594801 33.292646 33.435772 72017100 33.435772
## 2010-03-18 33.372148 33.419855 33.022284 33.181313 73867900 33.181313
## 2010-03-19 32.751945 33.292642 32.704238 32.751945 65993900 32.751945
## 2010-03-22 32.417984 32.903023 32.338469 32.871216 57583400 32.871216
## 2010-03-23 32.910974 33.125663 32.759898 33.101810 50528500 33.101810
## 2010-03-24 32.751949 32.887125 32.608822 32.608822 65081100 32.608822
## 2010-03-25 32.879169 32.998442 32.457745 32.521358 72397600 32.521358
## 2010-03-26 32.791709 32.910978 32.402087 32.680386 69798700 32.680386
## 2010-03-29 33.022292 33.284691 32.950729 33.268787 57961300 33.268787
## 2010-03-30 33.348306 33.491431 33.173376 33.396015 50327500 33.396015
## 2010-03-31 33.284689 33.578892 33.268786 33.491425 52858500 33.491425
## 2010-04-01 33.984421 34.366089 33.984421 34.366089 96281100 34.366089
## 2010-04-05 34.541006 34.787501 34.461493 34.676182 63633700 34.676182
## 2010-04-06 34.541011 34.859069 34.517157 34.779556 42926300 34.779556
## 2010-04-07 34.636438 34.723901 34.294526 34.477409 55642000 34.477409
## 2010-04-08 34.246819 34.636440 34.079839 34.596680 52083200 34.596680
## 2010-04-09 34.668240 37.101380 34.612581 34.811367 46651000 34.811367
## 2010-04-12 34.548977 34.723906 34.533073 34.533073 43558300 34.533073
## 2010-04-13 34.437652 34.501262 34.119594 34.461506 47072900 34.461506
## 2010-04-14 34.819318 35.002200 34.660288 34.970394 42957800 34.970394
## 2010-04-15 34.747749 34.970389 34.707993 34.779556 43463300 34.779556
## 2010-04-16 34.389936 34.445596 33.610696 33.761772 142486200 33.761772
## 2010-04-19 33.364203 33.698165 33.117711 33.626602 89434600 33.626602
## 2010-04-20 33.928754 34.079834 33.753825 34.024174 63883700 34.024174
## 2010-04-21 33.960567 34.008277 33.602752 33.912861 64141600 33.912861
## 2010-04-22 33.610706 34.087791 33.388068 34.055988 72788900 34.055988
## 2010-04-23 33.944653 34.278614 33.785626 34.238857 64724100 34.238857
## 2010-04-26 34.453546 34.509206 34.183198 34.238857 46317300 34.238857
## 2010-04-27 33.857192 33.936705 32.942776 33.014339 132888400 33.014339
## 2010-04-28 33.403956 33.443716 32.831456 33.292637 68981700 33.292637
## 2010-04-29 33.602745 33.881047 33.523232 33.841290 69912900 33.841290
## 2010-04-30 33.825394 33.944664 33.403965 33.435772 77528000 33.435772
## 2010-05-03 33.547082 33.729964 33.316493 33.618645 47649800 33.618645
## 2010-05-04 32.903023 32.926876 31.988607 32.076073 159998800 32.076073
## 2010-05-05 31.471772 32.012467 31.193471 31.495626 131994700 31.495626
## 2010-05-06 31.257081 31.614893 29.086341 30.207493 225063100 30.207493
## 2010-05-07 30.501688 30.883356 29.619078 30.366512 191265100 30.366512
## 2010-05-10 32.306669 32.624725 32.115833 32.553162 187916400 32.553162
## 2010-05-11 31.805731 32.441844 31.726218 31.964760 119869600 31.964760
## 2010-05-12 32.235108 32.417990 32.123789 32.362331 73936600 32.362331
## 2010-05-13 32.362332 32.545214 32.036323 32.060177 71622500 32.060177
## 2010-05-14 31.829584 31.853440 31.090100 31.400209 113085000 31.400209
## 2010-05-17 31.328627 31.543312 30.533484 31.209354 101708500 31.209354
## 2010-05-18 31.519465 31.638738 30.453974 30.557343 113529000 30.557343
## 2010-05-19 30.135925 30.453980 29.706547 30.263147 129633400 30.263147
## 2010-05-20 29.110195 29.468010 28.625157 28.760330 174383500 28.760330
## 2010-05-21 28.394567 29.722458 28.362760 29.690651 169452900 29.690651
## 2010-05-24 29.714493 29.921232 29.340779 29.380535 90936400 29.380535
## 2010-05-25 28.203726 29.110189 27.996987 29.062479 144257100 29.062479
## 2010-05-26 29.364639 29.833774 28.975018 29.046581 128281900 29.046581
## 2010-05-27 30.183627 30.859500 29.960988 30.803841 147181800 30.803841
## 2010-05-28 30.628914 30.684574 30.151826 30.294952 113223700 30.294952
## 2010-06-01 29.984851 30.557355 29.722455 29.738359 91068700 29.738359
## 2010-06-02 30.080263 30.803844 29.921234 30.779987 103740800 30.779987
## 2010-06-03 30.978776 31.018532 30.279052 30.668671 70470800 30.668671
## 2010-06-04 30.008708 30.310860 29.491863 29.579330 108937200 29.579330
## 2010-06-07 29.690643 29.817866 29.094286 29.118139 82131900 29.118139
## 2010-06-08 29.444158 29.825826 29.086346 29.786070 108438000 29.786070
## 2010-06-09 29.913289 30.310861 29.468011 29.627037 87947600 29.627037
## 2010-06-10 30.247252 30.700484 30.199543 30.660727 92855100 30.660727
## 2010-06-11 30.215447 30.843611 30.207497 30.819754 66496500 30.819754
## 2010-06-14 31.201411 31.408146 30.748176 30.827692 83991300 30.827692
## 2010-06-15 31.169609 31.797773 31.050336 31.758013 96494500 31.758013
## 2010-06-16 31.416101 31.901139 31.368394 31.758013 63906600 31.758013
## 2010-06-17 31.845480 31.853433 31.336589 31.598988 68660100 31.598988
## 2010-06-18 31.734169 31.909101 31.559237 31.742119 64639800 31.742119
## 2010-06-21 32.569058 32.704234 32.044264 32.290760 96721100 32.290760
## 2010-06-22 32.227145 32.386174 31.591031 31.670547 100336600 31.670547
## 2010-06-23 31.896261 31.920276 31.416018 31.752188 93969400 31.752188
## 2010-06-24 31.608119 31.608119 31.071844 31.191906 82636000 31.191906
## 2010-06-25 31.279960 31.640141 31.031831 31.560101 60657800 31.560101
## 2010-06-28 31.536085 31.616124 31.239931 31.343985 36242500 31.343985
## 2010-06-29 30.495559 30.527576 29.935276 30.071344 120391400 30.071344
## 2010-06-30 30.223403 30.495542 29.791185 29.871225 84176700 29.871225
## 2010-07-01 30.015316 30.127373 29.423012 30.087353 113344200 30.087353
## 2010-07-02 30.175392 30.383497 29.959281 30.215412 63854500 30.215412
## 2010-07-06 30.991804 31.247935 30.463535 30.775694 76509800 30.775694
## 2010-07-07 30.735682 31.464053 30.703665 31.456047 68037800 31.456047
## 2010-07-08 31.512077 31.640142 31.199918 31.608128 60958700 31.608128
## 2010-07-09 31.632131 32.024329 31.584105 31.992315 43777100 31.992315
## 2010-07-12 31.864247 32.048341 31.592109 31.736183 53211600 31.736183
## 2010-07-13 32.008326 32.208428 31.928283 32.104374 52194800 32.104374
## 2010-07-14 31.896266 32.128385 31.784209 32.040340 46615600 32.040340
## 2010-07-15 31.896266 31.960301 31.496062 31.888264 66745400 31.888264
## 2010-07-16 31.624131 31.624131 30.879754 30.935783 99497500 30.935783
## 2010-07-19 31.231928 31.416022 31.015818 31.343985 46717800 31.343985
## 2010-07-20 31.135878 32.128382 31.119869 32.080360 92255200 32.080360
## 2010-07-21 32.216426 32.240438 31.600112 31.752188 66007400 31.752188
## 2010-07-22 32.304474 32.768710 32.272457 32.712681 74052900 32.712681
## 2010-07-23 32.624632 32.968808 32.408525 32.936794 65675400 32.936794
## 2010-07-26 32.872765 33.192929 32.744700 33.160912 64865500 33.160912
## 2010-07-27 33.345007 33.385026 32.936800 33.104885 63763700 33.104885
## 2010-07-28 32.904776 33.120886 32.800722 32.920784 43131400 32.920784
## 2010-07-29 33.264969 33.337007 32.728694 32.976822 49588200 32.976822
## 2010-07-30 32.728687 33.240949 32.624634 33.136898 54277200 33.136898
## 2010-08-02 33.761217 34.089384 33.673172 33.993336 69623700 33.993336
## 2010-08-03 33.729194 33.961313 33.561109 33.833248 60207900 33.833248
## 2010-08-04 33.841264 33.961326 33.617151 33.881287 55875600 33.881287
## 2010-08-05 33.633158 33.777232 33.513096 33.729206 43650600 33.729206
## 2010-08-06 33.505084 33.769217 33.296976 33.681175 65731600 33.681175
## 2010-08-09 33.905299 33.929310 33.745217 33.857273 27051000 33.857273
## 2010-08-10 33.264959 33.609135 33.152899 33.393024 68735400 33.393024
## 2010-08-11 32.696674 32.696674 32.272459 32.328487 92778600 32.328487
## 2010-08-12 32.024322 32.480557 31.992308 32.384506 43919400 32.384506
## 2010-08-13 32.520580 32.672657 32.424529 32.560600 28672700 32.560600
## 2010-08-16 32.544605 32.896783 32.464565 32.864769 34651900 32.864769
## 2010-08-17 33.192926 33.393028 33.064861 33.208935 39414300 33.208935
## 2010-08-18 33.136907 33.353014 32.976824 33.184929 38009500 33.184929
## 2010-08-19 33.192927 33.288975 32.720686 32.928791 56729300 32.928791
## 2010-08-20 32.808737 32.856759 32.568612 32.832748 54134900 32.832748
## 2010-08-23 32.912780 33.024837 32.520582 32.536591 44767900 32.536591
## 2010-08-24 32.152394 32.280462 31.864249 32.120380 80709600 32.120380
## 2010-08-25 31.792217 32.040342 31.464050 31.912277 89890000 31.912277
## 2010-08-26 32.080371 32.216439 31.664158 31.712181 59948200 31.712181
## 2010-08-27 32.016325 32.416529 31.672150 32.408527 77005500 32.408527
## 2010-08-30 32.208430 32.352500 31.864254 31.872257 48054700 31.872257
## 2010-08-31 31.896266 32.192419 31.800218 32.064354 72404500 32.064354
## 2010-09-01 32.648650 33.208937 32.624636 33.192928 83435900 33.192928
## 2010-09-02 33.128892 33.312986 33.016836 33.248955 47351900 33.248955
## 2010-09-03 33.649161 33.753211 33.465067 33.641155 48712700 33.641155
## 2010-09-07 33.433049 33.457061 33.136900 33.152905 45210000 33.152905
## 2010-09-08 33.401032 33.649159 33.345003 33.513088 40612600 33.513088
## 2010-09-09 33.865271 33.889282 33.537104 33.705189 34925400 33.705189
## 2010-09-10 33.713189 33.889279 33.673169 33.825245 33236500 33.825245
## 2010-09-13 34.473581 34.673683 34.441564 34.633663 63308900 34.633663
## 2010-09-14 34.537618 34.841771 34.401547 34.617657 65151200 34.617657
## 2010-09-15 34.489593 34.689695 34.393545 34.665684 41107300 34.665684
## 2010-09-16 34.393549 34.553628 34.361532 34.489597 36078100 34.489597
## 2010-09-17 34.649670 34.665678 34.385534 34.433559 40115200 34.433559
## 2010-09-20 34.681687 35.017857 34.569627 34.977837 53864500 34.977837
## 2010-09-21 34.993849 35.073889 34.665682 34.873787 54263300 34.873787
## 2010-09-22 34.937821 35.145925 34.793746 34.897797 45586800 34.897797
## 2010-09-23 34.681685 35.033863 34.585633 34.673679 62060200 34.673679
## 2010-09-24 35.097900 35.338026 35.097900 35.314011 57929100 35.314011
## 2010-09-27 35.289993 35.394046 35.193944 35.249973 40319500 35.249973
## 2010-09-28 35.297995 35.570135 35.009852 35.506104 50012300 35.506104
## 2010-09-29 35.530115 35.786245 35.474087 35.626163 58310500 35.626163
## 2010-09-30 35.882296 36.010361 35.578140 35.834270 60498400 35.834270
## 2010-10-01 36.218468 36.418570 36.098405 36.362541 69689800 36.362541
## 2010-10-04 36.338530 36.426571 36.082399 36.250484 49852800 36.250484
## 2010-10-05 36.522626 36.978859 36.474601 36.906822 76615300 36.906822
## 2010-10-06 36.898818 37.002873 36.818779 36.890816 50339900 36.890816
## 2010-10-07 36.970860 36.978866 36.378560 36.562653 49224000 36.562653
## 2010-10-08 36.538641 37.058904 36.458598 37.002876 54002700 37.002876
## 2010-10-11 36.938843 37.050900 36.842792 36.978863 32413800 36.978863
## 2010-10-12 36.650695 36.906825 36.442587 36.826782 63619500 36.826782
## 2010-10-13 37.250995 37.627185 37.242990 37.507126 69189600 37.507126
## 2010-10-14 37.475106 37.611177 37.250993 37.443089 50754200 37.443089
## 2010-10-15 37.635195 37.643198 37.122934 37.395073 83974500 37.395073
## 2010-10-18 37.106927 37.459105 37.050898 37.411083 51898000 37.411083
## 2010-10-19 36.562648 36.682711 36.082405 36.226475 90101300 36.226475
## 2010-10-20 36.530625 37.042887 36.498608 36.802765 62292200 36.802765
## 2010-10-21 37.010873 37.218977 36.410567 36.802765 85422400 36.802765
## 2010-10-22 36.954845 36.986862 36.722729 36.842789 42843800 36.842789
## 2010-10-25 37.291006 37.531128 37.218970 37.242981 53950800 37.242981
## 2010-10-26 37.002871 37.267007 36.890814 37.210979 36715600 37.210979
## 2010-10-27 36.682709 36.682709 36.234479 36.578655 70436800 36.578655
## 2010-10-28 36.914819 36.946836 36.618668 36.810768 45927000 36.810768
## 2010-10-29 36.746744 36.922835 36.682713 36.914829 38056300 36.914829
## 2010-11-01 37.291004 37.515117 37.122919 37.323021 47366500 37.323021
## 2010-11-02 37.659208 37.819290 37.579168 37.787273 48355900 37.787273
## 2010-11-03 37.875321 38.043405 37.411085 38.019394 94125200 38.019394
## 2010-11-04 38.595687 38.883835 38.555664 38.883835 83567900 38.883835
## 2010-11-05 38.683733 38.899840 38.651716 38.811798 53781000 38.811798
## 2010-11-08 38.507641 38.683731 38.411592 38.651714 37106100 38.651714
## 2010-11-09 38.843798 38.915835 38.035387 38.163452 55351100 38.163452
## 2010-11-10 38.371563 38.507634 37.915331 38.443600 66304400 38.443600
## 2010-11-11 38.067413 38.099427 37.859305 38.067413 48410200 38.067413
## 2010-11-12 37.531137 37.723237 36.994865 37.146942 88808000 37.146942
## 2010-11-15 37.331041 37.523141 37.106928 37.130939 48585300 37.130939
## 2010-11-16 36.746742 36.786761 36.034378 36.154438 136332900 36.154438
## 2010-11-17 36.274497 36.530627 36.202460 36.338531 80352800 36.338531
## 2010-11-18 37.034894 37.275017 37.010884 37.202980 77989900 37.202980
## 2010-11-19 37.026892 37.259011 36.802779 37.226994 48175100 37.226994
## 2010-11-22 37.034885 37.283013 36.682707 37.114925 46793100 37.114925
## 2010-11-23 36.138430 36.210467 35.858285 35.938328 86768900 35.938328
## 2010-11-24 36.522623 36.786756 36.474598 36.770748 63287600 36.770748
## 2010-11-26 36.034379 36.218473 35.858288 35.858288 60387100 35.858288
## 2010-11-29 35.986352 36.202463 35.626168 36.138432 80428200 36.138432
## 2010-11-30 35.714209 36.138427 35.642172 35.842274 78842700 35.842274
## 2010-12-01 36.738734 36.946838 36.618671 36.866798 81889600 36.866798
## 2010-12-02 36.986865 37.603180 36.970857 37.595177 72593100 37.595177
## 2010-12-03 37.275000 37.787261 37.275000 37.731232 44688700 37.731232
## 2010-12-06 37.515127 37.723235 37.483113 37.667206 44988700 37.667206
## 2010-12-07 38.091425 38.107434 37.483117 37.491119 64406800 37.491119
## 2010-12-08 37.419081 37.515129 37.042888 37.250996 48924100 37.250996
## 2010-12-09 37.395068 37.427082 37.018875 37.122929 63131000 37.122929
## 2010-12-10 37.146946 37.291019 37.010878 37.291019 44844200 37.291019
## 2010-12-13 37.515131 37.715233 37.411080 37.531139 49177500 37.531139
## 2010-12-14 37.563155 37.731239 37.467106 37.587166 53611300 37.587166
## 2010-12-15 37.371061 37.427089 36.938843 36.978863 69038700 36.978863
## 2010-12-16 37.010875 37.130934 36.834784 37.082912 55441400 37.082912
## 2010-12-17 36.986867 37.154952 36.922836 37.138947 43610700 37.138947
## 2010-12-20 37.106927 37.146947 36.882813 36.970856 48887300 36.970856
## 2010-12-21 37.373383 37.639585 37.365315 37.510517 59666300 37.510517
## 2010-12-22 37.494389 37.679924 37.462121 37.639591 24942400 37.639591
## 2010-12-23 37.510527 37.615396 37.462125 37.599262 27545100 37.599262
## 2010-12-27 37.462118 37.550853 37.373386 37.478252 29293100 37.478252
## 2010-12-28 37.550850 37.575053 37.429851 37.510517 30330000 37.510517
## 2010-12-29 37.788983 38.014973 37.780913 37.990761 30891500 37.990761
## 2010-12-30 38.200610 38.249034 38.071469 38.184467 28376000 38.184467
## 2010-12-31 38.281316 38.483094 38.184464 38.450809 34328200 38.450809
## 2011-01-03 38.765574 38.991567 38.765574 38.822071 40116200 38.822071
## 2011-01-04 38.951221 38.999649 38.539595 38.999649 45176300 38.999649
## 2011-01-05 38.660653 38.983496 38.644510 38.902786 47527100 38.902786
## 2011-01-06 38.749444 38.773660 38.402389 38.491169 43977400 38.491169
## 2011-01-07 38.345883 38.434667 37.877760 38.136036 57124900 38.136036
## 2011-01-10 37.772840 37.813195 37.538777 37.740555 62556500 37.740555
## 2011-01-11 38.152173 38.249025 37.990750 38.144100 53337100 38.144100
## 2011-01-12 38.660660 38.910862 38.612231 38.910862 67254100 38.910862
## 2011-01-13 38.822079 38.830153 38.475021 38.571877 53294600 38.571877
## 2011-01-14 38.442739 38.692942 38.426597 38.684872 38685900 38.684872
## 2011-01-18 38.620302 38.709086 38.539593 38.628376 30565800 38.628376
## 2011-01-19 38.741367 38.749437 38.192531 38.329742 64940400 38.329742
## 2011-01-20 38.039176 38.047245 37.554907 37.910038 75797500 37.910038
## 2011-01-21 37.934270 37.990768 37.482287 37.514572 87318900 37.514572
## 2011-01-24 37.514559 37.813189 37.458061 37.805119 61839300 37.805119
## 2011-01-25 37.611414 37.692128 37.312784 37.579132 63557800 37.579132
## 2011-01-26 37.934251 38.055319 37.788970 37.910038 66604500 37.910038
## 2011-01-27 37.998828 38.055326 37.732479 37.780907 80518400 37.780907
## 2011-01-28 37.619482 37.627552 36.521809 36.586380 185092200 36.586380
## 2011-01-31 36.901161 37.111009 36.780093 36.973801 97695000 36.973801
## 2011-02-01 37.296637 37.918114 37.256283 37.869686 105876000 37.869686
## 2011-02-02 37.740546 38.047249 37.546840 37.587196 68880600 37.587196
## 2011-02-03 37.651775 37.740554 37.336998 37.538776 56934900 37.538776
## 2011-02-04 37.595272 37.659839 37.232070 37.530701 76698100 37.530701
## 2011-02-07 37.449995 37.740552 37.409636 37.579132 60078400 37.579132
## 2011-02-08 37.466127 37.619481 37.288565 37.595268 74244600 37.595268
## 2011-02-09 37.078718 37.159431 36.570239 36.731659 105680200 36.731659
## 2011-02-10 36.198963 36.562164 36.077899 36.384602 114356000 36.384602
## 2011-02-11 36.150548 36.876947 36.142475 36.828522 126541100 36.828522
## 2011-02-14 36.885012 36.901154 36.626736 36.642879 79051200 36.642879
## 2011-02-15 36.667095 36.844661 36.570242 36.715523 57068800 36.715523
## 2011-02-16 36.796230 37.078719 36.739733 37.022221 64667700 37.022221
## 2011-02-17 36.909223 37.191714 36.868868 37.151356 55294900 37.151356
## 2011-02-18 37.272429 37.474207 37.151361 37.377354 50410700 37.377354
## 2011-02-22 36.586375 36.860790 36.069821 36.182819 107176000 36.182819
## 2011-02-23 36.287743 36.465308 35.803478 36.215103 91843500 36.215103
## 2011-02-24 36.198968 36.368464 35.964908 36.303894 71568500 36.303894
## 2011-02-25 36.634806 36.804298 36.465313 36.739731 62718900 36.739731
## 2011-02-28 36.885013 37.078718 36.739732 36.957653 54078600 36.957653
## 2011-03-01 37.199776 37.240131 36.505660 36.578300 69711700 36.578300
## 2011-03-02 36.675160 37.143286 36.675160 37.078716 60123300 37.078716
## 2011-03-03 37.538776 37.877765 37.474209 37.813194 61309300 37.813194
## 2011-03-04 37.861612 38.055320 37.506483 37.853542 66742500 37.853542
## 2011-03-07 37.901976 37.942331 37.175577 37.320858 47781500 37.320858
## 2011-03-08 37.651769 38.039182 37.369278 37.821262 63985100 37.821262
## 2011-03-09 37.845474 37.998827 37.651769 37.893902 47005200 37.893902
## 2011-03-10 37.167498 37.223996 36.731657 36.772015 91093100 36.772015
## 2011-03-11 36.546022 37.272424 36.537952 37.151356 75103800 37.151356
## 2011-03-14 37.006073 37.385417 36.893078 37.369274 59912300 37.369274
## 2011-03-15 35.916475 36.941507 35.916475 36.747799 103041800 36.747799
## 2011-03-16 36.739737 37.272431 35.714704 35.997192 106325500 35.997192
## 2011-03-17 36.529880 36.626736 36.231250 36.441101 68572300 36.441101
## 2011-03-18 36.836580 36.876936 36.489522 36.505665 81209800 36.505665
## 2011-03-21 37.191712 37.328919 37.119072 37.207851 49424900 37.207851
## 2011-03-22 37.304715 37.353140 37.151362 37.320858 38871500 37.320858
## 2011-03-23 37.401569 37.893908 37.280501 37.813194 53485200 37.813194
## 2011-03-24 37.998833 38.297463 37.829337 38.249035 53767500 38.249035
## 2011-03-25 38.257088 38.450793 38.119878 38.208660 44773600 38.208660
## 2011-03-28 38.168323 38.265175 37.990757 38.014969 36577100 38.014969
## 2011-03-29 38.184464 38.458883 38.039184 38.450809 56950300 38.450809
## 2011-03-30 38.797858 39.064206 38.749430 38.943138 70036900 38.943138
## 2011-03-31 39.177209 39.346702 39.120711 39.282131 73140800 39.282131
## 2011-04-01 39.742193 40.000468 39.548485 39.911686 82168900 39.911686
## 2011-04-04 40.097318 40.266810 39.960107 40.250668 45858900 40.250668
## 2011-04-05 40.073097 40.379797 39.984314 40.169949 69539700 40.169949
## 2011-04-06 40.525089 40.597729 40.307169 40.387882 69303000 40.387882
## 2011-04-07 40.412090 40.597725 40.113460 40.347523 48786300 40.347523
## 2011-04-08 40.573517 40.581587 40.194174 40.387882 54649200 40.387882
## 2011-04-11 40.282957 40.339455 39.830972 39.911686 52980300 39.911686
## 2011-04-12 39.596913 39.661481 39.104575 39.161072 72883500 39.161072
## 2011-04-13 39.839038 39.911678 39.282128 39.483906 53492200 39.483906
## 2011-04-14 39.403202 39.677620 39.249852 39.604980 57128000 39.604980
## 2011-04-15 39.596902 39.669543 39.354766 39.653400 54453100 39.653400
## 2011-04-18 38.862438 38.894720 38.386241 38.660660 93596400 38.660660
## 2011-04-19 38.983504 39.233710 38.943149 39.217567 50803200 39.217567
## 2011-04-20 40.081173 40.161883 39.903608 40.145744 49837100 40.145744
## 2011-04-21 40.387871 40.508936 40.186093 40.500866 30217500 40.500866
## 2011-04-25 40.444368 40.476653 40.056954 40.169949 33470800 40.169949
## 2011-04-26 40.291027 40.541234 40.081180 40.517021 39700000 40.517021
## 2011-04-27 40.460512 40.492794 39.847106 40.444370 60926500 40.444370
## 2011-04-28 40.081176 40.169958 39.863255 40.113461 45836600 40.113461
## 2011-04-29 40.145744 40.468586 40.081173 40.355591 38277100 40.355591
## 2011-05-02 40.549306 40.702656 40.226460 40.363667 50952000 40.363667
## 2011-05-03 39.806758 39.830970 39.209497 39.467773 83696700 39.467773
## 2011-05-04 39.306350 39.338635 38.636446 38.814011 82919100 38.814011
## 2011-05-05 38.499247 38.814020 38.152188 38.442749 79810600 38.442749
## 2011-05-06 39.039991 39.435477 38.644507 38.943138 92669900 38.943138
## 2011-05-09 38.935075 39.112638 38.684869 39.015785 48367900 39.015785
## 2011-05-10 39.120710 39.475838 39.088424 39.475838 54996900 39.475838
## 2011-05-11 39.193370 39.209513 38.362043 38.604179 82957400 38.604179
## 2011-05-12 38.289388 38.789799 38.055328 38.717159 71004700 38.717159
## 2011-05-13 38.531521 38.612231 37.627553 37.869686 83193600 37.869686
## 2011-05-16 37.740554 38.273248 37.675987 37.813194 72402600 37.813194
## 2011-05-17 37.595273 37.958471 37.449992 37.934258 60103700 37.934258
## 2011-05-18 38.184463 38.612232 38.031110 38.547661 49432300 38.547661
## 2011-05-19 38.458885 38.507309 38.079541 38.297462 37836800 38.297462
## 2011-05-20 38.208681 38.240967 37.788983 37.990761 60130900 37.990761
## 2011-05-23 37.070645 37.288566 36.941507 37.199783 59786200 37.199783
## 2011-05-24 37.538771 37.684052 37.417706 37.571056 46599000 37.571056
## 2011-05-25 37.345068 37.780909 37.336995 37.651772 43400000 37.651772
## 2011-05-26 37.797051 38.160249 37.732480 38.136036 47128400 38.136036
## 2011-05-27 38.394309 38.636442 38.353953 38.539589 38849400 38.539589
## 2011-05-31 39.201421 39.225633 38.862436 39.169136 58762300 39.169136
## 2011-06-01 39.088422 39.193347 38.410448 38.466946 55372400 38.466946
## 2011-06-02 38.733294 38.902787 38.426591 38.830147 38988300 38.830147
## 2011-06-03 38.378176 38.838230 38.362034 38.636452 42955600 38.636452
## 2011-06-06 38.596091 38.596091 37.966545 38.014969 51477600 38.014969
## 2011-06-07 38.507304 38.628373 38.297457 38.313599 58042500 38.313599
## 2011-06-08 38.176388 38.281314 37.926186 38.039181 63855900 38.039181
## 2011-06-09 38.023041 38.450809 37.910046 38.337814 40819000 38.337814
## 2011-06-10 37.910045 37.910045 37.433849 37.506489 61946000 37.506489
## 2011-06-13 37.684063 37.780918 37.328934 37.441929 37673300 37.441929
## 2011-06-14 37.950388 38.152166 37.910033 38.006886 46392600 38.006886
## 2011-06-15 37.514551 37.708259 37.102925 37.191708 66901900 37.191708
## 2011-06-16 36.957657 37.240144 36.618668 36.909229 66078600 36.909229
## 2011-06-17 37.183644 37.199786 36.876940 36.957653 61268200 36.957653
## 2011-06-20 36.780093 36.957659 36.699383 36.901161 40025300 36.901161
## 2011-06-21 37.232074 37.627557 37.151361 37.579132 48523000 37.579132
## 2011-06-22 37.302777 37.563639 37.164198 37.204956 40580400 37.204956
## 2011-06-23 36.707691 37.172344 36.495744 37.156044 63556800 37.156044
## 2011-06-24 37.400606 37.416911 37.017470 37.090836 44225900 37.090836
## 2011-06-27 37.074538 37.604408 37.017475 37.522888 53450600 37.522888
## 2011-06-28 37.555491 38.044599 37.449516 38.036449 45598200 38.036449
## 2011-06-29 38.134270 38.468496 37.906020 38.386978 55289100 38.386978
## 2011-06-30 38.590773 38.819023 38.476648 38.802719 46188400 38.802719
## 2011-07-01 38.786415 39.365195 38.109812 39.259220 44635400 39.259220
## 2011-07-05 39.357042 39.389650 39.112488 39.242916 51374800 39.242916
## 2011-07-06 39.071729 39.145096 38.810871 38.982059 56118500 38.982059
## 2011-07-07 39.430402 39.642351 39.357036 39.520073 49542300 39.520073
## 2011-07-08 39.071728 39.136941 38.680441 39.071728 50271000 39.071728
## 2011-07-11 38.395120 38.460336 37.922315 37.979378 58197700 37.979378
## 2011-07-12 37.702220 37.987532 37.563640 37.596245 46966300 37.596245
## 2011-07-13 37.938625 38.533708 37.848954 38.207634 59429900 38.207634
## 2011-07-14 38.411432 38.452191 37.718527 37.800045 53279700 37.800045
## 2011-07-15 38.166878 38.183182 37.791895 38.036449 35171100 38.036449
## 2011-07-18 37.685916 37.767436 37.335386 37.596245 46489100 37.596245
## 2011-07-19 37.906018 38.183180 37.791893 38.142422 37413900 38.142422
## 2011-07-20 38.338064 38.395126 38.158725 38.256546 29604100 38.256546
## 2011-07-21 38.452186 38.941297 38.338061 38.867931 45701000 38.867931
## 2011-07-22 38.876088 38.949454 38.655988 38.843483 31952700 38.843483
## 2011-07-25 38.590775 38.916850 38.509259 38.761963 32505900 38.761963
## 2011-07-26 38.998351 39.112476 38.761947 38.892376 29118300 38.892376
## 2011-07-27 38.753808 38.753808 38.109813 38.207634 54477400 38.207634
## 2011-07-28 38.386975 38.533708 38.101662 38.240242 44734300 38.240242
## 2011-07-29 37.946782 38.517411 37.840807 38.403286 48432100 38.403286
## 2011-08-01 38.859782 38.876087 38.011994 38.370674 48466100 38.370674
## 2011-08-02 38.052739 38.117952 37.164189 37.188644 73705600 37.188644
## 2011-08-03 37.172356 37.196814 36.406085 37.058231 73967200 37.058231
## 2011-08-04 36.063697 36.161518 34.881681 34.938744 139352000 34.938744
## 2011-08-05 35.175149 35.264816 33.683363 34.710495 154381700 34.710495
## 2011-08-08 33.202411 33.618156 31.555740 31.816599 175336300 31.816599
## 2011-08-09 32.607323 33.699669 31.637256 33.683365 191406700 33.683365
## 2011-08-10 32.656248 33.047536 31.889974 31.898127 122586600 31.898127
## 2011-08-11 32.648087 34.074658 32.411683 33.658916 121153900 33.658916
## 2011-08-12 33.683371 33.879016 33.283933 33.642612 64752000 33.642612
## 2011-08-15 34.164320 34.506699 34.156170 34.425179 65966400 34.425179
## 2011-08-16 34.058352 34.376272 33.699672 34.131718 61578100 34.131718
## 2011-08-17 34.359970 34.628978 34.042045 34.376270 45131600 34.376270
## 2011-08-18 33.120892 33.169802 32.313859 32.754059 106805200 32.754059
## 2011-08-19 32.297562 33.210570 32.289412 32.346474 72408800 32.346474
## 2011-08-22 32.884495 33.023075 32.207891 32.313866 51908100 32.313866
## 2011-08-23 32.737763 33.479580 32.395388 33.446972 73244900 33.446972
## 2011-08-24 32.925242 33.316530 32.591018 33.120888 48121000 33.120888
## 2011-08-25 33.112736 33.243165 32.297553 32.476894 57125600 32.476894
## 2011-08-26 32.509496 33.047516 31.979626 33.031212 74396200 33.031212
## 2011-08-29 33.650760 34.107263 33.626305 34.099113 46759900 34.099113
## 2011-08-30 33.903472 34.359976 33.724131 34.148026 51881500 34.148026
## 2011-08-31 34.767562 34.995812 34.571917 34.849079 74774800 34.849079
## 2011-09-01 34.946904 35.272978 34.645287 34.661591 76392600 34.661591
## 2011-09-02 34.123564 34.294752 33.707818 33.879009 69255200 33.879009
## 2011-09-06 32.762214 33.552943 32.745910 33.528488 66073000 33.528488
## 2011-09-07 34.099103 34.547453 33.911608 34.522995 49845600 34.522995
## 2011-09-08 33.927925 34.327366 33.667066 33.756737 59110100 33.756737
## 2011-09-09 33.235016 34.099112 32.485046 32.615475 76809100 32.615475
## 2011-09-12 32.012238 32.582867 31.775835 32.550259 69385300 32.550259
## 2011-09-13 32.387229 32.639936 32.118220 32.599178 68090600 32.599178
## 2011-09-14 32.370927 32.786672 31.702477 32.509510 82237200 32.509510
## 2011-09-15 32.925241 32.990457 32.444283 32.982304 62836900 32.982304
## 2011-09-16 33.137199 33.275779 32.729608 33.039375 46199300 33.039375
## 2011-09-19 31.873658 32.224187 31.726925 32.061153 67923900 32.061153
## 2011-09-20 32.183431 32.411680 31.808447 31.824751 53481200 31.824751
## 2011-09-21 31.637259 31.832902 30.618280 30.642735 105520500 30.642735
## 2011-09-22 29.191712 29.428112 28.295008 28.490654 159906700 28.490654
## 2011-09-23 28.849333 29.289532 28.637387 29.248774 102748900 29.248774
## 2011-09-26 28.996061 29.729727 28.604773 29.688965 94311200 29.688965
## 2011-09-27 30.659039 31.172605 30.479697 30.634584 112508800 30.634584
## 2011-09-28 30.487852 30.699798 29.680819 29.713427 80061600 29.713427
## 2011-09-29 30.504151 30.601975 29.664513 30.121017 74702700 30.121017
## 2011-09-30 29.354749 29.640065 28.555870 28.612932 102866200 28.612932
## 2011-10-03 28.588470 29.012365 27.952628 28.009691 107059200 28.009691
## 2011-10-04 27.659167 28.482501 27.243422 28.441742 111600000 28.441742
## 2011-10-05 28.335760 29.142792 28.115663 29.102034 81013800 29.102034
## 2011-10-06 29.167250 30.088408 29.036821 30.063953 140578300 30.063953
## 2011-10-07 30.243293 30.357422 29.509631 29.705273 76503200 29.705273
## 2011-10-10 30.536766 31.082941 30.512312 31.034029 69649800 31.034029
## 2011-10-11 30.634585 31.205211 30.569369 31.050327 72086900 31.050327
## 2011-10-12 31.702481 32.379085 31.686177 31.922581 101798900 31.922581
## 2011-10-13 31.661723 31.800302 31.213373 31.637268 57089300 31.637268
## 2011-10-14 32.118219 32.289406 31.922573 32.273102 72966500 32.273102
## 2011-10-17 31.930725 32.004091 31.148150 31.180758 63743000 31.180758
## 2011-10-18 31.237829 32.167137 30.756871 32.012253 85366100 32.012253
## 2011-10-19 31.808444 31.963328 31.360094 31.400852 52363200 31.400852
## 2011-10-20 31.148144 31.156297 30.267748 30.797615 83654600 30.797615
## 2011-10-21 31.294886 31.710632 31.278583 31.678024 69672700 31.678024
## 2011-10-24 32.069308 33.014920 32.036699 32.917099 87934300 32.917099
## 2011-10-25 32.525809 32.623629 32.142671 32.264950 76772100 32.264950
## 2011-10-26 32.925252 33.023073 32.216043 32.860039 62940200 32.860039
## 2011-10-27 34.311056 35.232214 34.017590 34.857227 156301800 34.857227
## 2011-10-28 34.253995 34.775712 34.188779 34.563766 59840500 34.563766
## 2011-10-31 33.911604 33.976820 33.226850 33.267612 69667800 33.267612
## 2011-11-01 32.028548 32.860035 31.906269 32.460594 91614700 32.460594
## 2011-11-02 33.373589 33.536626 32.949693 33.455109 64629600 33.455109
## 2011-11-03 33.658913 33.936076 33.153497 33.797493 58912200 33.797493
## 2011-11-04 33.512183 33.634458 33.055679 33.577396 50083800 33.577396
## 2011-11-07 33.528492 33.936084 33.398062 33.862717 44450000 33.862717
## 2011-11-08 33.919767 34.302904 33.504021 34.262142 70276800 34.262142
## 2011-11-09 32.933398 33.063826 32.183428 32.256794 111322800 32.256794
## 2011-11-10 32.762202 32.851873 32.240485 32.468739 48436000 32.468739
## 2011-11-11 32.908945 33.340995 32.908945 33.251324 48885300 33.251324
## 2011-11-14 33.014914 33.096431 32.607323 32.794815 47272600 32.794815
## 2011-11-15 32.754064 33.177960 32.493206 32.998619 45852500 32.998619
## 2011-11-16 32.403532 32.745907 32.110065 32.110065 64823000 32.110065
## 2011-11-17 32.281251 32.362772 31.123692 31.294880 102951000 31.294880
## 2011-11-18 31.751383 31.759533 31.237817 31.417158 51240500 31.417158
## 2011-11-21 30.577520 30.699799 30.063957 30.406332 59896200 30.406332
## 2011-11-22 30.528603 30.699791 30.153620 30.512299 46355600 30.512299
## 2011-11-23 29.990594 30.015049 29.525940 29.525940 65700800 29.525940
## 2011-11-25 29.534091 29.941683 29.428116 29.428116 30076300 29.428116
## 2011-11-28 30.748708 30.862834 30.536759 30.838379 79397700 30.838379
## 2011-11-29 30.748709 31.156300 30.667189 30.699797 52655900 30.699797
## 2011-11-30 32.199733 32.664388 32.028546 32.615475 92375400 32.615475
## 2011-12-01 32.631777 32.892634 32.452438 32.517651 46229200 32.517651
## 2011-12-02 32.925247 32.957855 32.403530 32.419834 47176100 32.419834
## 2011-12-05 33.014915 33.088282 32.705145 32.949699 59551400 32.949699
## 2011-12-06 32.493200 32.745904 32.273100 32.501350 43432800 32.501350
## 2011-12-07 32.419832 32.737754 32.207883 32.631779 73276600 32.631779
## 2011-12-08 32.142672 32.248646 31.368248 31.457918 86315100 31.457918
## 2011-12-09 31.555740 32.183432 31.547590 32.093761 51866700 32.093761
## 2011-12-12 31.172608 31.213366 30.699800 30.887291 82239000 30.887291
## 2011-12-13 31.172603 31.343791 30.504150 30.601974 59290300 30.601974
## 2011-12-14 30.487847 30.650880 30.145468 30.161772 66643900 30.161772
## 2011-12-15 30.765018 30.773168 30.259602 30.357426 82103600 30.357426
## 2011-12-16 30.667186 30.846528 30.463391 30.585669 64381200 30.585669
## 2011-12-19 30.349266 30.390025 29.737879 29.794941 56108700 29.794941
## 2011-12-20 30.582555 31.109272 30.557866 31.043434 71387400 31.043434
## 2011-12-21 30.969355 31.150411 30.615466 31.142183 47572400 31.142183
## 2011-12-22 31.183341 31.578379 31.175112 31.553690 58644600 31.553690
## 2011-12-23 31.537242 31.685381 31.405562 31.677153 21521600 31.677153
## 2011-12-27 31.422008 31.520766 31.306789 31.372627 26198500 31.372627
## 2011-12-28 31.216259 31.257409 30.804761 30.845911 39326100 30.845911
## 2011-12-29 31.002278 31.240948 30.969361 31.199799 32240500 31.199799
## 2011-12-30 31.175113 31.389090 31.158653 31.224491 33432400 31.224491
## 2012-01-03 32.080392 32.319061 32.006322 32.179150 72557500 32.179150
## 2012-01-04 31.882881 32.072170 31.767659 31.998100 46225600 31.998100
## 2012-01-05 31.800584 31.956956 31.545458 31.858194 54383000 31.858194
## 2012-01-06 31.825273 31.825273 31.438467 31.454927 50333100 31.454927
## 2012-01-09 31.751207 31.849965 31.578375 31.784124 45814800 31.784124
## 2012-01-10 32.508366 32.656505 32.393147 32.475445 59620000 32.475445
## 2012-01-11 32.286160 32.516598 32.195630 32.500141 47747100 32.500141
## 2012-01-12 32.664726 32.714107 32.409599 32.631809 43328400 32.631809
## 2012-01-13 32.393151 32.409611 32.047491 32.335541 57195200 32.335541
## 2012-01-17 33.035083 33.125613 32.821106 32.952785 70477600 32.952785
## 2012-01-18 33.125612 33.800469 33.043314 33.784008 72674100 33.784008
## 2012-01-19 33.956833 34.137894 33.858074 34.080284 68477400 34.080284
## 2012-01-20 33.997989 34.146129 33.841618 34.055599 43400800 34.055599
## 2012-01-23 34.220207 34.549404 34.162594 34.384804 62223900 34.384804
## 2012-01-24 34.072064 34.434181 33.932153 34.434181 39864800 34.434181
## 2012-01-25 34.170816 34.911511 34.063826 34.820984 64939200 34.820984
## 2012-01-26 35.067886 35.191333 34.549397 34.681076 68097200 34.681076
## 2012-01-27 34.697529 34.985576 34.681068 34.862129 51983800 34.862129
## 2012-01-30 34.162586 34.475326 34.030907 34.360107 43104400 34.360107
## 2012-01-31 34.788059 35.018497 34.425942 34.656380 69525300 34.656380
## 2012-02-01 35.183102 35.594600 35.117261 35.421772 82799300 35.421772
## 2012-02-02 35.594601 35.841499 35.504070 35.520531 71522900 35.520531
## 2012-02-03 35.989644 36.162472 35.783895 36.113094 72000800 36.113094
## 2012-02-06 35.627529 35.808586 35.553459 35.808586 40208500 35.808586
## 2012-02-07 35.643981 35.948489 35.421772 35.882648 47240100 35.882648
## 2012-02-08 36.104862 36.294151 35.973183 36.137783 53168200 36.137783
## 2012-02-09 36.187160 36.211849 35.890882 36.121319 44004500 36.121319
## 2012-02-10 35.339470 35.388850 35.174873 35.323009 62254000 35.323009
## 2012-02-13 35.907341 35.940258 35.627522 35.899109 47447900 35.899109
## 2012-02-14 35.652206 35.759197 35.372388 35.602825 42652500 35.602825
## 2012-02-15 36.030785 36.039017 35.619287 35.701588 51791500 35.701588
## 2012-02-16 35.561673 36.113082 35.454686 36.088390 52445100 36.088390
## 2012-02-17 36.220074 36.294144 36.030786 36.154236 50694200 36.154236
## 2012-02-21 36.252994 36.277686 35.948486 36.006096 46318500 36.006096
## 2012-02-22 36.055480 36.129551 35.932030 36.071941 40179600 36.071941
## 2012-02-23 35.997868 36.088394 35.792119 36.006096 36443800 36.006096
## 2012-02-24 36.178925 36.425823 36.154236 36.368214 37876800 36.368214
## 2012-02-27 35.857957 36.137775 35.701588 36.006096 42999300 36.006096
## 2012-02-28 36.236538 36.516357 36.146008 36.508129 40977700 36.508129
## 2012-02-29 36.738566 36.960776 36.384678 36.483440 72109200 36.483440
## 2012-03-01 36.606885 36.927853 36.557504 36.829094 51045600 36.829094
## 2012-03-02 36.705646 36.829097 36.557507 36.738567 32352400 36.738567
## 2012-03-05 36.401138 36.409369 35.948489 36.104858 50657400 36.104858
## 2012-03-06 35.183108 35.224257 34.746921 34.895061 103961400 34.895061
## 2012-03-07 35.183102 35.347702 35.018501 35.314781 45233800 35.314781
## 2012-03-08 35.857957 36.121315 35.718049 36.055477 40673600 36.055477
## 2012-03-09 36.055481 36.244770 35.956720 36.039021 36487700 36.039021
## 2012-03-12 35.792130 35.841508 35.512311 35.643990 31488700 35.643990
## 2012-03-13 35.997873 36.648037 35.899110 36.615120 61336000 36.615120
## 2012-03-14 36.425827 36.516357 35.948491 36.039021 59777900 36.039021
## 2012-03-15 36.236546 36.359997 36.014336 36.327076 35060300 36.327076
## 2012-03-16 36.269459 36.417598 36.154240 36.285919 36520100 36.285919
## 2012-03-19 35.973168 36.294135 35.923790 36.145996 30002500 36.145996
## 2012-03-20 35.520531 35.611061 35.306554 35.520531 53828200 35.520531
## 2012-03-21 35.537003 35.668682 35.339482 35.586384 49696000 35.586384
## 2012-03-22 35.232470 35.257159 34.878582 35.043182 73056000 35.043182
## 2012-03-23 35.084343 35.347702 34.911511 35.306553 31693200 35.306553
## 2012-03-26 35.536991 35.940258 35.471150 35.923801 67482700 35.923801
## 2012-03-27 35.923797 35.964946 35.701588 35.734505 35627500 35.734505
## 2012-03-28 35.561678 35.635748 34.985580 35.133720 55592200 35.133720
## 2012-03-29 34.746918 35.125496 34.491788 35.092575 53897700 35.092575
## 2012-03-30 35.429996 35.438228 35.084339 35.347698 48514500 35.347698
## 2012-04-02 35.306550 35.989636 35.216020 35.833267 62056300 35.833267
## 2012-04-03 35.890873 36.006092 35.388844 35.627514 58379300 35.627514
## 2012-04-04 35.026732 35.084342 34.763374 34.985580 49766700 34.985580
## 2012-04-05 34.993809 36.088393 34.977349 35.174870 45579600 35.174870
## 2012-04-09 34.639919 34.820979 34.541161 34.656380 42343200 34.656380
## 2012-04-10 34.541167 34.639925 33.882767 33.981529 81350300 33.981529
## 2012-04-11 34.467094 34.565852 34.269573 34.351875 45581000 34.351875
## 2012-04-12 34.524710 35.240716 34.516478 35.232487 64008500 35.232487
## 2012-04-13 35.043193 35.141952 34.598774 34.697533 64221100 34.697533
## 2012-04-16 34.944431 34.985580 34.368332 34.524704 62839600 34.524704
## 2012-04-17 34.705754 35.002034 34.549387 34.919735 51806300 34.919735
## 2012-04-18 34.615233 34.853900 34.557624 34.755142 40456400 34.755142
## 2012-04-19 34.689312 34.960900 34.417722 34.598782 42080500 34.598782
## 2012-04-20 34.820987 35.018505 34.779835 34.837448 43456900 34.837448
## 2012-04-23 34.211961 34.244882 33.800463 34.170811 63093800 34.170811
## 2012-04-24 34.261341 34.467090 34.179040 34.244881 50567200 34.244881
## 2012-04-25 34.524708 34.574086 34.343648 34.557629 45739900 34.557629
## 2012-04-26 34.434181 34.820991 34.393032 34.771610 35715200 34.771610
## 2012-04-27 34.796292 34.895055 34.607003 34.820984 40038100 34.820984
## 2012-04-30 34.820988 34.829217 34.623468 34.746918 39795800 34.746918
## 2012-05-01 34.771599 35.290087 34.681068 34.977348 37657900 34.977348
## 2012-05-02 34.870358 34.969120 34.689301 34.911507 35379800 34.911507
## 2012-05-03 34.927979 34.952670 34.491791 34.648159 45671000 34.648159
## 2012-05-04 34.458862 34.516471 33.981525 34.039135 58478500 34.039135
## 2012-05-07 33.981529 34.211967 33.940380 34.162586 44100000 34.162586
## 2012-05-08 33.849853 33.858081 33.265522 33.619411 66820200 33.619411
## 2012-05-09 33.010392 33.413657 32.812871 33.183220 86829800 33.183220
## 2012-05-10 33.528888 33.528888 33.265526 33.323139 48337700 33.323139
## 2012-05-11 32.928085 33.347815 32.862247 32.895168 56290000 32.895168
## 2012-05-14 32.319076 32.376686 32.138016 32.146248 63048400 32.146248
## 2012-05-15 32.170936 32.286155 31.742978 31.866428 61529000 31.866428
## 2012-05-16 31.693595 31.891116 31.372627 31.413776 82693600 31.413776
## 2012-05-17 31.397317 31.463155 30.952898 30.985819 74320200 30.985819
## 2012-05-18 31.076349 31.158651 30.590781 30.689543 75155600 30.689543
## 2012-05-21 30.862378 31.471397 30.829458 31.422016 62509500 31.422016
## 2012-05-22 31.389094 31.611304 30.895297 31.092815 52847900 31.092815
## 2012-05-23 30.763611 30.903519 30.195742 30.878830 72030300 30.878830
## 2012-05-24 30.969356 30.977584 30.426178 30.722458 57707700 30.722458
## 2012-05-25 30.599014 30.755383 30.492024 30.574326 47685000 30.574326
## 2012-05-29 31.397314 31.570142 31.166873 31.438463 71172100 31.438463
## 2012-05-30 30.837680 30.985820 30.697769 30.895290 80092500 30.895290
## 2012-05-31 30.952898 31.183336 30.631930 31.026968 66528900 31.026968
## 2012-06-01 30.393254 30.549622 30.154584 30.195734 79955400 30.195734
## 2012-06-04 30.245119 30.442640 30.096980 30.327417 57106800 30.327417
## 2012-06-05 30.335651 30.492019 30.162823 30.409721 58858400 30.409721
## 2012-06-06 30.747151 31.339709 30.738919 31.298557 55300800 31.298557
## 2012-06-07 31.965188 32.031026 31.380861 31.487848 49633200 31.487848
## 2012-06-08 31.018749 31.265650 30.903529 31.216269 39729500 31.216269
## 2012-06-11 31.496081 31.529002 30.738923 30.763615 51800800 30.763615
## 2012-06-12 31.199797 31.430235 31.043428 31.405546 54033500 31.405546
## 2012-06-13 31.356171 31.652451 31.216263 31.290333 43926900 31.290333
## 2012-06-14 31.249178 31.619524 31.084578 31.512537 46464200 31.512537
## 2012-06-15 31.660668 32.096855 31.586598 32.088627 63027500 32.088627
## 2012-06-18 31.882885 32.236770 31.800583 32.154472 37552500 32.154472
## 2012-06-19 32.426064 32.878711 32.376682 32.672962 50142100 32.672962
## 2012-06-20 32.672958 32.771717 32.244999 32.565968 58814400 32.565968
## 2012-06-21 32.339438 32.381080 31.331691 31.373333 58815500 31.373333
## 2012-06-22 31.623200 31.639858 31.298391 31.473288 33162400 31.473288
## 2012-06-25 31.006884 31.015214 30.715388 30.890285 44292700 30.890285
## 2012-06-26 31.098493 31.281720 30.865297 31.156792 35913100 31.156792
## 2012-06-27 31.348353 31.464952 31.248412 31.356684 28255200 31.356684
## 2012-06-28 31.073518 31.240085 30.856977 31.206774 34183500 31.206774
## 2012-06-29 32.189525 32.639260 32.139553 32.589291 78076300 32.589291
## 2012-07-02 32.530992 32.639260 32.306123 32.589291 38509900 32.589291
## 2012-07-03 32.897440 33.247234 32.797499 33.238907 36099700 33.238907
## 2012-07-05 32.947420 33.097334 32.705894 32.889122 33512700 32.889122
## 2012-07-06 32.397739 32.472695 32.156212 32.289467 49424200 32.289467
## 2012-07-09 32.147875 32.231162 31.972978 32.172863 34530600 32.172863
## 2012-07-10 32.472695 32.497678 31.698146 31.814745 48650000 31.814745
## 2012-07-11 31.939675 32.131233 31.756452 31.981321 37130100 31.981321
## 2012-07-12 31.373334 31.639848 31.190110 31.448290 45106800 31.448290
## 2012-07-13 31.714804 32.089582 31.689816 32.056271 37182200 32.056271
## 2012-07-16 31.873049 32.056277 31.714810 31.981321 26278800 31.981321
## 2012-07-17 32.181198 32.439382 31.823073 32.406067 40019400 32.406067
## 2012-07-18 31.939669 32.406065 31.923015 32.322781 47417000 32.322781
## 2012-07-19 32.489360 32.680919 32.372763 32.622616 44699700 32.622616
## 2012-07-20 32.222833 32.306119 32.022951 32.139549 43769200 32.139549
## 2012-07-23 31.223424 31.456619 30.940256 31.298380 55593300 31.298380
## 2012-07-24 31.448291 31.456621 30.965241 31.165123 46775500 31.165123
## 2012-07-25 31.389998 31.514926 31.123487 31.315041 34494400 31.315041
## 2012-07-26 31.806415 32.072925 31.673160 32.022957 50710800 32.022957
## 2012-07-27 32.381091 32.980738 32.281147 32.922440 50860600 32.922440
## 2012-07-30 32.697558 32.905770 32.655917 32.730873 41406700 32.730873
## 2012-07-31 32.889119 33.022374 32.580963 32.580963 58788800 32.580963
## 2012-08-01 32.930761 33.688652 32.597621 32.639263 49853100 32.639263
## 2012-08-02 32.272806 32.564301 32.014623 32.256149 50858700 32.256149
## 2012-08-03 32.922427 33.330522 32.880785 33.255566 60512600 33.255566
## 2012-08-06 33.297214 33.613696 33.297214 33.463783 37181300 33.463783
## 2012-08-07 33.513751 33.796919 33.505421 33.555393 43260000 33.555393
## 2012-08-08 33.438797 33.763607 33.405483 33.622021 36569300 33.622021
## 2012-08-09 33.738619 33.963489 33.705308 33.763607 34528300 33.763607
## 2012-08-10 33.630352 33.963490 33.530408 33.921848 32246700 33.921848
## 2012-08-13 33.705307 33.805248 33.430466 33.622021 40396800 33.622021
## 2012-08-14 33.813582 33.863554 33.555402 33.613701 26731300 33.613701
## 2012-08-15 33.522083 33.647012 33.455454 33.563725 18836100 33.563725
## 2012-08-16 33.655338 33.930179 33.488767 33.871876 37695800 33.871876
## 2012-08-17 33.721973 33.746957 33.513761 33.705315 46358100 33.705315
## 2012-08-20 33.488763 33.705305 33.405480 33.688648 28711200 33.688648
## 2012-08-21 33.871879 34.013465 33.538742 33.638683 27937400 33.638683
## 2012-08-22 33.438796 33.730290 33.322194 33.655334 36551000 33.655334
## 2012-08-23 33.572052 33.622021 33.247239 33.347183 39512000 33.347183
## 2012-08-24 33.205595 33.488762 33.064012 33.355507 34421500 33.355507
## 2012-08-27 33.188947 33.222262 32.989066 33.014050 23179600 33.014050
## 2012-08-28 32.972403 33.097331 32.897446 32.947418 24377800 32.947418
## 2012-08-29 32.980731 32.997389 32.680909 32.789177 31372600 32.789177
## 2012-08-30 32.580964 32.580964 32.356095 32.406067 36609900 32.406067
## 2012-08-31 32.647592 32.864130 32.439380 32.714218 41552000 32.714218
## 2012-09-04 32.730876 32.730876 32.422723 32.530994 32627400 32.530994
## 2012-09-05 32.397748 32.456046 32.214520 32.364433 33041200 32.364433
## 2012-09-06 32.555983 33.188945 32.547656 33.080677 47868700 33.080677
## 2012-09-07 33.530410 33.863551 33.488769 33.846893 59898600 33.846893
## 2012-09-10 33.655337 33.763608 33.388826 33.413811 37361500 33.413811
## 2012-09-11 33.605371 33.913527 33.572060 33.813583 32692200 33.813583
## 2012-09-12 34.013462 34.088418 33.830235 33.963490 44014400 33.963490
## 2012-09-13 33.821915 34.987899 33.746958 34.879631 95670600 34.879631
## 2012-09-14 35.237751 35.679159 35.146138 35.287720 85091000 35.287720
## 2012-09-17 35.112806 35.179435 34.821310 34.904594 47652400 34.904594
## 2012-09-18 34.896281 35.029536 34.746368 34.921265 37259800 34.921265
## 2012-09-19 34.929593 34.979564 34.788010 34.921265 39322800 34.921265
## 2012-09-20 34.521497 34.738036 34.321612 34.713051 46217400 34.713051
## 2012-09-21 35.004549 35.021206 34.754695 34.796337 49929300 34.796337
## 2012-09-24 34.654756 34.812995 34.554815 34.763027 29068900 34.763027
## 2012-09-25 34.821324 34.871293 34.238331 34.246658 49642600 34.246658
## 2012-09-26 34.138389 34.196688 33.863548 34.088417 44745200 34.088417
## 2012-09-27 34.504836 34.746363 34.346597 34.629765 40566600 34.629765
## 2012-09-28 34.546487 34.579801 34.313291 34.421562 55360900 34.421562
## 2012-10-01 34.721382 35.062849 34.671413 34.763027 40299700 34.763027
## 2012-10-02 34.954574 34.996215 34.638091 34.812988 36829800 34.812988
## 2012-10-03 34.821326 34.837984 34.521502 34.579800 41571300 34.579800
## 2012-10-04 34.696401 34.962912 34.604787 34.937927 44450900 34.937927
## 2012-10-05 35.112824 35.254410 34.812998 34.937927 53557500 34.937927
## 2012-10-08 34.504836 34.679733 34.454865 34.629765 33006200 34.629765
## 2012-10-09 34.588125 34.613112 34.230000 34.371586 44369700 34.371586
## 2012-10-10 34.421560 34.429887 34.080090 34.163376 51701800 34.163376
## 2012-10-11 34.538149 34.663075 34.463193 34.479851 41911800 34.479851
## 2012-10-12 34.438212 34.621440 34.296630 34.371586 35969600 34.371586
## 2012-10-15 34.463197 34.663079 34.321612 34.571465 35889600 34.571465
## 2012-10-16 34.796337 35.029535 34.788009 34.929592 54306500 34.929592
## 2012-10-17 35.029536 35.279390 34.912935 35.204433 58925200 35.204433
## 2012-10-18 35.029539 35.271062 34.946253 35.104496 48731300 35.104496
## 2012-10-19 34.887950 34.896281 34.463200 34.563141 49582400 34.563141
## 2012-10-22 34.862967 35.021207 34.671413 34.896282 42518400 34.896282
## 2012-10-23 34.346605 34.346605 33.996808 34.180035 58436700 34.180035
## 2012-10-24 34.488175 34.546474 34.213337 34.213337 35063000 34.213337
## 2012-10-25 34.704725 34.763027 34.230002 34.588127 41000200 34.588127
## 2012-10-26 34.371589 34.463203 34.196692 34.321617 36208200 34.321617
## 2012-10-31 34.421557 34.496510 34.163373 34.271645 58457500 34.271645
## 2012-11-01 34.596455 34.887949 34.538155 34.829651 63484700 34.829651
## 2012-11-02 35.021205 35.021205 34.546483 34.646423 53942400 34.646423
## 2012-11-05 34.604776 34.846303 34.538150 34.812988 33477200 34.812988
## 2012-11-06 34.904610 35.196105 34.887952 35.087837 48097800 35.087837
## 2012-11-07 34.804666 34.821323 34.296629 34.513168 65258900 34.513168
## 2012-11-08 34.488183 34.704721 34.038444 34.080086 73473600 34.080086
## 2012-11-09 34.121736 34.421562 34.071765 34.146721 60594400 34.146721
## 2012-11-12 34.288299 34.404900 34.205016 34.271645 43640500 34.271645
## 2012-11-13 33.863549 34.130060 33.746951 33.963490 56929600 33.963490
## 2012-11-14 34.013460 34.046774 33.363840 33.438797 65058700 33.438797
## 2012-11-15 33.505421 33.655334 33.363838 33.555393 56282800 33.555393
## 2012-11-16 33.522079 33.680319 33.247237 33.655334 55419900 33.655334
## 2012-11-19 33.955162 34.263315 33.955162 34.246658 60801400 34.246658
## 2012-11-20 33.971823 34.180035 33.880209 34.180035 49350300 34.180035
## 2012-11-21 34.046774 34.180029 33.963488 34.113400 49863200 34.113400
## 2012-11-23 34.521505 34.713059 34.496517 34.671417 38725400 34.671417
## 2012-11-26 34.529831 34.679744 34.463205 34.671417 38361700 34.671417
## 2012-11-27 34.638096 34.688069 34.371585 34.379913 39719300 34.379913
## 2012-11-28 34.171699 34.604780 34.063432 34.571465 45433200 34.571465
## 2012-11-29 34.763033 34.937930 34.629777 34.821331 60142000 34.821331
## 2012-11-30 34.896282 34.912936 34.713054 34.804668 60627600 34.804668
## 2012-12-03 35.021202 35.021202 34.788006 34.788006 47979700 34.788006
## 2012-12-04 34.929597 35.079510 34.862971 34.887955 48560100 34.887955
## 2012-12-05 35.246073 35.462615 35.146132 35.262730 60792500 35.262730
## 2012-12-06 35.312698 35.554221 35.287710 35.529236 45175200 35.529236
## 2012-12-07 35.595870 35.662497 35.462615 35.637512 33920200 35.637512
## 2012-12-10 35.629187 35.904028 35.604203 35.837399 52020900 35.837399
## 2012-12-11 35.870710 36.078921 35.837395 36.020622 55722500 36.020622
## 2012-12-12 36.137214 36.353756 35.987301 36.128887 57451400 36.128887
## 2012-12-13 36.103912 36.203856 35.862389 35.970657 55617900 35.970657
## 2012-12-14 36.037273 36.195513 35.995632 36.128887 39422900 36.128887
## 2012-12-17 36.045609 36.237163 36.003967 36.220509 55647600 36.220509
## 2012-12-18 36.188661 36.507062 36.029462 36.473545 61649000 36.473545
## 2012-12-19 36.515447 36.641129 36.431656 36.456791 50249100 36.456791
## 2012-12-20 36.465170 36.683022 36.356243 36.674644 57106100 36.674644
## 2012-12-21 36.054599 36.280831 36.004327 36.255695 66038300 36.255695
## 2012-12-24 36.205426 36.238943 36.104879 36.180290 18908100 36.180290
## 2012-12-26 36.440033 36.515443 36.272453 36.289211 25381900 36.289211
## 2012-12-27 36.493729 36.585928 36.208753 36.493729 41600600 36.493729
## 2012-12-28 36.476956 36.753549 36.451813 36.627827 42093300 36.627827
## 2012-12-31 36.669736 37.231306 36.602682 37.172634 49353800 37.172634
## 2013-01-02 37.642016 37.994047 37.533053 37.901848 101185100 37.901848
## 2013-01-03 37.633629 37.952129 37.583337 37.633629 66217800 37.633629
## 2013-01-04 37.457612 37.725824 37.382176 37.709064 51087000 37.709064
## 2013-01-07 37.415711 37.457619 37.306748 37.424095 50598800 37.424095
## 2013-01-08 37.214547 37.256455 36.954715 37.088821 48456800 37.088821
## 2013-01-09 37.206166 37.340272 37.181022 37.248074 38511200 37.248074
## 2013-01-10 37.474373 37.650387 37.323503 37.574955 44170700 37.574955
## 2013-01-11 37.281597 37.306740 36.837370 37.273216 54701600 37.273216
## 2013-01-14 37.424092 37.482763 37.248075 37.432472 63801400 37.432472
## 2013-01-15 37.181018 37.289980 36.963092 37.273216 55408900 37.273216
## 2013-01-16 36.988240 37.256453 36.971477 37.239689 32090000 37.239689
## 2013-01-17 37.407319 37.591712 37.373791 37.449226 39873100 37.449226
## 2013-01-18 37.457616 37.549814 37.331893 37.533051 51709600 37.533051
## 2013-01-22 37.407325 37.474377 37.323507 37.474377 46493900 37.474377
## 2013-01-23 37.298360 37.331888 37.155874 37.273216 32607900 37.273216
## 2013-01-24 37.231303 37.365412 37.046909 37.139107 38920500 37.139107
## 2013-01-25 37.063669 37.130720 36.812217 37.013378 52779500 37.013378
## 2013-01-28 36.912813 36.912813 36.636217 36.753559 56862100 36.753559
## 2013-01-29 36.963100 37.256460 36.770322 37.164261 46274900 37.164261
## 2013-01-30 37.005011 37.113970 36.971484 36.988247 47812800 36.988247
## 2013-01-31 37.030156 37.105590 36.921193 37.063683 51081600 37.063683
## 2013-02-01 37.273227 37.415713 37.139120 37.306751 50348500 37.306751
## 2013-02-04 37.021778 37.055306 36.703278 36.812237 48193600 36.812237
## 2013-02-05 36.963085 37.038521 36.820599 36.854126 41440100 36.854126
## 2013-02-06 36.678130 36.812237 36.560788 36.812237 52411700 36.812237
## 2013-02-07 36.753552 36.761936 36.309326 36.485340 47884300 36.485340
## 2013-02-08 36.594309 36.812231 36.585929 36.753559 36378000 36.753559
## 2013-02-11 36.686498 36.778697 36.569156 36.736790 25661600 36.736790
## 2013-02-12 36.736785 36.988234 36.611059 36.837364 40661300 36.837364
## 2013-02-13 37.046921 37.113973 36.937959 37.021774 32068400 37.021774
## 2013-02-14 36.879282 37.055296 36.828992 37.005009 28975200 37.005009
## 2013-02-15 37.038530 37.055293 36.845752 36.870899 42285100 36.870899
## 2013-02-19 36.904424 37.063677 36.904424 36.946335 55626600 36.946335
## 2013-02-20 37.113960 37.113960 36.585918 36.619442 47496700 36.619442
## 2013-02-21 36.326080 36.342844 35.940525 36.116539 78468500 36.116539
## 2013-02-22 36.359621 36.359621 36.124932 36.275803 73001800 36.275803
## 2013-02-25 36.569152 36.602676 35.697459 35.789658 81527900 35.789658
## 2013-02-26 35.990822 36.099784 35.756137 35.990822 69633700 35.990822
## 2013-02-27 35.999207 36.426669 35.974059 36.384762 45986600 36.384762
## 2013-02-28 36.367999 36.443435 36.183602 36.217129 43961100 36.217129
## 2013-03-01 36.099788 36.334473 35.957302 36.300949 52273200 36.300949
## 2013-03-04 35.898619 36.007578 35.764510 35.957291 43730400 35.957291
## 2013-03-05 36.326095 36.577544 36.300951 36.393147 49300100 36.393147
## 2013-03-06 36.569160 36.636212 36.451818 36.569160 42439500 36.569160
## 2013-03-07 36.577536 36.711642 36.527249 36.669735 44079200 36.669735
## 2013-03-08 36.904429 37.072063 36.736798 36.988247 61841100 36.988247
## 2013-03-11 36.820606 36.828987 36.678117 36.787079 44046200 36.787079
## 2013-03-12 36.602677 36.652969 36.284177 36.367992 50934700 36.367992
## 2013-03-13 36.300944 36.309325 35.999205 36.024349 80500000 36.024349
## 2013-03-14 36.150084 36.275807 36.124936 36.175228 40119600 36.175228
## 2013-03-15 35.974054 36.015965 35.814804 35.848331 61240400 35.848331
## 2013-03-18 35.437643 35.638803 35.404119 35.446026 69344000 35.446026
## 2013-03-19 35.471162 35.487925 34.968263 35.194569 81729400 35.194569
## 2013-03-20 35.462779 35.546595 35.370581 35.395725 53647100 35.395725
## 2013-03-21 35.219710 35.278382 34.993406 35.035313 50647800 35.035313
## 2013-03-22 35.119131 35.211325 35.035312 35.169418 41763400 35.169418
## 2013-03-25 35.404107 35.454395 34.993405 35.135891 46751300 35.135891
## 2013-03-26 35.446021 35.655562 35.437637 35.638798 55547100 35.638798
## 2013-03-27 35.412500 35.781292 35.311921 35.772911 42991800 35.772911
## 2013-03-28 35.672317 35.856712 35.596882 35.848331 43219200 35.848331
## 2013-04-01 35.806432 35.823196 35.395730 35.462784 48386600 35.462784
## 2013-04-02 35.655560 35.655560 35.429254 35.479546 39392900 35.479546
## 2013-04-03 35.429254 35.487926 34.985028 35.060463 66774600 35.060463
## 2013-04-04 35.026936 35.102371 34.758723 34.959881 72963600 34.959881
## 2013-04-05 34.356398 35.001782 34.297723 34.876060 93360600 34.876060
## 2013-04-08 34.741961 34.985030 34.649762 34.934738 46406900 34.934738
## 2013-04-09 34.985029 35.504691 34.892830 35.278385 77324700 35.278385
## 2013-04-10 35.529828 35.865096 35.496300 35.613647 49605200 35.613647
## 2013-04-11 35.672326 35.739377 35.529836 35.647179 46004700 35.647179
## 2013-04-12 35.261622 35.295149 34.825775 35.102371 109321200 35.102371
## 2013-04-15 34.792253 34.800636 34.213921 34.247448 69582100 34.247448
## 2013-04-16 34.943117 35.035315 34.674904 34.951500 51188300 34.951500
## 2013-04-17 34.658133 34.658133 34.163615 34.398304 87858500 34.398304
## 2013-04-18 34.607845 34.632989 34.255814 34.398304 47811900 34.398304
## 2013-04-19 34.876068 34.976647 34.758725 34.901211 50232400 34.901211
## 2013-04-22 35.018553 35.068844 34.767104 35.068844 33583200 35.068844
## 2013-04-23 35.001788 35.311912 34.943117 35.236477 64692700 35.236477
## 2013-04-24 35.303536 35.580133 35.295156 35.446026 51542700 35.446026
## 2013-04-25 35.638800 35.898633 35.571746 35.764523 41501800 35.764523
## 2013-04-26 35.580124 35.630411 35.286763 35.404110 51739700 35.404110
## 2013-04-29 35.722620 35.898638 35.571750 35.772911 43874800 35.772911
## 2013-04-30 35.898625 36.384759 35.747755 36.284180 80948900 36.284180
## 2013-05-01 36.225503 36.242267 35.772893 35.890236 64532800 35.890236
## 2013-05-02 36.041122 36.191991 35.948922 36.175228 46989800 36.175228
## 2013-05-03 36.384765 36.686504 36.342857 36.476963 57682900 36.476963
## 2013-05-06 36.476953 36.552389 36.367991 36.527245 31402200 36.527245
## 2013-05-07 36.669737 36.854134 36.569158 36.787079 38932900 36.787079
## 2013-05-08 36.937950 37.105583 36.912805 37.072056 47973100 37.072056
## 2013-05-09 37.005009 37.038534 36.619451 36.803848 40290500 36.803848
## 2013-05-10 36.560771 36.611062 36.351230 36.518864 44867100 36.518864
## 2013-05-13 36.300944 36.326088 36.150074 36.183598 51315300 36.183598
## 2013-05-14 36.326087 36.510484 36.275796 36.351231 39457200 36.351231
## 2013-05-15 36.267413 36.418284 36.175215 36.359612 54677500 36.359612
## 2013-05-16 36.359620 36.493726 36.225513 36.233894 34833500 36.233894
## 2013-05-17 36.317715 36.443439 36.250661 36.393147 37786100 36.393147
## 2013-05-20 36.384761 36.527251 36.284182 36.485340 33022100 36.485340
## 2013-05-21 36.418295 36.585929 36.175226 36.409912 39757800 36.409912
## 2013-05-22 36.510488 36.845752 35.873481 36.007587 95248900 36.007587
## 2013-05-23 35.437632 35.772899 35.253238 35.739372 84326400 35.739372
## 2013-05-24 35.429256 35.454400 35.228095 35.429256 70236100 35.429256
## 2013-05-28 35.856710 35.932145 35.588498 35.622025 51418200 35.622025
## 2013-05-29 35.387343 35.446014 35.144274 35.169418 71460900 35.169418
## 2013-05-30 35.119131 35.404107 35.093983 35.169418 57619400 35.169418
## 2013-05-31 34.884441 34.934732 34.482121 34.532413 109498200 34.532413
## 2013-06-03 34.700054 35.161044 34.456985 35.043701 103868200 35.043701
## 2013-06-04 35.026937 35.060464 34.515655 34.616234 61790500 34.616234
## 2013-06-05 34.540808 34.599480 33.970855 33.996002 88096500 33.996002
## 2013-06-06 33.945700 34.314492 33.853501 34.280968 79388500 34.280968
## 2013-06-07 34.088190 34.339642 33.887032 34.104954 83416900 34.104954
## 2013-06-10 33.803202 33.803202 33.518226 33.643948 94653100 33.643948
## 2013-06-11 32.956663 33.250019 32.847701 33.006954 91969100 33.006954
## 2013-06-12 33.275169 33.291932 32.705215 32.780651 110462700 32.780651
## 2013-06-13 32.763886 33.484709 32.713595 33.476326 109955800 33.476326
## 2013-06-14 33.367367 33.442802 32.856086 32.948284 101834900 32.948284
## 2013-06-17 33.317078 33.467948 33.048865 33.250023 59802800 33.250023
## 2013-06-18 33.166204 33.417653 33.082389 33.392509 57237000 33.392509
## 2013-06-19 33.141062 33.291932 32.302896 32.361568 106460000 32.361568
## 2013-06-20 31.590451 31.590451 30.534364 30.911539 151378100 30.911539
## 2013-06-21 31.347394 31.548551 30.827729 31.355774 122377400 31.355774
## 2013-06-24 30.584655 31.045645 30.308058 30.718761 105810400 30.718761
## 2013-06-25 31.246808 31.406061 30.911544 31.372534 81147700 31.372534
## 2013-06-26 31.615601 31.992773 31.607218 31.867050 79737000 31.867050
## 2013-06-27 32.251722 32.557425 32.243231 32.506474 95787800 32.506474
## 2013-06-28 32.260228 32.778222 32.209275 32.693306 92251600 32.693306
## 2013-07-01 32.846163 33.016000 32.667837 32.795212 64188900 32.795212
## 2013-07-02 32.710284 32.931069 32.005467 32.209270 91594600 32.209270
## 2013-07-03 31.759204 32.192283 31.725236 31.912056 51565400 31.912056
## 2013-07-05 31.963006 32.005465 31.402550 31.708254 94284700 31.708254
## 2013-07-08 31.708259 31.996979 31.657308 31.750717 63868900 31.750717
## 2013-07-09 32.098877 32.209271 31.861109 32.166813 68925700 32.166813
## 2013-07-10 32.013954 32.226248 31.827134 31.861101 72780900 31.861101
## 2013-07-11 33.041465 33.449069 32.871628 33.423595 99047500 33.423595
## 2013-07-12 33.049952 33.126378 32.905593 33.066936 48446100 33.066936
## 2013-07-15 33.245270 33.584938 33.228286 33.406612 78940600 33.406612
## 2013-07-16 33.491526 33.576445 33.245267 33.542477 59925000 33.542477
## 2013-07-17 33.822705 33.882147 33.703817 33.848179 64775200 33.848179
## 2013-07-18 33.635883 33.737783 33.398114 33.449062 63396800 33.449062
## 2013-07-19 33.398113 33.406603 33.228277 33.355652 56381200 33.355652
## 2013-07-22 33.440570 33.746275 33.313193 33.686829 60947300 33.686829
## 2013-07-23 34.009529 34.170875 33.907629 34.051987 69873900 34.051987
## 2013-07-24 34.051989 34.060483 33.500026 33.703827 73854100 33.703827
## 2013-07-25 33.593427 33.933096 33.576443 33.899128 45387700 33.899128
## 2013-07-26 33.712318 33.865170 33.457566 33.822712 37847700 33.822712
## 2013-07-29 33.550973 33.593435 33.381141 33.398125 50232900 33.398125
## 2013-07-30 33.550967 33.576445 33.253757 33.321693 38655400 33.321693
## 2013-07-31 33.058441 33.525488 32.914079 33.126373 81129000 33.126373
## 2013-08-01 33.483039 33.848186 33.415103 33.729301 81917200 33.729301
## 2013-08-02 33.635890 33.916117 33.610416 33.720806 46528200 33.720806
## 2013-08-05 33.610415 33.618905 33.372643 33.508511 41164800 33.508511
## 2013-08-06 33.372640 33.372640 33.007494 33.083920 51415100 33.083920
## 2013-08-07 32.769726 32.914084 32.701790 32.727268 54242300 32.727268
## 2013-08-08 33.092409 33.500014 32.880115 33.355652 75526500 33.355652
## 2013-08-09 33.364153 33.618905 33.355659 33.423595 56199400 33.423595
## 2013-08-12 33.559462 33.865166 33.559462 33.737789 61381800 33.737789
## 2013-08-13 33.950073 34.043482 33.771746 33.941582 61264100 33.941582
## 2013-08-14 34.077465 34.136907 34.001039 34.051987 48288100 34.051987
## 2013-08-15 33.618911 33.729305 33.304716 33.661369 59751700 33.661369
## 2013-08-16 33.686829 33.746275 33.330177 33.372635 72806300 33.372635
## 2013-08-19 33.109398 33.143362 32.727267 32.744251 53829000 32.744251
## 2013-08-20 32.582907 32.888612 32.565923 32.684811 53697600 32.684811
## 2013-08-21 32.294184 32.336645 31.852611 31.920547 108745800 31.920547
## 2013-08-22 32.277199 32.506477 32.251725 32.438545 57470900 32.438545
## 2013-08-23 32.693297 32.880117 32.497986 32.820675 57345100 32.820675
## 2013-08-26 32.863138 32.888612 32.404582 32.464024 42254600 32.464024
## 2013-08-27 31.929041 31.988484 31.648815 31.716747 89367100 31.716747
## 2013-08-28 31.665797 32.090385 31.563893 31.784681 69409900 31.784681
## 2013-08-29 32.158320 32.404582 31.963009 32.039436 63988700 32.039436
## 2013-08-30 32.413073 32.430057 32.047930 32.285698 104219900 32.285698
## 2013-09-03 32.752749 32.871632 32.413076 32.489502 62694800 32.489502
## 2013-09-04 32.676316 33.075429 32.608383 33.066936 60083400 33.066936
## 2013-09-05 33.092418 33.542481 33.049957 33.457565 59046600 33.457565
## 2013-09-06 33.924603 34.085944 33.550962 33.950077 75420400 33.950077
## 2013-09-09 34.289754 34.909653 34.264276 34.841717 116120500 34.841717
## 2013-09-10 35.045523 35.181391 34.943623 35.104965 80651200 35.104965
## 2013-09-11 34.969089 35.240826 34.901153 35.130432 73495900 35.130432
## 2013-09-12 35.003062 35.037027 34.714342 34.722832 58460500 34.722832
## 2013-09-13 34.782270 34.994564 34.705844 34.952106 44927100 34.952106
## 2013-09-16 35.555025 35.580503 35.257814 35.342731 68924400 35.342731
## 2013-09-17 35.351219 35.410662 35.198368 35.266300 46999400 35.266300
## 2013-09-18 35.164408 36.786336 35.011556 36.743877 113370100 36.743877
## 2013-09-19 36.624991 36.658955 36.327777 36.548565 100087700 36.548565
## 2013-09-20 36.378729 36.378729 35.673910 35.733356 77275200 35.733356
## 2013-09-23 35.784298 35.988102 35.724857 35.860725 61143000 35.860725
## 2013-09-24 35.724855 35.809771 35.487087 35.555019 43438700 35.555019
## 2013-09-25 35.555032 35.580509 35.240837 35.283295 56353100 35.283295
## 2013-09-26 35.487089 35.614464 35.232337 35.427647 54419200 35.427647
## 2013-09-27 35.147418 35.215354 34.909651 35.011551 69028500 35.011551
## 2013-09-30 34.468080 34.748306 34.383164 34.612438 93884500 34.612438
## 2013-10-01 34.850211 35.317258 34.824733 35.300274 62524700 35.300274
## 2013-10-02 35.130442 35.453130 35.011558 35.436146 46985900 35.436146
## 2013-10-03 35.605978 35.682403 35.045521 35.300274 51161500 35.300274
## 2013-10-04 35.385187 35.792795 35.325744 35.758827 36780900 35.758827
## 2013-10-07 35.291774 35.605969 35.257806 35.453117 51699900 35.453117
## 2013-10-08 35.580504 35.631452 35.079488 35.113453 66218200 35.113453
## 2013-10-09 35.359714 35.529550 35.079487 35.376698 67258400 35.376698
## 2013-10-10 35.818269 36.276825 35.792795 36.208889 99094900 36.208889
## 2013-10-11 36.056037 36.412693 35.996595 36.370235 42764200 36.370235
## 2013-10-14 36.064536 36.667451 36.005095 36.582535 43319800 36.582535
## 2013-10-15 36.421190 36.540075 36.132470 36.225880 54388300 36.225880
## 2013-10-16 36.404205 36.658957 36.344763 36.514599 64749400 36.514599
## 2013-10-17 36.480631 36.777845 36.421189 36.743877 58641300 36.743877
## 2013-10-18 36.905211 36.947669 36.735375 36.777836 55660500 36.777836
## 2013-10-21 36.803315 36.862757 36.641973 36.718399 44243400 36.718399
## 2013-10-22 36.981637 37.287341 36.930689 37.075047 74992500 37.075047
## 2013-10-23 36.455151 36.497610 36.191905 36.208889 69411000 36.208889
## 2013-10-24 36.412692 36.412692 36.081514 36.132462 57466500 36.132462
## 2013-10-25 36.157941 36.370235 36.064530 36.302299 45414700 36.302299
## 2013-10-28 36.353256 36.574041 36.319288 36.514599 44569400 36.514599
## 2013-10-29 36.641978 36.701420 36.591026 36.633484 32543300 36.633484
## 2013-10-30 36.777842 36.777842 36.268334 36.429680 55442300 36.429680
## 2013-10-31 36.514590 36.523080 36.039050 36.056034 68089000 36.056034
## 2013-11-01 36.191901 36.268327 35.843739 36.073017 83621600 36.073017
## 2013-11-04 36.140959 36.310792 36.132466 36.293812 35360700 36.293812
## 2013-11-05 35.826758 35.877709 35.538037 35.563515 73296100 35.563515
## 2013-11-06 35.826765 35.869226 35.648438 35.673912 61350100 35.673912
## 2013-11-07 35.741850 35.758835 34.952116 35.028542 94546100 35.028542
## 2013-11-08 34.824728 34.969090 34.603944 34.952106 79167700 34.952106
## 2013-11-11 34.918139 34.977582 34.688861 34.773781 58492300 34.773781
## 2013-11-12 34.782274 34.824732 34.340702 34.586964 81455800 34.586964
## 2013-11-13 34.255792 34.722838 34.238808 34.646412 69898800 34.646412
## 2013-11-14 34.671884 35.215356 34.578474 35.206863 87793800 35.206863
## 2013-11-15 35.605975 36.030564 35.563518 35.877712 94070900 35.877712
## 2013-11-18 36.344748 36.591010 36.191897 36.200390 80437300 36.200390
## 2013-11-19 36.302302 36.353253 35.937156 35.979614 59573100 35.979614
## 2013-11-20 36.013580 36.064531 35.427649 35.487091 62635400 35.487091
## 2013-11-21 35.376691 35.512559 35.266297 35.453117 51401400 35.453117
## 2013-11-22 35.478604 35.750340 35.410672 35.707882 49745300 35.707882
## 2013-11-25 35.690890 35.699383 35.215352 35.249317 59685800 35.249317
## 2013-11-26 35.240832 35.478600 35.138931 35.368210 37990900 35.368210
## 2013-11-27 35.512565 35.673907 35.368207 35.597481 45419400 35.597481
## 2013-11-29 35.869221 36.056037 35.801285 35.962627 41826600 35.962627
## 2013-12-02 35.826762 35.886203 35.138931 35.206863 67975400 35.206863
## 2013-12-03 35.079487 35.342730 34.841716 35.087978 108126900 35.087978
## 2013-12-04 34.867195 35.138931 34.680375 35.045521 62378500 35.045521
## 2013-12-05 34.943621 35.164405 34.824733 34.841717 56729300 34.841717
## 2013-12-06 35.436138 35.741841 35.334237 35.614464 75512400 35.614464
## 2013-12-09 35.716372 35.869225 35.631453 35.665421 56365100 35.665421
## 2013-12-10 35.487097 35.716375 35.478604 35.682407 44343900 35.682407
## 2013-12-11 35.419155 35.419155 34.850208 34.892666 74628400 34.892666
## 2013-12-12 34.748311 34.816247 34.536017 34.688869 62076500 34.688869
## 2013-12-13 34.799255 34.858697 34.629419 34.773781 62277400 34.773781
## 2013-12-16 34.986083 35.249326 34.952116 35.003067 59551600 35.003067
## 2013-12-17 34.960603 34.960603 34.671887 34.697361 53390900 34.697361
## 2013-12-18 34.933847 35.713583 34.394030 35.387978 107981900 35.387978
## 2013-12-19 34.771049 34.873870 34.462581 34.736774 70838100 34.736774
## 2013-12-20 34.736776 34.916714 34.651089 34.685364 86690800 34.685364
## 2013-12-23 34.968124 35.105221 34.873871 34.942417 56621800 34.942417
## 2013-12-24 35.105222 35.199477 35.079515 35.148064 18409100 35.148064
## 2013-12-26 35.002393 35.053806 34.831026 34.848160 24739900 34.848160
## 2013-12-27 35.208040 35.396548 35.156628 35.387978 35691100 35.387978
## 2013-12-30 35.439389 35.593622 35.396546 35.542210 39861800 35.542210
## 2013-12-31 35.627894 35.859241 35.559344 35.816399 38839400 35.816399
## 2014-01-02 35.130918 35.139484 34.402596 34.436867 138488400 34.436867
## 2014-01-03 34.608246 34.616817 34.222663 34.376896 83579700 34.376896
## 2014-01-06 34.239797 34.239797 34.042722 34.051292 55735100 34.051292
## 2014-01-07 34.231228 34.351186 34.094132 34.196953 57341500 34.196953
## 2014-01-08 34.248368 34.282639 33.982743 34.085564 63182600 34.085564
## 2014-01-09 33.974174 34.034153 33.639998 33.905624 74405200 33.905624
## 2014-01-10 34.102703 34.633950 34.094136 34.505424 110244200 34.505424
## 2014-01-13 34.573969 34.616815 33.999880 34.094135 62209500 34.094135
## 2014-01-14 34.282637 34.565399 34.128407 34.462578 75830700 34.462578
## 2014-01-15 34.436869 34.539693 34.376889 34.454006 47361900 34.454006
## 2014-01-16 34.411170 34.496854 34.188390 34.265507 56673900 34.265507
## 2014-01-17 34.248368 34.256936 34.051293 34.094135 61288200 34.094135
## 2014-01-21 34.274075 34.316917 33.897061 34.042725 46683100 34.042725
## 2014-01-22 34.325481 34.505419 34.171248 34.496849 56188400 34.496849
## 2014-01-23 34.076993 34.076993 33.408650 33.648567 109930400 33.648567
## 2014-01-24 33.203003 33.228707 32.731735 32.766010 127153900 32.766010
## 2014-01-27 32.808857 32.877404 32.363293 32.637486 118532300 32.637486
## 2014-01-28 32.851695 32.988791 32.731736 32.843128 86568700 32.843128
## 2014-01-29 32.414706 32.731740 32.209060 32.371861 142219100 32.371861
## 2014-01-30 32.834554 32.911671 32.551795 32.671753 84660600 32.671753
## 2014-01-31 32.286181 32.791724 32.200498 32.723175 102329500 32.723175
## 2014-02-03 32.440410 32.491818 31.746358 31.797771 123117200 31.797771
## 2014-02-04 32.320452 32.637486 32.234765 32.440411 138955500 32.440411
## 2014-02-05 32.303317 32.526097 32.089104 32.320454 86064900 32.320454
## 2014-02-06 32.551797 33.048769 32.551797 32.997356 99403100 32.997356
## 2014-02-07 33.254416 33.348667 33.005928 33.185867 80356700 33.185867
## 2014-02-10 33.040200 33.065905 32.671754 32.817417 68839500 32.817417
## 2014-02-11 32.997359 33.605727 32.988793 33.528610 93164800 33.528610
## 2014-02-12 33.751395 33.914199 33.434361 33.537182 68705700 33.537182
## 2014-02-13 33.048773 33.597158 33.048773 33.571453 50414900 33.571453
## 2014-02-14 33.802804 34.162680 33.742824 33.982742 69806400 33.982742
## 2014-02-18 33.965603 34.034153 33.648569 33.665707 69542600 33.665707
## 2014-02-19 33.537178 33.811371 33.357240 33.434357 101924800 33.434357
## 2014-02-20 33.400084 33.631434 33.194441 33.554317 71686300 33.554317
## 2014-02-21 33.734252 33.922760 33.657135 33.785664 66907700 33.785664
## 2014-02-24 33.751389 34.085561 33.708547 33.785664 58971200 33.785664
## 2014-02-25 33.717118 33.794236 33.305830 33.400085 77028600 33.400085
## 2014-02-26 33.588589 33.657136 33.288689 33.425785 59122600 33.425785
## 2014-02-27 33.725678 34.119829 33.657128 34.059849 67962200 34.059849
## 2014-02-28 34.085554 34.136966 33.605718 33.828499 88240700 33.828499
## 2014-03-03 33.177301 33.365806 32.980226 33.228710 98832200 33.228710
## 2014-03-04 33.871356 33.922768 33.648575 33.794239 63103000 33.794239
## 2014-03-05 33.691402 33.871340 33.631423 33.819931 42856900 33.819931
## 2014-03-06 34.128402 34.462574 34.119832 34.299770 86027600 34.299770
## 2014-03-07 34.145544 34.162682 33.657140 33.862785 66565600 33.862785
## 2014-03-10 33.640002 33.648572 33.348672 33.631435 57747100 33.631435
## 2014-03-11 33.682847 33.785668 33.168734 33.254421 72692600 33.254421
## 2014-03-12 33.057346 33.357243 32.954522 33.322968 56882800 33.322968
## 2014-03-13 33.400089 33.417226 32.586079 32.723175 79967400 32.723175
## 2014-03-14 32.774585 33.091619 32.774585 32.903114 64589800 32.903114
## 2014-03-17 33.194440 33.382945 33.194440 33.305828 57492000 33.305828
## 2014-03-18 33.382948 33.785669 33.357243 33.768532 68135000 33.768532
## 2014-03-19 33.528613 33.682846 32.903112 33.048775 95953000 33.048775
## 2014-03-20 32.826000 33.262993 32.706038 33.194447 60572300 33.194447
## 2014-03-21 33.417222 33.802806 33.357242 33.400085 86969000 33.400085
## 2014-03-24 33.699984 33.802806 33.494338 33.725689 54328100 33.725689
## 2014-03-25 34.068430 34.239801 33.965608 34.111275 93531000 34.111275
## 2014-03-26 34.411165 34.522556 34.171247 34.188385 91289900 34.188385
## 2014-03-27 34.316919 34.685366 34.299782 34.633953 73438700 34.633953
## 2014-03-28 34.942409 35.148055 34.865293 34.908138 67464400 34.908138
## 2014-03-31 35.122350 35.345130 35.105213 35.139484 75256100 35.139484
## 2014-04-01 35.473664 35.550781 35.336568 35.550781 65717300 35.550781
## 2014-04-02 35.413681 35.653599 35.362268 35.619324 44076300 35.619324
## 2014-04-03 35.456530 35.507940 35.130926 35.482235 84659200 35.482235
## 2014-04-04 35.859246 36.099167 35.336569 35.387978 127800700 35.387978
## 2014-04-07 35.422251 35.636464 35.336567 35.542210 60586200 35.542210
## 2014-04-08 36.039186 36.210554 35.833541 35.953499 107043300 35.953499
## 2014-04-09 35.996341 36.390496 35.756424 36.227692 71617000 36.227692
## 2014-04-10 36.219123 36.347649 35.799265 35.842110 74792500 35.842110
## 2014-04-11 35.593622 35.893519 35.585052 35.842110 76310100 35.842110
## 2014-04-14 35.953504 35.962074 35.585058 35.764999 44883400 35.764999
## 2014-04-15 35.542216 35.567920 34.788185 35.225182 155302100 35.225182
## 2014-04-16 35.396545 35.705009 35.310859 35.670738 64113100 35.670738
## 2014-04-17 35.705008 36.116301 35.602187 35.996338 69955200 35.996338
## 2014-04-21 35.944927 35.953494 35.679301 35.773556 29288500 35.773556
## 2014-04-22 35.816402 35.867815 35.662169 35.679306 43060000 35.679306
## 2014-04-23 35.507937 35.525074 35.216607 35.422253 58299300 35.422253
## 2014-04-24 35.447958 35.465095 35.148060 35.456528 39310800 35.456528
## 2014-04-25 34.993822 35.002389 34.736767 34.976685 72613500 34.976685
## 2014-04-28 35.019535 35.268023 34.848164 35.148064 64020600 35.148064
## 2014-04-29 35.370843 35.619331 35.353706 35.482235 71181600 35.482235
## 2014-04-30 35.208043 35.413689 35.165201 35.413689 49063100 35.413689
## 2014-05-01 35.370841 35.542212 35.199473 35.456528 31161300 35.456528
## 2014-05-02 35.387977 35.756424 35.362273 35.653603 63037500 35.653603
## 2014-05-05 35.405116 35.490800 35.302295 35.456528 26894600 35.456528
## 2014-05-06 35.490795 35.824969 35.473661 35.619324 41163100 35.619324
## 2014-05-07 35.516505 35.816402 35.456526 35.807835 43226500 35.807835
## 2014-05-08 35.910653 36.022045 35.722145 35.722145 49820300 35.722145
## 2014-05-09 35.756425 35.842111 35.610761 35.662170 43953000 35.662170
## 2014-05-12 36.184842 36.287663 36.047746 36.261959 63396500 36.261959
## 2014-05-13 36.321941 36.553292 36.270533 36.399059 53342400 36.399059
## 2014-05-14 36.604715 36.776082 36.553303 36.656124 57544700 36.656124
## 2014-05-15 36.604711 36.613278 36.184852 36.313381 56308800 36.313381
## 2014-05-16 36.621845 36.844625 36.519020 36.793213 70419600 36.793213
## 2014-05-19 36.741804 36.844625 36.707529 36.793213 32471500 36.793213
## 2014-05-20 36.656121 36.741808 36.399066 36.493320 63707800 36.493320
## 2014-05-21 36.690394 36.793215 36.664689 36.776077 50661300 36.776077
## 2014-05-22 36.956017 37.033134 36.878901 37.033134 51415000 37.033134
## 2014-05-23 36.981722 37.093113 36.947447 36.964584 55456100 36.964584
## 2014-05-27 36.810350 36.870330 36.527591 36.647549 40155800 36.647549
## 2014-05-28 36.836059 36.938881 36.707530 36.861763 45095400 36.861763
## 2014-05-29 36.956017 37.024564 36.861763 36.964584 28979600 36.964584
## 2014-05-30 36.733242 36.776083 36.381932 36.459049 72201700 36.459049
## 2014-06-02 36.613278 36.690394 36.544731 36.570435 33550800 36.570435
## 2014-06-03 36.613277 36.878902 36.604709 36.776077 38021700 36.776077
## 2014-06-04 36.527593 36.638981 36.467614 36.570435 25656100 36.570435
## 2014-06-05 36.904601 37.015993 36.758938 36.956013 41040500 36.956013
## 2014-06-06 37.255918 37.410151 37.195938 37.324467 45429100 37.324467
## 2014-06-09 37.281622 37.512972 37.281622 37.461563 38995600 37.461563
## 2014-06-10 37.504404 37.684343 37.452992 37.658638 31573300 37.658638
## 2014-06-11 37.435852 37.598656 37.427285 37.530106 44721500 37.530106
## 2014-06-12 37.590084 37.624359 37.230208 37.350166 40265500 37.350166
## 2014-06-13 37.221636 37.401577 37.144518 37.367302 27554000 37.367302
## 2014-06-16 37.255914 37.290188 37.084542 37.195934 32040700 37.195934
## 2014-06-17 37.153097 37.221644 37.050276 37.204506 35013500 37.204506
## 2014-06-18 37.118823 37.641503 37.007432 37.615799 62131500 37.615799
## 2014-06-19 37.495835 37.564385 37.290193 37.401585 48497900 37.401585
## 2014-06-20 37.273055 37.350172 37.187372 37.324467 36744000 37.324467
## 2014-06-23 37.298765 37.315902 37.118827 37.247356 27608300 37.247356
## 2014-06-24 37.350160 37.607215 37.153085 37.230202 49441000 37.230202
## 2014-06-25 37.248346 37.343346 37.136073 37.308800 35940200 37.308800
## 2014-06-26 37.412436 37.412436 37.222436 37.351982 21873800 37.351982
## 2014-06-27 37.351978 37.464250 37.239705 37.438339 21988900 37.438339
## 2014-06-30 37.455612 37.498793 37.308797 37.334705 34343200 37.334705
## 2014-07-01 37.611074 37.723347 37.593802 37.688801 42222400 37.688801
## 2014-07-02 37.844253 37.930614 37.818345 37.913345 35955800 37.913345
## 2014-07-03 37.826968 38.163783 37.801060 38.137875 26627100 38.137875
## 2014-07-07 38.060161 38.137888 37.982435 38.111980 26962800 38.111980
## 2014-07-08 38.086066 38.111978 37.861524 37.939251 29106700 37.939251
## 2014-07-09 37.956521 38.198336 37.913340 38.155155 29892600 38.155155
## 2014-07-10 37.602437 37.965160 37.507437 37.947887 43704000 37.947887
## 2014-07-11 37.792428 37.973793 37.766521 37.904701 32082600 37.904701
## 2014-07-14 38.129245 38.206972 38.060153 38.198334 23136700 38.198334
## 2014-07-15 38.232889 38.276071 37.991075 38.172436 38034000 38.172436
## 2014-07-16 38.362426 38.405610 38.215610 38.267429 26424000 38.267429
## 2014-07-17 37.999697 38.068789 37.481521 37.550610 66994900 37.550610
## 2014-07-18 38.086056 38.224236 37.947876 38.137875 51870700 38.137875
## 2014-07-21 37.947884 38.345157 37.930611 38.267429 56034400 38.267429
## 2014-07-22 38.690602 38.716513 38.604240 38.621513 43480300 38.621513
## 2014-07-23 38.707874 38.707874 38.569694 38.656055 29647900 38.656055
## 2014-07-24 38.707882 38.863335 38.664700 38.828789 31503700 38.828789
## 2014-07-25 38.647424 38.716516 38.552424 38.673332 34409200 38.673332
## 2014-07-28 38.725144 38.958324 38.656052 38.941051 38243200 38.941051
## 2014-07-29 38.975608 38.975608 38.681974 38.707882 35722000 38.707882
## 2014-07-30 38.871967 38.906513 38.336518 38.517879 54177600 38.517879
## 2014-07-31 38.051526 38.129254 37.706073 37.844254 88181200 37.844254
## 2014-08-01 37.956530 38.155164 37.697442 38.051529 108800800 38.051529
## 2014-08-04 38.224248 38.491975 38.068798 38.405613 43918900 38.405613
## 2014-08-05 38.016982 38.120617 37.697441 37.818348 67276000 37.818348
## 2014-08-06 37.611073 37.766527 37.516074 37.559258 63560700 37.559258
## 2014-08-07 37.645617 37.671525 37.256983 37.412437 77763500 37.412437
## 2014-08-08 37.576522 37.809703 37.421072 37.749249 53612400 37.749249
## 2014-08-11 37.930611 38.267429 37.904703 38.232883 49923100 38.232883
## 2014-08-12 38.077431 38.284704 38.034251 38.276066 36823500 38.276066
## 2014-08-13 38.578334 38.673334 38.379700 38.483337 49491900 38.483337
## 2014-08-14 38.509247 38.612882 38.457428 38.543793 33152100 38.543793
## 2014-08-15 38.630163 38.716528 38.241529 38.440163 66006100 38.440163
## 2014-08-18 38.638789 38.811512 38.552423 38.811512 38360500 38.811512
## 2014-08-19 38.846059 39.010147 38.828786 38.992878 33591600 38.992878
## 2014-08-20 38.811513 38.984239 38.742424 38.915150 30889600 38.915150
## 2014-08-21 38.828776 38.897868 38.699233 38.751049 35476300 38.751049
## 2014-08-22 38.794238 38.854696 38.500608 38.647423 45995800 38.647423
## 2014-08-25 38.751058 38.949692 38.699242 38.932423 31989900 38.932423
## 2014-08-26 39.010151 39.191515 38.992882 39.165604 45918400 39.165604
## 2014-08-27 39.243324 39.364235 39.156962 39.364235 34239100 39.364235
## 2014-08-28 38.854694 39.018782 38.811510 38.975601 38157700 38.975601
## 2014-08-29 39.010147 39.070604 38.863331 38.915150 39791500 38.915150
## 2014-09-02 38.906513 38.915151 38.759698 38.854698 48129000 38.854698
## 2014-09-03 39.511050 39.545596 39.295143 39.364235 51700200 39.364235
## 2014-09-04 39.493790 39.580155 39.156974 39.260609 41676700 39.260609
## 2014-09-05 39.329697 39.597420 39.226059 39.597420 53035700 39.597420
## 2014-09-08 39.450600 39.485146 39.053331 39.131058 50222700 39.131058
## 2014-09-09 38.897876 38.984238 38.483334 38.647423 85940600 38.647423
## 2014-09-10 38.284703 38.552426 38.198338 38.483337 57439600 38.483337
## 2014-09-11 38.215608 38.284701 38.163790 38.224243 70622500 38.224243
## 2014-09-12 37.991075 37.999709 37.688802 37.818348 85785600 37.818348
## 2014-09-15 37.706065 37.749245 37.516065 37.628338 68507800 37.628338
## 2014-09-16 37.593791 38.379694 37.567883 38.120605 97318600 38.120605
## 2014-09-17 38.172432 38.232885 37.757890 37.766525 76121700 37.766525
## 2014-09-18 37.887437 37.956529 37.766529 37.818348 50513900 37.818348
## 2014-09-19 37.930609 37.973793 37.438340 37.533340 88033100 37.533340
## 2014-09-22 37.205171 37.248352 36.799264 36.963352 83094000 36.963352
## 2014-09-23 36.876985 37.049712 36.704258 36.756077 82990700 36.756077
## 2014-09-24 37.023799 37.360614 36.842438 37.282887 55218900 37.282887
## 2014-09-25 36.712892 36.730165 36.376077 36.471077 68810700 36.471077
## 2014-09-26 36.505623 36.764712 36.453805 36.635166 54551800 36.635166
## 2014-09-29 35.728361 36.073813 35.719726 35.892452 74208400 35.892452
## 2014-09-30 35.797453 35.961541 35.719726 35.892452 87704500 35.892452
## 2014-10-01 35.702451 35.736997 35.149728 35.158363 109933300 35.158363
## 2014-10-02 35.287905 35.598811 34.864725 35.348358 92880600 35.348358
## 2014-10-03 35.477897 35.745619 35.313805 35.650620 61010900 35.650620
## 2014-10-06 36.376081 36.410627 36.108358 36.116993 84259600 36.116993
## 2014-10-07 36.065170 36.160170 35.797447 35.797447 41767500 35.797447
## 2014-10-08 35.866540 36.401993 35.460636 36.332901 90901600 36.332901
## 2014-10-09 36.186081 36.229262 35.641993 35.762901 82942800 35.762901
## 2014-10-10 35.374268 35.495175 34.951091 34.985634 104177200 34.985634
## 2014-10-13 35.581537 35.840625 35.322449 35.339718 89761000 35.339718
## 2014-10-14 35.460635 35.771539 35.270636 35.546997 71636700 35.546997
## 2014-10-15 35.063366 35.244731 34.355190 35.097912 122284500 35.097912
## 2014-10-16 34.286102 35.167004 34.268828 34.778370 101076200 34.778370
## 2014-10-17 35.158358 35.408811 34.959724 35.166996 73616400 35.166996
## 2014-10-20 35.132449 35.313811 35.054723 35.270630 50853900 35.270630
## 2014-10-21 35.201535 35.555623 35.175627 35.417442 49877200 35.417442
## 2014-10-22 35.374261 35.443353 35.063353 35.184265 50711600 35.184265
## 2014-10-23 35.270635 35.382908 35.132455 35.175636 43661600 35.175636
## 2014-10-24 35.210183 35.598817 35.184275 35.426090 43721100 35.426090
## 2014-10-27 34.864727 35.201542 34.787001 35.149727 44793200 35.149727
## 2014-10-28 35.572900 35.961534 35.564265 35.857899 73890500 35.857899
## 2014-10-29 36.194717 36.289716 35.685176 35.909721 75308700 35.909721
## 2014-10-30 35.978806 36.393347 35.978806 36.246532 54208200 36.246532
## 2014-10-31 36.410624 36.557442 36.272443 36.401989 108786100 36.401989
## 2014-11-03 36.281077 36.306989 36.013355 36.099716 59606600 36.099716
## 2014-11-04 36.142905 36.168816 35.883817 36.134270 41428100 36.134270
## 2014-11-05 35.840628 35.883809 35.607448 35.814720 48726600 35.814720
## 2014-11-06 35.711086 35.762905 35.356998 35.374271 52054400 35.374271
## 2014-11-07 35.477905 35.650628 35.417447 35.598812 42327500 35.598812
## 2014-11-10 35.978817 36.004725 35.667910 35.693821 45891600 35.693821
## 2014-11-11 35.581544 35.719725 35.529725 35.659271 28395000 35.659271
## 2014-11-12 35.676537 35.840625 35.555626 35.590172 25122300 35.590172
## 2014-11-13 35.745631 35.762905 35.400182 35.495178 30709800 35.495178
## 2014-11-14 35.434719 35.806080 35.408811 35.788807 47386400 35.788807
## 2014-11-17 35.486540 35.486540 35.339721 35.408813 38237800 35.408813
## 2014-11-18 35.460631 35.624720 35.451993 35.598812 23114500 35.598812
## 2014-11-19 35.486539 35.719720 35.331086 35.581539 49215300 35.581539
## 2014-11-20 35.555631 35.685177 35.495177 35.521088 28926200 35.521088
## 2014-11-21 36.436528 36.669708 36.255166 36.652435 111455200 36.652435
## 2014-11-24 36.453809 36.471082 36.315628 36.350174 38061300 36.350174
## 2014-11-25 36.410627 36.445173 36.091085 36.116993 43794300 36.116993
## 2014-11-26 36.436531 36.600622 36.401989 36.574711 30953300 36.574711
## 2014-11-28 36.160175 36.168813 35.823360 35.840633 49144700 35.840633
## 2014-12-01 35.451997 35.460635 35.184274 35.227455 75105900 35.227455
## 2014-12-02 35.331088 35.365634 35.184272 35.218815 47273300 35.218815
## 2014-12-03 35.305181 35.460635 35.270635 35.313816 37508300 35.313816
## 2014-12-04 35.477909 35.495178 35.296544 35.374271 31459900 35.374271
## 2014-12-05 35.201542 35.408815 35.123815 35.305180 32496300 35.305180
## 2014-12-08 35.072003 35.080637 34.735187 34.787003 43437900 34.787003
## 2014-12-09 34.372454 34.484727 34.260182 34.458820 54564100 34.458820
## 2014-12-10 34.363826 34.372461 33.914738 33.949284 55591700 33.949284
## 2014-12-11 33.802468 33.983829 33.612468 33.664288 65853700 33.664288
## 2014-12-12 33.595195 33.603830 33.102926 33.111561 79274600 33.111561
## 2014-12-15 33.180646 33.206558 32.463835 32.636562 93921700 32.636562
## 2014-12-16 32.273839 33.094288 32.152932 32.584747 117074100 32.584747
## 2014-12-17 32.720530 33.771793 32.685490 33.333767 119530800 33.333767
## 2014-12-18 33.841882 34.052133 33.561545 33.789318 70091400 33.789318
## 2014-12-19 33.850641 34.183541 33.841882 34.025852 61239600 34.025852
## 2014-12-22 34.437596 34.560244 34.367511 34.498920 47398500 34.498920
## 2014-12-23 34.218587 34.244868 33.990812 34.183544 52339300 34.183544
## 2014-12-24 34.244864 34.306188 34.095934 34.262386 21433900 34.262386
## 2014-12-26 34.577760 34.717928 34.507674 34.533955 28723000 34.533955
## 2014-12-29 34.542717 34.612799 34.323704 34.323704 38964300 34.323704
## 2014-12-30 34.279900 34.463870 34.271138 34.393784 32332700 34.393784
## 2014-12-31 34.577763 34.595285 34.349988 34.420074 34940700 34.420074
## 2015-01-02 34.332464 34.349985 33.876916 33.964523 65010000 33.964523
## 2015-01-05 33.745511 33.745511 33.307485 33.360050 83166600 33.360050
## 2015-01-06 33.368814 33.517741 33.044675 33.219883 52066100 33.219883
## 2015-01-07 33.789320 33.964531 33.675433 33.938251 64948700 33.938251
## 2015-01-08 34.437592 34.674127 34.393787 34.516438 55081600 34.516438
## 2015-01-09 34.621567 34.639089 34.297430 34.402554 38550100 34.402554
## 2015-01-12 34.297426 34.341228 34.078413 34.122215 55381800 34.122215
## 2015-01-13 34.560242 34.735454 34.139737 34.420074 55565600 34.420074
## 2015-01-14 34.043371 34.306186 33.955763 34.227341 83761000 34.227341
## 2015-01-15 34.682896 34.805544 34.253629 34.306194 57441600 34.306194
## 2015-01-16 34.279907 34.639089 34.227343 34.595287 72675200 34.595287
## 2015-01-20 34.525196 34.568998 34.358747 34.542717 57716900 34.542717
## 2015-01-21 34.831817 35.339929 34.814300 35.304886 74714900 35.304886
## 2015-01-22 35.488859 36.014493 35.322411 35.979450 95318400 35.979450
## 2015-01-23 35.760432 35.883078 35.690349 35.707867 52368100 35.707867
## 2015-01-26 35.593982 35.839276 35.541418 35.725388 47266100 35.725388
## 2015-01-27 35.304886 35.620265 35.296127 35.532661 42525200 35.532661
## 2015-01-28 35.445052 35.480095 35.050827 35.147194 56698000 35.147194
## 2015-01-29 35.103392 35.173478 34.796775 35.147194 53124400 35.147194
## 2015-01-30 34.428838 34.647851 34.183544 34.183544 103745400 34.183544
## 2015-02-02 34.630328 34.928186 34.551484 34.796780 50443600 34.796780
## 2015-02-03 35.182242 35.497621 35.138440 35.453819 48552700 35.453819
## 2015-02-04 35.410016 35.602748 35.226046 35.278610 34900700 35.278610
## 2015-02-05 35.173486 35.515145 35.164723 35.488861 32092400 35.488861
## 2015-02-06 34.963229 35.147199 34.788017 34.884384 64292000 34.884384
## 2015-02-09 34.770498 34.945709 34.761739 34.831821 35632500 34.831821
## 2015-02-10 34.717932 34.796777 34.604045 34.744213 46949400 34.744213
## 2015-02-11 34.463881 34.595291 34.253627 34.490162 44240300 34.490162
## 2015-02-12 34.866863 35.278608 34.840582 35.226044 55855400 35.226044
## 2015-02-13 35.418774 35.646547 35.418774 35.629025 44640000 35.629025
## 2015-02-17 35.523898 35.567700 35.252324 35.550182 30152800 35.550182
## 2015-02-18 35.374967 35.602739 35.278601 35.541416 36036700 35.541416
## 2015-02-19 35.252322 35.576460 35.217279 35.392490 38785800 35.392490
## 2015-02-20 35.261085 35.681590 35.182240 35.629025 32542700 35.629025
## 2015-02-23 35.410016 35.445059 35.191003 35.269848 34091700 35.269848
## 2015-02-24 35.462571 35.883075 35.269838 35.777950 64630500 35.777950
## 2015-02-25 35.672828 35.804234 35.629022 35.707867 28592500 35.707867
## 2015-02-26 35.751664 35.804225 35.655298 35.716621 25889800 35.716621
## 2015-02-27 35.646541 35.918118 35.646541 35.690346 43207600 35.690346
## 2015-03-02 35.602740 35.664064 35.506374 35.637783 36669900 35.637783
## 2015-03-03 35.427531 35.471336 35.348685 35.366207 40406100 35.366207
## 2015-03-04 35.085868 35.103390 34.831812 34.980743 51564400 34.980743
## 2015-03-05 35.042073 35.103396 34.814301 34.928185 33714000 34.928185
## 2015-03-06 34.639081 34.709163 34.314939 34.393784 72516900 34.393784
## 2015-03-09 34.376274 34.402553 34.262386 34.262386 34915600 34.262386
## 2015-03-10 33.745507 33.771787 33.482692 33.500214 84229600 33.500214
## 2015-03-11 33.701711 33.815595 33.605345 33.754272 47978700 33.754272
## 2015-03-12 34.201058 34.236101 33.911959 33.964523 46829700 33.964523
## 2015-03-13 33.701711 33.701711 33.351289 33.552780 69885200 33.552780
## 2015-03-16 33.885683 33.990808 33.815597 33.955765 50569900 33.955765
## 2015-03-17 33.990806 34.367509 33.955763 34.349987 53697700 34.349987
## 2015-03-18 34.271145 35.304886 34.201062 35.190998 101688200 35.190998
## 2015-03-19 34.866860 34.875623 34.490158 34.595287 64499900 34.595287
## 2015-03-20 34.928186 35.191001 34.901906 35.112160 67345300 35.112160
## 2015-03-23 35.182242 35.278608 35.042074 35.217285 35502700 35.217285
## 2015-03-24 35.261085 35.374973 35.217284 35.357452 45280300 35.357452
## 2015-03-25 35.348690 35.383733 34.770497 34.796780 49779900 34.796780
## 2015-03-26 34.630323 34.665366 34.332466 34.472633 76980100 34.472633
## 2015-03-27 34.481397 34.604043 34.411311 34.569000 42212000 34.569000
## 2015-03-30 34.971980 35.304880 34.954462 35.234798 51535700 35.234798
## 2015-03-31 35.015784 35.208513 34.910655 35.155952 47508800 35.155952
## 2015-04-01 35.436298 35.637789 35.357453 35.593987 56392700 35.593987
## 2015-04-02 35.900605 36.215983 35.830522 36.128380 62389200 36.128380
## 2015-04-06 36.470040 36.794178 36.434997 36.592686 54678400 36.592686
## 2015-04-07 36.513832 36.618958 36.399945 36.408707 33279500 36.408707
## 2015-04-08 37.249721 37.311044 36.969385 37.170876 65023100 37.170876
## 2015-04-09 37.389895 37.556344 37.258486 37.538822 52128800 37.538822
## 2015-04-10 37.372373 37.573864 37.346092 37.565105 49899000 37.565105
## 2015-04-13 37.635180 37.766590 37.328564 37.346085 55031100 37.346085
## 2015-04-14 37.433686 37.591376 37.267237 37.512531 42601100 37.512531
## 2015-04-15 37.503778 37.792873 37.433693 37.775352 40254700 37.775352
## 2015-04-16 37.880483 38.292225 37.819156 38.073212 55057700 38.073212
## 2015-04-17 37.276007 37.468740 37.188404 37.407417 76688000 37.407417
## 2015-04-20 37.363613 37.486260 37.337329 37.372372 28811300 37.372372
## 2015-04-21 37.687747 37.766592 37.573859 37.591381 33309100 37.591381
## 2015-04-22 37.845439 38.029409 37.749072 37.994366 29271900 37.994366
## 2015-04-23 37.897990 38.362300 37.880472 38.274693 32056500 38.274693
## 2015-04-24 38.432386 38.458670 38.353541 38.414864 44030100 38.414864
## 2015-04-27 38.563797 38.651401 38.484952 38.563797 41819300 38.563797
## 2015-04-28 38.581320 38.712726 38.458674 38.625122 32442100 38.625122
## 2015-04-29 38.239655 38.344779 38.038159 38.143288 45752900 38.143288
## 2015-04-30 37.836679 37.845442 37.556343 37.565105 98330200 37.565105
## 2015-05-01 37.749075 37.898002 37.556343 37.792877 44928900 37.792877
## 2015-05-04 37.810396 38.073211 37.792874 38.011887 31314300 38.011887
## 2015-05-05 37.836675 37.889239 37.591381 37.600140 38738700 37.600140
## 2015-05-06 37.652705 37.687747 37.065752 37.135834 52439700 37.135834
## 2015-05-07 36.916823 37.092034 36.846740 37.083275 44347000 37.083275
## 2015-05-08 37.512533 37.731546 37.398646 37.556335 56822800 37.556335
## 2015-05-11 37.512534 37.573857 37.162112 37.197155 34705400 37.197155
## 2015-05-12 36.908052 37.170867 36.881768 37.074501 38432500 37.074501
## 2015-05-13 37.416169 37.486255 37.118312 37.144596 41156700 37.144596
## 2015-05-14 37.398643 37.573854 37.346082 37.512531 37071400 37.512531
## 2015-05-15 37.486260 37.810399 37.398654 37.801640 40940700 37.801640
## 2015-05-18 37.591379 37.608900 37.398647 37.416168 35675300 37.416168
## 2015-05-19 37.503776 37.530057 37.407411 37.477493 32065300 37.477493
## 2015-05-20 37.398646 37.556335 37.267240 37.451210 37659200 37.451210
## 2015-05-21 37.179631 37.346082 37.127069 37.319798 27575700 37.319798
## 2015-05-22 37.512537 37.556339 37.363610 37.442455 37907000 37.442455
## 2015-05-26 37.205926 37.214686 36.732857 36.846745 51008600 36.846745
## 2015-05-27 36.557641 36.881779 36.496318 36.855499 35464700 36.855499
## 2015-05-28 36.294824 36.417472 36.163416 36.373669 42689100 36.373669
## 2015-05-29 36.312342 36.347385 35.979441 36.023243 59462200 36.023243
## 2015-06-01 36.040772 36.058294 35.804238 35.883083 52509700 35.883083
## 2015-06-02 35.848032 36.180932 35.795471 36.023243 42331700 36.023243
## 2015-06-03 35.865556 35.970684 35.751671 35.839275 39291400 35.839275
## 2015-06-04 35.523896 35.637783 35.278602 35.296124 46637300 35.296124
## 2015-06-05 35.024544 35.313642 34.963221 35.138432 51982800 35.138432
## 2015-06-08 35.191001 35.234806 35.094638 35.129677 34008200 35.129677
## 2015-06-09 34.989504 35.015788 34.875619 34.919422 33384100 34.919422
## 2015-06-10 35.252328 35.471341 35.234806 35.427536 64828100 35.427536
## 2015-06-11 35.339930 35.348689 35.155960 35.252327 33808000 35.252327
## 2015-06-12 35.261086 35.296129 35.147198 35.252327 40975900 35.252327
## 2015-06-15 34.831817 34.901903 34.752972 34.858101 34097000 34.858101
## 2015-06-16 34.735454 34.919424 34.665368 34.866859 33605900 34.866859
## 2015-06-17 34.875626 35.278609 34.674135 35.077118 70505900 35.077118
## 2015-06-18 35.348692 35.532666 35.287369 35.401257 60019000 35.401257
## 2015-06-19 35.234803 35.357451 35.094635 35.094635 55891700 35.094635
## 2015-06-22 35.699112 35.716633 35.558943 35.602745 45009800 35.602745
## 2015-06-23 35.742909 35.970684 35.734150 35.953163 40579100 35.953163
## 2015-06-24 35.918125 35.979449 35.699112 35.699112 56107100 35.699112
## 2015-06-25 35.744123 35.761774 35.549956 35.576435 33663800 35.576435
## 2015-06-26 35.258710 35.435225 35.205754 35.241058 34721500 35.241058
## 2015-06-29 34.676209 34.808593 34.446739 34.455566 59610800 34.455566
## 2015-06-30 35.073372 35.091020 34.843902 34.967461 61266600 34.967461
## 2015-07-01 35.161626 35.179278 34.861552 34.940983 38622300 34.940983
## 2015-07-02 35.152800 35.320487 35.082193 35.108669 34085800 35.108669
## 2015-07-06 34.173148 34.367312 33.996633 34.129017 66892500 34.129017
## 2015-07-07 33.484743 33.678910 33.016982 33.617130 100698500 33.617130
## 2015-07-08 32.725731 32.875766 32.408005 32.460957 93899000 32.460957
## 2015-07-09 33.449436 33.564168 33.078755 33.087582 72889000 33.087582
## 2015-07-10 33.917200 34.040760 33.705382 33.926025 64726600 33.926025
## 2015-07-13 34.146672 34.234930 34.067239 34.155499 43846200 34.155499
## 2015-07-14 33.996623 34.243742 33.961320 34.217266 30252200 34.217266
## 2015-07-15 34.005449 34.031928 33.793634 33.828938 44039400 33.828938
## 2015-07-16 34.208448 34.305531 34.111369 34.252579 36217600 34.252579
## 2015-07-17 34.305534 34.314361 34.146671 34.208450 35714800 34.208450
## 2015-07-20 33.881896 34.058411 33.731861 33.987804 31707000 33.987804
## 2015-07-21 34.137843 34.164320 33.970157 33.996632 27625400 33.996632
## 2015-07-22 33.714206 33.723030 33.475911 33.511215 39326800 33.511215
## 2015-07-23 33.493564 33.520041 33.158187 33.184662 42787700 33.184662
## 2015-07-24 32.911067 32.919891 32.540386 32.708076 55194200 32.708076
## 2015-07-27 32.160883 32.284445 32.010847 32.090279 73051800 32.090279
## 2015-07-28 32.337389 32.443296 32.125574 32.416821 49701300 32.416821
## 2015-07-29 32.496260 32.875765 32.399176 32.734554 61119900 32.734554
## 2015-07-30 32.372701 32.469785 32.205015 32.408005 44051400 32.408005
## 2015-07-31 32.716900 32.884587 32.628644 32.761028 85020500 32.761028
## 2015-08-03 32.363872 32.390352 32.090278 32.213837 45674700 32.213837
## 2015-08-04 32.487431 32.593338 32.231484 32.328568 38618400 32.328568
## 2015-08-05 32.637477 32.663952 32.275623 32.337402 30785300 32.337402
## 2015-08-06 32.169709 32.187361 31.966718 32.054974 42182300 32.054974
## 2015-08-07 32.054971 32.178530 31.966715 32.037319 37027200 32.037319
## 2015-08-10 32.231484 32.646294 32.196182 32.575687 43071900 32.575687
## 2015-08-11 31.807850 31.904934 31.578380 31.860802 58642500 31.860802
## 2015-08-12 31.287137 31.375392 31.110622 31.366568 64540000 31.366568
## 2015-08-13 31.375389 31.516600 31.260654 31.313610 58165600 31.313610
## 2015-08-14 31.393048 31.490131 31.322444 31.357744 35715200 31.357744
## 2015-08-17 30.907634 31.048846 30.845855 31.013542 42609500 31.013542
## 2015-08-18 30.669338 30.757593 30.572254 30.678162 42639500 30.678162
## 2015-08-19 30.448697 30.607560 30.051539 30.298662 112308600 30.298662
## 2015-08-20 29.892677 29.980936 29.742642 29.822073 116628600 29.822073
## 2015-08-21 29.380785 29.521996 28.868892 28.904196 129140200 28.904196
## 2015-08-24 26.944892 28.436437 26.477128 27.642122 218802300 27.642122
## 2015-08-25 29.354308 29.371961 27.995150 27.995150 135001800 27.995150
## 2015-08-26 28.692378 29.036584 28.162837 28.921848 134618500 28.921848
## 2015-08-27 29.486695 30.254530 29.477871 30.201578 144856300 30.201578
## 2015-08-28 29.742638 30.016232 29.645554 29.813242 68659200 29.813242
## 2015-08-31 29.592600 29.919154 29.336657 29.866198 98538600 29.866198
## 2015-09-01 28.957154 29.142493 28.559997 28.710032 83635900 28.710032
## 2015-09-02 29.160144 29.168968 28.798290 29.124840 55551000 29.124840
## 2015-09-03 29.177794 29.627904 29.133663 29.239574 67468200 29.239574
## 2015-09-04 28.692379 28.780639 28.198142 28.365829 81962800 28.365829
## 2015-09-08 29.142492 29.310180 29.001282 29.266052 53584300 29.266052
## 2015-09-09 29.813239 29.866194 29.116011 29.116011 56389200 29.116011
## 2015-09-10 29.195451 29.592606 29.124844 29.416094 49745400 29.416094
## 2015-09-11 29.336658 29.566125 29.274875 29.530821 42195900 29.530821
## 2015-09-14 29.433738 29.521998 29.257227 29.486694 39313800 29.486694
## 2015-09-15 29.477868 29.848546 29.442565 29.769115 51913600 29.769115
## 2015-09-16 30.254531 30.616385 30.210403 30.492825 85209600 30.492825
## 2015-09-17 30.254528 31.198878 30.236875 30.422218 105902400 30.422218
## 2015-09-18 30.122144 30.342787 29.733811 29.857374 90964900 29.857374
## 2015-09-21 29.866202 29.927982 29.689687 29.804422 45318300 29.804422
## 2015-09-22 29.160145 29.274876 29.018933 29.248400 58874100 29.248400
## 2015-09-23 29.116018 29.151318 28.771812 28.780640 44721000 28.780640
## 2015-09-24 28.330524 28.798289 28.189315 28.657078 79880800 28.657078
## 2015-09-25 29.071883 29.071883 28.551165 28.595297 59861600 28.595297
## 2015-09-28 28.365825 28.374654 27.898065 27.986320 58659500 27.986320
## 2015-09-29 28.083404 28.259918 27.924541 28.118708 52829500 28.118708
## 2015-09-30 28.851241 28.992451 28.665902 28.930672 80422200 28.930672
## 2015-10-01 29.168966 29.230746 28.868892 29.089535 48402600 29.089535
## 2015-10-02 28.957151 29.875022 28.851241 29.866198 83904700 29.866198
## 2015-10-05 30.210399 30.528124 30.157443 30.510473 77869000 30.510473
## 2015-10-06 30.404568 30.528127 30.289833 30.457520 47313400 30.457520
## 2015-10-07 31.207703 31.463649 31.031188 31.269482 97905900 31.269482
## 2015-10-08 31.084145 31.648991 31.048841 31.604862 64163600 31.604862
## 2015-10-09 31.922585 32.002017 31.569559 31.719595 61563400 31.719595
## 2015-10-12 31.772552 31.790204 31.446002 31.481302 44030200 31.481302
## 2015-10-13 31.110621 31.375392 30.942934 30.969410 72241600 30.969410
## 2015-10-14 31.190051 31.357738 31.101795 31.207703 57724900 31.207703
## 2015-10-15 31.719600 31.984374 31.534261 31.966722 60410800 31.966722
## 2015-10-16 31.851982 32.002017 31.684295 31.993193 65003800 31.993193
## 2015-10-19 31.657820 31.684299 31.507784 31.666647 52354600 31.666647
## 2015-10-20 31.587216 31.710775 31.516609 31.657820 44212500 31.657820
## 2015-10-21 31.454827 31.481304 31.181233 31.198881 55037000 31.198881
## 2015-10-22 31.525438 31.913768 31.525438 31.843164 56963300 31.843164
## 2015-10-23 32.081455 32.143235 31.904944 32.028503 53727000 32.028503
## 2015-10-26 31.869629 31.887281 31.701938 31.737242 41789200 31.737242
## 2015-10-27 31.401882 31.516613 31.304798 31.375402 56392800 31.375402
## 2015-10-28 31.446004 31.596039 30.837028 31.013542 125416000 31.013542
## 2015-10-29 30.713469 30.863507 30.660517 30.722296 63886000 30.722296
## 2015-10-30 30.951757 30.960585 30.757590 30.775242 72076000 30.775242
## 2015-11-02 31.040015 31.384220 31.022367 31.384220 51896500 31.384220
## 2015-11-03 31.295960 31.922584 31.287136 31.799025 68335400 31.799025
## 2015-11-04 31.993200 32.010852 31.446007 31.543091 69243600 31.543091
## 2015-11-05 31.516604 31.701943 31.393045 31.596035 43303000 31.596035
## 2015-11-06 30.898807 31.198881 30.731120 31.154753 65547200 31.154753
## 2015-11-09 30.704644 30.810552 30.307486 30.378090 76448600 30.378090
## 2015-11-10 30.245701 30.325133 30.113314 30.245701 53876200 30.245701
## 2015-11-11 30.484002 30.492826 30.254532 30.307487 34433100 30.307487
## 2015-11-12 30.175097 30.378087 29.989758 30.016233 53097900 30.016233
## 2015-11-13 29.813240 29.839719 29.513166 29.601425 72046800 29.601425
## 2015-11-16 29.689681 30.183922 29.636729 30.175095 61895300 30.175095
## 2015-11-17 30.219230 30.272182 30.033888 30.086843 58447500 30.086843
## 2015-11-18 30.051537 30.448695 30.025061 30.413391 48166100 30.413391
## 2015-11-19 30.607558 30.766421 30.554602 30.686989 68973900 30.686989
## 2015-11-20 30.987066 31.154753 30.898806 30.995890 73122400 30.995890
## 2015-11-23 30.863508 30.925288 30.678165 30.704645 55352100 30.704645
## 2015-11-24 30.501650 30.916456 30.475171 30.863504 62017500 30.863504
## 2015-11-25 30.669342 30.695818 30.510479 30.625214 37938300 30.625214
## 2015-11-27 30.219227 30.228051 29.919153 29.954453 54817200 29.954453
## 2015-11-30 29.875020 30.033883 29.804416 29.998583 91134900 29.998583
## 2015-12-01 30.148615 30.272174 30.086835 30.228046 56692100 30.228046
## 2015-12-02 30.051537 30.095665 29.742639 29.866198 59091000 29.866198
## 2015-12-03 29.980927 29.998579 29.583769 29.698505 52692500 29.698505
## 2015-12-04 29.451392 29.954457 29.451392 29.901505 79516400 29.901505
## 2015-12-07 29.619081 29.636733 29.327832 29.407263 47613100 29.407263
## 2015-12-08 28.807112 29.107187 28.736508 29.080711 71352200 29.080711
## 2015-12-09 28.992450 29.292525 28.771808 28.842415 66422800 28.842415
## 2015-12-10 28.762986 28.877721 28.586471 28.648251 59281000 28.648251
## 2015-12-11 28.056929 28.092231 27.800982 27.845110 89806000 27.845110
## 2015-12-14 28.136358 28.312875 27.880414 28.295223 83798000 28.295223
## 2015-12-15 28.648247 28.842413 28.639423 28.727678 78124300 28.727678
## 2015-12-16 28.948325 29.442567 28.824766 29.292528 105082200 29.292528
## 2015-12-17 29.310179 29.336659 28.913021 28.913021 93646700 28.913021
## 2015-12-18 28.921850 29.001282 28.754163 28.815943 96868900 28.815943
## 2015-12-21 29.094697 29.121589 28.834762 29.040920 64002400 29.040920
## 2015-12-22 29.049879 29.282921 29.014025 29.273960 49664600 29.273960
## 2015-12-23 29.498041 29.713160 29.489079 29.686268 47464000 29.686268
## 2015-12-24 29.515973 29.632496 29.498047 29.578716 21532700 29.578716
## 2015-12-28 29.345667 29.390482 29.247070 29.372555 38299200 29.372555
## 2015-12-29 29.453227 29.515969 29.363592 29.399446 43931500 29.399446
## 2015-12-30 29.112625 29.157440 28.924397 28.942324 51320000 28.942324
## 2015-12-31 28.942322 29.058842 28.843726 28.852688 44184700 28.852688
## 2016-01-04 28.099777 28.126666 27.830879 28.063923 83489100 28.063923
## 2016-01-05 28.189406 28.234221 28.054955 28.126661 57773900 28.126661
## 2016-01-06 27.597838 27.777102 27.481315 27.588875 65835100 27.588875
## 2016-01-07 26.880776 27.257232 26.719437 26.737364 88974700 26.737364
## 2016-01-08 26.916629 27.015223 26.441576 26.450539 73528000 26.450539
## 2016-01-11 26.701511 26.719436 26.199568 26.441576 56225500 26.441576
## 2016-01-12 26.629801 26.755287 26.307125 26.495352 61357500 26.495352
## 2016-01-13 26.800108 26.889741 26.154754 26.217497 71788700 26.217497
## 2016-01-14 26.244388 26.656697 26.047195 26.558100 65521200 26.558100
## 2016-01-15 25.518359 25.679699 25.168794 25.509396 117573900 25.509396
## 2016-01-19 26.172679 26.208531 25.688662 25.885853 79535100 25.885853
## 2016-01-20 25.249465 25.509398 24.747524 25.321171 103223500 25.321171
## 2016-01-21 25.312207 25.751406 25.123980 25.419767 81845900 25.419767
## 2016-01-22 26.226459 26.298165 26.047193 26.289202 75886600 26.289202
## 2016-01-25 26.109932 26.217492 25.823109 25.841036 59623300 25.841036
## 2016-01-26 25.984453 26.262312 25.939637 26.217497 60020100 26.217497
## 2016-01-27 26.208530 26.495353 25.948597 26.127861 74020200 26.127861
## 2016-01-28 26.638765 26.701509 26.316090 26.540171 84739900 26.540171
## 2016-01-29 26.961443 27.427532 26.934552 27.400642 81973800 27.400642
## 2016-02-01 26.943516 27.221378 26.871811 27.140709 43254600 27.140709
## 2016-02-02 26.692546 26.728398 26.190602 26.262308 75516000 26.262308
## 2016-02-03 26.540175 27.024189 26.100976 27.006262 117143200 27.006262
## 2016-02-04 27.212418 27.553020 27.042115 27.212418 99923300 27.212418
## 2016-02-05 27.104856 27.194488 26.791141 26.898701 70370700 26.898701
## 2016-02-08 26.486391 26.656693 26.217494 26.531208 72716800 26.531208
## 2016-02-09 26.029268 26.468467 25.894818 26.163717 67275700 26.163717
## 2016-02-10 26.459500 26.755287 26.262308 26.271271 67192400 26.271271
## 2016-02-11 25.742436 26.011334 25.634878 25.832069 86795500 25.832069
## 2016-02-12 26.056156 26.289200 25.930670 26.280237 68436000 26.280237
## 2016-02-16 26.773215 26.898700 26.656692 26.862846 54396200 26.862846
## 2016-02-17 27.104857 27.454423 27.077966 27.391680 69297600 27.391680
## 2016-02-18 27.490272 27.490272 27.167594 27.230337 59141200 27.230337
## 2016-02-19 27.060041 27.239304 26.961444 27.104856 59069000 27.104856
## 2016-02-22 27.561982 27.777100 27.517167 27.777100 42673400 27.777100
## 2016-02-23 27.463386 27.508204 27.149674 27.185526 54666100 27.185526
## 2016-02-24 26.746330 27.221383 26.593954 27.122786 59334200 27.122786
## 2016-02-25 27.086931 27.248270 26.889740 27.212418 45895100 27.212418
## 2016-02-26 27.391676 27.409604 26.916626 26.943514 54635600 26.943514
## 2016-02-29 27.212417 27.436498 27.149674 27.176563 65543100 27.176563
## 2016-03-01 27.696430 28.162518 27.687466 28.144592 69324500 28.144592
## 2016-03-02 28.180447 28.538975 28.117704 28.521049 66977500 28.521049
## 2016-03-03 28.547936 28.852685 28.512082 28.843723 69856900 28.843723
## 2016-03-04 29.121592 29.542862 29.049884 29.417377 102487700 29.417377
## 2016-03-07 29.130547 29.515967 29.103659 29.372555 67816600 29.372555
## 2016-03-08 29.014025 29.058840 28.763055 28.870613 50510100 28.870613
## 2016-03-09 29.058844 29.211221 28.960251 29.049883 54890300 29.049883
## 2016-03-10 29.220177 29.273958 28.673420 29.094692 69716400 29.094692
## 2016-03-11 29.533895 29.766938 29.498041 29.704195 74998500 29.704195
## 2016-03-14 29.605598 29.713160 29.444259 29.524929 43838500 29.524929
## 2016-03-15 29.076769 29.112623 28.942323 29.103661 66967800 29.103661
## 2016-03-16 28.870613 29.766937 28.861651 29.686268 98218500 29.686268
## 2016-03-17 30.089621 30.412298 29.937247 30.340590 114746800 30.340590
## 2016-03-18 30.492964 30.645338 30.466076 30.501926 102194600 30.501926
## 2016-03-21 30.466073 30.636373 30.421254 30.564665 59921400 30.564665
## 2016-03-22 30.295768 30.618445 30.286806 30.492960 41960900 30.492960
## 2016-03-23 30.241993 30.241993 29.937243 29.973093 58628500 29.973093
## 2016-03-24 29.650418 29.910349 29.578710 29.901388 61479100 29.901388
## 2016-03-28 29.919316 30.008947 29.865535 29.999985 40595500 29.999985
## 2016-03-29 29.999986 30.421256 29.757978 30.412294 81638800 30.412294
## 2016-03-30 30.869412 30.994900 30.717038 30.726000 53128600 30.726000
## 2016-03-31 30.833570 30.932163 30.609489 30.699120 109595100 30.699120
## 2016-04-01 30.044805 30.663268 29.955170 30.609491 76178800 30.609491
## 2016-04-04 30.591555 30.600516 30.215097 30.241989 46429000 30.241989
## 2016-04-05 29.766941 29.865537 29.596640 29.650421 61660900 29.650421
## 2016-04-06 29.569748 30.017910 29.489079 30.008945 56608700 30.008945
## 2016-04-07 29.614568 29.677310 29.336706 29.408413 75406000 29.408413
## 2016-04-08 30.053766 30.089620 29.802796 29.919319 44785200 29.919319
## 2016-04-11 30.412295 30.519853 30.259918 30.304737 63972000 30.304737
## 2016-04-12 30.304738 30.869421 30.277847 30.770828 70261600 30.770828
## 2016-04-13 31.263803 31.335507 31.129354 31.317581 95376400 31.317581
## 2016-04-14 31.263802 31.290690 31.120390 31.165205 49781400 31.165205
## 2016-04-15 31.129347 31.183127 30.985935 30.985935 61733700 30.985935
## 2016-04-18 30.878383 31.281730 30.815640 31.129353 51810600 31.129353
## 2016-04-19 31.434099 31.676107 31.398245 31.604399 70368800 31.604399
## 2016-04-20 31.353434 31.622330 31.236910 31.460991 51670100 31.460991
## 2016-04-21 31.380325 31.380325 31.084539 31.147282 59286600 31.147282
## 2016-04-22 31.021792 31.236907 30.932157 30.959049 43727100 30.959049
## 2016-04-25 30.941125 30.941125 30.717044 30.761860 40116100 30.761860
## 2016-04-26 30.994909 31.102467 30.905275 31.093502 46394300 31.093502
## 2016-04-27 30.968013 31.335506 30.878382 31.281729 56192100 31.281729
## 2016-04-28 30.968010 31.236907 30.887341 30.959049 51718900 30.959049
## 2016-04-29 30.959056 30.994910 30.573637 30.824606 86482700 30.824606
## 2016-05-02 30.824596 30.833562 30.600515 30.743927 36887000 30.743927
## 2016-05-03 30.161324 30.215101 29.865535 29.874500 94755400 29.874500
## 2016-05-04 29.686269 29.740050 29.372557 29.390484 105838400 29.390484
## 2016-05-05 29.677310 29.713164 29.291889 29.381521 83029500 29.381521
## 2016-05-06 29.282919 29.551819 29.264996 29.426334 81640000 29.426334
## 2016-05-09 29.363595 29.372560 28.969214 29.049883 84074300 29.049883
## 2016-05-10 29.372557 29.623526 29.363591 29.605600 69384400 29.605600
## 2016-05-11 29.578707 29.740046 29.462184 29.533892 58600300 29.533892
## 2016-05-12 29.704197 29.757978 29.345670 29.453228 63469800 29.453228
## 2016-05-13 29.202253 29.327738 28.870611 28.924391 62246800 28.924391
## 2016-05-16 29.211217 29.372556 29.202256 29.273960 51206600 29.273960
## 2016-05-17 29.211221 29.345671 29.058844 29.139513 63616400 29.139513
## 2016-05-18 28.942322 29.247073 28.691349 28.852688 91541300 28.852688
## 2016-05-19 28.610679 28.682385 28.413488 28.583788 74455000 28.583788
## 2016-05-20 28.852687 28.951282 28.816836 28.870613 54928300 28.870613
## 2016-05-23 28.807873 28.996100 28.789947 28.816839 52648200 28.816839
## 2016-05-24 28.969207 29.175361 28.942318 29.112619 58219200 29.112619
## 2016-05-25 29.390483 29.596637 29.372555 29.462187 53340200 29.462187
## 2016-05-26 29.695234 29.749012 29.498042 29.659380 48215100 29.659380
## 2016-05-27 29.766941 29.829683 29.569752 29.650421 43342900 29.650421
## 2016-05-31 29.722122 29.847606 29.605599 29.686268 94760100 29.686268
## 2016-06-01 29.569752 29.731087 29.498044 29.668344 52115100 29.668344
## 2016-06-02 29.641453 29.946203 29.596636 29.910349 48252500 29.910349
## 2016-06-03 30.277840 30.385401 30.044796 30.367474 89424800 30.367474
## 2016-06-06 30.483999 30.743934 30.457111 30.690157 110069500 30.690157
## 2016-06-07 30.887347 31.003870 30.860458 30.968016 59934000 30.968016
## 2016-06-08 31.174175 31.245882 31.066616 31.192101 75850100 31.192101
## 2016-06-09 30.770827 30.905274 30.726008 30.833570 54934300 30.833570
## 2016-06-10 30.206138 30.340584 29.982057 30.053761 77417500 30.053761
## 2016-06-13 29.659379 29.910349 29.596636 29.632490 56865500 29.632490
## 2016-06-14 29.542853 29.686265 29.291883 29.533892 71023800 29.533892
## 2016-06-15 29.838648 30.107544 29.740051 29.847609 64707000 29.847609
## 2016-06-16 29.309811 29.766935 29.121584 29.740046 73981900 29.740046
## 2016-06-17 29.793836 29.838651 29.596643 29.820724 56740400 29.820724
## 2016-06-20 30.385408 30.546746 30.322665 30.349554 78204200 30.349554
## 2016-06-21 30.492964 30.672230 30.322665 30.582596 75173100 30.582596
## 2016-06-22 30.786754 30.859022 30.606080 30.660280 67273500 30.660280
## 2016-06-23 31.075834 31.401043 30.940328 31.401043 70159900 31.401043
## 2016-06-24 29.594303 30.226661 29.422665 29.494936 158566000 29.494936
## 2016-06-27 29.359437 29.368469 28.808382 29.115528 101826000 29.115528
## 2016-06-28 29.811115 29.991789 29.702712 29.973721 68332900 29.973721
## 2016-06-29 30.551879 30.732552 30.497675 30.732552 82587300 30.732552
## 2016-06-30 30.868059 31.121004 30.723520 31.039701 92761700 31.039701
## 2016-07-01 31.274575 31.392014 31.202308 31.337811 66514800 31.337811
## 2016-07-05 30.904191 30.931294 30.624150 30.669317 63420200 30.669317
## 2016-07-06 30.253772 30.588017 30.109233 30.588017 61084500 30.588017
## 2016-07-07 30.732552 30.822888 30.416371 30.506710 49586800 30.506710
## 2016-07-08 30.849989 31.175198 30.813854 31.166166 74907900 31.166166
## 2016-07-11 31.428151 31.572690 31.410083 31.464287 70202000 31.464287
## 2016-07-12 31.879829 32.006299 31.789490 31.906929 89275200 31.906929
## 2016-07-13 31.915963 31.934027 31.644950 31.852724 62034300 31.852724
## 2016-07-14 32.205044 32.403782 32.132773 32.313446 99969200 32.313446
## 2016-07-15 32.286348 32.313447 32.114706 32.241177 82124300 32.241177
## 2016-07-18 32.141810 32.539289 32.141810 32.530254 75861700 32.530254
## 2016-07-19 32.241175 32.304410 32.087604 32.196007 54832700 32.196007
## 2016-07-20 32.268280 32.430887 32.177942 32.358616 48091500 32.358616
## 2016-07-21 32.286351 32.421853 32.168912 32.259247 56354300 32.259247
## 2016-07-22 32.367644 32.503147 32.268272 32.494114 45498600 32.494114
## 2016-07-25 32.376681 32.385712 32.141807 32.168907 44174100 32.168907
## 2016-07-26 32.349580 32.485084 32.304409 32.421848 63593800 32.421848
## 2016-07-27 32.476055 32.629625 32.205045 32.530254 67888600 32.530254
## 2016-07-28 32.476056 32.539291 32.331517 32.539291 45590000 32.539291
## 2016-07-29 32.548320 32.747062 32.403781 32.710926 85265700 32.710926
## 2016-08-01 32.792229 32.846433 32.602523 32.647690 57794000 32.647690
## 2016-08-02 32.593493 32.674793 32.177942 32.412819 81854600 32.412819
## 2016-08-03 32.186980 32.539292 32.114709 32.521225 42844900 32.521225
## 2016-08-04 32.611558 32.837399 32.539290 32.701897 70532500 32.701897
## 2016-08-05 32.936771 33.117446 32.846436 33.081310 55760000 33.081310
## 2016-08-08 33.298118 33.388453 33.261982 33.316185 43636800 33.316185
## 2016-08-09 33.442659 33.677533 33.433623 33.542030 65823600 33.542030
## 2016-08-10 33.713667 33.731734 33.451690 33.551060 59111700 33.551060
## 2016-08-11 33.686567 34.002743 33.641399 33.984676 82544300 33.984676
## 2016-08-12 33.876267 33.966602 33.722697 33.858200 54790400 33.858200
## 2016-08-15 34.111147 34.309889 34.102115 34.210518 55160100 34.210518
## 2016-08-16 34.138253 34.138253 33.939511 34.056950 62084000 34.056950
## 2016-08-17 33.794967 33.930473 33.514921 33.840134 106432500 33.840134
## 2016-08-18 34.056949 34.174387 33.966609 34.156319 63045700 34.156319
## 2016-08-19 33.785932 33.993706 33.641393 33.966602 63995700 33.966602
## 2016-08-22 33.650426 33.650426 33.415552 33.514919 62902100 33.514919
## 2016-08-23 33.803997 33.876268 33.352313 33.379417 72475000 33.379417
## 2016-08-24 33.325214 33.514920 33.261979 33.469753 75080700 33.469753
## 2016-08-25 33.343279 33.514917 33.343279 33.496853 56434300 33.496853
## 2016-08-26 33.569132 33.921444 32.945809 33.207783 178796200 33.207783
## 2016-08-29 33.207778 33.505891 33.189715 33.460724 49578800 33.460724
## 2016-08-30 33.505890 33.623329 33.316184 33.370384 48196900 33.370384
## 2016-08-31 33.198750 33.234885 32.900637 33.000008 98943200 33.000008
## 2016-09-01 33.036140 33.252949 32.954837 33.252949 67120400 33.252949
## 2016-09-02 33.704628 33.813031 33.560090 33.794964 88393000 33.794964
## 2016-09-06 34.246653 34.544766 34.174385 34.517662 108573800 34.517662
## 2016-09-07 34.526703 34.544771 34.336993 34.409264 58618800 34.409264
## 2016-09-08 34.418280 34.517651 34.237610 34.318913 73367300 34.318913
## 2016-09-09 33.785935 33.794967 33.144542 33.162609 124082600 33.162609
## 2016-09-12 32.710926 33.514922 32.647690 33.388451 119811600 33.388451
## 2016-09-13 32.891597 33.018068 32.385710 32.548317 160782500 32.548317
## 2016-09-14 32.656726 33.009039 32.629623 32.647690 90163100 32.647690
## 2016-09-15 32.882574 33.289086 32.738036 33.207783 87331100 33.207783
## 2016-09-16 32.936770 33.027108 32.674792 32.981937 92612000 32.981937
## 2016-09-19 33.397493 33.514928 33.189720 33.243919 55874700 33.243919
## 2016-09-20 33.505895 33.505895 33.252953 33.261986 48531200 33.261986
## 2016-09-21 33.587194 34.237620 33.487823 34.192448 123874800 34.192448
## 2016-09-22 34.490559 34.617030 34.309885 34.436356 73865400 34.436356
## 2016-09-23 34.156316 34.246652 33.975643 33.993710 56201900 33.993710
## 2016-09-26 33.686559 33.767862 33.496853 33.496853 47253900 33.496853
## 2016-09-27 33.740761 33.975639 33.596223 33.975639 60877300 33.975639
## 2016-09-28 34.029841 34.309887 33.722700 34.282787 82411300 34.282787
## 2016-09-29 34.102113 34.192448 33.587194 33.686565 74659100 33.686565
## 2016-09-30 33.840136 33.957575 33.677530 33.831104 85539100 33.831104
## 2016-10-03 33.903373 34.129215 33.767870 34.065979 77690300 34.065979
## 2016-10-04 34.084046 34.165349 33.578158 33.686565 95339800 33.686565
## 2016-10-05 34.029839 34.219548 33.921435 34.174381 61950100 34.174381
## 2016-10-06 33.993711 34.228584 33.912407 34.201485 45429700 34.201485
## 2016-10-07 34.246651 34.291818 33.785935 34.047909 77792800 34.047909
## 2016-10-10 34.273751 34.499593 34.219551 34.418289 56113700 34.418289
## 2016-10-11 33.822064 33.840131 33.451683 33.623325 79646900 33.623325
## 2016-10-12 33.514921 33.677528 33.406519 33.560093 48482900 33.560093
## 2016-10-13 33.045180 33.388457 32.864505 33.261986 67497300 33.261986
## 2016-10-14 33.542027 33.614294 33.252949 33.316185 54235800 33.316185
## 2016-10-17 33.271020 33.406523 33.243916 33.280052 37742300 33.280052
## 2016-10-18 33.849173 33.930476 33.731734 33.867241 50174900 33.867241
## 2016-10-19 34.029841 34.147280 33.903370 34.075012 49171200 34.075012
## 2016-10-20 33.957571 34.120177 33.849168 33.975639 55283900 33.975639
## 2016-10-21 33.776896 33.993706 33.731728 33.966602 33058500 33.966602
## 2016-10-24 34.237620 34.264719 34.020810 34.111145 28142200 34.111145
## 2016-10-25 34.084043 34.210514 34.029839 34.147278 32233900 34.147278
## 2016-10-26 33.767870 33.948544 33.677531 33.785938 50715500 33.785938
## 2016-10-27 33.813030 33.813030 33.469749 33.496853 47287000 33.496853
## 2016-10-28 33.532994 33.677533 33.198749 33.361355 69558100 33.361355
## 2016-10-31 33.514924 33.668499 33.469757 33.551060 60365100 33.551060
## 2016-11-01 33.677533 33.686568 33.018075 33.280052 90113200 33.280052
## 2016-11-02 33.153577 33.243912 32.728994 32.882568 82319300 32.882568
## 2016-11-03 32.918704 33.018075 32.674794 32.792233 67403000 32.792233
## 2016-11-04 32.530261 32.683835 32.412826 32.457993 78558900 32.457993
## 2016-11-07 33.252942 33.668490 33.198739 33.632355 85341300 33.632355
## 2016-11-08 33.632362 34.029842 33.397487 33.849171 83963300 33.849171
## 2016-11-09 32.828369 33.144547 32.602527 32.747066 193443900 32.747066
## 2016-11-10 32.448949 32.566388 31.653989 31.816595 206490900 31.816595
## 2016-11-11 31.211340 31.473317 30.822892 31.211340 182114700 31.211340
## 2016-11-14 31.003559 31.166165 30.741582 30.985491 107881600 30.985491
## 2016-11-15 31.229410 31.663025 31.211342 31.608826 89937000 31.608826
## 2016-11-16 31.238435 31.428141 31.184231 31.346838 65387900 31.346838
## 2016-11-17 31.455248 31.635921 31.337809 31.392012 80829200 31.392012
## 2016-11-18 31.455249 31.518484 31.229408 31.247475 51490500 31.247475
## 2016-11-21 31.527516 31.644951 31.464280 31.554615 45251800 31.554615
## 2016-11-22 32.015331 32.051466 31.798524 32.033398 61503100 32.033398
## 2016-11-23 31.581712 31.735286 31.509445 31.690119 43495600 31.690119
## 2016-11-25 31.870795 31.897898 31.798528 31.843695 28572700 31.843695
## 2016-11-28 31.970163 32.096634 31.934027 31.970163 50953000 31.970163
## 2016-11-29 31.870796 32.114705 31.834664 32.015335 36457700 32.015335
## 2016-11-30 32.159869 32.205041 32.051467 32.069534 86930300 32.069534
## 2016-12-01 31.979196 32.051464 31.681084 31.690119 80947500 31.690119
## 2016-12-02 31.690123 31.879829 31.672055 31.726255 58727500 31.726255
## 2016-12-05 31.879831 32.015334 31.861763 31.988234 53275100 31.988234
## 2016-12-06 32.087602 32.168906 32.006299 32.159870 48356900 32.159870
## 2016-12-07 32.358617 32.738033 32.304413 32.701897 61773300 32.701897
## 2016-12-08 32.611554 32.891599 32.593490 32.846432 60291800 32.846432
## 2016-12-09 32.647689 32.774160 32.584454 32.674789 60173400 32.674789
## 2016-12-12 32.494129 32.611564 32.367658 32.457993 40766300 32.457993
## 2016-12-13 32.647686 32.891596 32.638654 32.819328 48943200 32.819328
## 2016-12-14 32.557356 32.674791 31.834663 31.843695 95190000 31.843695
## 2016-12-15 31.861760 32.024367 31.771422 31.897896 68897000 31.897896
## 2016-12-16 31.825627 31.924997 31.663020 31.753359 75471100 31.753359
## 2016-12-19 31.771430 31.780465 31.536556 31.536556 45241700 31.536556
## 2016-12-20 31.626883 31.708186 31.563648 31.644951 39157800 31.644951
## 2016-12-21 31.696114 31.705253 31.485964 31.513378 52040600 31.513378
## 2016-12-22 31.175310 31.193584 31.010845 31.138765 48802800 31.138765
## 2016-12-23 31.166176 31.321503 31.138767 31.321503 32062900 31.321503
## 2016-12-27 31.394601 31.495108 31.385461 31.458559 25959900 31.458559
## 2016-12-28 31.723538 31.760083 31.613891 31.696125 33745600 31.696125
## 2016-12-29 32.015909 32.253468 31.997634 32.216919 48465500 32.216919
## 2016-12-30 32.207792 32.226066 31.897135 31.988503 60515600 31.988503
## 2017-01-03 32.335712 32.573276 32.253480 32.372261 64483700 32.372261
## 2017-01-04 32.554999 32.682916 32.536725 32.618958 83072600 32.618958
## 2017-01-05 32.856515 33.030120 32.838241 32.975296 60303200 32.975296
## 2017-01-06 32.865655 32.893065 32.746873 32.838242 33132200 32.838242
## 2017-01-09 32.819964 32.893062 32.774280 32.810829 33950800 32.810829
## 2017-01-10 33.011844 33.185445 32.984430 33.002705 46621700 33.002705
## 2017-01-11 33.066672 33.423017 32.938755 33.395603 92509300 33.395603
## 2017-01-12 33.532647 33.541782 33.368181 33.541782 38318100 33.541782
## 2017-01-13 33.413863 33.541780 33.377315 33.514370 35242000 33.514370
## 2017-01-17 33.441274 33.550921 33.395591 33.496098 38367000 33.496098
## 2017-01-18 33.514376 33.523512 33.249403 33.313362 37054200 33.313362
## 2017-01-19 33.322502 33.331638 33.075804 33.212856 52877000 33.212856
## 2017-01-20 33.249404 33.322502 33.094077 33.276814 59295600 33.276814
## 2017-01-23 33.505241 33.779353 33.486971 33.770214 51401800 33.770214
## 2017-01-24 33.916407 34.108286 33.898132 33.980366 45519900 33.980366
## 2017-01-25 34.217921 34.373248 34.135689 34.354973 42660800 34.354973
## 2017-01-26 34.345841 34.354976 34.181376 34.208786 43300100 34.208786
## 2017-01-27 34.208782 34.281879 34.099140 34.236195 30457500 34.236195
## 2017-01-30 33.989501 34.062595 33.907269 34.053459 34712000 34.053459
## 2017-01-31 34.090010 34.181379 33.989503 34.117420 67258600 34.117420
## 2017-02-01 34.254477 34.318435 34.044324 34.135696 54321500 34.135696
## 2017-02-02 34.245335 34.318432 34.190512 34.281883 26814000 34.281883
## 2017-02-03 34.428076 34.555994 34.354979 34.492035 34305200 34.492035
## 2017-02-06 34.455485 34.492034 34.382391 34.409801 30250100 34.409801
## 2017-02-07 34.336702 34.373248 34.199646 34.236195 31693700 34.236195
## 2017-02-08 34.254471 34.482895 34.245332 34.446346 37862900 34.446346
## 2017-02-09 34.446350 34.665636 34.446350 34.601677 38286700 34.601677
## 2017-02-10 34.683911 34.921474 34.665637 34.921474 38798700 34.921474
## 2017-02-13 34.921470 35.067662 34.912332 35.031113 34007000 35.031113
## 2017-02-14 35.031116 35.067665 34.747869 35.067665 55327300 35.067665
## 2017-02-15 35.076794 35.369177 35.040245 35.350903 49527300 35.350903
## 2017-02-16 35.387450 35.387450 35.195574 35.222984 42986800 35.222984
## 2017-02-17 34.948877 35.085934 34.921467 35.076794 54880700 35.076794
## 2017-02-21 35.296087 35.469688 35.259538 35.460552 42603700 35.460552
## 2017-02-22 35.405729 35.570194 35.387455 35.570194 39083500 35.570194
## 2017-02-23 35.752938 35.771213 35.524514 35.579334 46763100 35.579334
## 2017-02-24 35.149891 35.232124 35.104203 35.159027 44575100 35.159027
## 2017-02-27 35.058524 35.159032 34.967155 35.049389 53625500 35.049389
## 2017-02-28 35.012841 35.021980 34.702184 34.711323 71508900 34.711323
## 2017-03-01 34.994559 35.268667 34.976285 35.250397 93966300 35.250397
## 2017-03-02 34.903194 34.967152 34.619946 34.629086 63518000 34.629086
## 2017-03-03 34.793558 34.930611 34.683912 34.894062 54969900 34.894062
## 2017-03-06 34.948880 34.958015 34.802688 34.912331 30455800 34.912331
## 2017-03-07 35.021981 35.040251 34.884924 34.948883 43470400 34.948883
## 2017-03-08 34.866645 34.921468 34.592537 34.619946 60587000 34.619946
## 2017-03-09 34.446356 34.501175 34.163108 34.345848 64159100 34.345848
## 2017-03-10 34.619945 34.729588 34.537713 34.729588 45184900 34.729588
## 2017-03-13 35.095071 35.241262 35.058522 35.213852 42405900 35.213852
## 2017-03-14 35.104204 35.149891 34.985426 35.012836 56600300 35.012836
## 2017-03-15 35.195576 35.990491 35.095069 35.926533 124080900 35.926533
## 2017-03-16 36.182366 36.228055 36.036176 36.145821 137911800 36.145821
## 2017-03-17 36.182366 36.200641 36.054449 36.081863 68267900 36.081863
## 2017-03-20 36.310288 36.602670 36.255464 36.502163 70310000 36.502163
## 2017-03-21 36.684905 36.757999 36.072727 36.100136 71712900 36.100136
## 2017-03-22 36.072729 36.355976 35.981360 36.273743 70134100 36.273743
## 2017-03-23 36.145826 36.410796 36.136688 36.282879 53877500 36.282879
## 2017-03-24 36.255468 36.438208 36.246329 36.374249 68871400 36.374249
## 2017-03-27 36.136687 36.337701 36.027044 36.273743 52896700 36.273743
## 2017-03-28 36.246329 36.483892 36.246329 36.374249 51799000 36.374249
## 2017-03-29 36.292015 36.465616 36.218917 36.438206 36857000 36.438206
## 2017-03-30 36.292014 36.401656 36.218916 36.246326 33282500 36.246326
## 2017-03-31 36.017900 36.072724 35.917396 35.990490 94971500 35.990490
## 2017-04-03 36.100137 36.228058 35.972220 36.191509 60048300 36.191509
## 2017-04-04 36.118414 36.264605 36.054455 36.209785 44136500 36.209785
## 2017-04-05 36.365109 36.456481 36.081866 36.100136 44099200 36.100136
## 2017-04-06 36.063595 36.127553 35.926539 36.036182 35544800 36.036182
## 2017-04-07 35.963079 36.136679 35.935669 35.972214 40355800 35.972214
## 2017-04-10 35.835170 35.871715 35.716388 35.826031 33853800 35.826031
## 2017-04-11 35.816891 35.862574 35.533643 35.743793 46002800 35.743793
## 2017-04-12 35.899123 35.926533 35.698109 35.917397 55149100 35.917397
## 2017-04-13 35.999638 36.091006 35.752939 35.762074 48182500 35.762074
## 2017-04-17 35.926543 36.136692 35.871719 36.136692 29862300 36.136692
## 2017-04-18 35.725520 35.853441 35.597603 35.679836 50889200 35.679836
## 2017-04-19 35.771210 35.780345 35.369181 35.460552 58751100 35.460552
## 2017-04-20 35.844305 35.908263 35.734663 35.899128 46722900 35.899128
## 2017-04-21 35.908263 35.953947 35.835169 35.899128 32949500 35.899128
## 2017-04-24 36.429072 36.483895 36.319429 36.410797 63549800 36.410797
## 2017-04-25 36.675763 36.831094 36.639215 36.730587 50957400 36.730587
## 2017-04-26 36.666634 36.776276 36.547852 36.593536 56452000 36.593536
## 2017-04-27 36.666629 36.675765 36.438205 36.547848 42298100 36.547848
## 2017-04-28 36.584399 36.666632 36.483892 36.602673 56635400 36.602673
## 2017-05-01 36.767140 36.913332 36.684907 36.812824 41171000 36.812824
## 2017-05-02 36.968143 37.123473 36.922459 37.077789 55325500 37.077789
## 2017-05-03 36.922466 36.959014 36.730590 36.831097 58336100 36.831097
## 2017-05-04 36.630082 36.648357 36.392523 36.419933 81078300 36.419933
## 2017-05-05 36.365102 36.721443 36.355966 36.721443 52581000 36.721443
## 2017-05-08 36.821954 36.913326 36.684902 36.712311 35951500 36.712311
## 2017-05-09 36.995562 37.287944 36.968149 37.178299 70127300 37.178299
## 2017-05-10 37.287946 37.424999 37.242259 37.424999 47629100 37.424999
## 2017-05-11 37.470680 37.571188 37.287944 37.507229 37366100 37.507229
## 2017-05-12 37.562049 37.699101 37.552910 37.662556 65418200 37.662556
## 2017-05-15 37.854435 38.064585 37.827026 38.046310 52561000 38.046310
## 2017-05-16 38.018905 38.101138 37.945808 38.082863 41936300 38.082863
## 2017-05-17 37.753928 37.799612 37.415861 37.434135 63287300 37.434135
## 2017-05-18 36.529577 37.141756 36.383386 36.812824 121234700 36.812824
## 2017-05-19 37.351903 37.671696 37.342764 37.598602 63742000 37.598602
## 2017-05-22 37.635143 37.753924 37.598598 37.635143 46357500 37.635143
## 2017-05-23 37.662560 37.717380 37.571188 37.671696 39495600 37.671696
## 2017-05-24 37.680838 37.881849 37.644290 37.817890 48549600 37.817890
## 2017-05-25 38.018897 38.128539 37.927524 38.000622 39606900 38.000622
## 2017-05-26 38.073718 38.155950 38.037173 38.137680 31372700 38.137680
## 2017-05-30 37.927529 37.991492 37.863571 37.936668 35122800 37.936668
## 2017-05-31 37.936665 37.936665 37.580324 37.644283 80159500 37.644283
## 2017-06-01 37.744788 37.973212 37.653416 37.964073 46802100 37.964073
## 2017-06-02 38.101133 38.183366 38.009761 38.155952 43699200 38.155952
## 2017-06-05 38.146824 38.238192 38.073726 38.110275 39245500 38.110275
## 2017-06-06 38.064581 38.210773 38.046306 38.128540 34184900 38.128540
## 2017-06-07 38.009765 38.155957 37.872714 38.082863 34745400 38.082863
## 2017-06-08 38.338693 38.356968 38.165092 38.311283 48941400 38.311283
## 2017-06-09 38.338690 38.411787 37.808748 38.018898 73660800 38.018898
## 2017-06-12 37.799616 37.836165 37.635151 37.817890 52374200 37.817890
## 2017-06-13 38.018897 38.046306 37.872705 38.000622 38327800 38.000622
## 2017-06-14 38.283876 38.302146 37.863573 37.991493 70500400 37.991493
## 2017-06-15 37.534643 37.616872 37.370178 37.598602 87660700 37.598602
## 2017-06-16 37.680831 37.726515 37.498091 37.662556 53875900 37.662556
## 2017-06-19 37.890983 38.101133 37.863570 38.037174 68181200 38.037174
## 2017-06-20 37.928856 37.938037 37.589223 37.616760 71372000 37.616760
## 2017-06-21 37.791166 37.882961 37.635120 37.699375 54840400 37.699375
## 2017-06-22 37.901317 38.048186 37.809522 37.892136 50400700 37.892136
## 2017-06-23 37.956395 38.167522 37.928859 38.094086 46141200 38.094086
## 2017-06-26 38.452080 38.562231 38.332748 38.461262 44381000 38.461262
## 2017-06-27 38.461265 38.461265 38.002301 38.011478 54898400 38.011478
## 2017-06-28 38.121619 38.341923 38.029827 38.305206 33600800 38.305206
## 2017-06-29 38.121622 38.130803 37.561684 37.818707 66218700 37.818707
## 2017-06-30 38.048192 38.158342 37.965578 37.993114 76054300 37.993114
## 2017-07-03 38.204236 38.332745 38.130803 38.213417 38427000 38.213417
## 2017-07-05 37.993115 38.158344 37.809529 38.139984 49491000 38.139984
## 2017-07-06 37.864606 37.938042 37.625946 37.681019 48464800 37.681019
## 2017-07-07 37.781985 37.846240 37.589221 37.754448 69254100 37.754448
## 2017-07-10 37.882964 38.139983 37.864605 38.112446 38230800 38.112446
## 2017-07-11 38.314398 38.470445 38.204244 38.424549 41916900 38.424549
## 2017-07-12 38.966126 39.250682 38.938586 39.168068 80106600 39.168068
## 2017-07-13 39.232323 39.379192 39.195605 39.360832 38698800 39.360832
## 2017-07-14 39.627032 39.884055 39.608677 39.856514 51171300 39.856514
## 2017-07-17 39.700465 39.728002 39.590314 39.672928 44288000 39.672928
## 2017-07-18 39.599491 39.828973 39.544418 39.792255 49195500 39.792255
## 2017-07-19 39.792251 40.205321 39.792251 40.122707 37949700 40.122707
## 2017-07-20 40.159423 40.168600 39.985017 40.076809 35990000 40.076809
## 2017-07-21 40.085996 40.095178 39.939128 40.049282 34217900 40.049282
## 2017-07-24 40.223684 40.223684 40.049278 40.168606 37613800 40.168606
## 2017-07-25 40.214506 40.269580 40.058456 40.067638 37103900 40.067638
## 2017-07-26 40.131890 40.443986 40.076813 40.398087 49001700 40.398087
## 2017-07-27 40.526607 40.535785 39.893233 40.177792 61916500 40.177792
## 2017-07-28 40.030919 40.168605 39.929946 40.159428 46072600 40.159428
## 2017-07-31 40.242044 40.242044 40.095175 40.205326 60833500 40.205326
## 2017-08-01 40.388912 40.416449 40.278761 40.324657 37138400 40.324657
## 2017-08-02 40.398084 40.434803 40.150247 40.361370 29234800 40.361370
## 2017-08-03 40.168611 40.196152 39.994207 40.196152 45351400 40.196152
## 2017-08-04 40.287936 40.370551 40.104350 40.343014 48442700 40.343014
## 2017-08-07 40.489888 40.645934 40.462351 40.618397 23791100 40.618397
## 2017-08-08 40.728552 40.921320 40.572506 40.627579 33793700 40.627579
## 2017-08-09 40.159430 40.287939 40.049279 40.260403 29007400 40.260403
## 2017-08-10 39.920763 39.929940 39.287388 39.305748 104326500 39.305748
## 2017-08-11 39.351649 39.562772 39.213962 39.397545 52964600 39.397545
## 2017-08-14 39.828973 39.994201 39.755541 39.801437 37340400 39.801437
## 2017-08-15 39.773899 39.874869 39.691286 39.847332 29467800 39.847332
## 2017-08-16 40.177788 40.287939 40.122712 40.260403 43356300 40.260403
## 2017-08-17 40.168608 40.232867 39.691288 39.746361 65838600 39.746361
## 2017-08-18 39.902404 40.251214 39.737176 40.085987 67014400 40.085987
## 2017-08-21 40.177790 40.315478 40.085996 40.232868 27756400 40.232868
## 2017-08-22 40.517420 40.737725 40.480702 40.682648 30935800 40.682648
## 2017-08-23 40.609219 40.912134 40.581678 40.875416 48383900 40.875416
## 2017-08-24 41.059000 41.095717 40.875413 41.003922 52141700 41.003922
## 2017-08-25 41.233403 41.371094 41.159970 41.242584 55530900 41.242584
## 2017-08-28 41.224228 41.224228 41.013104 41.095718 37424900 41.095718
## 2017-08-29 41.095713 41.095713 40.627567 41.022278 45507800 41.022278
## 2017-08-30 40.967205 41.114074 40.939664 41.086533 46687600 41.086533
## 2017-08-31 41.095717 41.242586 41.049822 41.150795 62118300 41.150795
## 2017-09-01 41.316014 41.472064 41.260941 41.453705 55195500 41.453705
## 2017-09-05 41.132436 41.215051 40.701008 40.912132 49130500 40.912132
## 2017-09-06 41.068178 41.224225 41.003920 41.178329 44733800 41.178329
## 2017-09-07 41.380277 41.481247 41.325200 41.481247 39114300 41.481247
## 2017-09-08 41.416992 41.426173 41.132435 41.205868 41973600 41.205868
## 2017-09-11 41.545498 41.784162 41.536321 41.756626 45287800 41.756626
## 2017-09-12 41.756631 41.793346 41.646477 41.710732 49495000 41.710732
## 2017-09-13 41.545494 41.609753 41.398625 41.490421 54758700 41.490421
## 2017-09-14 41.389450 41.618933 41.352732 41.600574 36057900 41.600574
## 2017-09-15 41.674014 41.903497 41.591400 41.848419 47816300 41.848419
## 2017-09-18 42.114625 42.188057 41.940216 41.995293 37633400 41.995293
## 2017-09-19 42.022824 42.096260 41.894314 42.087078 63741000 42.087078
## 2017-09-20 42.105442 42.169697 41.499608 41.894318 78810000 41.894318
## 2017-09-21 41.894318 42.032009 41.802527 41.894318 32668200 41.894318
## 2017-09-22 41.664840 41.738277 41.591408 41.655663 39264300 41.655663
## 2017-09-25 41.306845 41.306845 40.792803 40.948853 85660600 40.948853
## 2017-09-26 41.031463 41.086536 40.774440 40.838699 62892900 40.838699
## 2017-09-27 40.719367 40.801981 40.471525 40.691830 80084700 40.691830
## 2017-09-28 40.480701 40.719366 40.471524 40.664288 54957600 40.664288
## 2017-09-29 40.976389 41.233409 40.893775 41.132439 70546800 41.132439
## 2017-10-02 41.132439 41.334381 41.114080 41.141617 68124300 41.141617
## 2017-10-03 41.472065 41.802520 41.426169 41.793339 54087400 41.793339
## 2017-10-04 41.774983 41.885137 41.729087 41.784164 45574100 41.784164
## 2017-10-05 41.958565 42.215588 41.949387 42.096256 38759200 42.096256
## 2017-10-06 41.710728 41.912673 41.591398 41.885136 44870200 41.885136
## 2017-10-09 41.774987 41.857601 41.701555 41.857601 25022400 41.857601
## 2017-10-10 42.178873 42.298205 42.123795 42.270664 45691800 42.270664
## 2017-10-11 42.261486 42.481788 42.252305 42.463428 48802900 42.463428
## 2017-10-12 42.481786 42.564400 42.408354 42.445072 35546600 42.445072
## 2017-10-13 42.830597 42.913211 42.775519 42.830597 61902200 42.830597
## 2017-10-16 42.940754 42.977472 42.793885 42.803066 34089400 42.803066
## 2017-10-17 42.692911 42.711270 42.500146 42.582760 38828200 42.582760
## 2017-10-18 42.729631 42.821426 42.601121 42.683735 36187200 42.683735
## 2017-10-19 42.243122 42.334914 42.123790 42.307377 51487000 42.307377
## 2017-10-20 42.518506 42.546042 42.389995 42.463428 46370200 42.463428
## 2017-10-23 42.390003 42.399181 42.114625 42.123802 47564000 42.123802
## 2017-10-24 42.206417 42.353284 42.114625 42.123802 40213400 42.123802
## 2017-10-25 42.289028 42.344105 41.701553 42.032009 57309600 42.032009
## 2017-10-26 42.059536 42.142150 41.738262 41.747440 55320500 41.747440
## 2017-10-27 41.967750 42.399175 41.839241 42.353279 55225600 42.353279
## 2017-10-30 42.215592 42.325742 42.032005 42.087078 35732500 42.087078
## 2017-10-31 42.344101 42.481789 42.279846 42.481789 63902300 42.481789
## 2017-11-01 42.867323 43.005010 42.674559 42.702095 51926300 42.702095
## 2017-11-02 42.766349 42.803068 42.555227 42.757172 38024500 42.757172
## 2017-11-03 42.720452 42.738810 42.307383 42.536865 42909900 42.536865
## 2017-11-06 42.738804 43.023360 42.720446 43.014183 30828500 43.014183
## 2017-11-07 42.968293 43.023367 42.674557 42.738811 46904400 42.738811
## 2017-11-08 42.867325 42.968298 42.793889 42.940758 35006300 42.940758
## 2017-11-09 42.647016 42.766348 42.353279 42.674557 39894900 42.674557
## 2017-11-10 42.619480 42.647017 42.399176 42.490971 32484400 42.490971
## 2017-11-13 42.344107 42.490976 42.243134 42.399181 52239700 42.399181
## 2017-11-14 42.325744 42.371639 42.059543 42.114620 56682300 42.114620
## 2017-11-15 41.903500 42.013650 41.719913 41.894318 49000900 41.894318
## 2017-11-16 42.509335 42.894864 42.500153 42.766354 46316400 42.766354
## 2017-11-17 42.894860 43.161060 42.867323 42.977474 46258900 42.977474
## 2017-11-20 42.931576 43.234491 42.913218 43.197777 45493800 43.197777
## 2017-11-21 43.720996 43.950478 43.702637 43.776070 63587700 43.776070
## 2017-11-22 43.913764 43.996378 43.739359 43.886227 60764000 43.886227
## 2017-11-24 43.748534 43.821971 43.702639 43.794430 25838000 43.794430
## 2017-11-27 43.427264 43.445623 43.133527 43.151882 47853200 43.151882
## 2017-11-28 43.500696 43.620028 43.307932 43.473160 54357600 43.473160
## 2017-11-29 43.298748 43.298748 42.683737 42.784710 66269800 42.784710
## 2017-11-30 42.656200 42.665378 42.289027 42.316563 118059300 42.316563
## 2017-12-01 42.206410 42.289024 41.875955 42.077900 88358900 42.077900
## 2017-12-04 42.546044 42.619480 42.123797 42.160515 67381600 42.160515
## 2017-12-05 42.188053 42.417535 42.096262 42.132980 32126400 42.132980
## 2017-12-06 41.416989 41.655653 41.361915 41.563858 81862800 41.563858
## 2017-12-07 41.674016 41.793344 41.352737 41.683193 70820800 41.683193
## 2017-12-08 42.151333 42.224770 41.986110 42.169693 42794900 42.169693
## 2017-12-11 42.399181 42.463435 42.316566 42.380821 46795900 42.380821
## 2017-12-12 41.986105 42.188047 41.912669 42.096256 47157800 42.096256
## 2017-12-13 42.362464 42.738814 42.353282 42.601124 75946200 42.601124
## 2017-12-14 42.463426 42.573580 42.289021 42.289021 50968200 42.289021
## 2017-12-15 42.371644 42.463435 42.160520 42.380821 67881200 42.380821
## 2017-12-18 42.747992 43.005011 42.711274 42.858143 61186100 42.858143
## 2017-12-19 42.929895 42.929895 42.566477 42.631706 51306800 42.631706
## 2017-12-20 42.827388 42.883300 42.678294 42.687614 42832800 42.687614
## 2017-12-21 42.864660 43.116257 42.836705 42.967163 40602200 42.967163
## 2017-12-22 43.134899 43.339902 43.078988 43.330585 40032700 43.330585
## 2017-12-26 43.256037 43.302632 43.106943 43.293312 29614100 43.293312
## 2017-12-27 43.349220 43.461040 43.283992 43.405132 35373200 43.405132
## 2017-12-28 43.805822 43.843096 43.600820 43.703323 34284300 43.703323
## 2017-12-29 44.057412 44.094687 43.852409 43.908318 46485100 43.908318
## 2018-01-02 44.523341 44.793575 44.476750 44.737663 68969400 44.737663
## 2018-01-03 44.998575 45.231535 44.989254 45.166306 56228700 45.166306
## 2018-01-04 45.278130 45.455179 45.259493 45.389950 52154900 45.389950
## 2018-01-05 45.492458 45.790647 45.445866 45.781330 50026900 45.781330
## 2018-01-08 45.716101 45.865196 45.678827 45.781330 36998200 45.781330
## 2018-01-09 45.772012 45.781332 45.501781 45.706783 42131600 45.706783
## 2018-01-10 45.361996 45.511090 45.222219 45.417908 72183900 45.417908
## 2018-01-11 45.352676 45.706777 45.343360 45.697460 38720900 45.697460
## 2018-01-12 45.790646 46.163384 45.669506 46.135426 69358300 46.135426
## 2018-01-16 46.312474 46.452248 45.874508 45.958374 80418000 45.958374
## 2018-01-17 46.312471 46.675888 46.247242 46.564068 65863500 46.564068
## 2018-01-18 46.554751 46.685208 46.489522 46.619980 33947000 46.619980
## 2018-01-19 46.852939 47.002033 46.713164 47.002033 60503700 47.002033
## 2018-01-22 46.974077 47.281586 46.871574 47.272266 49191200 47.272266
## 2018-01-23 47.272268 47.514549 47.197723 47.495911 61277300 47.495911
## 2018-01-24 47.803419 48.008425 47.561142 47.896606 63963100 47.896606
## 2018-01-25 47.943198 48.297298 47.719555 47.868649 61533700 47.868649
## 2018-01-26 48.204112 48.530258 48.092292 48.530258 80566200 48.530258
## 2018-01-29 47.943196 47.999104 47.728873 47.794102 58884200 47.794102
## 2018-01-30 47.281586 47.337494 46.946122 47.141808 87601400 47.141808
## 2018-01-31 47.784783 47.840695 47.188405 47.551823 96654200 47.551823
## 2018-02-01 47.123175 47.384089 46.871577 46.908852 72143800 46.908852
## 2018-02-02 46.424301 46.452255 45.669508 45.706783 116832800 45.706783
## 2018-02-05 45.641547 46.107467 44.104012 44.104012 151202100 44.104012
## 2018-02-06 44.094691 45.921098 43.964234 45.539043 183650300 45.539043
## 2018-02-07 44.728343 45.212900 44.076054 44.104012 156301200 44.104012
## 2018-02-08 44.383562 44.420833 42.519881 42.575790 163250200 42.575790
## 2018-02-09 43.153535 43.591499 41.970098 43.256035 153419800 43.256035
## 2018-02-12 43.871050 44.253105 43.479675 43.936279 104447700 43.936279
## 2018-02-13 44.001509 44.402201 43.954914 44.271740 55739700 44.271740
## 2018-02-14 44.178563 45.492458 44.159925 45.380638 96491500 45.380638
## 2018-02-15 46.182019 46.461571 45.650871 46.312477 95168100 46.312477
## 2018-02-16 45.977014 46.582712 45.967697 46.163383 70876400 46.163383
## 2018-02-20 45.343363 45.688143 45.278134 45.529732 78660300 45.529732
## 2018-02-21 45.939729 46.461562 45.455172 45.492447 66591900 45.492447
## 2018-02-22 45.632229 45.986325 45.483134 45.520405 62436300 45.520405
## 2018-02-23 46.079519 46.349754 45.883833 46.331116 43623300 46.331116
## 2018-02-26 46.452249 46.759758 46.191335 46.759758 51742600 46.759758
## 2018-02-27 46.154062 46.209973 45.399273 45.399273 94671000 45.399273
## 2018-02-28 45.501776 45.557683 44.746983 44.746983 102169900 44.746983
## 2018-03-01 45.073125 45.427225 44.262425 44.663116 112694400 44.663116
## 2018-03-02 44.122645 44.942666 43.899006 44.849483 72756200 44.849483
## 2018-03-05 44.364929 44.998581 44.309017 44.914715 55905400 44.914715
## 2018-03-06 45.669504 45.688142 45.212904 45.334045 57199200 45.334045
## 2018-03-07 45.045174 45.408592 44.840169 45.380638 46554800 45.380638
## 2018-03-08 45.464499 45.511090 45.175628 45.389950 46733900 45.389950
## 2018-03-09 45.762697 46.377711 45.725422 46.359074 58818700 46.359074
## 2018-03-12 46.414970 46.564065 46.228602 46.470879 52944500 46.470879
## 2018-03-13 46.685208 46.759757 45.883828 46.051556 60376000 46.051556
## 2018-03-14 46.396334 46.461562 45.874502 46.126099 51067200 46.126099
## 2018-03-15 46.275200 46.340429 45.790642 45.958374 65778900 45.958374
## 2018-03-16 45.790648 45.986334 45.772011 45.855877 66155800 45.855877
## 2018-03-19 45.557682 45.660185 45.091761 45.361996 65394200 45.361996
## 2018-03-20 45.744052 45.977012 45.641549 45.865192 60101700 45.865192
## 2018-03-21 45.809284 46.312479 45.669506 46.135426 78575100 46.135426
## 2018-03-22 45.073122 45.296765 44.523336 44.597885 87622700 44.597885
## 2018-03-23 44.672433 44.746981 43.675363 43.694000 82908800 43.694000
## 2018-03-26 44.821529 45.166312 44.309017 45.110401 73320800 45.110401
## 2018-03-27 45.147674 45.212902 44.187876 44.290379 84232100 44.290379
## 2018-03-28 44.150608 44.309019 43.768553 44.066742 78140800 44.066742
## 2018-03-29 44.383570 45.147680 44.327659 44.989265 82685500 44.989265
## 2018-04-02 44.681757 44.886759 43.759233 44.178562 72405700 44.178562
## 2018-04-03 44.579253 44.672437 44.225153 44.616528 52874500 44.616528
## 2018-04-04 43.414449 44.663115 43.367858 44.635162 68352400 44.635162
## 2018-04-05 44.812212 44.970623 44.569935 44.746983 48247700 44.746983
## 2018-04-06 44.299698 44.607203 43.610134 43.871052 76156700 43.871052
## 2018-04-09 44.187876 44.411520 43.908325 43.917645 55352700 43.917645
## 2018-04-10 44.560615 44.840166 44.364929 44.774937 87142000 44.774937
## 2018-04-11 44.495386 44.896077 44.486069 44.793575 51569200 44.793575
## 2018-04-12 44.700392 44.905395 44.625843 44.774937 52968500 44.774937
## 2018-04-13 44.737660 44.784255 44.206512 44.327652 56518000 44.327652
## 2018-04-16 44.262428 44.420839 44.122650 44.383568 43005800 44.383568
## 2018-04-17 44.187877 44.607206 44.169243 44.476749 58168100 44.476749
## 2018-04-18 44.644485 45.017222 44.579256 44.858807 80289500 44.858807
## 2018-04-19 44.970618 44.998576 44.448791 44.597885 67581100 44.597885
## 2018-04-20 44.346289 44.374244 43.843094 44.038780 80997700 44.038780
## 2018-04-23 43.954916 44.076056 43.591499 43.684685 74337500 43.684685
## 2018-04-24 44.038781 44.131968 43.265356 43.479679 72196800 43.479679
## 2018-04-25 43.153535 43.246718 42.873980 43.144215 69106800 43.144215
## 2018-04-26 43.395818 43.796509 43.367864 43.768555 45047800 43.768555
## 2018-04-27 44.020147 44.113329 43.768549 44.038780 33545000 44.038780
## 2018-04-30 44.197195 44.253107 43.712637 43.721954 49179000 43.721954
## 2018-05-01 43.461045 43.572865 42.957850 43.507637 75839300 43.507637
## 2018-05-02 43.554224 43.647406 43.125574 43.162849 66837900 43.162849
## 2018-05-03 43.134901 43.190808 42.491928 43.069672 83449200 43.069672
## 2018-05-04 42.650339 43.414448 42.613066 43.265354 60099100 43.265354
## 2018-05-07 42.911253 43.190804 42.883298 43.013756 58886100 43.013756
## 2018-05-08 43.116261 43.274673 42.846027 43.256035 58783600 43.256035
## 2018-05-09 43.386496 43.433088 43.116261 43.339901 46129500 43.339901
## 2018-05-10 43.861731 44.402201 43.787186 44.243786 115804000 44.243786
## 2018-05-11 44.430152 44.476744 44.057415 44.169239 68838600 44.169239
## 2018-05-14 44.411524 44.523344 44.159926 44.225155 34353300 44.225155
## 2018-05-15 43.405133 43.516953 43.125578 43.311947 78379300 43.311947
## 2018-05-16 43.721961 44.048107 43.721961 43.964241 60004200 43.964241
## 2018-05-17 43.488998 43.610138 43.153538 43.293312 73014000 43.293312
## 2018-05-18 42.911252 43.041710 42.808750 42.929890 59258700 42.929890
## 2018-05-21 43.283991 43.367856 43.013756 43.190804 59330200 43.190804
## 2018-05-22 43.377176 43.563545 43.283993 43.339901 32584700 43.339901
## 2018-05-23 42.827388 43.358537 42.818071 43.321266 70687800 43.321266
## 2018-05-24 43.088306 43.172172 42.613065 43.088306 79762900 43.088306
## 2018-05-25 43.078986 43.330583 43.041711 43.265354 39374500 43.265354
## 2018-05-29 42.622387 42.752843 42.044643 42.258965 112089900 42.258965
## 2018-05-30 42.268283 42.641016 42.081914 42.594425 72813800 42.594425
## 2018-05-31 42.538519 42.790112 42.361467 42.575790 92066200 42.575790
## 2018-06-01 42.920575 43.190806 42.864664 43.172173 66762200 43.172173
## 2018-06-04 43.535589 43.712637 43.516952 43.610134 36302900 43.610134
## 2018-06-05 43.479683 43.554232 43.256039 43.274677 40092200 43.274677
## 2018-06-06 43.647413 43.936285 43.554231 43.926964 46801500 43.926964
## 2018-06-07 43.768550 43.815141 42.985804 43.256035 89752500 43.256035
## 2018-06-08 43.023075 43.358538 42.855347 43.172173 73944700 43.172173
## 2018-06-11 43.218764 43.330584 43.106940 43.172173 38323500 43.172173
## 2018-06-12 43.153531 43.209439 42.892614 43.060345 57189800 43.060345
## 2018-06-13 43.134898 43.200127 42.510563 42.771481 100698800 42.771481
## 2018-06-14 42.771485 42.855351 42.436022 42.482613 76094800 42.482613
## 2018-06-15 42.091232 42.203055 41.858272 42.147144 86066000 42.147144
## 2018-06-18 41.550770 41.690548 41.317810 41.634636 83532600 41.634636
## 2018-06-19 40.865531 41.259463 40.715462 41.175049 122657600 41.175049
## 2018-06-20 41.550220 41.606498 41.306361 41.353256 69822800 41.353256
## 2018-06-21 41.100018 41.118777 40.715467 40.771744 86214100 40.771744
## 2018-06-22 41.362633 41.381393 41.053119 41.193806 48711000 41.193806
## 2018-06-25 40.809257 40.856157 40.237125 40.640434 110854500 40.640434
## 2018-06-26 40.659188 40.734225 40.377811 40.480984 69228700 40.480984
## 2018-06-27 40.424704 40.434086 39.580571 39.702503 95340400 39.702503
## 2018-06-28 39.664988 40.058916 39.533679 40.040157 105345300 40.040157
## 2018-06-29 40.556020 40.752984 40.518502 40.640434 108877000 40.640434
## 2018-07-02 39.974499 40.302776 39.890086 40.237122 78848700 40.237122
## 2018-07-03 40.499745 40.537263 40.208986 40.265263 28637200 40.265263
## 2018-07-05 40.377809 40.415327 40.002640 40.162086 67394400 40.162086
## 2018-07-06 40.284016 40.874912 40.255875 40.715462 69933900 40.715462
## 2018-07-09 41.278224 41.456433 41.071883 41.447052 80552700 41.447052
## 2018-07-10 41.315738 41.372016 41.024983 41.353256 63808300 41.353256
## 2018-07-11 40.677947 40.874915 40.387191 40.546638 58679200 40.546638
## 2018-07-12 41.043736 41.193805 40.893668 41.100014 53833300 41.100014
## 2018-07-13 41.053119 41.221947 40.912428 41.128151 40515300 41.128151
## 2018-07-16 40.931185 40.987463 40.752980 40.903049 31717300 40.903049
## 2018-07-17 40.743600 41.278218 40.696704 41.203186 46911500 41.203186
## 2018-07-18 40.978084 41.193806 40.856155 41.156292 41182100 41.156292
## 2018-07-19 40.518498 40.828012 40.387188 40.649807 72549300 40.649807
## 2018-07-20 41.053122 41.306363 41.024986 41.231327 75114300 41.231327
## 2018-07-23 41.043742 41.062501 40.828019 40.959328 57679100 40.959328
## 2018-07-24 41.634633 41.803461 41.437669 41.559601 66639400 41.559601
## 2018-07-25 41.831599 42.263049 41.719049 42.234909 77820500 42.234909
## 2018-07-26 41.878496 42.000424 41.737805 41.765942 68705800 41.765942
## 2018-07-27 42.075454 42.159867 41.690903 41.916004 63743400 41.916004
## 2018-07-30 42.009807 42.075462 41.728429 41.850357 41541400 41.850357
## 2018-07-31 41.850361 42.141120 41.747188 42.075466 88217500 42.075466
## 2018-08-01 41.709668 41.916010 41.587737 41.700287 61755000 41.700287
## 2018-08-02 40.846771 41.212563 40.762357 41.146908 68678600 41.146908
## 2018-08-03 41.287600 41.512700 41.240704 41.465805 41043800 41.465805
## 2018-08-06 41.165667 41.287598 41.053116 41.146908 33153800 41.146908
## 2018-08-07 41.625258 41.784704 41.550221 41.568981 38719500 41.568981
## 2018-08-08 41.484567 41.568981 41.353257 41.512703 30610200 41.512703
## 2018-08-09 41.568975 41.662766 41.362629 41.390770 35013900 41.390770
## 2018-08-10 40.462221 40.640430 40.377807 40.509117 86629900 40.509117
## 2018-08-13 40.133948 40.227739 39.740016 39.843189 75183500 39.843189
## 2018-08-14 39.993263 40.199609 39.918231 40.087059 56724600 40.087059
## 2018-08-15 38.961544 39.120990 38.576993 38.933403 138633600 38.933403
## 2018-08-16 39.317945 39.496155 39.158499 39.177258 78123900 39.177258
## 2018-08-17 39.036573 39.683746 38.942781 39.589951 76030400 39.589951
## 2018-08-20 39.683736 39.805664 39.552423 39.768150 50762900 39.768150
## 2018-08-21 40.171463 40.434082 40.143322 40.274632 70462300 40.274632
## 2018-08-22 40.312155 40.659187 40.312155 40.593533 45602900 40.593533
## 2018-08-23 40.452845 40.574772 39.890086 39.936985 68878400 39.936985
## 2018-08-24 40.537261 40.706089 40.405952 40.677948 69304200 40.677948
## 2018-08-27 41.053118 41.418910 41.043737 41.259464 96574800 41.259464
## 2018-08-28 41.372013 41.437667 41.024980 41.109394 50093400 41.109394
## 2018-08-29 41.015597 41.381389 40.931183 41.362629 58165600 41.362629
## 2018-08-30 40.724847 40.724847 40.143332 40.284023 120206400 40.284023
## 2018-08-31 40.227741 40.621673 40.180846 40.490360 88660500 40.490360
## 2018-09-04 39.852572 39.852572 39.608708 39.702503 76724700 39.702503
## 2018-09-05 39.242917 39.308572 39.008435 39.130367 77835800 39.130367
## 2018-09-06 39.205399 39.308572 38.905263 39.167881 73104400 39.167881
## 2018-09-07 39.045957 39.336713 38.820852 38.970921 61590700 38.970921
## 2018-09-10 38.961538 38.961538 38.539470 38.586365 61116600 38.586365
## 2018-09-11 38.211197 38.680161 38.108024 38.670780 74608700 38.670780
## 2018-09-12 38.492575 39.102226 38.351883 38.867744 116612700 38.867744
## 2018-09-13 39.449263 39.655605 39.214781 39.392986 96306500 39.392986
## 2018-09-14 39.608707 39.655602 39.167878 39.355465 65202700 39.355465
## 2018-09-17 39.064717 39.214785 38.942784 38.999062 74603900 38.999062
## 2018-09-18 39.186635 39.439876 39.177257 39.374222 52000700 39.374222
## 2018-09-19 39.702505 39.965124 39.693124 39.918228 55892400 39.918228
## 2018-09-20 40.265255 40.387187 40.040151 40.359047 93427400 40.359047
## 2018-09-21 40.415328 40.612292 40.359051 40.546638 102750700 40.546638
## 2018-09-24 40.077678 40.133954 39.946368 40.087059 54411700 40.087059
## 2018-09-25 40.152710 40.340293 40.105811 40.246502 49467000 40.246502
## 2018-09-26 40.312158 40.809259 40.274640 40.330917 84080400 40.330917
## 2018-09-27 40.452846 40.659187 40.415328 40.527878 45547200 40.527878
## 2018-09-28 40.227741 40.471605 40.124569 40.255878 64732800 40.255878
## 2018-10-01 40.452850 40.480987 40.171472 40.265263 31030500 40.265263
## 2018-10-02 39.740019 39.955742 39.636846 39.758778 57719700 39.758778
## 2018-10-03 40.040151 40.068291 39.317946 39.430500 76571200 39.430500
## 2018-10-04 39.027198 39.036575 38.276855 38.445683 132360900 38.445683
## 2018-10-05 38.464435 38.530094 37.948575 38.304989 80578500 38.304989
## 2018-10-08 38.042366 38.445677 37.967331 38.361263 59744400 38.361263
## 2018-10-09 38.051754 38.417545 37.920444 38.220581 60976800 38.220581
## 2018-10-10 38.023614 38.032992 37.076305 37.085686 99036700 37.085686
## 2018-10-11 36.879338 37.273270 36.363477 36.710510 168923800 36.710510
## 2018-10-12 37.760990 37.854786 37.273271 37.789131 116892100 37.789131
## 2018-10-15 37.460847 37.648433 37.310779 37.385815 52651000 37.385815
## 2018-10-16 37.854782 38.361264 37.789127 38.323746 65949500 38.323746
## 2018-10-17 38.032986 38.061127 37.667195 37.854782 69718700 37.854782
## 2018-10-18 37.451476 37.479613 36.729271 36.860580 107005100 36.860580
## 2018-10-19 37.432712 37.667194 37.123197 37.207607 81176200 37.207607
## 2018-10-22 37.836021 37.911053 37.442089 37.610916 67724900 37.610916
## 2018-10-23 36.719893 37.413958 36.513547 37.198235 89864600 37.198235
## 2018-10-24 37.010649 37.057544 35.978929 35.997688 87632500 35.997688
## 2018-10-25 36.410375 36.944994 36.307202 36.691753 80961600 36.691753
## 2018-10-26 35.932033 36.551065 35.772583 36.269684 139198800 36.269684
## 2018-10-29 36.588579 36.644856 35.247345 35.641273 102322800 35.641273
## 2018-10-30 35.856997 36.344719 35.781964 36.335342 99881500 36.335342
## 2018-10-31 36.729263 36.944986 36.579195 36.729263 92768300 36.729263
## 2018-11-01 37.310788 38.070511 37.104446 38.042374 120482200 38.042374
## 2018-11-02 38.689533 38.830224 37.901673 38.286224 111324700 38.286224
## 2018-11-05 38.276850 38.473814 38.183055 38.389400 58319600 38.389400
## 2018-11-06 38.201814 38.389400 38.117400 38.323746 40847800 38.323746
## 2018-11-07 38.839607 39.111607 38.595747 39.045952 81011500 39.045952
## 2018-11-08 38.539472 38.670782 37.911058 38.032990 90610900 38.032990
## 2018-11-09 37.451476 37.498372 37.038789 37.329544 82943700 37.329544
## 2018-11-12 37.207607 37.273266 36.710506 36.804302 68569700 36.804302
## 2018-11-13 37.160717 37.592167 36.991890 37.226372 106305600 37.226372
## 2018-11-14 37.573409 37.695337 37.113823 37.451477 96621100 37.451477
## 2018-11-15 37.648432 38.501947 37.573400 38.286224 146475800 38.286224
## 2018-11-16 37.976712 38.558227 37.864158 38.361263 135075800 38.361263
## 2018-11-19 38.098648 38.154924 37.742238 37.845406 77777300 37.845406
## 2018-11-20 37.254508 37.432713 36.898094 37.029404 98272800 37.029404
## 2018-11-21 37.714096 37.967338 37.639064 37.714096 68104600 37.714096
## 2018-11-23 37.273266 37.470230 37.245125 37.273266 32048200 37.273266
## 2018-11-26 37.798499 37.911049 37.592158 37.732845 76320100 37.732845
## 2018-11-27 37.601540 37.995468 37.545263 37.995468 81069100 37.995468
## 2018-11-28 38.258092 38.933398 37.957955 38.905262 121010900 38.905262
## 2018-11-29 38.633259 38.830227 38.380017 38.567604 104239600 38.567604
## 2018-11-30 38.417536 38.614500 38.267467 38.530090 92961200 38.530090
## 2018-12-03 39.514916 39.533676 39.111607 39.308571 125024100 39.308571
## 2018-12-04 39.346094 39.411748 38.380025 38.473820 134758200 38.473820
## 2018-12-06 37.451473 38.154919 37.216991 38.117401 165155100 38.117401
## 2018-12-07 38.061126 38.314362 37.310780 37.404575 134304600 37.404575
## 2018-12-10 37.151338 37.216992 36.551064 37.010647 104465300 37.010647
## 2018-12-11 37.535893 37.545272 37.029412 37.292030 104014700 37.292030
## 2018-12-12 37.986094 38.248713 37.873543 37.901680 89712200 37.901680
## 2018-12-13 38.042371 38.154921 37.845403 37.892303 72445400 37.892303
## 2018-12-14 37.413954 37.685954 37.329540 37.357681 94915600 37.357681
## 2018-12-17 37.413956 37.554647 36.888719 37.010647 109276200 37.010647
## 2018-12-18 37.290538 37.490464 37.157256 37.261978 102509800 37.261978
## 2018-12-19 37.442861 37.823666 36.338517 36.643166 204046200 36.643166
## 2018-12-20 37.014458 37.252462 36.614608 36.928776 183908800 36.928776
## 2018-12-21 37.033495 37.233417 36.481322 36.671726 143673400 36.671726
## 2018-12-24 36.595563 36.862130 36.328999 36.328999 50709500 36.328999
## 2018-12-26 36.567005 37.090614 36.214759 37.052532 96347200 37.052532
## 2018-12-27 36.557486 37.043014 36.405164 37.004932 81792700 37.004932
## 2018-12-28 37.309578 37.566623 37.128696 37.357182 72869100 37.357182
## 2018-12-31 37.604709 37.642791 37.062059 37.185822 72972200 37.185822
## 2019-01-02 36.738371 37.309581 36.728853 37.281021 57198800 37.281021
## 2019-01-03 36.871651 36.900210 36.462282 36.605087 62767600 36.605087
## 2019-01-04 37.138214 37.947432 37.052532 37.785587 103055100 37.785587
## 2019-01-07 37.814154 38.033118 37.595191 37.871273 76597000 37.871273
## 2019-01-08 37.890306 38.080710 37.671343 38.014069 70518200 38.014069
## 2019-01-09 38.404402 38.899452 38.394883 38.690006 125118800 38.690006
## 2019-01-10 38.480560 38.994651 38.480560 38.966091 85207600 38.966091
## 2019-01-11 38.651924 38.842328 38.556724 38.775688 63136200 38.775688
## 2019-01-14 38.280640 38.632889 38.213999 38.452003 76217000 38.452003
## 2019-01-15 38.670967 38.928012 38.604326 38.718567 78913000 38.718567
## 2019-01-16 38.994653 39.327861 38.985135 39.194576 82543600 39.194576
## 2019-01-17 38.880409 39.556341 38.842327 39.365936 85522800 39.365936
## 2019-01-18 39.527783 39.718188 39.432580 39.556343 98168900 39.556343
## 2019-01-22 39.089858 39.175541 38.699532 38.870895 101294900 38.870895
## 2019-01-23 39.232659 39.299301 38.937537 39.270741 66625200 39.270741
## 2019-01-24 39.299297 39.680105 39.299297 39.651546 76076900 39.651546
## 2019-01-25 40.079951 40.279878 40.022833 40.175156 105779500 40.175156
## 2019-01-28 39.575386 39.784831 39.451623 39.756268 85543100 39.756268
## 2019-01-29 39.956192 39.975233 39.727706 39.822910 56518900 39.822910
## 2019-01-30 40.060911 40.774925 39.870507 40.689243 127796800 40.689243
## 2019-01-31 40.736840 41.070045 40.727318 41.031963 119929200 41.031963
## 2019-02-01 40.727323 40.784445 40.584523 40.708282 65766100 40.708282
## 2019-02-04 40.584520 40.889166 40.498839 40.774925 45770200 40.774925
## 2019-02-05 40.965327 41.374695 40.898686 41.336613 81720100 41.336613
## 2019-02-06 41.146211 41.174771 40.689243 40.774925 58194900 40.774925
## 2019-02-07 40.451237 40.660678 40.013306 40.365555 101061400 40.365555
## 2019-02-08 40.070433 40.203715 39.841947 40.137074 64212200 40.137074
## 2019-02-11 40.213234 40.232270 39.984748 40.003788 42213400 40.003788
## 2019-02-12 40.336998 40.508361 40.279879 40.336998 66073100 40.336998
## 2019-02-13 40.356037 40.432200 39.956191 40.051392 82318100 40.051392
## 2019-02-14 39.813388 40.270356 39.737229 40.127556 91302500 40.127556
## 2019-02-15 40.108513 40.108513 39.937149 40.070431 72362200 40.070431
## 2019-02-19 39.918111 40.470280 39.918111 40.384598 64391100 40.384598
## 2019-02-20 40.603565 40.870128 40.498842 40.613083 73694800 40.613083
## 2019-02-21 40.584523 40.622601 40.336996 40.527401 48092400 40.527401
## 2019-02-22 40.870131 41.089095 40.784449 40.974854 58022200 40.974854
## 2019-02-25 41.431812 41.631736 41.336608 41.431812 66533800 41.431812
## 2019-02-26 41.146212 41.431817 41.117650 41.289013 58330600 41.289013
## 2019-02-27 41.022453 41.089094 40.793966 40.936771 69471200 40.936771
## 2019-02-28 40.670204 40.689245 40.403637 40.403637 87434700 40.403637
## 2019-03-01 40.727326 40.755889 40.375081 40.451244 94263900 40.451244
## 2019-03-04 40.670203 40.727322 40.156112 40.508358 94168300 40.508358
## 2019-03-05 40.698766 40.974852 40.613084 40.908211 54576700 40.908211
## 2019-03-06 40.927249 40.984367 40.613081 40.679722 61237800 40.679722
## 2019-03-07 40.441719 40.451241 39.860987 39.927628 83415300 39.927628
## 2019-03-08 39.451625 39.680111 39.404024 39.642029 97742100 39.642029
## 2019-03-11 39.994271 40.432202 39.994271 40.384598 63002300 40.384598
## 2019-03-12 40.594040 40.698763 40.517880 40.594040 42726900 40.594040
## 2019-03-13 40.613084 40.698766 40.508361 40.641644 61450000 40.641644
## 2019-03-14 40.479802 40.498843 40.260839 40.422680 58460400 40.422680
## 2019-03-15 40.793960 41.070046 40.765401 41.012928 139870800 41.012928
## 2019-03-18 41.308053 41.488939 41.250935 41.469898 42149100 41.469898
## 2019-03-19 41.517501 41.641264 41.393737 41.488941 53192700 41.488941
## 2019-03-20 41.355657 41.898307 41.070052 41.555584 90678800 41.555584
## 2019-03-21 41.336612 41.622220 41.241412 41.612698 71400600 41.612698
## 2019-03-22 40.984365 41.079570 40.356033 40.394115 118616600 40.394115
## 2019-03-25 40.308437 40.613082 40.270355 40.489319 53285300 40.489319
## 2019-03-26 40.622601 40.727324 40.394119 40.613083 57145800 40.613083
## 2019-03-27 40.403638 40.489320 40.041873 40.175156 72804300 40.175156
## 2019-03-28 40.308433 40.489315 40.165629 40.441715 41052500 40.441715
## 2019-03-29 40.889170 40.936770 40.670206 40.860607 70439100 40.860607
## 2019-04-01 41.412778 41.574619 41.317578 41.536541 70455500 41.536541
## 2019-04-02 41.574614 41.593656 41.269969 41.403255 48692200 41.403255
## 2019-04-03 41.803103 42.022066 41.631740 41.688862 73639400 41.688862
## 2019-04-04 41.679341 42.022068 41.660300 41.945908 47028400 41.945908
## 2019-04-05 42.060150 42.288633 42.022068 42.269596 50360800 42.269596
## 2019-04-08 42.060150 42.307674 41.993510 42.269596 30209000 42.269596
## 2019-04-09 42.298155 42.326715 42.145832 42.183914 49530300 42.183914
## 2019-04-10 42.364795 42.498076 42.279113 42.383835 51143400 42.383835
## 2019-04-11 42.079191 42.107750 41.812623 41.926868 55153600 41.926868
## 2019-04-12 42.345751 42.383832 42.136305 42.231510 54695700 42.231510
## 2019-04-15 42.193429 42.212470 41.850702 42.012547 37957800 42.012547
## 2019-04-16 42.193432 42.383836 42.193432 42.326714 43860100 42.326714
## 2019-04-17 42.621841 42.688482 42.345756 42.450478 56935400 42.450478
## 2019-04-18 42.298154 42.507600 42.174390 42.421917 56639800 42.421917
## 2019-04-22 42.022069 42.193433 41.945909 42.145832 35929100 42.145832
## 2019-04-23 42.079191 42.317195 42.031591 42.241032 32829900 42.241032
## 2019-04-24 41.955428 41.964950 41.536541 41.669823 68961600 41.669823
## 2019-04-25 41.412775 41.622220 41.289012 41.612698 61168500 41.612698
## 2019-04-26 41.679340 41.850704 41.546058 41.774544 55441700 41.774544
## 2019-04-29 41.888786 41.936386 41.774544 41.860226 34398300 41.860226
## 2019-04-30 41.745981 41.917345 41.536540 41.822144 69577000 41.822144
## 2019-05-01 41.898304 42.221990 41.450859 41.507977 98629100 41.507977
## 2019-05-02 41.603184 41.745984 41.365180 41.603184 53101500 41.603184
## 2019-05-03 41.907821 42.155344 41.850698 42.098225 56642000 42.098225
## 2019-05-06 40.784446 41.308055 40.736846 41.231895 80977000 41.231895
## 2019-05-07 40.803489 40.803489 40.184676 40.422680 94189000 40.422680
## 2019-05-08 40.536918 40.708278 40.346514 40.365555 73548600 40.365555
## 2019-05-09 39.461139 39.918107 39.175535 39.727703 130849000 39.727703
## 2019-05-10 39.841946 40.089473 39.356419 39.965710 90343300 39.965710
## 2019-05-13 38.728089 38.908971 38.442484 38.632889 154670900 38.632889
## 2019-05-14 39.156496 39.318337 39.013692 39.175537 89406800 39.175537
## 2019-05-15 38.937537 39.327863 38.880414 39.251701 79039500 39.251701
## 2019-05-16 39.194573 39.432577 39.042250 39.061291 60101000 39.061291
## 2019-05-17 38.413922 38.680490 38.318722 38.356804 83972200 38.356804
## 2019-05-20 38.242558 38.366321 38.052157 38.194958 53810000 38.194958
## 2019-05-21 38.452003 38.690007 38.356803 38.680489 59832600 38.680489
## 2019-05-22 38.632887 38.670964 38.452000 38.490082 44117200 38.490082
## 2019-05-23 37.966469 38.156874 37.842706 37.995029 86731100 37.995029
## 2019-05-24 38.290157 38.337757 37.995030 38.033112 66379700 38.033112
## 2019-05-28 38.432961 38.480561 38.090234 38.166397 98395200 38.166397
## 2019-05-29 38.014072 38.432959 37.966472 38.413918 82060400 38.413918
## 2019-05-30 38.537685 38.775690 38.509126 38.623367 69626300 38.623367
## 2019-05-31 38.442485 38.851853 38.413922 38.756649 85220400 38.756649
## 2019-06-03 39.080331 39.318335 39.004171 39.108894 75619900 39.108894
## 2019-06-04 38.947053 39.223139 38.861372 39.194576 64141900 39.194576
## 2019-06-05 39.242177 39.261218 38.775687 38.880409 64072200 38.880409
## 2019-06-06 38.880411 38.985134 38.737607 38.899452 47722500 38.899452
## 2019-06-07 39.108902 39.527788 39.089861 39.204102 63584200 39.204102
## 2019-06-10 39.565863 39.803868 39.480181 39.613464 57245800 39.613464
## 2019-06-11 40.127554 40.194195 39.946668 40.060913 69040600 40.060913
## 2019-06-12 39.775305 39.803867 39.556341 39.632504 55120600 39.632504
## 2019-06-13 39.689625 39.756266 39.442102 39.565865 59717500 39.565865
## 2019-06-14 39.308820 39.327861 39.108897 39.127934 71468300 39.127934
## 2019-06-17 39.157676 39.359123 39.157676 39.282383 48715600 39.282383
## 2019-06-18 39.714053 40.318394 39.704457 40.232059 112482400 40.232059
## 2019-06-19 40.308804 40.769257 40.212875 40.567810 105746200 40.567810
## 2019-06-20 41.421565 41.450342 40.999485 41.162560 89200400 41.162560
## 2019-06-21 40.999487 41.124190 40.932333 41.028263 55544000 41.028263
## 2019-06-24 41.009075 41.076224 40.932331 40.970703 37025600 40.970703
## 2019-06-25 40.807632 40.855595 40.491068 40.548626 62167500 40.548626
## 2019-06-26 40.865182 41.076224 40.836405 40.932331 45126700 40.932331
## 2019-06-27 41.105003 41.239305 41.037855 41.220119 42358200 41.220119
## 2019-06-28 41.220118 41.248895 41.037853 41.162560 66235700 41.162560
## 2019-07-01 41.920391 41.958763 41.498307 41.651791 73169000 41.651791
## 2019-07-02 41.613421 41.642199 41.431157 41.546272 67518700 41.546272
## 2019-07-03 41.354416 41.469528 41.296857 41.469528 31218500 41.469528
## 2019-07-05 41.181747 41.277674 40.970705 41.181747 51678000 41.181747
## 2019-07-08 40.893963 40.989890 40.826813 40.932331 37679000 40.932331
## 2019-07-09 40.606182 40.855592 40.596587 40.807629 28227600 40.807629
## 2019-07-10 41.220117 41.373602 41.114597 41.152969 53673100 41.152969
## 2019-07-11 41.296854 41.296854 40.961109 41.076221 44486100 41.076221
## 2019-07-12 41.114599 41.143375 40.941928 41.105003 30512200 41.105003
## 2019-07-15 41.277670 41.344819 41.220116 41.258484 28026300 41.258484
## 2019-07-16 41.306452 41.421565 41.162560 41.200932 37093700 41.200932
## 2019-07-17 41.181741 41.258482 41.028257 41.076221 32865600 41.076221
## 2019-07-18 41.057038 41.373601 41.037852 41.325638 63374400 41.325638
## 2019-07-19 41.440751 41.459937 41.076225 41.114597 81774700 41.114597
## 2019-07-22 41.220117 41.277671 41.095410 41.124187 29826200 41.124187
## 2019-07-23 41.172153 41.268083 41.009078 41.172153 37246400 41.172153
## 2019-07-24 41.124191 41.268083 41.124191 41.239307 40358800 41.239307
## 2019-07-25 41.152970 41.354417 40.798035 40.874779 55327700 40.874779
## 2019-07-26 41.037853 41.076225 40.846001 40.961113 33068600 40.961113
## 2019-07-29 40.826814 40.913150 40.682922 40.884369 31912400 40.884369
## 2019-07-30 40.567810 40.625364 40.443103 40.567810 57335800 40.567810
## 2019-07-31 40.548623 40.577401 39.598938 40.068985 98764700 40.068985
## 2019-08-01 40.078581 40.385548 39.176862 39.282383 139325900 39.282383
## 2019-08-02 39.128894 39.215229 38.783554 38.898666 92796300 38.898666
## 2019-08-05 37.824277 37.901017 37.267895 37.459751 131194100 37.459751
## 2019-08-06 38.102468 38.188803 37.747533 37.996948 88071500 37.996948
## 2019-08-07 37.613235 38.188803 37.459750 38.169617 106772500 38.169617
## 2019-08-08 38.409440 38.658850 38.313510 38.639664 81187700 38.639664
## 2019-08-09 38.399841 38.457399 38.083282 38.246357 64704000 38.246357
## 2019-08-12 37.766718 37.910611 37.680384 37.785904 78559800 37.785904
## 2019-08-13 37.498121 38.476584 37.430971 38.265541 110271800 38.265541
## 2019-08-14 37.498121 37.594048 37.143190 37.162376 102911500 37.162376
## 2019-08-15 37.507711 37.565269 37.229523 37.411785 78018300 37.411785
## 2019-08-16 37.757128 38.083282 37.757128 37.929798 52047900 37.929798
## 2019-08-19 38.409436 38.419027 38.054501 38.083282 43330900 38.083282
## 2019-08-20 38.207994 38.342291 38.112064 38.160027 44920900 38.160027
## 2019-08-21 38.562920 38.562920 38.342286 38.524548 39677100 38.524548
## 2019-08-22 38.236769 38.294323 37.920206 38.025726 41603000 38.025726
## 2019-08-23 37.939389 38.294321 37.402197 37.459751 80560300 37.459751
## 2019-08-26 37.728351 37.776314 37.565272 37.661198 58145000 37.661198
## 2019-08-27 37.920204 38.054502 37.699571 37.728352 62899100 37.728352
## 2019-08-28 37.661199 37.901018 37.565273 37.833870 49483900 37.833870
## 2019-08-29 38.073687 38.284728 37.939388 38.255951 43359900 38.255951
## 2019-08-30 38.572515 38.582109 38.332695 38.553329 57071300 38.553329
## 2019-09-03 38.112060 38.323102 38.112060 38.313507 50339600 38.313507
## 2019-09-04 38.841114 39.004189 38.754779 38.956226 65958900 38.956226
## 2019-09-05 39.416677 39.541383 39.378305 39.397491 72704000 39.397491
## 2019-09-06 39.618127 39.704462 39.522201 39.570164 48716200 39.570164
## 2019-09-09 39.675684 39.809982 39.570163 39.694870 38554200 39.694870
## 2019-09-10 39.656499 39.800392 39.493420 39.723648 48449600 39.723648
## 2019-09-11 39.867536 40.030612 39.800388 40.001835 62563900 40.001835
## 2019-09-12 40.260846 40.529442 40.116953 40.289623 74590100 40.289623
## 2019-09-13 40.529435 40.625361 40.443100 40.519844 58403500 40.519844
## 2019-09-16 40.203285 40.395141 40.107358 40.203285 62905800 40.203285
## 2019-09-17 39.838759 40.232062 39.809982 40.203285 98835700 40.203285
## 2019-09-18 40.136137 40.193695 39.723648 40.040211 70984700 40.040211
## 2019-09-19 40.040211 40.174509 39.809983 39.877132 52527900 39.877132
## 2019-09-20 40.174506 40.222469 39.752422 39.915501 84880500 39.915501
## 2019-09-23 39.723648 39.973058 39.723648 39.953876 41828800 39.953876
## 2019-09-24 39.934690 39.944281 39.493420 39.531792 57006500 39.531792
## 2019-09-25 39.272790 39.589352 39.128900 39.503017 43393200 39.503017
## 2019-09-26 39.570164 39.618127 39.378308 39.493420 37645800 39.493420
## 2019-09-27 39.493420 39.589349 38.841115 38.985004 79236200 38.985004
## 2019-09-30 39.311160 39.426272 39.157676 39.205639 43961000 39.205639
## 2019-10-01 39.234417 39.244007 38.898667 38.927448 48520000 38.927448
## 2019-10-02 38.639666 38.697223 38.438219 38.630074 41806300 38.630074
## 2019-10-03 38.764369 39.128895 38.658848 39.128895 62287700 39.128895
## 2019-10-04 39.013781 39.378307 38.975413 39.301567 54314800 39.301567
## 2019-10-07 39.061749 39.263196 38.946633 38.975414 57065700 38.975414
## 2019-10-08 38.898671 38.946634 38.668447 38.697224 57784200 38.697224
## 2019-10-09 39.013780 39.148081 38.946630 38.994598 41122500 38.994598
## 2019-10-10 39.138485 39.560570 39.128895 39.397491 49289100 39.397491
## 2019-10-11 40.001836 40.337581 39.934686 40.030613 95248800 40.030613
## 2019-10-14 39.982651 40.040209 39.848353 39.857944 29228200 39.857944
## 2019-10-15 39.973056 40.299210 39.953874 40.212875 50663000 40.212875
## 2019-10-16 40.174507 40.366363 40.088172 40.327991 40768400 40.327991
## 2019-10-17 40.644551 40.663737 40.423917 40.481476 56380200 40.481476
## 2019-10-18 40.395139 40.500659 40.164911 40.270432 78858900 40.270432
## 2019-10-21 40.443100 40.644547 40.385541 40.634956 38432200 40.634956
## 2019-10-22 40.663738 40.807631 40.606184 40.663738 53409500 40.663738
## 2019-10-23 40.500657 40.721291 40.471877 40.673328 43342700 40.673328
## 2019-10-24 40.845998 40.855589 40.644547 40.673328 61391900 40.673328
## 2019-10-25 40.673331 40.989890 40.654144 40.961113 49443700 40.961113
## 2019-10-28 41.152969 41.306452 41.133783 41.200932 56279100 41.200932
## 2019-10-29 40.989891 41.114598 40.951519 40.989891 33949800 40.989891
## 2019-10-30 40.893966 41.172153 40.721296 41.172153 60881000 41.172153
## 2019-10-31 41.018670 41.028265 40.634962 40.846004 56057700 40.846004
## 2019-11-01 41.277670 41.488711 41.258483 41.459934 72772400 41.459934
## 2019-11-04 41.987540 42.035504 41.805280 41.872429 62191600 41.872429
## 2019-11-05 42.121835 42.150612 41.920388 42.112244 62354500 42.112244
## 2019-11-06 42.083461 42.121833 41.843642 41.977940 61670500 41.977940
## 2019-11-07 42.294507 42.447991 42.236949 42.284916 97598200 42.284916
## 2019-11-08 41.949167 42.045096 41.814868 41.901203 68666900 41.901203
## 2019-11-11 41.383191 41.651788 41.344819 41.603825 47092800 41.603825
## 2019-11-12 41.498307 41.517494 41.258488 41.335232 57453500 41.335232
## 2019-11-13 40.922743 41.095413 40.865185 41.018669 63134600 41.018669
## 2019-11-14 40.980298 41.105001 40.836405 41.047447 48737400 41.047447
## 2019-11-15 41.316042 41.459935 41.277670 41.373600 67670700 41.373600
## 2019-11-18 41.383190 41.459934 41.268078 41.306450 52545500 41.306450
## 2019-11-19 41.613421 41.613421 41.335229 41.392788 40853600 41.392788
## 2019-11-20 41.248894 41.402378 41.037852 41.210522 51991800 41.210522
## 2019-11-21 41.047447 41.143373 40.941925 41.124187 43842600 41.124187
## 2019-11-22 41.200931 41.239303 41.028260 41.124187 23519900 41.124187
## 2019-11-25 41.383194 41.575050 41.344822 41.536678 57048200 41.536678
## 2019-11-26 41.306450 41.431154 41.143372 41.411968 49571200 41.411968
## 2019-11-27 41.335227 41.479120 41.258483 41.459934 30402300 41.459934
## 2019-11-29 40.903555 40.980299 40.807629 40.807629 35476600 40.807629
## 2019-12-02 40.932333 40.941927 40.644551 40.798035 59762300 40.798035
## 2019-12-03 40.443102 40.596586 40.260840 40.586994 50471700 40.586994
## 2019-12-04 40.893967 40.961116 40.836409 40.893967 47026100 40.893967
## 2019-12-05 40.980294 41.133779 40.913146 41.076221 43346400 41.076221
## 2019-12-06 41.316048 41.373606 41.229713 41.316048 56766600 41.316048
## 2019-12-09 41.277672 41.411970 41.133783 41.152969 37622000 41.152969
## 2019-12-10 41.239306 41.383195 41.162562 41.296860 34791300 41.296860
## 2019-12-11 41.527086 41.939575 41.507900 41.901203 60083200 41.901203
## 2019-12-12 42.025911 42.687811 41.987539 42.630253 132196700 42.630253
## 2019-12-13 42.735772 43.042740 42.495953 42.611065 160526800 42.611065
## 2019-12-16 43.001998 43.119569 42.933415 42.972607 81828000 42.972607
## 2019-12-17 43.305730 43.413504 43.227347 43.364513 79046200 43.364513
## 2019-12-18 43.560459 43.609447 43.462485 43.599651 67065000 43.599651
## 2019-12-19 43.462489 43.629048 43.433097 43.619251 59364600 43.619251
## 2019-12-20 43.668240 43.766215 43.599657 43.707432 69295600 43.707432
## 2019-12-23 43.687833 43.766212 43.638845 43.766212 29479500 43.766212
## 2019-12-24 43.678036 43.717223 43.580057 43.668236 18951500 43.668236
## 2019-12-26 43.834804 44.001362 43.815207 43.981766 24947900 43.981766
## 2019-12-27 44.265897 44.285494 44.040552 44.158123 48407900 44.158123
## 2019-12-30 44.265898 44.265898 43.805406 43.864193 44522800 43.864193
## 2019-12-31 43.893586 44.011157 43.776015 43.962170 47292800 43.962170
## 2020-01-02 44.442256 44.853756 44.432455 44.853756 78570100 44.853756
## 2020-01-03 44.118930 44.344275 44.001359 44.020954 78998200 44.020954
## 2020-01-06 43.697630 43.962168 43.687834 43.913181 40085300 43.913181
## 2020-01-07 43.883789 43.991564 43.785810 43.883789 65705300 43.883789
## 2020-01-08 43.825002 44.383469 43.785811 44.138527 86913300 44.138527
## 2020-01-09 44.559825 44.559825 44.344274 44.432453 53199900 44.432453
## 2020-01-10 44.716590 44.843961 44.608816 44.667603 67573300 44.667603
## 2020-01-13 44.981127 45.382831 44.883151 45.363235 79593800 45.363235
## 2020-01-14 45.098698 45.137890 44.892948 45.108498 75746900 45.108498
## 2020-01-15 44.941938 44.990925 44.687200 44.755783 60620600 44.755783
## 2020-01-16 45.049710 45.108497 44.902747 45.039913 50712700 45.039913
## 2020-01-17 45.186876 45.324042 45.079100 45.294651 72382100 45.294651
## 2020-01-21 44.354073 44.432453 44.118928 44.148323 106662600 44.148323
## 2020-01-22 44.638212 44.657808 44.383470 44.510841 57584900 44.510841
## 2020-01-23 43.815208 44.187516 43.580063 44.050350 88714300 44.050350
## 2020-01-24 44.109136 44.118933 43.491882 43.697632 88654500 43.697632
## 2020-01-27 41.875264 44.060145 41.796881 42.188789 129321800 42.188789
## 2020-01-28 42.345553 42.619887 42.159396 42.541504 82396700 42.541504
## 2020-01-29 42.874624 42.904020 42.619886 42.747257 51814700 42.747257
## 2020-01-30 41.796883 42.159396 41.571537 42.110409 105864200 42.110409
## 2020-01-31 41.444165 41.473561 41.032664 41.258011 99532200 41.258011
## 2020-02-03 41.414772 41.816477 41.404972 41.718502 71309200 41.718502
## 2020-02-04 42.796249 43.041191 42.766858 42.796249 73939300 42.796249
## 2020-02-05 43.560463 43.570262 43.011796 43.041187 74350800 43.041187
## 2020-02-06 43.433096 43.452688 43.070579 43.080379 80118800 43.080379
## 2020-02-07 42.649278 42.668873 42.374944 42.482719 58449900 42.482719
## 2020-02-10 42.502315 42.747257 42.502315 42.717861 45350800 42.717861
## 2020-02-11 43.246937 43.511475 43.188154 43.276329 58708400 43.276329
## 2020-02-12 43.687835 43.932777 43.599656 43.864193 41641100 43.864193
## 2020-02-13 43.393904 43.550667 43.266534 43.286129 64757500 43.286129
## 2020-02-14 43.560463 43.570262 43.148962 43.305725 45095300 43.305725
## 2020-02-18 43.001999 43.158761 42.923619 43.021595 40176200 43.021595
## 2020-02-19 43.354712 43.433096 43.295925 43.335117 45651500 43.335117
## 2020-02-20 42.992202 43.442894 42.521915 42.659081 109316300 42.659081
## 2020-02-21 42.561098 42.649277 42.355348 42.414135 70553100 42.414135
## 2020-02-24 40.621162 41.062058 40.591770 40.826912 101505600 40.826912
## 2020-02-25 41.424571 41.493153 40.503590 40.503590 118601100 40.503590
## 2020-02-26 40.983679 41.385383 40.797520 40.826912 109411100 40.826912
## 2020-02-27 40.376220 40.679949 39.837349 39.847145 151063200 39.847145
## 2020-02-28 38.749805 39.798156 38.485267 39.700180 201191200 39.700180
## 2020-03-02 39.817752 40.572174 39.582610 40.562378 135152300 40.562378
## 2020-03-03 40.572170 41.228616 40.003906 40.288036 141798700 40.288036
## 2020-03-04 40.895498 41.081652 40.670148 41.003269 80064800 41.003269
## 2020-03-05 40.679950 40.836713 39.974517 40.141079 107474200 40.141079
## 2020-03-06 39.455239 39.572811 39.004547 39.318073 104006900 39.318073
## 2020-03-09 36.476745 37.329141 35.859490 36.633507 143376900 36.633507
## 2020-03-10 38.161947 38.534260 37.397725 38.495068 142773700 38.495068
## 2020-03-11 37.427121 37.554492 36.466949 36.702091 137795400 36.702091
## 2020-03-12 33.439466 33.968538 32.224553 33.027962 171341200 33.027962
## 2020-03-13 35.869295 35.957474 33.684413 35.408802 128272900 35.408802
## 2020-03-16 31.352561 32.802617 30.950856 30.990046 101553900 30.990046
## 2020-03-17 31.901233 33.125942 31.381954 33.125942 92310900 33.125942
## 2020-03-18 30.284614 31.372156 29.539991 30.265018 101136100 30.265018
## 2020-03-19 30.186638 30.911666 29.637970 30.500164 68919700 30.500164
## 2020-03-20 31.930623 32.057994 30.617735 30.725510 100290200 30.725510
## 2020-03-23 30.431578 30.529556 29.491003 29.990685 97832900 29.990685
## 2020-03-24 31.950219 32.302935 31.695476 32.244148 84450500 32.244148
## 2020-03-25 32.832004 33.831368 32.518480 33.380676 79588900 33.380676
## 2020-03-26 33.664813 34.732760 33.586430 34.644581 89991500 34.644581
## 2020-03-27 32.773223 33.272902 32.518481 32.675243 74103800 32.675243
## 2020-03-30 32.792822 33.243514 32.547880 33.214123 47544900 33.214123
## 2020-03-31 33.292502 33.850968 33.233714 33.439468 64131300 33.439468
## 2020-04-01 32.430303 32.655653 31.960016 32.009003 65580600 32.009003
## 2020-04-02 32.616463 33.253310 32.528283 33.086750 55784000 33.086750
## 2020-04-03 33.008370 33.174932 32.283344 32.459702 68672500 32.459702
## 2020-04-06 33.743190 34.242874 33.606023 34.233074 82394800 34.233074
## 2020-04-07 35.359806 35.389198 34.340847 34.409431 74322600 34.409431
## 2020-04-08 34.497612 34.850329 34.233075 34.762150 47112900 34.762150
## 2020-04-09 35.134461 35.359807 34.546598 34.634777 67239300 34.634777
## 2020-04-13 34.624985 34.732760 34.291864 34.683773 38193400 34.683773
## 2020-04-14 35.477383 35.741921 35.281429 35.477383 52817400 35.477383
## 2020-04-15 34.634776 34.742551 34.409430 34.566193 60775200 34.566193
## 2020-04-16 35.056080 35.095272 34.634779 34.752354 37215100 34.752354
## 2020-04-17 35.692929 35.741918 35.271629 35.526367 40870300 35.526367
## 2020-04-20 35.154059 35.506777 35.007093 35.075676 44402700 35.075676
## 2020-04-21 34.272269 34.468222 34.037126 34.105709 46166600 34.105709
## 2020-04-22 35.056084 35.144263 34.967905 35.036488 37455800 35.036488
## 2020-04-23 35.310820 35.555762 34.889520 34.909115 40733100 34.909115
## 2020-04-24 34.967905 35.016897 34.536809 34.860134 30553700 34.860134
## 2020-04-27 35.320621 35.634147 35.261838 35.565563 30617400 35.565563
## 2020-04-28 36.075040 36.104431 35.614548 35.634144 34463600 35.634144
## 2020-04-29 36.241599 36.741279 36.173012 36.672695 45483100 36.672695
## 2020-04-30 36.486545 36.604117 35.663541 35.898682 59181700 35.898682
## 2020-05-01 35.026689 35.154060 34.487818 34.605389 56829000 34.605389
## 2020-05-04 34.742553 35.016891 34.605386 34.977699 37036200 34.977699
## 2020-05-05 35.330418 35.506777 35.134464 35.173656 41772700 35.173656
## 2020-05-06 35.389205 35.428397 35.046288 35.065884 36584500 35.065884
## 2020-05-07 35.399001 35.506777 35.183452 35.350014 36883300 35.350014
## 2020-05-08 35.800710 36.202414 35.771314 36.094639 60613000 36.094639
## 2020-05-11 35.879085 36.094635 35.820301 35.859489 31053700 35.859489
## 2020-05-12 36.153425 36.408162 35.712528 35.722324 49641400 35.722324
## 2020-05-13 36.124028 36.202412 35.418599 35.653740 55002900 35.653740
## 2020-05-14 34.967900 35.849692 34.840533 35.790905 58633700 35.790905
## 2020-05-15 35.232438 35.467584 35.114867 35.301022 40402000 35.301022
## 2020-05-18 36.173015 36.760877 36.163219 36.682495 47487700 36.682495
## 2020-05-19 36.623711 36.800069 36.368970 36.388565 36152600 36.388565
## 2020-05-20 36.966628 37.142986 36.662898 36.868652 43140300 36.868652
## 2020-05-21 36.643307 36.770674 36.270994 36.447353 42845500 36.447353
## 2020-05-22 35.879087 35.879087 35.575361 35.692932 47355000 35.692932
## 2020-05-26 36.819663 36.966626 36.437550 36.476742 54511200 36.476742
## 2020-05-27 36.643310 36.672701 36.163222 36.594318 47182400 36.594318
## 2020-05-28 36.711890 36.888249 36.319982 36.339577 53388700 36.339577
## 2020-05-29 36.594319 37.035216 36.339582 36.966633 63616700 36.966633
## 2020-06-01 37.309552 37.848423 37.240964 37.819027 49360200 37.819027
## 2020-06-02 38.279518 38.769401 38.191339 38.720413 54010500 38.720413
## 2020-06-03 39.239687 39.700178 39.180904 39.621796 60769300 39.621796
## 2020-06-04 39.102520 39.367057 38.867374 39.063328 50969300 39.063328
## 2020-06-05 40.072496 40.327233 39.994112 40.092087 52467500 40.092087
## 2020-06-08 39.974512 40.356621 39.739370 40.337025 39777100 40.337025
## 2020-06-09 39.758970 40.150875 39.612003 40.062695 44389800 40.062695
## 2020-06-10 40.180262 40.474195 39.847141 40.356621 81172700 40.356621
## 2020-06-11 39.053531 39.269081 38.201135 38.250122 91271100 38.250122
## 2020-06-12 39.210294 39.288674 38.485265 39.063328 73779500 39.063328
## 2020-06-15 38.058170 38.935222 37.939917 38.708569 76868600 38.708569
## 2020-06-16 39.684165 39.684165 38.679003 38.954929 79638000 38.954929
## 2020-06-17 39.289984 39.526494 39.211150 39.329403 61471100 39.329403
## 2020-06-18 39.230860 39.496933 39.221003 39.349113 48131400 39.349113
## 2020-06-19 39.881262 39.891115 39.201298 39.339260 72411300 39.339260
## 2020-06-22 39.605331 39.910823 39.516640 39.822132 39024200 39.822132
## 2020-06-23 40.295146 40.472528 40.167036 40.206455 32995800 40.206455
## 2020-06-24 40.048786 40.167039 39.398388 39.674313 51150200 39.674313
## 2020-06-25 39.536348 39.851693 39.398385 39.841839 48199000 39.841839
## 2020-06-26 39.723586 39.743296 39.191441 39.358967 53901200 39.358967
## 2020-06-29 39.368821 39.556055 39.142167 39.536346 34712700 39.536346
## 2020-06-30 39.467369 39.506788 39.161882 39.408245 67644600 39.408245
## 2020-07-01 39.625038 39.999511 39.595475 39.851692 51766200 39.851692
## 2020-07-02 40.709039 40.994818 40.580930 40.758312 42240200 40.758312
## 2020-07-06 42.157654 42.522274 42.157654 42.512417 69159900 42.512417
## 2020-07-07 41.970420 42.256202 41.783186 41.802891 34004100 41.802891
## 2020-07-08 42.374452 42.886887 42.325180 42.886887 42278100 42.886887
## 2020-07-09 43.261361 43.320485 42.502562 42.886887 64950400 42.886887
## 2020-07-10 42.601106 42.670086 42.325180 42.610962 45293500 42.610962
## 2020-07-13 42.906597 43.221942 42.246342 42.325180 47039600 42.325180
## 2020-07-14 41.832454 42.502561 41.733905 42.384304 56528000 42.384304
## 2020-07-15 42.640527 42.719361 42.344892 42.512417 48309100 42.512417
## 2020-07-16 41.694491 41.950708 41.635363 41.911289 36512000 41.911289
## 2020-07-17 42.216782 42.236492 41.930999 42.147800 40913000 42.147800
## 2020-07-20 42.384304 42.739068 42.266051 42.689796 23319300 42.689796
## 2020-07-21 43.359907 43.379616 43.064272 43.083981 44420500 43.083981
## 2020-07-22 43.074121 43.074121 42.660233 42.896740 31232200 42.896740
## 2020-07-23 42.867179 43.034704 42.344890 42.551834 39243400 42.551834
## 2020-07-24 42.098529 42.512417 42.009838 42.512417 30184800 42.512417
## 2020-07-27 42.808049 43.202231 42.679942 43.172668 39112200 43.172668
## 2020-07-28 43.093831 43.143102 42.768633 42.817905 31219100 42.817905
## 2020-07-29 43.212081 43.625973 43.212081 43.507721 37830900 43.507721
## 2020-07-30 42.995287 43.123393 42.561686 42.955868 47900300 42.955868
## 2020-07-31 42.995287 43.005139 42.335032 42.660233 62457700 42.660233
## 2020-08-03 42.817906 43.054412 42.778487 42.955868 30603000 42.955868
## 2020-08-04 43.143106 43.527431 43.133252 43.527431 40597400 43.527431
## 2020-08-05 43.911758 44.197537 43.882193 44.000450 36768200 44.000450
## 2020-08-06 43.872339 44.158121 43.714667 44.138412 33523700 44.138412
## 2020-08-07 43.350049 43.507722 43.005138 43.231792 35759300 43.231792
## 2020-08-10 43.300776 43.428886 43.005140 43.340195 26964700 43.340195
## 2020-08-11 43.625977 43.714669 43.172670 43.221943 34166400 43.221943
## 2020-08-12 43.665397 43.931470 43.566849 43.803360 30740100 43.803360
## 2020-08-13 43.754085 43.823066 43.488012 43.675247 26509200 43.675247
## 2020-08-14 43.566849 43.665397 43.507725 43.596416 24593800 43.596416
## 2020-08-17 43.921613 44.167976 43.852631 44.148266 26422200 44.148266
## 2020-08-18 44.148267 44.217248 43.813213 44.098995 34464800 44.098995
## 2020-08-19 43.961030 43.970883 43.547139 43.556995 28391100 43.556995
## 2020-08-20 42.827760 43.428887 42.739069 43.419033 38399500 43.419033
## 2020-08-21 43.340195 43.655539 43.152960 43.635830 34657800 43.635830
## 2020-08-24 44.286232 44.315797 43.951177 44.118706 26576500 44.118706
## 2020-08-25 44.266521 44.601575 44.167978 44.562160 27608400 44.562160
## 2020-08-26 44.572008 44.729680 44.512879 44.680408 31465300 44.680408
## 2020-08-27 44.798665 44.798665 44.118704 44.305939 31947400 44.305939
## 2020-08-28 44.581865 44.897208 44.463608 44.887352 24151700 44.887352
## 2020-08-31 44.059577 44.069433 43.606270 43.892052 52790000 43.892052
## 2020-09-01 44.305937 44.670558 44.266518 44.640991 34212200 44.640991
## 2020-09-02 44.700121 44.709974 44.128557 44.522739 50638400 44.522739
## 2020-09-03 44.286226 44.296083 43.399321 43.675247 82433300 43.675247
## 2020-09-04 43.773792 44.010303 42.946016 43.694958 62284500 43.694958
## 2020-09-08 42.926303 43.320482 42.798194 42.936157 50051100 42.936157
## 2020-09-09 43.369754 43.665393 43.261358 43.576702 49010500 43.576702
## 2020-09-10 43.625979 43.694960 42.877033 42.877033 54276200 42.877033
## 2020-09-11 43.468306 43.606269 43.074123 43.290924 49400700 43.290924
## 2020-09-14 43.862483 44.059575 43.803359 43.990593 38892300 43.990593
## 2020-09-15 44.532588 44.572007 44.365062 44.453754 30541000 44.453754
## 2020-09-16 44.591721 44.749394 44.374921 44.394630 38179100 44.394630
## 2020-09-17 43.862483 44.286229 43.832922 44.217247 38231100 44.217247
## 2020-09-18 44.256667 44.296087 43.803360 43.872341 34270500 43.872341
## 2020-09-21 43.133249 43.497866 42.758776 43.468304 42901100 43.468304
## 2020-09-22 43.310634 43.330343 42.788341 43.143105 44884000 43.143105
## 2020-09-23 43.014999 43.093833 42.433581 42.472996 40837000 42.472996
## 2020-09-24 41.881726 42.571544 41.812744 42.275909 46493800 42.275909
## 2020-09-25 41.921144 42.335032 41.674781 42.315323 44165700 42.315323
## 2020-09-28 42.877033 42.965723 42.581398 42.788342 45528300 42.788342
## 2020-09-29 42.660235 42.896741 42.620816 42.758778 25333200 42.758778
## 2020-09-30 43.093834 43.566850 43.064272 43.448597 48674300 43.448597
## 2020-10-01 43.773793 43.882194 43.517577 43.852631 51521100 43.852631
## 2020-10-02 43.192380 43.734377 43.143104 43.350052 32647100 43.350052
## 2020-10-05 43.586559 43.931469 43.586559 43.931469 36059100 43.931469
## 2020-10-06 44.069431 44.345357 43.862483 44.010303 43464800 44.010303
## 2020-10-07 44.414341 44.631141 44.286231 44.493179 45691100 44.493179
## 2020-10-08 44.650848 44.907065 44.296085 44.857792 29669900 44.857792
## 2020-10-09 44.966193 45.291390 44.838083 45.163284 31901900 45.163284
## 2020-10-12 45.409645 45.665861 45.311098 45.557461 40037700 45.557461
## 2020-10-13 45.399791 45.429352 45.133717 45.370228 35585000 45.370228
## 2020-10-14 45.350520 45.468774 45.045029 45.064739 42300500 45.064739
## 2020-10-15 44.414339 44.778955 44.365066 44.739540 41119300 44.739540
## 2020-10-16 44.897213 45.025320 44.749394 44.897213 31611400 44.897213
## 2020-10-19 45.035177 45.222411 44.680413 44.769104 30869500 44.769104
## 2020-10-20 45.045025 45.498333 45.025316 45.261826 51631300 45.261826
## 2020-10-21 45.330810 45.646155 45.271682 45.389938 42909300 45.389938
## 2020-10-22 45.468772 45.508191 45.153428 45.380081 41884100 45.380081
## 2020-10-23 45.419498 45.646152 45.202697 45.646152 36931400 45.646152
## 2020-10-26 45.104154 45.370227 44.690262 45.054882 53574300 45.054882
## 2020-10-27 45.182990 45.380082 45.035175 45.251972 41828600 45.251972
## 2020-10-28 44.532595 44.591723 44.079288 44.118706 67047200 44.118706
## 2020-10-29 44.286231 44.709976 44.128559 44.562160 44763400 44.562160
## 2020-10-30 44.197536 44.266518 43.763939 44.059574 66155200 44.059574
## 2020-11-02 44.522737 44.640990 44.266517 44.621281 51001600 44.621281
## 2020-11-03 44.700118 44.936623 44.522735 44.818371 49744300 44.818371
## 2020-11-04 45.419499 46.404951 45.330808 46.227570 81110200 46.227570
## 2020-11-05 47.015934 47.213025 46.621755 47.015934 78029300 47.015934
## 2020-11-06 46.976511 47.410113 46.848406 47.232731 57353300 47.232731
## 2020-11-09 48.760184 48.809456 47.538225 47.557930 74889400 47.557930
## 2020-11-10 47.370698 47.488951 46.808990 47.015934 68735600 47.015934
## 2020-11-11 46.946953 47.400260 46.868119 47.321426 46272000 47.321426
## 2020-11-12 47.439676 47.607205 46.848407 46.966660 41292600 46.966660
## 2020-11-13 47.538224 47.656478 47.291861 47.626915 48143400 47.626915
## 2020-11-16 48.139347 48.375857 48.050656 48.218185 63565900 48.218185
## 2020-11-17 47.922552 48.297021 47.853570 48.168915 34661600 48.168915
## 2020-11-18 48.375858 48.385710 47.991532 48.001385 32343400 48.001385
## 2020-11-19 47.774732 48.149205 47.676188 48.080223 27524000 48.080223
## 2020-11-20 48.188623 48.484257 48.149204 48.346294 35259100 48.346294
## 2020-11-23 48.868585 48.878438 48.366006 48.474403 38979600 48.474403
## 2020-11-24 48.878435 49.154365 48.622219 49.124798 39275200 49.124798
## 2020-11-25 48.681348 48.878435 48.543381 48.848873 47358000 48.848873
## 2020-11-27 49.223347 49.440144 49.183928 49.312038 27040300 49.312038
## 2020-11-30 48.592654 48.592654 48.001381 48.021091 60622800 48.021091
## 2020-12-01 48.868585 49.154367 48.632074 48.967129 50376400 48.967129
## 2020-12-02 48.888295 49.134658 48.701056 49.036110 42826100 49.036110
## 2020-12-03 49.499273 49.844183 49.459854 49.597820 61408300 49.597820
## 2020-12-04 49.982146 50.139819 49.893455 50.110252 42230900 50.110252
## 2020-12-07 50.041271 50.248219 49.913165 50.110252 43115100 50.110252
## 2020-12-08 50.051129 50.129963 49.893456 50.129963 28632600 50.129963
## 2020-12-09 50.287632 50.287632 49.459852 49.696362 40762600 49.696362
## 2020-12-10 49.637236 50.396034 49.607673 50.336910 36032000 50.336910
## 2020-12-11 50.021562 50.169382 49.893456 49.982147 38034400 49.982147
## 2020-12-14 50.100623 50.130491 49.692411 49.722279 34407200 49.722279
## 2020-12-15 49.941321 50.289793 49.801931 50.259926 39345000 50.259926
## 2020-12-16 50.359493 50.578531 50.249972 50.498882 38243300 50.498882
## 2020-12-17 50.827442 50.887182 50.668140 50.827442 36323800 50.827442
## 2020-12-18 50.727877 50.797571 50.558617 50.767704 47662800 50.767704
## 2020-12-21 49.642633 50.230060 49.622719 50.020977 48558100 50.020977
## 2020-12-22 49.891543 49.941324 49.553024 49.622719 35229900 49.622719
## 2020-12-23 50.100626 50.240014 50.030931 50.130493 36469400 50.130493
## 2020-12-24 49.991102 50.110582 49.642630 49.911453 20689000 49.911453
## 2020-12-28 50.150405 50.220100 49.941322 50.050842 26906100 50.050842
## 2020-12-29 50.498882 50.837400 50.459055 50.797573 41965900 50.797573
## 2020-12-30 51.414869 51.653824 51.365088 51.474609 35759500 51.474609
## 2020-12-31 51.763345 51.773299 51.136090 51.444736 35680200 51.444736
## 2021-01-04 52.390596 52.579770 51.604043 51.773300 48201300 51.773300
## 2021-01-05 52.261168 53.037766 52.261168 53.017853 53358000 53.017853
## 2021-01-06 52.619594 53.207023 52.430424 52.569813 56418700 52.569813
## 2021-01-07 52.848593 53.067631 52.589725 53.067631 41031300 53.067631
## 2021-01-08 54.013491 54.501357 53.704842 54.471485 76024300 54.471485
## 2021-01-11 53.754629 54.063274 53.674976 53.734715 40816400 53.734715
## 2021-01-12 54.073231 54.371923 53.923884 54.262402 47570500 54.262402
## 2021-01-13 54.361964 54.650701 54.043360 54.381878 33561200 54.381878
## 2021-01-14 54.979264 55.238129 54.819961 54.889656 38837200 54.889656
## 2021-01-15 54.322139 54.431657 53.973663 54.113052 58519000 54.113052
## 2021-01-19 55.258042 55.297869 54.879698 55.009132 50429300 55.009132
## 2021-01-20 55.954990 56.014726 55.706080 55.974903 38832500 55.974903
## 2021-01-21 56.164075 56.203901 55.865384 56.074467 31457000 56.074467
## 2021-01-22 55.297868 55.706081 55.228173 55.586605 48223800 55.586605
## 2021-01-25 56.203901 56.293509 55.467125 56.004772 50793700 56.004772
## 2021-01-26 55.546780 55.686169 55.287911 55.596561 32283000 55.596561
## 2021-01-27 54.421704 54.640746 54.013491 54.053318 45279700 54.053318
## 2021-01-28 53.953754 54.630789 53.814364 54.431660 38055000 54.431660
## 2021-01-29 53.485804 53.615234 52.818723 53.077591 57657800 53.077591
## 2021-02-01 54.182748 54.610873 53.923883 54.511311 51427000 54.511311
## 2021-02-02 55.307824 55.347650 55.048959 55.218216 33172200 55.218216
## 2021-02-03 55.586606 55.706081 55.327737 55.496998 32363100 55.496998
## 2021-02-04 55.437258 55.556734 55.098740 55.516907 40161800 55.516907
## 2021-02-05 55.765815 56.014725 55.556731 55.994816 24242300 55.994816
## 2021-02-08 55.795688 56.193942 55.785729 56.094379 21606000 56.094379
## 2021-02-09 56.104332 56.741546 56.094378 56.691761 27200000 56.691761
## 2021-02-10 57.199543 57.279192 56.552374 56.890892 30531200 56.890892
## 2021-02-11 57.398672 57.747144 57.289151 57.498234 48875000 57.498234
## 2021-02-12 57.249325 57.717277 57.159717 57.548016 28400400 57.548016
## 2021-02-16 57.876579 58.035881 57.538061 57.687405 34954000 57.687405
## 2021-02-17 57.587841 57.747144 57.299104 57.707317 37789100 57.707317
## 2021-02-18 56.771415 56.910805 56.293509 56.910805 46118400 56.910805
## 2021-02-19 57.249322 57.557971 57.090019 57.279190 39809800 57.279190
## 2021-02-22 55.755863 56.124249 55.536822 55.596561 46924200 55.596561
## 2021-02-23 55.238129 56.034641 54.551138 55.845470 40316200 55.845470
## 2021-02-24 54.919523 55.506951 54.581005 55.487038 36631300 55.487038
## 2021-02-25 55.516908 55.656301 54.142927 54.222576 50895200 54.222576
## 2021-02-26 53.874102 53.913929 53.157239 53.495758 68933600 53.495758
## 2021-03-01 54.581006 55.088784 54.461530 54.929478 53421400 54.929478
## 2021-03-02 54.630786 54.670612 54.222573 54.391834 38533600 54.391834
## 2021-03-03 54.800048 54.939437 54.083186 54.282314 43013300 54.282314
## 2021-03-04 54.063274 54.312185 52.739075 53.017853 70653800 53.017853
## 2021-03-05 53.774536 53.794450 52.569812 53.595325 64018500 53.595325
## 2021-03-08 52.649466 52.798810 52.022212 52.151646 54120600 52.151646
## 2021-03-09 52.918291 53.595326 52.848596 53.296631 42450100 53.296631
## 2021-03-10 53.535584 53.555498 52.808768 53.057678 42853900 53.057678
## 2021-03-11 54.272356 54.800049 54.033405 54.730354 57247200 54.730354
## 2021-03-12 53.605279 53.754627 53.346414 53.754627 41559600 53.754627
## 2021-03-15 53.495757 53.894014 53.356368 53.884056 32447400 53.884056
## 2021-03-16 54.053317 54.312181 53.874101 54.113052 41261600 54.113052
## 2021-03-17 53.416108 54.421703 53.286673 54.182747 57032400 54.182747
## 2021-03-18 53.694886 53.854188 53.157239 53.187107 49205900 53.187107
## 2021-03-19 53.266761 53.844234 53.097504 53.844234 60265700 53.844234
## 2021-03-22 53.505718 53.844235 53.316543 53.684929 24860300 53.684929
## 2021-03-23 52.987983 53.167200 52.629553 52.659420 40356400 52.659420
## 2021-03-24 52.320903 52.400556 51.454697 51.454697 45315400 51.454697
## 2021-03-25 51.335221 51.842997 51.295395 51.693649 73684400 51.693649
## 2021-03-26 52.171561 53.087548 51.932605 53.037766 142402800 53.037766
## 2021-03-29 52.609640 52.888418 52.410511 52.669380 51309500 52.669380
## 2021-03-30 52.649463 52.948154 52.500116 52.838634 44414300 52.838634
## 2021-03-31 52.778897 53.286675 52.778897 53.107460 38807500 53.107460
## 2021-04-01 53.884056 53.983622 53.575409 53.625191 44592700 53.625191
## 2021-04-05 53.953750 54.013489 53.714798 53.834274 30891600 53.834274
## 2021-04-06 53.844236 54.361965 53.724756 54.132969 31509200 54.132969
## 2021-04-07 53.376283 53.515671 53.147285 53.336456 47888100 53.336456
## 2021-04-08 53.884057 54.043360 53.754627 53.774536 50373000 53.774536
## 2021-04-09 53.256809 53.336458 53.137329 53.316544 35808300 53.316544
## 2021-04-12 52.948154 53.057675 52.828678 52.997936 30045900 52.997936
## 2021-04-13 53.007897 53.406150 52.928243 53.216980 33697900 53.216980
## 2021-04-14 53.694885 53.804407 53.436017 53.485802 27449500 53.485802
## 2021-04-15 53.923882 54.023444 53.754625 53.973663 42622000 53.973663
## 2021-04-16 54.113052 54.192705 53.864142 54.113052 32031300 54.113052
## 2021-04-19 54.003537 54.103099 53.724754 53.913929 34318500 53.913929
## 2021-04-20 53.854189 53.963711 53.326501 53.475845 27732600 53.475845
## 2021-04-21 53.226936 53.834277 53.107460 53.804409 33407600 53.804409
## 2021-04-22 53.844235 53.953753 53.445977 53.615234 39452000 53.615234
## 2021-04-23 54.142924 54.451570 54.103097 54.391834 27062900 54.391834
## 2021-04-26 54.302227 54.511310 54.192705 54.461529 26805200 54.461529
## 2021-04-27 54.451574 54.600921 54.342056 54.431660 25563100 54.431660
## 2021-04-28 54.690526 55.098739 54.521265 54.839874 37381000 54.839874
## 2021-04-29 55.019088 55.029046 54.262403 54.710442 36617000 54.710442
## 2021-04-30 54.033403 54.132966 53.615232 53.744667 46299900 53.744667
## 2021-05-03 53.704840 53.993577 53.525624 53.744667 20628000 53.744667
## 2021-05-04 53.346412 53.426062 52.749026 53.137325 38634800 53.137325
## 2021-05-05 53.396196 53.565453 53.326502 53.386238 16731900 53.386238
## 2021-05-06 53.665020 53.923884 53.495759 53.894016 29454200 53.894016
## 2021-05-07 54.222575 54.690527 54.152880 54.451572 41590600 54.451572
## 2021-05-10 54.232534 54.252448 53.426064 53.475845 40686800 53.475845
## 2021-05-11 52.470249 53.346414 52.430423 53.326500 37374100 53.326500
## 2021-05-12 52.450337 52.679335 51.783256 51.852955 53632900 51.852955
## 2021-05-13 52.012258 52.281077 51.514438 51.783257 42935200 51.783257
## 2021-05-14 52.380640 52.808766 52.251206 52.719158 40363000 52.719158
## 2021-05-17 52.380643 52.709203 52.300990 52.669380 23169500 52.669380
## 2021-05-18 53.356368 53.645105 53.286673 53.376282 32405300 53.376282
## 2021-05-19 52.719160 53.416109 52.679333 53.216980 46284100 53.216980
## 2021-05-20 53.296631 53.635148 53.286675 53.525627 33273000 53.525627
## 2021-05-21 53.505716 53.505716 52.828680 52.908329 39110900 52.908329
## 2021-05-24 53.157238 53.475843 53.047718 53.346413 22436200 53.346413
## 2021-05-25 54.033405 54.123014 53.794451 53.874104 40993700 53.874104
## 2021-05-26 54.083188 54.332098 54.063275 54.272358 26984700 54.272358
## 2021-05-27 54.322141 54.431658 54.162839 54.282314 35598900 54.282314
## 2021-05-28 54.421704 54.760221 54.401790 54.630787 43730300 54.630787
## 2021-06-01 55.895252 55.935078 55.576648 55.755863 41656100 55.755863
## 2021-06-02 55.676209 55.885297 55.526865 55.845470 24532400 55.845470
## 2021-06-03 55.267998 55.417346 55.098741 55.248089 40790400 55.248089
## 2021-06-04 55.636386 55.785730 55.556732 55.745907 29033000 55.745907
## 2021-06-07 55.467125 55.496997 55.218215 55.467125 24830500 55.467125
## 2021-06-08 55.277955 55.307823 55.019087 55.198303 38113700 55.198303
## 2021-06-09 55.138567 55.287911 54.989220 55.039001 30916900 55.039001
## 2021-06-10 55.240002 55.560001 55.189999 55.480000 28571100 55.480000
## 2021-06-11 55.340000 55.389999 55.110001 55.290001 28375700 55.290001
## 2021-06-14 55.330002 55.560001 55.270000 55.439999 26421400 55.439999
## 2021-06-15 55.299999 55.310001 54.939999 55.060001 34121300 55.060001
## 2021-06-16 54.950001 55.099998 54.090000 54.310001 44138300 54.310001
## 2021-06-17 54.540001 54.820000 54.450001 54.610001 27846900 54.610001
## 2021-06-18 54.380001 54.480000 54.130001 54.230000 42443000 54.230000
head(datas$EEM)
## EEM.Open EEM.High EEM.Low EEM.Close EEM.Volume EEM.Adjusted
## 2003-04-14 8.041089 8.097208 8.041089 8.097208 93600 8.097208
## 2003-04-15 8.146915 8.217465 8.146915 8.193414 421200 8.193414
## 2003-04-16 8.281600 8.321685 8.281600 8.288014 9000 8.288014
## 2003-04-17 8.333713 8.349747 8.319282 8.347342 17100 8.347342
## 2003-04-21 8.356962 8.357764 8.337722 8.344135 72900 8.344135
## 2003-04-22 8.343335 8.372196 8.317681 8.372196 19800 8.372196
#
bt.prep(datas, align='remove.na')
names(datas)
## [1] "GLD" "prices" "IWM" "dates"
## [5] "IYR" "TLT" "weight" "QQQ"
## [9] ".getSymbols" "symbolnames" "execution.price" "EEM"
## [13] "SPY" "EFA"
#
head(datas$SPY)
## SPY.Open SPY.High SPY.Low SPY.Close SPY.Volume SPY.Adjusted
## 2004-11-18 85.45050 85.64515 85.23423 85.60189 31854300 85.60189
## 2004-11-19 85.57307 85.58749 84.44843 84.65029 54276500 84.65029
## 2004-11-22 84.47005 85.15492 84.36912 85.05399 37560200 85.05399
## 2004-11-23 85.01791 85.25581 84.61420 85.18372 41968800 85.18372
## 2004-11-24 85.26305 85.49375 85.10445 85.38561 29724800 85.38561
## 2004-11-26 85.43609 85.77492 85.28470 85.32074 15487700 85.32074
head(datas$prices)
## EEM EFA GLD IWM IYR QQQ SPY TLT
## 2004-11-18 15.50116 31.89693 44.38 49.44335 30.10818 34.16679 85.60189 52.06873
## 2004-11-19 15.27955 31.69041 44.78 48.91668 29.69538 33.63632 84.65029 51.65319
## 2004-11-22 15.33918 31.78335 44.95 49.43537 29.91727 33.95809 85.05399 51.92241
## 2004-11-23 15.36577 31.84530 44.75 49.74258 30.23718 33.90590 85.18372 51.98678
## 2004-11-24 15.52937 31.98987 45.05 50.04183 30.64997 34.20155 85.38561 51.98678
## 2004-11-26 15.78726 32.17572 45.29 50.07376 30.46938 34.09720 85.32074 51.64732
#
prices_monthly <- to.monthly(datas$prices, indexAt = "last", OHLC = FALSE) # indexAt = 'endof'
head(prices_monthly)
## EEM EFA GLD IWM IYR QQQ SPY TLT
## 2004-11-30 15.71955 32.06215 45.12 50.62437 30.52871 34.01894 84.98910 50.88067
## 2004-12-31 16.46561 33.60329 43.80 51.83453 32.11852 35.04711 87.54905 52.23348
## 2005-01-31 16.37833 32.96373 42.22 49.72914 29.38115 32.83472 85.58614 54.09748
## 2005-02-28 17.96411 34.21140 43.53 50.54570 30.36140 32.67670 87.37523 53.30110
## 2005-03-31 16.54310 33.31391 42.82 49.11284 29.59041 32.10603 85.77689 53.05878
## 2005-04-29 16.33672 32.77501 43.35 46.33454 31.25453 30.71012 84.16984 55.10953
monthly.ret <- na.omit(Return.calculate(prices_monthly, method = "discrete"))
head(monthly.ret)
## EEM EFA GLD IWM IYR
## 2004-12-31 0.047460377 0.048067558 -0.02925532 0.02390483 0.05207583
## 2005-01-31 -0.005300927 -0.019032896 -0.03607301 -0.04061765 -0.08522709
## 2005-02-28 0.096822276 0.037849999 0.03102790 0.01642013 0.03336316
## 2005-03-31 -0.079102867 -0.026233797 -0.01631057 -0.02834775 -0.02539386
## 2005-04-29 -0.012475230 -0.016176517 0.01237735 -0.05656975 0.05623877
## 2005-05-31 0.031607073 -0.008637314 -0.03921560 0.06464804 0.03746519
## QQQ SPY TLT
## 2004-12-31 0.030223605 0.03012093 0.02658804
## 2005-01-31 -0.063126280 -0.02242064 0.03568583
## 2005-02-28 -0.004812497 0.02090392 -0.01472111
## 2005-03-31 -0.017464246 -0.01829286 -0.00454621
## 2005-04-29 -0.043478157 -0.01873521 0.03865047
## 2005-05-31 0.088622060 0.03222454 0.03137680
#
# 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 <- '2005-01::2021-03'
X <- monthly.ret[dates]
head(X)
## EEM EFA GLD IWM IYR
## 2005-01-31 -0.005300927 -0.019032896 -0.03607301 -0.04061765 -0.08522709
## 2005-02-28 0.096822276 0.037849999 0.03102790 0.01642013 0.03336316
## 2005-03-31 -0.079102867 -0.026233797 -0.01631057 -0.02834775 -0.02539386
## 2005-04-29 -0.012475230 -0.016176517 0.01237735 -0.05656975 0.05623877
## 2005-05-31 0.031607073 -0.008637314 -0.03921560 0.06464804 0.03746519
## 2005-06-30 0.039690255 0.014327225 0.04297712 0.04076246 0.04489641
## QQQ SPY TLT
## 2005-01-31 -0.063126280 -0.022420643 0.03568583
## 2005-02-28 -0.004812497 0.020903921 -0.01472111
## 2005-03-31 -0.017464246 -0.018292862 -0.00454621
## 2005-04-29 -0.043478157 -0.018735210 0.03865047
## 2005-05-31 0.088622060 0.032224536 0.03137680
## 2005-06-30 -0.033245829 0.001515213 0.02164730
dim(X)
## [1] 195 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
## 2005-01-31 0.0097 0.0076 0.0014
## 2005-02-28 -0.0061 0.0027 0.0007
## 2005-03-31 0.0000 -0.0006 0.0065
## 2005-04-29 0.0104 -0.0040 -0.0003
## 2005-05-31 -0.0049 0.0046 0.0033
## 2005-06-30 -0.0063 0.0021 0.0025
dim(f)
## [1] 195 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(X[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$beta)
## alpha Mkt.RF
## EEM 0.002876790 0.7444083
## EFA 0.006013021 0.9924506
## GLD 0.002504998 0.3016108
## IWM 0.013760810 0.4863524
## IYR 0.013104027 0.4457599
## QQQ 0.015533326 -0.0419752
## SPY 0.012892375 0.3864445
## TLT 0.008767361 -0.5248883
#======================================================================
# we can do the fitting using a more compact matrix notation
F_ <- cbind(ones = 1, f$Mkt.RF[insample_range])
Gamma <- t(X[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
## EEM 0.002876790 0.7444083
## EFA 0.006013021 0.9924506
## GLD 0.002504998 0.3016108
## IWM 0.013760810 0.4863524
## IYR 0.013104027 0.4457599
## QQQ 0.015533326 -0.0419752
## SPY 0.012892375 0.3864445
## TLT 0.008767361 -0.5248883
# compute Sigma
X <- X[insample_range]
f <- f$Mkt.RF[insample_range]
T <- dim(X)[1]
E <- xts(t(t(X) - Gamma %*% t(F_)), index(X)) # residuals
Psi <- (1/(T-2)) * t(E) %*% E
Sigma <- as.numeric(var(f)) * beta %o% beta + diag(diag(Psi))
Sigma # This is covariance matrix computed from single factor model
## EEM EFA GLD IWM IYR
## EEM 3.517255e-03 8.069511e-05 2.452366e-05 3.954480e-05 3.624427e-05
## EFA 8.069511e-05 2.507873e-03 3.269512e-05 5.272142e-05 4.832113e-05
## GLD 2.452366e-05 3.269512e-05 2.832805e-03 1.602231e-05 1.468504e-05
## IWM 3.954480e-05 5.272142e-05 1.602231e-05 2.752697e-03 2.367986e-05
## IYR 3.624427e-05 4.832113e-05 1.468504e-05 2.367986e-05 2.106207e-03
## QQQ -3.412959e-06 -4.550182e-06 -1.382824e-06 -2.229826e-06 -2.043718e-06
## SPY 3.142139e-05 4.189123e-05 1.273096e-05 2.052888e-05 1.881548e-05
## TLT -4.267811e-05 -5.689878e-05 -1.729183e-05 -2.788336e-05 -2.555613e-05
## QQQ SPY TLT
## EEM -3.412959e-06 3.142139e-05 -4.267811e-05
## EFA -4.550182e-06 4.189123e-05 -5.689878e-05
## GLD -1.382824e-06 1.273096e-05 -1.729183e-05
## IWM -2.229826e-06 2.052888e-05 -2.788336e-05
## IYR -2.043718e-06 1.881548e-05 -2.555613e-05
## QQQ 1.935210e-03 -1.771769e-06 2.406505e-06
## SPY -1.771769e-06 1.430684e-03 -2.215548e-05
## TLT 2.406505e-06 -2.215548e-05 1.518613e-03
#=======================================================================
# We can also use lm() to compute estimated coefficients
fit = lm(formula = X~f)
sigF = as.numeric(var(f))
beta_ = as.matrix(fit$coefficients)
beta_ = as.matrix(beta_[-1,])
beta_
## [,1]
## EEM 0.7444083
## EFA 0.9924506
## GLD 0.3016108
## IWM 0.4863524
## IYR 0.4457599
## QQQ -0.0419752
## SPY 0.3864445
## TLT -0.5248883
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] [,4] [,5] [,6]
## [1,] 0.003456728 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
## [2,] 0.000000000 0.00240029 0.000000000 0.000000000 0.000000000 0.000000000
## [3,] 0.000000000 0.00000000 0.002822869 0.000000000 0.000000000 0.000000000
## [4,] 0.000000000 0.00000000 0.000000000 0.002726861 0.000000000 0.000000000
## [5,] 0.000000000 0.00000000 0.000000000 0.000000000 0.002084503 0.000000000
## [6,] 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000 0.001935018
## [7,] 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
## [8,] 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000 0.000000000
## [,7] [,8]
## [1,] 0.000000000 0.00000000
## [2,] 0.000000000 0.00000000
## [3,] 0.000000000 0.00000000
## [4,] 0.000000000 0.00000000
## [5,] 0.000000000 0.00000000
## [6,] 0.000000000 0.00000000
## [7,] 0.001414372 0.00000000
## [8,] 0.000000000 0.00148852
cov_1f = sigF*beta_%*%t(beta_)+sigeps
cov_1f # This is covariance matrix computed from single factor model (from lm())
## EEM EFA GLD IWM IYR
## EEM 3.517255e-03 8.069511e-05 2.452366e-05 3.954480e-05 3.624427e-05
## EFA 8.069511e-05 2.507873e-03 3.269512e-05 5.272142e-05 4.832113e-05
## GLD 2.452366e-05 3.269512e-05 2.832805e-03 1.602231e-05 1.468504e-05
## IWM 3.954480e-05 5.272142e-05 1.602231e-05 2.752697e-03 2.367986e-05
## IYR 3.624427e-05 4.832113e-05 1.468504e-05 2.367986e-05 2.106207e-03
## QQQ -3.412959e-06 -4.550182e-06 -1.382824e-06 -2.229826e-06 -2.043718e-06
## SPY 3.142139e-05 4.189123e-05 1.273096e-05 2.052888e-05 1.881548e-05
## TLT -4.267811e-05 -5.689878e-05 -1.729183e-05 -2.788336e-05 -2.555613e-05
## QQQ SPY TLT
## EEM -3.412959e-06 3.142139e-05 -4.267811e-05
## EFA -4.550182e-06 4.189123e-05 -5.689878e-05
## GLD -1.382824e-06 1.273096e-05 -1.729183e-05
## IWM -2.229826e-06 2.052888e-05 -2.788336e-05
## IYR -2.043718e-06 1.881548e-05 -2.555613e-05
## QQQ 1.935210e-03 -1.771769e-06 2.406505e-06
## SPY -1.771769e-06 1.430684e-03 -2.215548e-05
## TLT 2.406505e-06 -2.215548e-05 1.518613e-03
#=======================================================================
# Backtesting portfolio using SIT package
#=======================================================================
dates <- '2005-01::2021-03'
X <- monthly.ret[dates]
head(X)
## EEM EFA GLD IWM IYR
## 2005-01-31 -0.005300927 -0.019032896 -0.03607301 -0.04061765 -0.08522709
## 2005-02-28 0.096822276 0.037849999 0.03102790 0.01642013 0.03336316
## 2005-03-31 -0.079102867 -0.026233797 -0.01631057 -0.02834775 -0.02539386
## 2005-04-29 -0.012475230 -0.016176517 0.01237735 -0.05656975 0.05623877
## 2005-05-31 0.031607073 -0.008637314 -0.03921560 0.06464804 0.03746519
## 2005-06-30 0.039690255 0.014327225 0.04297712 0.04076246 0.04489641
## QQQ SPY TLT
## 2005-01-31 -0.063126280 -0.022420643 0.03568583
## 2005-02-28 -0.004812497 0.020903921 -0.01472111
## 2005-03-31 -0.017464246 -0.018292862 -0.00454621
## 2005-04-29 -0.043478157 -0.018735210 0.03865047
## 2005-05-31 0.088622060 0.032224536 0.03137680
## 2005-06-30 -0.033245829 0.001515213 0.02164730
dim(X)
## [1] 195 8
tail(X)
## EEM EFA GLD IWM IYR
## 2020-10-30 0.014062065 -0.035506689 -0.005194207 0.02203089 -0.029183239
## 2020-11-30 0.089912740 0.142694202 -0.054086261 0.18244176 0.085795401
## 2020-12-31 0.071294611 0.050154109 0.070138616 0.08646447 0.025033875
## 2021-01-29 0.031739982 -0.007812476 -0.032238170 0.04845461 -0.004319908
## 2021-02-26 0.007878410 0.022378750 -0.062568814 0.06202572 0.024273001
## 2021-03-31 -0.007258482 0.025131731 -0.011433107 0.01395024 0.057740659
## QQQ SPY TLT
## 2020-10-30 -0.030449217 -0.02493365 -0.03385220
## 2020-11-30 0.112257685 0.10877692 0.01663902
## 2020-12-31 0.049024387 0.03704831 -0.01227648
## 2021-01-29 0.002613643 -0.01019039 -0.03632779
## 2021-02-26 -0.001335179 0.02780547 -0.05732945
## 2021-03-31 0.017167708 0.04539929 -0.05245276
#
prices_monthly <- to.monthly(datas$prices, indexAt = "last", OHLC = FALSE) # indexAt = 'endof'
head(prices_monthly)
## EEM EFA GLD IWM IYR QQQ SPY TLT
## 2004-11-30 15.71955 32.06215 45.12 50.62437 30.52871 34.01894 84.98910 50.88067
## 2004-12-31 16.46561 33.60329 43.80 51.83453 32.11852 35.04711 87.54905 52.23348
## 2005-01-31 16.37833 32.96373 42.22 49.72914 29.38115 32.83472 85.58614 54.09748
## 2005-02-28 17.96411 34.21140 43.53 50.54570 30.36140 32.67670 87.37523 53.30110
## 2005-03-31 16.54310 33.31391 42.82 49.11284 29.59041 32.10603 85.77689 53.05878
## 2005-04-29 16.33672 32.77501 43.35 46.33454 31.25453 30.71012 84.16984 55.10953
prices_monthly <- prices_monthly[dates]
head(prices_monthly)
## EEM EFA GLD IWM IYR QQQ SPY TLT
## 2005-01-31 16.37833 32.96373 42.22 49.72914 29.38115 32.83472 85.58614 54.09748
## 2005-02-28 17.96411 34.21140 43.53 50.54570 30.36140 32.67670 87.37523 53.30110
## 2005-03-31 16.54310 33.31391 42.82 49.11284 29.59041 32.10603 85.77689 53.05878
## 2005-04-29 16.33672 32.77501 43.35 46.33454 31.25453 30.71012 84.16984 55.10953
## 2005-05-31 16.85308 32.49192 41.65 49.32997 32.42549 33.43171 86.88217 56.83869
## 2005-06-30 17.52198 32.95744 43.44 51.34079 33.88128 32.32025 87.01382 58.06910
tail(prices_monthly)
## EEM EFA GLD IWM IYR QQQ SPY
## 2020-10-30 44.05957 59.97956 176.20 152.0988 76.19470 268.5534 324.0925
## 2020-11-30 48.02109 68.53829 166.67 179.8480 82.73186 298.7006 359.3463
## 2020-12-31 51.44474 71.97577 178.36 195.3985 84.80296 313.3442 372.6595
## 2021-01-29 53.07759 71.41346 172.61 204.8664 84.43662 314.1632 368.8619
## 2021-02-26 53.49576 73.01160 161.81 217.5734 86.48614 313.7437 379.1183
## 2021-03-31 53.10746 74.84651 159.96 220.6086 91.47991 319.1300 396.3300
## TLT
## 2020-10-30 156.0386
## 2020-11-30 158.6349
## 2020-12-31 156.6874
## 2021-01-29 150.9953
## 2021-02-26 142.3389
## 2021-03-31 134.8728
#
#*****************************************************************
# Code Strategies
#******************************************************************
# We need to create environment variable required by SIT
# data_m <- new.env()
#
# data_m$EEM <- prices_monthly$EEM
# colnames(data_m$EEM) <- 'Close'
# head(data_m$EEM)
# Change column names to Close which will be consistent with the requirement of SIT package
# data_m$SPY <- prices_monthly$SPY %>% `colnames<-` (c("Close"))
# data_m$QQQ <- prices_monthly$QQQ %>% `colnames<-` (c("Close"))
# data_m$EEM <- prices_monthly$EEM %>% `colnames<-` (c("Close"))
# data_m$IWM <- prices_monthly$IWM %>% `colnames<-` (c("Close"))
# data_m$EFA <- prices_monthly$EFA %>% `colnames<-` (c("Close"))
# data_m$TLT <- prices_monthly$TLT %>% `colnames<-` (c("Close"))
# data_m$IYR <- prices_monthly$IYR %>% `colnames<-` (c("Close"))
# data_m$GLD <- prices_monthly$GLD %>% `colnames<-` (c("Close"))
# names(data_m)
# head(data_m$EEM)
# 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] "GLD" "IYR" "TLT" "EFA" "IWM" "EEM" "QQQ" "SPY"
# Check if the column name is 'Close'
head(data_m$EEM)
## Close
## 2005-01-31 42.22
## 2005-02-28 43.53
## 2005-03-31 42.82
## 2005-04-29 43.35
## 2005-05-31 41.65
## 2005-06-30 43.44
#
bt.prep(data_m, align='remove.na', dates = dates)
names(data_m)
## [1] "prices" "execution.price" "weight" "dates"
## [5] "symbolnames" "GLD" "IYR" "TLT"
## [9] "EFA" "IWM" "EEM" "QQQ"
## [13] "SPY"
#===============================================================
# Equal weighting portfolio
# Equal Weight 1/N Benchmark
#===============================================================
models <- list()
prices <- data_m$prices
# data_m$weight[] = NA
N <- length(tickers)
data_m$weight = ntop(prices, N)
head(data_m$weight)
## EEM EFA GLD IWM IYR QQQ SPY TLT
## 2005-01-31 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2005-02-28 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2005-03-31 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2005-04-29 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2005-05-31 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## 2005-06-30 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
data_m$weight[1:59, ] <- NA
models$equal.weight = bt.run.share(data_m)
## Latest weights :
## EEM EFA GLD IWM IYR QQQ SPY TLT
## 2021-03-31 5.8 10.97 8.3 15.73 16.34 7.12 6.24 29.5
##
## Performance summary :
## CAGR Best Worst
## 7.7 10.2 -10.7
# head(models$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 :
## EEM EFA GLD IWM IYR QQQ SPY TLT
## 2021-03-31 12.5 12.5 12.5 12.5 12.5 12.5 12.5 12.5
##
## Performance summary :
## CAGR Best Worst
## 7.2 9.7 -10.6
# 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 returns
# 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()
}
dim(weight)
## [1] 195 8
# 195 8
head(weight, 70)
## EEM EFA GLD IWM IYR QQQ
## [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,] 0.2616114 -0.1677779 0.3137619 0.16510145 0.6615181 -0.088717288
## [61,] 0.2615207 -0.1679344 0.3138814 0.16555405 0.6620178 -0.088925669
## [62,] 0.2636862 -0.1704778 0.3181146 0.16736856 0.5971565 -0.034024492
## [63,] 0.2652524 -0.1701379 0.3193626 0.16454429 0.5937621 -0.030596129
## [64,] 0.2650807 -0.2068474 0.2974627 0.19409861 0.5460356 0.071743322
## [65,] 0.2553395 -0.1981995 0.3215216 0.19772722 0.5349180 0.007459424
## [66,] 0.2522602 -0.1841214 0.3343620 0.15308150 0.5188037 0.015749205
## [67,] 0.2495514 -0.1846625 0.3336711 0.14802135 0.5174467 0.034310666
## [68,] 0.2497068 -0.1897052 0.3313453 0.15664578 0.5097194 0.047514694
## [69,] 0.2300927 -0.1490394 0.3699794 0.08562841 0.5826549 -0.030799606
## [70,] 0.2229483 -0.1502981 0.3801203 0.09595363 0.5912848 -0.054613233
## SPY TLT
## [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,] -0.3073822 0.1618845
## [61,] -0.3074320 0.1613182
## [62,] -0.3371477 0.1953242
## [63,] -0.3407329 0.1985455
## [64,] -0.3843302 0.2167568
## [65,] -0.3561315 0.2373652
## [66,] -0.3504420 0.2603067
## [67,] -0.3567762 0.2584375
## [68,] -0.3631559 0.2579292
## [69,] -0.3195635 0.2310471
## [70,] -0.2963854 0.2109897
tail(weight)
## EEM EFA GLD IWM IYR QQQ
## [190,] -0.005330806 -0.2968535 0.6276894 0.097776688 0.5266728 0.4753708
## [191,] 0.075616971 -0.2650811 0.5739815 -0.001065799 0.6989109 0.3191030
## [192,] 0.064994997 -0.2922814 0.5918773 0.021413443 0.7028749 0.2955531
## [193,] 0.065231538 -0.3047734 0.6117433 0.085945200 0.6157116 0.2632564
## [194,] 0.084853359 -0.3116180 0.5998285 0.097557565 0.6804997 0.2474342
## [195,] 0.089166770 -0.2844546 0.5743361 0.054407467 0.7456335 0.2633665
## SPY TLT
## [190,] -0.12961708 -0.2957083
## [191,] -0.09365921 -0.3078062
## [192,] -0.07396796 -0.3104644
## [193,] -0.04001077 -0.2971038
## [194,] -0.04821334 -0.3503419
## [195,] -0.06558575 -0.3768699
# 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 :
## EEM EFA GLD IWM IYR QQQ SPY TLT
## 2021-03-31 8.49 -31.16 59.98 9.76 68.05 24.74 -4.82 -35.03
##
## Performance summary :
## CAGR Best Worst
## 7.3 8.3 -5.9
#=================================================================
# 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] 195 8
# 195 8
head(weight_1, 70)
## EEM EFA GLD IWM IYR QQQ SPY
## [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,] 0.1209712 0.04765990 0.2676264 0.1041353 0.1787375 0.1084677 0.05757474
## [61,] 0.1218326 0.04791117 0.2644415 0.1054287 0.1798964 0.1086349 0.05752497
## [62,] 0.1218325 0.04775342 0.2638965 0.1049113 0.1794727 0.1094000 0.05867951
## [63,] 0.1237218 0.04751794 0.2662594 0.1035674 0.1771636 0.1091638 0.05989474
## [64,] 0.1234179 0.04771378 0.2654983 0.1041413 0.1775322 0.1093053 0.05975201
## [65,] 0.1280629 0.04856270 0.2603770 0.1060043 0.1747242 0.1055293 0.06001341
## [66,] 0.1306328 0.04927641 0.2543707 0.1053582 0.1742747 0.1072127 0.06124196
## [67,] 0.1293883 0.04932461 0.2587344 0.1065575 0.1724969 0.1028499 0.06122089
## [68,] 0.1314429 0.05069697 0.2504287 0.1063037 0.1737519 0.1051221 0.06224046
## [69,] 0.1363009 0.05170050 0.2591142 0.1024410 0.1689273 0.1040239 0.06296733
## [70,] 0.1370451 0.05175304 0.2542580 0.1034499 0.1696565 0.1045664 0.06434420
## TLT
## [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,] 0.1148273
## [61,] 0.1143297
## [62,] 0.1140540
## [63,] 0.1127113
## [64,] 0.1126392
## [65,] 0.1167262
## [66,] 0.1176325
## [67,] 0.1194275
## [68,] 0.1200134
## [69,] 0.1145249
## [70,] 0.1149269
tail(weight_1)
## EEM EFA GLD IWM IYR QQQ SPY
## [190,] 0.1413130 0.1063577 0.2021263 0.07271722 0.1385378 0.1495340 0.08019978
## [191,] 0.1530077 0.1091195 0.2109322 0.06735879 0.1339534 0.1323657 0.08608003
## [192,] 0.1484053 0.1097056 0.2117118 0.06756547 0.1353521 0.1322627 0.08683118
## [193,] 0.1494196 0.1032940 0.2279407 0.06777918 0.1344382 0.1292639 0.07830025
## [194,] 0.1544169 0.1031052 0.2167006 0.06814857 0.1355520 0.1323782 0.07785499
## [195,] 0.1523652 0.1054041 0.2091620 0.06839674 0.1345490 0.1334191 0.08449248
## TLT
## [190,] 0.1092143
## [191,] 0.1071827
## [192,] 0.1081659
## [193,] 0.1095641
## [194,] 0.1118435
## [195,] 0.1122114
# 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 :
## EEM EFA GLD IWM IYR QQQ SPY TLT
## 2021-03-31 15.44 10.31 21.67 6.81 13.56 13.24 7.79 11.18
##
## Performance summary :
## CAGR Best Worst
## 7.3 8.4 -9.6
models$mvp.capm.cov$cagr
## [1] 0.07308191
models$mvp.hist.cov$cagr
## [1] 0.07335643
#=================================================================
# 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] 195 8
# 195 8
head(weight_3, 70)
## EEM EFA GLD IWM IYR QQQ SPY
## [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,] 0.1086653 0.03640379 0.3150999 0.09944960 0.1723140 0.10159750 0.05184225
## [61,] 0.1101950 0.03729326 0.3088587 0.10108502 0.1738393 0.10220966 0.05226919
## [62,] 0.1098933 0.03664470 0.3102012 0.10022803 0.1730759 0.10295347 0.05314710
## [63,] 0.1127870 0.03647831 0.3113929 0.09840624 0.1702868 0.10312384 0.05501932
## [64,] 0.1109484 0.03546325 0.3136310 0.09715025 0.1708138 0.10420537 0.05500179
## [65,] 0.1166917 0.03599155 0.3060271 0.09900308 0.1689317 0.10161860 0.05547003
## [66,] 0.1189824 0.03616340 0.3002916 0.09830669 0.1691139 0.10322713 0.05623069
## [67,] 0.1176566 0.03504116 0.3118497 0.09832195 0.1662331 0.09762610 0.05502624
## [68,] 0.1191976 0.03603774 0.3087696 0.09691597 0.1660069 0.09899503 0.05575286
## [69,] 0.1250913 0.03820538 0.3098745 0.09437139 0.1621198 0.09907927 0.05758802
## [70,] 0.1255868 0.03802725 0.3081156 0.09549337 0.1629683 0.09873162 0.05811369
## TLT
## [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,] 0.1146277
## [61,] 0.1142498
## [62,] 0.1138563
## [63,] 0.1125056
## [64,] 0.1127861
## [65,] 0.1162663
## [66,] 0.1176842
## [67,] 0.1182451
## [68,] 0.1183243
## [69,] 0.1136703
## [70,] 0.1129633
tail(weight_3)
## EEM EFA GLD IWM IYR QQQ SPY
## [190,] 0.1549355 0.08609960 0.2646421 0.06952750 0.1232350 0.1421436 0.07400823
## [191,] 0.2033578 0.08485686 0.2872285 0.04983516 0.1130077 0.1088674 0.07490921
## [192,] 0.1963120 0.08277953 0.2934710 0.04901811 0.1138193 0.1089926 0.07532942
## [193,] 0.1874174 0.08159049 0.2891819 0.05499795 0.1138827 0.1105822 0.07922779
## [194,] 0.1907257 0.07789281 0.2786011 0.05123821 0.1144900 0.1179247 0.07838959
## [195,] 0.1901015 0.07641187 0.2734975 0.04781209 0.1139058 0.1217670 0.08304036
## TLT
## [190,] 0.08540846
## [191,] 0.07793742
## [192,] 0.08027802
## [193,] 0.08311955
## [194,] 0.09073795
## [195,] 0.09346383
# 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$mvp.ff3.cov = bt.run(data_m, type='share')
## Latest weights :
## EEM EFA GLD IWM IYR QQQ SPY TLT
## 2021-03-31 19.07 7.79 27.86 5.12 11.45 11.79 7.84 9.07
##
## Performance summary :
## CAGR Best Worst
## 6.9 8.2 -9.6
#============================================================
# Principal Component Analysis (PCA)
#=============================================================
library(covFactorModel)
X_i <-X[1:60,]
factor_pca <- factorModel(X_i, type = "S", K = 3, max_iter = 10)
cbind(alpha = factor_pca$alpha, beta = factor_pca$beta)
## alpha factor1 factor2 factor3
## EEM 0.014966330 -0.072995848 -0.025223806 0.015912578
## EFA 0.004450221 -0.054303740 -0.010673264 0.003127662
## GLD 0.016605778 -0.010404163 -0.045185821 -0.020460922
## IWM 0.002309847 -0.057063167 0.009895360 0.003359875
## IYR 0.003233901 -0.080047078 0.022932951 -0.031391887
## QQQ 0.004375515 -0.051032650 0.007263568 0.018319569
## SPY 0.001416370 -0.044316627 0.002240509 0.005419926
## TLT 0.004700261 0.003311493 -0.006222186 -0.008303706
#
# Statistical 3-factor model
K <- 3
X_trn <- X_i
T_trn <- dim(X_i)[1]
alpha <- colMeans(X_trn)
X_trn_ <- X_trn - matrix(alpha, T_trn, N, byrow = TRUE)
Sigma_prev <- matrix(0, N, N)
Sigma <- (1/(T_trn-1)) * t(X_trn_) %*% X_trn_
eigSigma <- eigen(Sigma)
while (norm(Sigma - Sigma_prev, "F")/norm(Sigma, "F") > 1e-3) {
B <- eigSigma$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,] 0.073668198 -0.023939149 -0.019315208
## [2,] 0.054929130 -0.010666933 -0.002906092
## [3,] 0.010604901 -0.050582972 0.015382708
## [4,] 0.057466229 0.010629280 -0.001168729
## [5,] 0.079900482 0.019998447 0.034187296
## [6,] 0.051983353 0.009939836 -0.019515092
## [7,] 0.044323197 0.002788358 -0.003814386
## [8,] -0.003531188 -0.010450196 0.017410489
# fiti = lm(formula = X_i ~ t(B))
Sigma_PCA3 <- Sigma
Sigma_PCA3
## [,1] [,2] [,3] [,4] [,5]
## [1,] 0.0065734326 0.004358019 1.695037e-03 4.001552e-03 0.0047470440
## [2,] 0.0043580191 0.003471151 1.077380e-03 3.046585e-03 0.0040761904
## [3,] 0.0016950370 0.001077380 3.181561e-03 5.378487e-05 0.0003616490
## [4,] 0.0040015519 0.003046585 5.378487e-05 3.670925e-03 0.0047641928
## [5,] 0.0047470440 0.004076190 3.616490e-04 4.764193e-03 0.0080502419
## [6,] 0.0039685068 0.002806085 -2.517031e-04 3.115748e-03 0.0036851080
## [7,] 0.0032721348 0.002415976 2.703241e-04 2.581183e-03 0.0034668041
## [8,] -0.0003462547 -0.000133090 7.589745e-04 -3.343502e-04 0.0001040862
## [,6] [,7] [,8]
## [1,] 0.0039685068 0.0032721348 -0.0003462547
## [2,] 0.0028060854 0.0024159764 -0.0001330900
## [3,] -0.0002517031 0.0002703241 0.0007589745
## [4,] 0.0031157484 0.0025811832 -0.0003343502
## [5,] 0.0036851080 0.0034668041 0.0001040862
## [6,] 0.0035480551 0.0024062223 -0.0006272035
## [7,] 0.0024062223 0.0021435496 -0.0002520627
## [8,] -0.0006272035 -0.0002520627 0.0016311194
diag(Sigma_PCA3)
## [1] 0.006573433 0.003471151 0.003181561 0.003670925 0.008050242 0.003548055
## [7] 0.002143550 0.001631119
# error
norm(Sigma_PCA3 - cov(X_i), "F")
## [1] 0.001016899
#---------------------------------------------------------------
# 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
## 0.150134523 0.062513742 0.049450523 0.038591273 0.025971338 0.017526513
## Comp.7 Comp.8
## 0.016432920 0.009873601
##
## 8 variables and 60 observations.
summary(pc.fit)
## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 0.1501345 0.06251374 0.04945052 0.03859127 0.02597134
## Proportion of Variance 0.7103313 0.12315464 0.07706223 0.04693297 0.02125634
## Cumulative Proportion 0.7103313 0.83348591 0.91054815 0.95748111 0.97873745
## Comp.6 Comp.7 Comp.8
## Standard deviation 0.017526513 0.016432920 0.009873601
## Proportion of Variance 0.009680345 0.008509995 0.003072210
## Cumulative Proportion 0.988417795 0.996927790 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
## 0.150134523 0.062513742 0.049450523 0.038591273 0.025971338 0.017526513
## Comp.7 Comp.8
## 0.016432920 0.009873601
##
## 8 variables and 60 observations.
eig.vec <- eigen(cov(X_i))$vectors
#
B_hat <- eig.vec[, 1:3]%*%diag(sqrt(eig.value[1:3]), 3, 3)
B_hat
## [,1] [,2] [,3]
## [1,] -0.073668198 -0.023939149 0.019315208
## [2,] -0.054929130 -0.010666933 0.002906092
## [3,] -0.010604901 -0.050582972 -0.015382708
## [4,] -0.057466229 0.010629280 0.001168729
## [5,] -0.079900482 0.019998447 -0.034187296
## [6,] -0.051983353 0.009939836 0.019515092
## [7,] -0.044323197 0.002788358 0.003814386
## [8,] 0.003531188 -0.010450196 -0.017410489
#
#
plot(pc.fit)
loadings(pc.fit)
##
## Loadings:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## EEM 0.487 0.380 0.387 0.365 0.537 0.170
## EFA 0.363 0.169 0.235 0.380 -0.633 -0.485
## GLD 0.802 -0.308 -0.352 -0.349
## IWM 0.380 -0.169 -0.266 0.141 -0.847 -0.139
## IYR 0.528 -0.317 -0.686 -0.200 0.118 0.146 0.275
## QQQ 0.343 -0.158 0.391 -0.668 0.441 -0.249
## SPY 0.293 -0.100 -0.483 0.808
## TLT 0.166 -0.349 0.874 -0.244 0.159
##
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## SS loadings 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000
## Proportion Var 0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125
## Cumulative Var 0.125 0.250 0.375 0.500 0.625 0.750 0.875 1.000
pc.fit$loadings[, 1:3]
## Comp.1 Comp.2 Comp.3
## EEM 0.48657508 0.37973759 0.38732799
## EFA 0.36280439 0.16920548 0.05827588
## GLD 0.07004488 0.80237840 -0.30846954
## IWM 0.37956181 -0.16860821 0.02343653
## IYR 0.52773903 -0.31722773 -0.68555806
## QQQ 0.34334767 -0.15767183 0.39133625
## SPY 0.29275269 -0.04423065 0.07648990
## TLT -0.02332333 0.16576748 -0.34913265
# pc factors are in the scores component. Note these scores are based on
# centered data
head(pc.fit$scores[, 1:3])
## Comp.1 Comp.2 Comp.3
## 2005-01-31 -0.11592678 -0.00180397 0.02761304
## 2005-02-28 0.07721628 0.03373757 0.01355369
## 2005-03-31 -0.09900699 -0.05029173 -0.01598860
## 2005-04-29 -0.03862945 -0.01012625 -0.08036583
## 2005-05-31 0.07848798 -0.07227894 0.02690698
## 2005-06-30 0.04075919 0.02125643 -0.04627556
pc.fit$scores[, 1:3]
## Comp.1 Comp.2 Comp.3
## 2005-01-31 -0.115926778 -1.803970e-03 0.0276130403
## 2005-02-28 0.077216277 3.373757e-02 0.0135536899
## 2005-03-31 -0.099006988 -5.029173e-02 -0.0159886020
## 2005-04-29 -0.038629447 -1.012625e-02 -0.0803658262
## 2005-05-31 0.078487979 -7.227894e-02 0.0269069759
## 2005-06-30 0.040759190 2.125643e-02 -0.0462755640
## 2005-07-29 0.130744354 -4.692259e-02 0.0377417973
## 2005-08-31 -0.032161413 2.957216e-02 0.0143985832
## 2005-09-30 0.054630908 7.302381e-02 0.0307266957
## 2005-10-31 -0.099926831 -3.694194e-02 -0.0031191668
## 2005-11-30 0.106634513 1.906462e-02 0.0005567359
## 2005-12-30 0.025588984 6.432182e-02 -0.0029340911
## 2006-01-31 0.173908214 7.810152e-02 0.0026577373
## 2006-02-28 -0.031880638 -4.428796e-02 -0.0347360605
## 2006-03-31 0.074279260 -1.187245e-02 -0.0110435753
## 2006-04-28 0.030659107 1.160364e-01 0.0242504625
## 2006-05-31 -0.156102930 -4.525537e-02 -0.0489049463
## 2006-06-30 0.007474620 -6.771964e-02 -0.0194342250
## 2006-07-31 -0.003475268 2.061039e-02 -0.0488799177
## 2006-08-31 0.050690256 -3.703506e-02 0.0028598543
## 2006-09-29 0.017335602 -7.159827e-02 0.0091337305
## 2006-10-31 0.116232620 -1.277877e-02 0.0015592656
## 2006-11-30 0.081271946 4.362696e-02 -0.0194962294
## 2006-12-29 0.012710592 -4.112170e-03 0.0448709214
## 2007-01-31 0.062216976 -3.414772e-02 -0.0585432072
## 2007-02-28 -0.062525509 1.113954e-02 -0.0149402114
## 2007-03-30 0.017221000 6.589062e-05 0.0532666301
## 2007-04-30 0.058347315 5.665411e-03 0.0317727460
## 2007-05-31 0.055843937 -3.184433e-02 0.0521706447
## 2007-06-29 -0.052900148 7.773456e-03 0.0847606117
## 2007-07-31 -0.102482140 4.712041e-02 0.0411496932
## 2007-08-31 0.037922666 -2.889614e-02 -0.0284697081
## 2007-09-28 0.126780220 9.298895e-02 0.0114549867
## 2007-10-31 0.106134228 7.377084e-02 0.0457801770
## 2007-11-30 -0.176069931 -5.021067e-03 -0.0127562571
## 2007-12-31 -0.060153893 4.138237e-02 0.0091439672
## 2008-01-31 -0.161993821 5.703641e-02 -0.1322579819
## 2008-02-29 -0.062114897 5.569376e-02 0.0008366400
## 2008-03-31 -0.011021029 -9.211787e-02 -0.0263596433
## 2008-04-30 0.136700007 -5.275257e-02 0.0572678542
## 2008-05-30 0.052987460 -2.171847e-02 0.0403991768
## 2008-06-30 -0.235908478 4.040054e-02 -0.0297495070
## 2008-07-31 -0.027668398 -7.172168e-02 -0.0306941082
## 2008-08-29 -0.035086995 -1.343113e-01 -0.0115233632
## 2008-09-30 -0.241026216 -1.280550e-02 -0.1428753345
## 2008-10-31 -0.571652965 -1.169644e-01 0.0827131326
## 2008-11-28 -0.298290232 1.681002e-01 -0.0345237555
## 2008-12-31 0.175095718 6.277976e-02 -0.1131256815
## 2009-01-30 -0.254624489 1.959033e-02 0.0765815849
## 2009-02-27 -0.280690726 4.532032e-02 0.0755955399
## 2009-03-31 0.203339655 1.905427e-03 0.0891401169
## 2009-04-30 0.390948181 -1.229537e-01 -0.0381324918
## 2009-05-29 0.172031062 1.198706e-01 0.0540578520
## 2009-06-30 -0.030613402 -6.971424e-02 0.0339681901
## 2009-07-31 0.218566419 -5.134626e-03 0.0085598584
## 2009-08-31 0.091637114 -6.236482e-02 -0.0905536816
## 2009-09-30 0.135477833 3.848641e-02 0.0005284136
## 2009-10-30 -0.104113527 2.218388e-02 0.0030103216
## 2009-11-30 0.135695463 8.223357e-02 -0.0281658109
## 2009-12-31 0.090477412 -1.173662e-01 0.0348613204
# 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$vectors[, 1:3])
## Comp.1 Comp.2 Comp.3
## EEM 0.48657508 0.37973759 0.38732799 -0.48657508 -0.37973759 0.38732799
## EFA 0.36280439 0.16920548 0.05827588 -0.36280439 -0.16920548 0.05827588
## GLD 0.07004488 0.80237840 -0.30846954 -0.07004488 -0.80237840 -0.30846954
## IWM 0.37956181 -0.16860821 0.02343653 -0.37956181 0.16860821 0.02343653
## IYR 0.52773903 -0.31722773 -0.68555806 -0.52773903 0.31722773 -0.68555806
## QQQ 0.34334767 -0.15767183 0.39133625 -0.34334767 0.15767183 0.39133625
## SPY 0.29275269 -0.04423065 0.07648990 -0.29275269 0.04423065 0.07648990
## TLT -0.02332333 0.16576748 -0.34913265 0.02332333 -0.16576748 -0.34913265
# compute uncentered pc factors from eigenvectors and return data
pc.factors.uc = X_i %*% eigen.fit$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
## 2005-01-31 -0.115926778 -0.101476096
## 2005-02-28 0.077216277 0.091666959
## 2005-03-31 -0.099006988 -0.084556306
## 2005-04-29 -0.038629447 -0.024178766
## 2005-05-31 0.078487979 0.092938661
## 2005-06-30 0.040759190 0.055209871
## 2005-07-29 0.130744354 0.145195036
## 2005-08-31 -0.032161413 -0.017710731
## 2005-09-30 0.054630908 0.069081590
## 2005-10-31 -0.099926831 -0.085476150
## 2005-11-30 0.106634513 0.121085195
## 2005-12-30 0.025588984 0.040039666
## 2006-01-31 0.173908214 0.188358896
## 2006-02-28 -0.031880638 -0.017429956
## 2006-03-31 0.074279260 0.088729942
## 2006-04-28 0.030659107 0.045109789
## 2006-05-31 -0.156102930 -0.141652248
## 2006-06-30 0.007474620 0.021925302
## 2006-07-31 -0.003475268 0.010975413
## 2006-08-31 0.050690256 0.065140937
## 2006-09-29 0.017335602 0.031786283
## 2006-10-31 0.116232620 0.130683301
## 2006-11-30 0.081271946 0.095722628
## 2006-12-29 0.012710592 0.027161274
## 2007-01-31 0.062216976 0.076667658
## 2007-02-28 -0.062525509 -0.048074828
## 2007-03-30 0.017221000 0.031671682
## 2007-04-30 0.058347315 0.072797997
## 2007-05-31 0.055843937 0.070294619
## 2007-06-29 -0.052900148 -0.038449466
## 2007-07-31 -0.102482140 -0.088031459
## 2007-08-31 0.037922666 0.052373348
## 2007-09-28 0.126780220 0.141230902
## 2007-10-31 0.106134228 0.120584909
## 2007-11-30 -0.176069931 -0.161619249
## 2007-12-31 -0.060153893 -0.045703211
## 2008-01-31 -0.161993821 -0.147543140
## 2008-02-29 -0.062114897 -0.047664216
## 2008-03-31 -0.011021029 0.003429652
## 2008-04-30 0.136700007 0.151150688
## 2008-05-30 0.052987460 0.067438141
## 2008-06-30 -0.235908478 -0.221457796
## 2008-07-31 -0.027668398 -0.013217716
## 2008-08-29 -0.035086995 -0.020636313
## 2008-09-30 -0.241026216 -0.226575534
## 2008-10-31 -0.571652965 -0.557202284
## 2008-11-28 -0.298290232 -0.283839551
## 2008-12-31 0.175095718 0.189546400
## 2009-01-30 -0.254624489 -0.240173808
## 2009-02-27 -0.280690726 -0.266240044
## 2009-03-31 0.203339655 0.217790336
## 2009-04-30 0.390948181 0.405398863
## 2009-05-29 0.172031062 0.186481744
## 2009-06-30 -0.030613402 -0.016162720
## 2009-07-31 0.218566419 0.233017101
## 2009-08-31 0.091637114 0.106087795
## 2009-09-30 0.135477833 0.149928515
## 2009-10-30 -0.104113527 -0.089662845
## 2009-11-30 0.135695463 0.150146145
## 2009-12-31 0.090477412 0.104928094
#
# 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$loadings[, 1:3]
p3 # refers to B
## Comp.1 Comp.2 Comp.3
## EEM 0.48657508 0.37973759 0.38732799
## EFA 0.36280439 0.16920548 0.05827588
## GLD 0.07004488 0.80237840 -0.30846954
## IWM 0.37956181 -0.16860821 0.02343653
## IYR 0.52773903 -0.31722773 -0.68555806
## QQQ 0.34334767 -0.15767183 0.39133625
## SPY 0.29275269 -0.04423065 0.07648990
## TLT -0.02332333 0.16576748 -0.34913265
colSums(p3)
## Comp.1 Comp.2 Comp.3
## 2.4395022 0.8293505 -0.4062937
# create factor mimicking portfolio by normalizing weights to unity
p3 = p3/colSums(p3)
p3
## Comp.1 Comp.2 Comp.3
## EEM 0.19945671 -0.93463815 0.46702569
## EFA 0.43745604 0.06936066 -0.14343289
## GLD -0.17239963 0.96747802 -0.12644774
## IWM 0.15558986 0.41499097 0.02825889
## IYR 0.63632808 -0.13003790 1.68734604
## QQQ -0.84507260 -0.19011482 0.16041644
## SPY 0.12000509 0.10886375 0.09222867
## TLT -0.02812241 0.06795135 0.85931101
barplot(p3[,1], horiz=F, main="Factor mimicking weights", col="blue", cex.names = 0.75, las=2)
# create first 3 factors
f3 = X_i %*% p3
head(f3)
## Comp.1 Comp.2 Comp.3
## [1,] -0.01406435 -0.0250533945 -0.12166888
## [2,] 0.06129456 -0.0531836619 0.08113128
## [3,] -0.03232007 0.0488908107 -0.08316243
## [4,] 0.04869293 0.0005761254 0.11273481
## [5,] -0.02872207 -0.0573322223 0.13015343
## [6,] 0.06935405 0.0245113925 0.10136302
head(pc.fit$scores[, 1:3])
## Comp.1 Comp.2 Comp.3
## 2005-01-31 -0.11592678 -0.00180397 0.02761304
## 2005-02-28 0.07721628 0.03373757 0.01355369
## 2005-03-31 -0.09900699 -0.05029173 -0.01598860
## 2005-04-29 -0.03862945 -0.01012625 -0.08036583
## 2005-05-31 0.07848798 -0.07227894 0.02690698
## 2005-06-30 0.04075919 0.02125643 -0.04627556
# 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
## EEM 0.0127105872 0.01972228 -0.4337041 0.2289062
## EFA 0.0029577447 0.28410518 -0.2089008 0.1224798
## GLD 0.0122376289 -0.03472461 0.6475807 0.1867599
## IWM -0.0015250921 -0.15802595 -0.1963876 0.3051863
## IYR -0.0029152091 0.26005172 0.0530314 0.3959079
## QQQ -0.0006624027 -0.86343052 -0.3740437 0.4582641
## SPY -0.0012247129 -0.11013401 -0.1805008 0.2181809
## TLT 0.0014159780 -0.30084249 0.2876610 0.1908325
# can also use solve(qr(X.mat), returns.mat)
beta.hat = G.hat[2:4,]
beta.hat
## EEM EFA GLD IWM IYR QQQ
## Factor 1 0.01972228 0.2841052 -0.03472461 -0.1580259 0.2600517 -0.8634305
## Factor 2 -0.43370406 -0.2089008 0.64758073 -0.1963876 0.0530314 -0.3740437
## Factor 3 0.22890623 0.1224798 0.18675995 0.3051863 0.3959079 0.4582641
## SPY TLT
## Factor 1 -0.1101340 -0.3008425
## Factor 2 -0.1805008 0.2876610
## Factor 3 0.2181809 0.1908325
B
## [,1] [,2] [,3]
## [1,] 0.073668198 -0.023939149 -0.019315208
## [2,] 0.054929130 -0.010666933 -0.002906092
## [3,] 0.010604901 -0.050582972 0.015382708
## [4,] 0.057466229 0.010629280 -0.001168729
## [5,] 0.079900482 0.019998447 0.034187296
## [6,] 0.051983353 0.009939836 -0.019515092
## [7,] 0.044323197 0.002788358 -0.003814386
## [8,] -0.003531188 -0.010450196 0.017410489
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
## EEM EFA GLD IWM IYR
## EEM 6.698582e-03 3.216398e-03 -0.0004749265 0.0035255937 0.0051848568
## EFA 3.216398e-03 3.519650e-03 -0.0000635965 0.0027188164 0.0042878346
## GLD -4.749265e-04 -6.359650e-05 0.0032793133 -0.0000582504 0.0007233282
## IWM 3.525594e-03 2.718816e-03 -0.0000582504 0.0037046740 0.0046180322
## IYR 5.184857e-03 4.287835e-03 0.0007233282 0.0046180322 0.0080688402
## QQQ 3.219055e-03 2.214536e-03 -0.0005698121 0.0027332232 0.0035537167
## SPY 2.680988e-03 2.053999e-03 -0.0001110532 0.0022941608 0.0034465847
## TLT -9.311711e-05 1.835108e-07 0.0005794784 0.0001048511 0.0003984514
## QQQ SPY TLT
## EEM 0.0032190554 2.680988e-03 -9.311711e-05
## EFA 0.0022145358 2.053999e-03 1.835108e-07
## GLD -0.0005698121 -1.110532e-04 5.794784e-04
## IWM 0.0027332232 2.294161e-03 1.048511e-04
## IYR 0.0035537167 3.446585e-03 3.984514e-04
## QQQ 0.0035742853 2.083657e-03 2.570270e-05
## SPY 0.0020836568 2.165483e-03 4.881448e-05
## TLT 0.0000257027 4.881448e-05 1.701828e-03
Sigma_PCA3
## [,1] [,2] [,3] [,4] [,5]
## [1,] 0.0065734326 0.004358019 1.695037e-03 4.001552e-03 0.0047470440
## [2,] 0.0043580191 0.003471151 1.077380e-03 3.046585e-03 0.0040761904
## [3,] 0.0016950370 0.001077380 3.181561e-03 5.378487e-05 0.0003616490
## [4,] 0.0040015519 0.003046585 5.378487e-05 3.670925e-03 0.0047641928
## [5,] 0.0047470440 0.004076190 3.616490e-04 4.764193e-03 0.0080502419
## [6,] 0.0039685068 0.002806085 -2.517031e-04 3.115748e-03 0.0036851080
## [7,] 0.0032721348 0.002415976 2.703241e-04 2.581183e-03 0.0034668041
## [8,] -0.0003462547 -0.000133090 7.589745e-04 -3.343502e-04 0.0001040862
## [,6] [,7] [,8]
## [1,] 0.0039685068 0.0032721348 -0.0003462547
## [2,] 0.0028060854 0.0024159764 -0.0001330900
## [3,] -0.0002517031 0.0002703241 0.0007589745
## [4,] 0.0031157484 0.0025811832 -0.0003343502
## [5,] 0.0036851080 0.0034668041 0.0001040862
## [6,] 0.0035480551 0.0024062223 -0.0006272035
## [7,] 0.0024062223 0.0021435496 -0.0002520627
## [8,] -0.0006272035 -0.0002520627 0.0016311194
diag(cov.pc3)
## EEM EFA GLD IWM IYR QQQ
## 0.006698582 0.003519650 0.003279313 0.003704674 0.008068840 0.003574285
## SPY TLT
## 0.002165483 0.001701828
# error difference between pca and empirical covariance matrix
norm(cov.pc3 - cov(X_i), "F")
## [1] 0.00436158
norm(Sigma_PCA3 - cov(X_i), "F")
## [1] 0.001016899
#==========================================================
# 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')
}
#