Vector Autoregression (VAR) is a stochastic process model used to capture the linear interdependence among multiple time series. VAR models generalize the univariate autoregressive model (AR model) by allowing for more than one evolving variable. All variables in a VAR enter the model in the same way: each variable has an equation explaining its evolution based on its own lagged values, the lagged values of the other model variables, and an error term.

library(data.table)
library(ggplot2)
library(lubridate)
## 
## Attaching package: 'lubridate'
## The following objects are masked from 'package:data.table':
## 
##     hour, isoweek, mday, minute, month, quarter, second, wday, week,
##     yday, year
## The following objects are masked from 'package:base':
## 
##     date, intersect, setdiff, union
library(vars)
## Warning: package 'vars' was built under R version 4.0.2
## Loading required package: MASS
## Loading required package: strucchange
## Warning: package 'strucchange' was built under R version 4.0.2
## Loading required package: zoo
## Warning: package 'zoo' was built under R version 4.0.2
## 
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
## 
##     as.Date, as.Date.numeric
## Loading required package: sandwich
## Warning: package 'sandwich' was built under R version 4.0.2
## Loading required package: urca
## Warning: package 'urca' was built under R version 4.0.2
## Loading required package: lmtest
## Warning: package 'lmtest' was built under R version 4.0.2
library(reshape2)
## 
## Attaching package: 'reshape2'
## The following objects are masked from 'package:data.table':
## 
##     dcast, melt
library(DMwR)
## Warning: package 'DMwR' was built under R version 4.0.2
## Loading required package: lattice
## Loading required package: grid
## Registered S3 method overwritten by 'quantmod':
##   method            from
##   as.zoo.data.frame zoo
library(caret)
## Warning: package 'caret' was built under R version 4.0.2
library(xts)
## Warning: package 'xts' was built under R version 4.0.2
## 
## Attaching package: 'xts'
## The following objects are masked from 'package:data.table':
## 
##     first, last
library(zoo)
library(devtools)
## Warning: package 'devtools' was built under R version 4.0.2
## Loading required package: usethis
## Warning: package 'usethis' was built under R version 4.0.2
library(mFilter)
## Warning: package 'mFilter' was built under R version 4.0.2
library(astsa)
## 
## Attaching package: 'astsa'
## The following object is masked from 'package:DMwR':
## 
##     sales
library(tseries)
## Warning: package 'tseries' was built under R version 4.0.2
library(forecast)
## Warning: package 'forecast' was built under R version 4.0.2
## 
## Attaching package: 'forecast'
## The following object is masked from 'package:astsa':
## 
##     gas
data = read.csv("Price_History.csv")
head(data)
##         Date    Volume      Low     High     Open    Close
## 1 2018-06-21 414717344 56226.37 57122.49 56651.66 56234.43
## 2 2018-06-20 362642010 56253.31 57174.56 56253.31 56651.65
## 3 2018-06-19 318060683 56141.15 57236.84 57236.84 56253.30
## 4 2018-06-18 197545773 56860.06 57660.50 57660.50 57236.84
## 5 2018-06-15 628754578 57639.70 58703.69 58495.67 57660.50
## 6 2018-06-14 239805357 57953.73 58659.02 58437.23 58495.67

Data Preprocessing

In data processing we format our data into a desired format and clean up unwanted values like null and n/a

Removing Nulls,

sum(is.na(data))#Detecting null values 
## [1] 0
#appearently we have no null values, so there is no need to do somthing we them, suppose we had them is advisible to fill them with the mean values. Caution "Do not remove them"

` FORMAITING OUR PARAMTER DATA-TIME OUR DATE-TIME IS FORMATTED IN YEAR-MONTH-DAY.

#change date column from a factor to date
data$Date = as.Date(data$Date, format = "%Y-%m-%d")
#class(data$Date)

Ascending our dataset by dates from latest to ealiest

data <- data[order(data$Date),] 
head(data)
##            Date    Volume      Low     High     Open    Close
## 2501 2008-06-20 220592198 30577.17 31295.46 31295.46 30580.63
## 2500 2008-06-23 166902116 30370.91 30893.41 30589.36 30473.44
## 2499 2008-06-24 203936859 30121.44 30784.39 30473.44 30222.88
## 2498 2008-06-25 250539073 29882.91 30222.88 30222.88 29964.55
## 2497 2008-06-26 224698362 29750.97 30249.56 29964.55 29988.12
## 2496 2008-06-27 234933104 29613.68 30375.47 29988.12 30375.47

Evaluating Stationary

When investigating a time series, one of the first things to check before building an ARIMA model is to check that the series is stationary. That is, it needs to be determined that the time series is constant in mean and variance are constant and not dependent on time.

Here, we will look at a couple methods for checking stationary. If the time series is provided with seasonality, a trend, or a change point in the mean or variance, then the influences need to be removed or accounted for.

NB: Before analysis of a Vector Autoregressive Model (VAR), we first need to validate and evaluate if our time series are stationary.

The effects of non-stationary time series is to results into an “improper” test statistics (P_value, F-statistics, R-square, Multiple R-square), Which might results into wrong model choice!

“Types of Stationarity”

Let us understand the different types of stationarities and how to interpret the results of the above tests.

Strict Stationary: A strict stationary series satisfies the mathematical definition of a stationary process. For a strict stationary series, the mean, variance and covariance are not the function of time. The aim is to convert a non-stationary series into a strict stationary series for making predictions. Trend Stationary: A series that has no unit root but exhibits a trend is referred to as a trend stationary series. Once the trend is removed, the resulting series will be strict stationary. The KPSS test classifies a series as stationary on the absence of unit root. This means that the series can be strict stationary or trend stationary. Difference Stationary: A time series that can be made strict stationary by differencing falls under difference stationary. ADF test is also known as a difference stationarity test.

Differencing In this method, we compute the difference of consecutive terms in the series. Differencing is typically performed to get rid of the varying mean. Mathematically, differencing can be written as:

yt‘ = yt – y(t-1)

where yt is the value at a time t

Applying differencing on our series and plotting the results:

#set an index to date
rownames(data) <- data$Date
head(data)
##                  Date    Volume      Low     High     Open    Close
## 2008-06-20 2008-06-20 220592198 30577.17 31295.46 31295.46 30580.63
## 2008-06-23 2008-06-23 166902116 30370.91 30893.41 30589.36 30473.44
## 2008-06-24 2008-06-24 203936859 30121.44 30784.39 30473.44 30222.88
## 2008-06-25 2008-06-25 250539073 29882.91 30222.88 30222.88 29964.55
## 2008-06-26 2008-06-26 224698362 29750.97 30249.56 29964.55 29988.12
## 2008-06-27 2008-06-27 234933104 29613.68 30375.47 29988.12 30375.47
#list of cols to data_Index
data_Index<- c("Volume","Low","High","Open","Close")
data <- data[data_Index]
head(data)
##               Volume      Low     High     Open    Close
## 2008-06-20 220592198 30577.17 31295.46 31295.46 30580.63
## 2008-06-23 166902116 30370.91 30893.41 30589.36 30473.44
## 2008-06-24 203936859 30121.44 30784.39 30473.44 30222.88
## 2008-06-25 250539073 29882.91 30222.88 30222.88 29964.55
## 2008-06-26 224698362 29750.97 30249.56 29964.55 29988.12
## 2008-06-27 234933104 29613.68 30375.47 29988.12 30375.47

Descriptive statistical analysis.

line(t(data))
## 
## Call:
## line(t(data))
## 
## Coefficients:
## [1]  1.031e+04  6.576e-01

DAtA NORMALIZATION

Normalize Time Series Data Normalization is a rescaling of the data from the original range so that all values are within the range of 0 and 1

One way to turn an average machine learning model into a good one is through the statistical technique of normalizing of data. If we don’t normalize the data, the machine learning algorithm will be dominated by the variables that use a larger scale, adversely affecting model performance. This makes it imperative to normalize the data.

Standardization

preproc1 <- preProcess(data[,c(1:4,5)], method=c("center", "scale"))
 
norm1 <- predict(preproc1, data[,c(1:4,5)])
 
summary(norm1)
##      Volume             Low               High                Open          
##  Min.   :-2.2325   Min.   :-1.9152   Min.   :-1.891280   Min.   :-1.930102  
##  1st Qu.:-0.5301   1st Qu.:-0.8660   1st Qu.:-0.863222   1st Qu.:-0.866252  
##  Median :-0.1514   Median : 0.0167   Median : 0.001003   Median : 0.009218  
##  Mean   : 0.0000   Mean   : 0.0000   Mean   : 0.000000   Mean   : 0.000000  
##  3rd Qu.: 0.3161   3rd Qu.: 0.9290   3rd Qu.: 0.923039   3rd Qu.: 0.927342  
##  Max.   :12.8849   Max.   : 1.7717   Max.   : 5.351498   Max.   : 1.769145  
##      Close         
##  Min.   :-1.93058  
##  1st Qu.:-0.86692  
##  Median : 0.00895  
##  Mean   : 0.00000  
##  3rd Qu.: 0.92682  
##  Max.   : 1.76800

Min-max Scaling

preproc2 <- preProcess(data[,c(1:4,5)], method=c("range"))
 
norm2 <- predict(preproc2, data[,c(1:4,5)])
 
summary(norm2)
##      Volume            Low              High             Open       
##  Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.1126   1st Qu.:0.2846   1st Qu.:0.1419   1st Qu.:0.2876  
##  Median :0.1377   Median :0.5240   Median :0.2613   Median :0.5242  
##  Mean   :0.1477   Mean   :0.5195   Mean   :0.2611   Mean   :0.5218  
##  3rd Qu.:0.1686   3rd Qu.:0.7714   3rd Qu.:0.3886   3rd Qu.:0.7724  
##  Max.   :1.0000   Max.   :1.0000   Max.   :1.0000   Max.   :1.0000  
##      Close       
##  Min.   :0.0000  
##  1st Qu.:0.2876  
##  Median :0.5244  
##  Mean   :0.5220  
##  3rd Qu.:0.7726  
##  Max.   :1.0000
norm2
##                  Volume          Low        High        Open       Close
## 2008-06-20 0.1490492259 0.2933703595 0.149179019 0.307292739 0.290998590
## 2008-06-23 0.1087035687 0.2886452599 0.144532819 0.291197586 0.288555254
## 2008-06-24 0.1365334954 0.2829302857 0.143272954 0.288555254 0.282843880
## 2008-06-25 0.1715529419 0.2774659300 0.136783991 0.282843880 0.276955392
## 2008-06-26 0.1521348216 0.2744433873 0.137092312 0.276955392 0.277492657
## 2008-06-27 0.1598257652 0.2712982845 0.138547362 0.277492657 0.286322083
## 2008-06-30 0.1289643017 0.2887497225 0.142957468 0.286322083 0.287187360
## 2008-07-01 0.1469050240 0.2769376608 0.140068515 0.287187360 0.277849162
## 2008-07-02 0.1297218281 0.2636347163 0.135784835 0.277849162 0.261891460
## 2008-07-03 0.1730162847 0.2373914683 0.126161579 0.261891460 0.241114329
## 2008-07-04 0.1103407508 0.2353652147 0.118215138 0.241114329 0.236101604
## 2008-07-07 0.1051152597 0.2316973407 0.117431507 0.236101604 0.236139671
## 2008-07-08 0.1529216968 0.2254190473 0.113105994 0.236139671 0.223321902
## 2008-07-09 0.1324755942 0.2233288792 0.111204524 0.223321902 0.232389074
## 2008-07-10 0.1024278005 0.2263312623 0.111204524 0.232389074 0.225050860
## 2008-07-11 0.1042988389 0.2219617021 0.111822207 0.225050860 0.226148640
## 2008-07-14 0.0410422992 0.2266648096 0.110737766 0.226148640 0.225806952
## 2008-07-15 0.1275198024 0.2132351813 0.107867535 0.225806952 0.211183407
## 2008-07-16 0.1614774834 0.2074844698 0.105757012 0.211183407 0.206575284
## 2008-07-17 0.2831849343 0.2086040064 0.111045394 0.206575284 0.232075194
## 2008-07-18 0.1934607964 0.2236418088 0.111045394 0.232075194 0.223286798
## 2008-07-21 0.1565184476 0.2253991170 0.110760532 0.223286798 0.225370438
## 2008-07-22 0.1724016993 0.2172487440 0.111228099 0.225370438 0.215430923
## 2008-07-23 0.1806972309 0.2145595195 0.105856396 0.215430923 0.217900473
## 2008-07-24 0.1551657062 0.2176285663 0.107091646 0.217900473 0.219184483
## 2008-07-25 0.1160015873 0.2080251095 0.104510090 0.219184483 0.209284403
## 2008-07-28 0.0926245113 0.2113266772 0.103511050 0.209284403 0.216675272
## 2008-07-29 0.1100321998 0.2117582726 0.103857970 0.216675272 0.213120479
## 2008-07-30 0.1690222450 0.2151819424 0.108409755 0.213120479 0.226876467
## 2008-07-31 0.1586145798 0.2240832549 0.113488506 0.226876467 0.225784613
## 2008-08-01 0.1296915181 0.2000735820 0.107856209 0.225784613 0.198087319
## 2008-08-04 0.1131841827 0.1856653041 0.093852085 0.198087319 0.183750756
## 2008-08-05 0.1579617724 0.1758309300 0.093051120 0.183750756 0.195953759
## 2008-08-06 0.1864382566 0.1979293498 0.102001570 0.195953759 0.208134423
## 2008-08-07 0.1159255341 0.2037389361 0.101620328 0.208134423 0.201734429
## 2008-08-08 0.1424113700 0.1982521301 0.097993045 0.201734429 0.203907651
## 2008-08-11 0.1333456523 0.2054751685 0.103029500 0.203907651 0.208490017
## 2008-08-12 0.1915503208 0.2032553384 0.099088233 0.208490017 0.207610379
## 2008-08-13 0.1491613580 0.2084035573 0.100743323 0.207610379 0.210192761
## 2008-08-14 0.1580780600 0.2122395795 0.109159757 0.210192761 0.228068844
## 2008-08-15 0.1595297823 0.2144161125 0.109014264 0.228068844 0.215001932
## 2008-08-18 0.0803221481 0.2069793382 0.104910284 0.215001932 0.204958702
## 2008-08-19 0.1545173624 0.1933575079 0.097297935 0.204958702 0.192750685
## 2008-08-20 0.1628375914 0.1947102526 0.097161802 0.192750685 0.204690184
## 2008-08-21 0.1203133223 0.1994353522 0.100289161 0.204690184 0.210858815
## 2008-08-22 0.1183917741 0.2114895564 0.104966910 0.210858815 0.213057794
## 2008-08-25 0.0427041334 0.2046307625 0.102505423 0.213057794 0.202621816
## 2008-08-26 0.0974091548 0.1988159074 0.099809576 0.202621816 0.209912845
## 2008-08-27 0.1036760582 0.2099095597 0.104469297 0.209912845 0.219104019
## 2008-08-28 0.1729898199 0.2189760421 0.111416351 0.219104019 0.232806896
## 2008-08-29 0.1266426934 0.2238727261 0.113061155 0.232806896 0.225383203
## 2008-09-01 0.0747646013 0.2081490443 0.107652703 0.225383203 0.206122586
## 2008-09-02 0.1269919582 0.1943645639 0.098538039 0.206122586 0.203631838
## 2008-09-03 0.1149285237 0.1959660946 0.096625244 0.203631838 0.198714850
## 2008-09-04 0.1513960531 0.1928690994 0.097866619 0.198714850 0.190918696
## 2008-09-05 0.1327079206 0.1751512359 0.090179964 0.190918696 0.173289021
## 2008-09-08 0.0677181885 0.1751512359 0.092677621 0.173289021 0.192013513
## 2008-09-09 0.1853018018 0.1729375912 0.091343680 0.192013513 0.171097108
## 2008-09-10 0.2125159633 0.1682438762 0.083496855 0.171097108 0.170027821
## 2008-09-11 0.1758097231 0.1699090923 0.083635068 0.170027821 0.176312019
## 2008-09-12 0.1549178960 0.1781893563 0.090267098 0.176312019 0.190118155
## 2008-09-15 0.1346051826 0.1691448660 0.089774107 0.190118155 0.178432130
## 2008-09-16 0.1959455538 0.1552806642 0.083849552 0.178432130 0.163309388
## 2008-09-17 0.2137117763 0.1492035071 0.080080704 0.163309388 0.148363758
## 2008-09-18 0.2472278161 0.1424452814 0.071656412 0.148363758 0.143110780
## 2008-09-19 0.2755027497 0.1448220345 0.085227291 0.143110780 0.172957134
## 2008-09-22 0.1785825664 0.1748176887 0.090659087 0.172957134 0.184156497
## 2008-09-23 0.1706239900 0.1601821589 0.086751679 0.184156497 0.162043841
## 2008-09-25 0.1348688440 0.1570059005 0.077676422 0.162043841 0.162342220
## 2008-09-26 0.1134409082 0.1528571779 0.075692325 0.162342220 0.152392675
## 2008-09-29 0.1524450251 0.1209848623 0.070648127 0.152392675 0.120200773
## 2008-09-30 0.2022256121 0.1057724974 0.062975107 0.120200773 0.137257852
## 2008-10-01 0.1429794539 0.1274095408 0.066195841 0.137257852 0.125784955
## 2008-10-02 0.1515118320 0.1097269563 0.062194943 0.125784955 0.108190384
## 2008-10-03 0.1515041356 0.1041620325 0.050478037 0.108190384 0.110868274
## 2008-10-06 0.1872698703 0.0730846406 0.049596178 0.110868274 0.073129346
## 2008-10-07 0.2291130149 0.0718118464 0.038151075 0.073129346 0.085400960
## 2008-10-08 0.2235116636 0.0638958270 0.039345531 0.085400960 0.071566787
## 2008-10-09 0.1610177104 0.0729201578 0.037774802 0.071566787 0.078364317
## 2008-10-10 0.2435761272 0.0525570541 0.033117393 0.078364317 0.063387003
## 2008-10-13 0.1758240856 0.0646994559 0.035421714 0.063387003 0.082909528
## 2008-10-14 0.2216309321 0.0843196381 0.048607885 0.082909528 0.098076263
## 2008-10-15 0.1612616183 0.0641643142 0.043110912 0.098076263 0.062854525
## 2008-10-16 0.2105058907 0.0495077086 0.027853741 0.062854525 0.052006423
## 2008-10-17 0.2242583208 0.0422716124 0.024741059 0.052006423 0.053000945
## 2008-10-20 0.1228376671 0.0542614438 0.026888214 0.053000945 0.066077430
## 2008-10-21 0.1786886462 0.0674033417 0.035787817 0.066077430 0.078699851
## 2008-10-22 0.2186553351 0.0564240027 0.033287501 0.078699851 0.056398000
## 2008-10-23 0.2688473300 0.0322177752 0.021980958 0.056398000 0.040668698
## 2008-10-24 0.2253348667 0.0080857711 0.014006551 0.040668698 0.014695803
## 2008-10-27 0.1741313906 0.0009470359 0.002985910 0.014695803 0.012520529
## 2008-10-28 0.2238185028 0.0135785333 0.009541207 0.012520529 0.016749809
## 2008-10-29 0.2381429739 0.0178289695 0.017780252 0.016749809 0.045140283
## 2008-10-30 0.2726044202 0.0463614603 0.031531294 0.045140283 0.069456934
## 2008-10-31 0.2028530594 0.0548621037 0.030106174 0.069456934 0.072424770
## 2008-11-03 0.1565769311 0.0718216970 0.033589698 0.072424770 0.075696911
## 2008-11-04 0.1396135536 0.0675703444 0.037708585 0.075696911 0.087420319
## 2008-11-05 0.1717572954 0.0728491416 0.044974246 0.087420319 0.071496124
## 2008-11-06 0.1729572075 0.0539333946 0.029635372 0.071496124 0.052674528
## 2008-11-07 0.1433456339 0.0456545051 0.022068439 0.052674528 0.050513844
## 2008-11-10 0.1738625863 0.0517619013 0.031326517 0.050513844 0.073815914
## 2008-11-11 0.1249253582 0.0533134915 0.030811454 0.073815914 0.052057711
## 2008-11-12 0.1292407085 0.0435160001 0.023586240 0.052057711 0.042308985
## 2008-11-13 0.1528627977 0.0228649370 0.014838141 0.042308985 0.029182352
## 2008-11-14 0.1632794684 0.0303237035 0.017295698 0.029182352 0.036454690
## 2008-11-17 0.1084435339 0.0206547285 0.011870143 0.036454690 0.024361784
## 2008-11-18 0.1506936640 0.0122541951 0.005739308 0.024361784 0.021261285
## 2008-11-19 0.1742076978 0.0159513919 0.005736419 0.021261285 0.021477604
## 2008-11-20 0.1737233305 0.0000000000 0.004277093 0.021477604 0.000000000
## 2008-11-21 0.1150813034 0.0009953727 0.000282782 0.000000000 0.005743287
## 2008-11-24 0.1310633375 0.0067673891 0.006906954 0.005743287 0.026664934
## 2008-11-25 0.2429311342 0.0277936928 0.022137546 0.026664934 0.055816514
## 2008-11-26 0.1710011277 0.0473121615 0.024131350 0.055816514 0.060639589
## 2008-11-27 0.1577493219 0.0619382988 0.033680414 0.060639589 0.079474862
## 2008-11-28 0.1451468563 0.0744651046 0.036511702 0.079474862 0.077388715
## 2008-12-01 0.1291391840 0.0566865336 0.032622784 0.077388715 0.055413964
## 2008-12-02 0.1682969787 0.0406666454 0.021482074 0.055413964 0.043298720
## 2008-12-03 0.1341389945 0.0307502590 0.018911612 0.043298720 0.029606785
## 2008-12-04 0.1287700921 0.0307502590 0.016680788 0.029606785 0.045281380
## 2008-12-05 0.1514826658 0.0312354603 0.016345079 0.045281380 0.033402287
## 2008-12-08 0.1350606024 0.0345647472 0.026362519 0.033402287 0.064485695
## 2008-12-09 0.1379436022 0.0622601627 0.031450169 0.064485695 0.071547184
## 2008-12-10 0.1935612719 0.0729004565 0.040960058 0.071547184 0.093833762
## 2008-12-11 0.2143540362 0.0815018972 0.041509444 0.093833762 0.089702270
## 2008-12-12 0.1571241237 0.0738628411 0.038865484 0.089702270 0.080711004
## 2008-12-15 0.1396734310 0.0821101169 0.040749272 0.080711004 0.090981950
## 2008-12-17 0.1530975461 0.0924324412 0.046496900 0.090981950 0.104736798
## 2008-12-18 0.1814670194 0.0926138763 0.046487655 0.104736798 0.096197318
## 2008-12-19 0.1676335127 0.0718322349 0.042158328 0.096197318 0.079171468
## 2008-12-22 0.0838384512 0.0703832746 0.033994398 0.079171468 0.074684610
## 2008-12-23 0.0478085944 0.0678873976 0.033031414 0.074684610 0.078194726
## 2008-12-24 0.0112765331 0.0728264622 0.033128025 0.078194726 0.072579088
## 2008-12-29 0.0299544315 0.0739375227 0.034964317 0.072579088 0.078029238
## 2008-12-30 0.0403737984 0.0767813793 0.034473637 0.078029238 0.080556230
## 2008-12-31 0.0133497474 0.0818542293 0.036328419 0.080556230 0.084220436
## 2009-01-02 0.0205377575 0.0856371038 0.040589680 0.084220436 0.090048974
## 2009-01-05 0.0704500685 0.0914947978 0.048047752 0.090048974 0.102347257
## 2009-01-06 0.0860058137 0.1038546009 0.052570300 0.102347257 0.116373359
## 2009-01-07 0.1130480214 0.1099402341 0.053847731 0.116373359 0.111796464
## 2009-01-08 0.0742474089 0.0960796976 0.050066749 0.111796464 0.100911436
## 2009-01-09 0.0821656562 0.1019378498 0.048288354 0.100911436 0.100440047
## 2009-01-12 0.0781308261 0.0973976215 0.046142123 0.100440047 0.099581380
## 2009-01-13 0.1171548934 0.0813525340 0.043873973 0.099581380 0.085480285
## 2009-01-14 0.1182138718 0.0688921628 0.038916562 0.085480285 0.069035465
## 2009-01-15 0.1393335166 0.0574081502 0.028387872 0.069035465 0.059892615
## 2009-01-16 0.1237631308 0.0611875885 0.031279599 0.059892615 0.073282069
## 2009-01-19 0.1252986944 0.0627726250 0.033828335 0.073282069 0.064026843
## 2009-01-20 0.1488234101 0.0548128505 0.025848612 0.064026843 0.056545024
## 2009-01-21 0.1541419139 0.0450962259 0.022055496 0.056545024 0.050935997
## 2009-01-22 0.1178310124 0.0440990205 0.023797142 0.050935997 0.047000309
## 2009-01-23 0.1592123175 0.0372170891 0.017216537 0.047000309 0.040277089
## 2009-01-26 0.1130396029 0.0414739397 0.021448560 0.040277089 0.053380700
## 2009-01-27 0.1373504723 0.0546430987 0.026657204 0.053380700 0.064469967
## 2009-01-28 0.1694417866 0.0657878369 0.033486154 0.064469967 0.073264061
## 2009-01-29 0.1147750752 0.0636413139 0.032095356 0.073264061 0.063080190
## 2009-01-30 0.1388028972 0.0587515025 0.027345381 0.063080190 0.062813039
## 2009-02-02 0.1238221365 0.0489418695 0.025233240 0.062813039 0.048097177
## 2009-02-03 0.1175207849 0.0419119495 0.019934226 0.048097177 0.050152324
## 2009-02-04 0.1224527255 0.0513985731 0.026530432 0.050152324 0.064386311
## 2009-02-05 0.1765714665 0.0610792314 0.031099205 0.064386311 0.059784798
## 2009-02-06 0.1324852211 0.0610792314 0.035239356 0.059784798 0.082549831
## 2009-02-09 0.0951277335 0.0797031246 0.038119064 0.082549831 0.088229978
## 2009-02-10 0.0977051926 0.0788898742 0.038119064 0.088229978 0.082646936
## 2009-02-11 0.1121070079 0.0706169409 0.035288586 0.082646936 0.073855577
## 2009-02-12 0.1410067143 0.0656808544 0.033507879 0.073855577 0.064998114
## 2009-02-13 0.1342010458 0.0637400494 0.030922394 0.064998114 0.064644116
## 2009-02-16 0.0691279541 0.0563884945 0.026161556 0.064644116 0.058529280
## 2009-02-17 0.1438149113 0.0496392032 0.023117286 0.050833194 0.050833194
## 2009-02-18 0.1395077631 0.0464863114 0.021854995 0.050833194 0.048755025
## 2009-02-19 0.2031676363 0.0493356660 0.020655222 0.048755025 0.051214089
## 2009-02-20 0.2040900551 0.0332999710 0.019352830 0.051214089 0.036201444
## 2009-02-23 0.1112151719 0.0347248774 0.014769150 0.036201444 0.033561620
## 2009-02-24 0.1530156489 0.0215671725 0.010403420 0.033561620 0.022770732
## 2009-02-25 0.1229408088 0.0236046512 0.009332154 0.022770732 0.022866013
## 2009-02-26 0.1098235441 0.0233989332 0.008552336 0.022866013 0.026988615
## 2009-02-27 0.1338597780 0.0111745192 0.007071053 0.026988615 0.014837128
## 2009-03-02 0.1077087173 0.0093624598 0.001133208 0.014837128 0.013041154
## 2009-03-03 0.1544965426 0.0041920197 0.000000000 0.013041154 0.006981253
## 2009-03-04 0.1957224086 0.0080115477 0.003059870 0.006981253 0.015038403
## 2009-03-05 0.2395590983 0.0080917273 0.003897353 0.015038403 0.013779922
## 2009-03-06 0.1270804818 0.0089274281 0.004529828 0.013779922 0.018837096
## 2009-03-09 0.1413790150 0.0073978300 0.002938414 0.018837096 0.007704748
## 2009-03-10 0.2304013424 0.0085586018 0.002796965 0.007704748 0.017621241
## 2009-03-11 0.2327872452 0.0187047601 0.008476527 0.017621241 0.029760875
## 2009-03-12 0.2206637169 0.0239097920 0.009974105 0.029760875 0.030868229
## 2009-03-13 0.1815477595 0.0320180134 0.016460410 0.030868229 0.044394677
## 2009-03-16 0.1260888180 0.0417591500 0.018511649 0.044394677 0.043710160
## 2009-03-17 0.1709919645 0.0352760550 0.017383294 0.043710160 0.036666678
## 2009-03-18 0.1983777530 0.0357216246 0.015232325 0.036666678 0.035134436
## 2009-03-19 0.3145873301 0.0363055613 0.024767522 0.035134436 0.060553654
## 2009-03-20 0.2480575895 0.0560783140 0.027917301 0.060553654 0.068107275
## 2009-03-23 0.1882458618 0.0694433404 0.035418594 0.068107275 0.082259658
## 2009-03-24 0.1894879140 0.0746689899 0.037928270 0.082259658 0.075079182
## 2009-03-25 0.1424236187 0.0708212844 0.034360963 0.075079182 0.078486039
## 2009-03-26 0.1586514319 0.0755230174 0.036162240 0.078486039 0.075205919
## 2009-03-27 0.1415886212 0.0649606123 0.034236156 0.075205919 0.064893487
## 2009-03-30 0.1103452234 0.0475094034 0.026287981 0.064893487 0.048201576
## 2009-03-31 0.1336315530 0.0494380669 0.024372760 0.048201576 0.058114193
## 2009-04-01 0.1440944607 0.0540992518 0.027220457 0.058114193 0.066732771
## 2009-04-02 0.2584828343 0.0680619601 0.036910162 0.066732771 0.081808784
## 2009-04-03 0.1779271567 0.0776606061 0.035874951 0.081808784 0.077069593
## 2009-04-06 0.1317485634 0.0634880563 0.034832459 0.077069593 0.066171116
## 2009-04-07 0.1475300253 0.0572668050 0.028456054 0.066171116 0.061046014
## 2009-04-08 0.1395195159 0.0523027702 0.026526272 0.061046014 0.059789129
## 2009-04-09 0.1244864156 0.0610835840 0.030304249 0.059789129 0.071835989
## 2009-04-14 0.1480480134 0.0731907068 0.036246601 0.071835989 0.082440646
## 2009-04-15 0.1374798149 0.0774711531 0.035409926 0.082440646 0.079905677
## 2009-04-16 0.1269337498 0.0704016014 0.034741858 0.079905677 0.071174495
## 2009-04-17 0.1351572056 0.0678441006 0.031222511 0.071174495 0.068389470
## 2009-04-20 0.1125597578 0.0509438401 0.028815339 0.068389470 0.051930746
## 2009-04-21 0.1433120297 0.0444137827 0.020399597 0.051930746 0.045224394
## 2009-04-23 0.0999675570 0.0464459925 0.023501995 0.045224394 0.057169820
## 2009-04-24 0.1192479484 0.0566157465 0.027797346 0.057169820 0.065208278
## 2009-04-28 0.1423109419 0.0518010748 0.026447574 0.065208278 0.056227042
## 2009-04-29 0.1160421613 0.0567997015 0.024539748 0.056227042 0.060800746
## 2009-04-30 0.1512668044 0.0621002616 0.030033601 0.060800746 0.064567755
## 2009-05-04 0.1142546237 0.0658861142 0.034735965 0.064567755 0.081353579
## 2009-05-05 0.1526482297 0.0794976357 0.035895868 0.081353579 0.080179894
## 2009-05-06 0.1956737910 0.0799026574 0.040560327 0.080179894 0.090471355
## 2009-05-07 0.1793181712 0.0863383319 0.043750552 0.090471355 0.084918174
## 2009-05-08 0.1107148061 0.0863383319 0.041532325 0.084918174 0.091772461
## 2009-05-11 0.1109629897 0.0864315693 0.040503354 0.091772461 0.092262086
## 2009-05-12 0.1433173657 0.0898971616 0.040981784 0.092262086 0.093824189
## 2009-05-13 0.1587476301 0.0790277832 0.040955205 0.093824189 0.079216373
## 2009-05-14 0.1448996938 0.0722555833 0.034782190 0.079216373 0.081648084
## 2009-05-15 0.1177588998 0.0830518838 0.039282550 0.081648084 0.088686778
## 2009-05-18 0.0989615878 0.0852801900 0.041123926 0.088686778 0.094156988
## 2009-05-19 0.1878512632 0.0956233610 0.047201140 0.094156988 0.104488795
## 2009-05-20 0.1867813001 0.1059241515 0.049627726 0.104488795 0.110775957
## 2009-05-21 0.1520863859 0.0967122003 0.049549375 0.110775957 0.095763312
## 2009-05-22 0.1038201113 0.0972377204 0.047041894 0.095763312 0.105107892
## 2009-05-25 0.0707401315 0.1034564518 0.050343868 0.105107892 0.104691665
## 2009-05-26 0.1340002549 0.0967541228 0.047617512 0.104691665 0.105456647
## 2009-05-27 0.1154285250 0.1069795443 0.049755654 0.105456647 0.107299349
## 2009-05-28 0.1303123714 0.1000428617 0.047786812 0.107299349 0.102595489
## 2009-05-29 0.1662016611 0.1041040741 0.051973997 0.102595489 0.112973797
## 2009-06-01 0.1246353681 0.1145342973 0.059983303 0.112973797 0.130708554
## 2009-06-02 0.1638044571 0.1269280049 0.061729919 0.130708554 0.133289340
## 2009-06-03 0.1681121847 0.1196380738 0.063354500 0.133289340 0.119642538
## 2009-06-04 0.1381339110 0.1116858590 0.054044534 0.119642538 0.115069061
## 2009-06-05 0.1318698279 0.1166400432 0.059516430 0.115069061 0.121994924
## 2009-06-08 0.1283154433 0.1141153015 0.055237142 0.121994924 0.117041920
## 2009-06-09 0.1281319937 0.1150490505 0.055661026 0.117041920 0.119329114
## 2009-06-10 0.1377205705 0.1209214059 0.060282380 0.119329114 0.124738234
## 2009-06-11 0.1346045484 0.1191375239 0.057280407 0.124738234 0.119508962
## 2009-06-12 0.1125797074 0.1145826341 0.054454435 0.119508962 0.116266225
## 2009-06-15 0.0850918383 0.1091173621 0.052332819 0.116266225 0.109515196
## 2009-06-17 0.1500860627 0.0927190261 0.048910197 0.109515196 0.094237680
## 2009-06-18 0.1324317220 0.0934037601 0.043973588 0.094237680 0.098973225
## 2009-06-19 0.1538874549 0.0986946987 0.046933381 0.098973225 0.104401948
## 2009-06-22 0.1264422692 0.0917864226 0.050039130 0.104401948 0.094070825
## 2009-06-23 0.1417332274 0.0844635033 0.041435599 0.094070825 0.091816683
## 2009-06-24 0.1494442987 0.0932713491 0.046281029 0.091816683 0.104329234
## 2009-06-25 0.1252631543 0.0990174789 0.046615699 0.104329234 0.098967754
## 2009-06-26 0.1034663182 0.1004581922 0.049724799 0.098967754 0.102435016
## 2009-06-29 0.0881380826 0.1026686298 0.048121713 0.102435016 0.102342698
## 2009-06-30 0.1434577269 0.0965930763 0.047856727 0.102342698 0.096534448
## 2009-07-01 0.1502156480 0.0980127137 0.050012088 0.096534448 0.111595645
## 2009-07-02 0.1683601084 0.1000831806 0.049964938 0.111595645 0.099635631
## 2009-07-03 0.0809707864 0.0995892742 0.045871590 0.099635631 0.100749823
## 2009-07-06 0.0985447349 0.0888289400 0.044466347 0.100749823 0.087792324
## 2009-07-07 0.1285994443 0.0892268600 0.043333139 0.087792324 0.092687202
## 2009-07-08 0.1579794699 0.0918013131 0.042197157 0.092687202 0.095728208
## 2009-07-09 0.1331902771 0.0943042917 0.044814654 0.095728208 0.099006732
## 2009-07-10 0.0807415822 0.0977242962 0.045379986 0.099006732 0.102551951
## 2009-07-13 0.1040662727 0.0957406524 0.047471788 0.102551951 0.106116090
## 2009-07-14 0.1440548846 0.1076422862 0.053996691 0.106116090 0.117210143
## 2009-07-15 0.1324080677 0.1187918351 0.060050099 0.117210143 0.131176751
## 2009-07-16 0.1217572543 0.1270523978 0.061488162 0.131176751 0.129599376
## 2009-07-17 0.0877911067 0.1277556877 0.061278068 0.129599376 0.130582273
## 2009-07-20 0.0932052662 0.1322308559 0.062974992 0.130582273 0.133143684
## 2009-07-21 0.1391334275 0.1319916916 0.063788785 0.133143684 0.137759557
## 2009-07-22 0.1778486335 0.1300529483 0.063571642 0.137759557 0.132057073
## 2009-07-23 0.1606084420 0.1323589142 0.064477654 0.132057073 0.139026244
## 2009-07-24 0.1556469384 0.1398114954 0.074860966 0.139026244 0.139719879
## 2009-07-27 0.1744302990 0.1383084712 0.067946616 0.139719879 0.139438596
## 2009-07-28 0.1621162205 0.1342591712 0.067299812 0.139438596 0.135717404
## 2009-07-29 0.1215195828 0.1300914345 0.062194134 0.135717404 0.131634920
## 2009-07-30 0.1228991707 0.1332887687 0.065911441 0.131634920 0.142533397
## 2009-07-31 0.1500111682 0.1416411944 0.067858095 0.142533397 0.146889414
## 2009-08-03 0.1268502609 0.1486195704 0.074664856 0.146889414 0.159367090
## 2009-08-04 0.1447357377 0.1564249419 0.075324604 0.159367090 0.160043401
## 2009-08-05 0.1540661252 0.1598279941 0.078259089 0.160043401 0.161712181
## 2009-08-06 0.2112044376 0.1634095032 0.078876541 0.161712181 0.164832512
## 2009-08-07 0.1689569835 0.1564496830 0.077388555 0.164832512 0.165409895
## 2009-08-11 0.1645531696 0.1529998976 0.077247568 0.165409895 0.156535337
## 2009-08-12 0.1657981480 0.1510467220 0.072748364 0.156535337 0.154410211
## 2009-08-13 0.2081413420 0.1561779887 0.078001268 0.154410211 0.164016699
## 2009-08-14 0.1632182542 0.1593136991 0.078353273 0.164016699 0.159591843
## 2009-08-17 0.1626348482 0.1432649462 0.074297945 0.159591843 0.142686347
## 2009-08-18 0.1770129799 0.1436921891 0.069237106 0.142686347 0.146829465
## 2009-08-19 0.1900598288 0.1421848122 0.068170693 0.146829465 0.146912892
## 2009-08-20 0.1453255311 0.1486431661 0.071962884 0.146912892 0.154712009
## 2009-08-21 0.1534487948 0.1515424612 0.075691400 0.154712009 0.161026525
## 2009-08-24 0.1652557684 0.1628273992 0.079966875 0.161026525 0.170052667
## 2009-08-25 0.1395968931 0.1651056458 0.080620614 0.170052667 0.168033307
## 2009-08-26 0.1306998725 0.1653571807 0.080376314 0.168033307 0.166387093
## 2009-08-27 0.1197239250 0.1640081013 0.078543951 0.166387093 0.163669312
## 2009-08-28 0.1248705231 0.1654834064 0.080680591 0.163669312 0.169290421
## 2009-08-31 0.0919025807 0.1616696054 0.079214908 0.169290421 0.162182431
## 2009-09-01 0.1171544914 0.1591141664 0.078286477 0.162182431 0.159510467
## 2009-09-02 0.1658038561 0.1514139447 0.074256689 0.159510467 0.153219430
## 2009-09-03 0.1331039259 0.1549812506 0.074174177 0.153219430 0.155199582
## 2009-09-04 0.1020512857 0.1566045443 0.073388119 0.155199582 0.157389900
## 2009-09-07 0.0919067640 0.1591725830 0.077314826 0.157389900 0.164268350
## 2009-09-08 0.1488387240 0.1660854408 0.080485983 0.164268350 0.168946452
## 2009-09-09 0.1207624637 0.1650442511 0.079837560 0.168946452 0.165749760
## 2009-09-10 0.1454953583 0.1675742618 0.081498081 0.165749760 0.170991114
## 2009-09-11 0.1576330095 0.1728418338 0.085650020 0.170991114 0.176724599
## 2009-09-14 0.1113690217 0.1652579871 0.082983872 0.176724599 0.167535477
## 2009-09-15 0.1440363109 0.1654039140 0.079668608 0.167535477 0.168750420
## 2009-09-16 0.1279177134 0.1705899319 0.083686262 0.168750420 0.176983544
## 2009-09-17 0.2677501883 0.1788642396 0.088768711 0.176983544 0.184779697
## 2009-09-18 0.1890881341 0.1821291538 0.087067628 0.184779697 0.181845597
## 2009-09-21 0.1409300419 0.1718356941 0.085580104 0.181845597 0.171555960
## 2009-09-22 0.1196714058 0.1734095055 0.084667852 0.171555960 0.174188034
## 2009-09-23 0.1541944000 0.1727575306 0.083253595 0.174188034 0.172064048
## 2009-09-25 0.1218895471 0.1626301573 0.080621076 0.172064048 0.162533693
## 2009-09-28 0.0914793990 0.1571710706 0.076718175 0.162533693 0.163653584
## 2009-09-29 0.1206561660 0.1616794561 0.077816830 0.163653584 0.160488576
## 2009-09-30 0.1378508967 0.1620572166 0.079038791 0.160488576 0.161759138
## 2009-10-01 0.1404985747 0.1621298365 0.078922535 0.161759138 0.163036082
## 2009-10-02 0.1412260511 0.1504552255 0.076044098 0.163036082 0.152844461
## 2009-10-05 0.1319081536 0.1536310258 0.072895706 0.152844461 0.156076029
## 2009-10-06 0.1583018582 0.1578521392 0.076654847 0.156076029 0.164240769
## 2009-10-07 0.1511003309 0.1660577215 0.080396306 0.164240769 0.170606116
## 2009-10-08 0.1469260805 0.1724549098 0.083863073 0.170606116 0.175835844
## 2009-10-09 0.1013924907 0.1720448484 0.083112955 0.175835844 0.172454289
## 2009-10-12 0.1312903362 0.1738000948 0.084530679 0.172454289 0.178155406
## 2009-10-13 0.1875465957 0.1769429068 0.085789735 0.178155406 0.179070146
## 2009-10-14 0.1878129045 0.1809612803 0.088763627 0.179070146 0.187871535
## 2009-10-15 0.1862527037 0.1847398022 0.090093985 0.187871535 0.190749105
## 2009-10-16 0.1376994952 0.1870006385 0.091421685 0.190749105 0.186532134
## 2009-10-19 0.1202824548 0.1884605948 0.093607439 0.186532134 0.196274705
## 2009-10-20 0.1595877142 0.1961104179 0.095342267 0.196274705 0.196707115
## 2009-10-21 0.1785137684 0.1943796835 0.095502668 0.196707115 0.199456581
## 2009-10-22 0.1454421839 0.1958941620 0.096441153 0.199456581 0.203268722
## 2009-10-23 0.1491399476 0.2046999461 0.098821399 0.203268722 0.204868436
## 2009-10-26 0.1418639354 0.2034715943 0.098500365 0.204868436 0.207330464
## 2009-10-27 0.1377297427 0.1948866478 0.098500365 0.207330464 0.198409632
## 2009-10-28 0.1561179960 0.1879517978 0.093977702 0.198409632 0.187873131
## 2009-10-29 0.1414662799 0.1826134387 0.094332364 0.187873131 0.199109193
## 2009-10-30 0.1362481771 0.1941563260 0.095903671 0.199109193 0.194804236
## 2009-11-02 0.1243940543 0.1886012528 0.092149846 0.194804236 0.189155318
## 2009-11-03 0.1614609386 0.1780986388 0.090196605 0.189155318 0.181014740
## 2009-11-04 0.1650277801 0.1829156013 0.088739127 0.181014740 0.184864721
## 2009-11-05 0.1504853623 0.1788438511 0.087110733 0.184864721 0.184256109
## 2009-11-06 0.1165237272 0.1815259740 0.089219522 0.184256109 0.185068731
## 2009-11-09 0.1140142312 0.1869898715 0.091970262 0.185068731 0.194450010
## 2009-11-10 0.1631928235 0.1953370282 0.093331591 0.194450010 0.195154814
## 2009-11-11 0.1553411580 0.1971264082 0.096250590 0.195154814 0.201687928
## 2009-11-12 0.1537647927 0.1975710615 0.095933717 0.201687928 0.202267819
## 2009-11-13 0.1337418507 0.2005651976 0.096830137 0.202267819 0.202433306
## 2009-11-16 0.1315629489 0.2044413095 0.101108963 0.202433306 0.211757371
## 2009-11-17 0.1746316535 0.2125566326 0.102914978 0.211757371 0.214996689
## 2009-11-18 0.1742719412 0.2162483314 0.104852849 0.214996689 0.214181560
## 2009-11-19 0.1490715118 0.2104337053 0.102860432 0.214181560 0.210729798
## 2009-11-20 0.1242579110 0.2062219844 0.100778569 0.210729798 0.207767433
## 2009-11-23 0.1175638215 0.2098021190 0.104433241 0.207767433 0.219032900
## 2009-11-24 0.0996755583 0.2160492569 0.104958705 0.219032900 0.217985952
## 2009-11-25 0.2484029648 0.2200717539 0.107013988 0.217985952 0.220532091
## 2009-11-26 0.1361165899 0.2120095785 0.105193297 0.220532091 0.209963905
## 2009-11-27 0.1875878641 0.1982793912 0.099835462 0.209963905 0.205020475
## 2009-11-30 0.1548120235 0.2070414201 0.101176221 0.205020475 0.206980797
## 2009-12-01 0.1593329929 0.2090115479 0.102746372 0.206980797 0.215705596
## 2009-12-02 0.1334298528 0.2177799912 0.105125577 0.215705596 0.219176277
## 2009-12-03 0.1500260365 0.2171784150 0.106246420 0.219176277 0.216539645
## 2009-12-04 0.1349907833 0.2133458291 0.104790445 0.216539645 0.218277037
## 2009-12-07 0.1640459108 0.2083018437 0.104050035 0.218277037 0.212673708
## 2009-12-08 0.1795736312 0.2068824354 0.102028265 0.212673708 0.209173166
## 2009-12-09 0.1727470535 0.2040046742 0.099434575 0.209173166 0.203227009
## 2009-12-10 0.1731346583 0.2025843495 0.098398670 0.203227009 0.207129872
## 2009-12-11 0.1408536716 0.2091613693 0.101467439 0.207129872 0.211862226
## 2009-12-14 0.1010395926 0.2137574942 0.103683470 0.211862226 0.214867901
## 2009-12-15 0.1269775010 0.2103798704 0.103050071 0.214867901 0.211624252
## 2009-12-17 0.2275392729 0.2134715966 0.103102652 0.211624252 0.212343644
## 2009-12-18 0.1058594034 0.2117514001 0.103537976 0.212343644 0.217267015
## 2009-12-21 0.0819101196 0.2173401488 0.105879046 0.217267015 0.220672960
## 2009-12-22 0.0682412828 0.2227722035 0.108467767 0.220672960 0.223556685
## 2009-12-23 0.0418340550 0.2248396923 0.107915609 0.223556685 0.223237335
## 2009-12-24 0.0137163625 0.2240876075 0.107702395 0.223237335 0.222605929
## 2009-12-28 0.0254446844 0.2247148412 0.109811993 0.222605929 0.229642344
## 2009-12-29 0.0527219576 0.2254689878 0.110349013 0.229642344 0.224315284
## 2009-12-30 0.0352820926 0.2183680515 0.107818305 0.224315284 0.220213196
## 2009-12-31 0.0331484628 0.2223101398 0.107325430 0.220213196 0.224571493
## 2010-01-04 0.0473008990 0.2265429365 0.110337226 0.224571493 0.229785493
## 2010-01-05 0.0878469578 0.2318418931 0.112191199 0.229785493 0.232148820
## 2010-01-06 0.0656014019 0.2338319513 0.113166664 0.232148820 0.234006339
## 2010-01-07 0.0939239003 0.2311376870 0.112029180 0.234006339 0.232580547
## 2010-01-08 0.1019371728 0.2347393555 0.114369210 0.232580547 0.238250208
## 2010-01-11 0.1254658637 0.2404373775 0.117929583 0.238250208 0.240079233
## 2010-01-12 0.1226380583 0.2325087585 0.115103265 0.240079233 0.233489361
## 2010-01-13 0.1127015813 0.2322682196 0.112892665 0.233489361 0.233701805
## 2010-01-14 0.1216119561 0.2348422145 0.114621368 0.233701805 0.235406829
## 2010-01-15 0.1172004624 0.2315259854 0.113154992 0.235406829 0.230561188
## 2010-01-18 0.1321693111 0.2304176740 0.112844937 0.230561188 0.234447184
## 2010-01-19 0.1156207028 0.2331062112 0.112958651 0.234447184 0.234149944
## 2010-01-20 0.1592931402 0.2320803702 0.112200906 0.234149944 0.229934797
## 2010-01-21 0.1960670587 0.2216554159 0.110821087 0.229934797 0.220545995
## 2010-01-22 0.1736325353 0.2098174677 0.105200347 0.220545995 0.210821660
## 2010-01-25 0.1234543881 0.2113759304 0.103233931 0.210821660 0.211204606
## 2010-01-26 0.1558440660 0.2013937967 0.100464470 0.211204606 0.201448815
## 2010-01-27 0.1440972974 0.2002479154 0.098388501 0.201448815 0.204869804
## 2010-01-28 0.1313566408 0.2067335304 0.100004530 0.204869804 0.204714118
## 2010-01-29 0.1781379029 0.1978965907 0.097173936 0.204714118 0.201993602
## 2010-02-01 0.1002274551 0.1957855759 0.095794695 0.201993602 0.197697534
## 2010-02-02 0.1223975214 0.1996818473 0.097914000 0.197697534 0.205100484
## 2010-02-03 0.1224997666 0.2069708620 0.100575179 0.205100484 0.207703836
## 2010-02-04 0.1402066700 0.1958075680 0.098689657 0.207703836 0.193842538
## 2010-02-05 0.1818202497 0.1824049717 0.091662287 0.193842538 0.181868620
## 2010-02-08 0.1350363973 0.1837737524 0.090843178 0.181868620 0.187542155
## 2010-02-09 0.1554442576 0.1894756688 0.093242492 0.187542155 0.196959450
## 2010-02-10 0.1242923840 0.1963740943 0.094947504 0.196959450 0.194772779
## 2010-02-11 0.1242386129 0.1948761099 0.095049777 0.194772779 0.194577431
## 2010-02-12 0.1465226944 0.1919490956 0.095861606 0.194577431 0.192567189
## 2010-02-15 0.0831152761 0.1945258395 0.096123355 0.192567189 0.202572808
## 2010-02-16 0.1243266368 0.2045815093 0.098843818 0.202572808 0.208007914
## 2010-02-17 0.1850358673 0.2100438033 0.102896488 0.208007914 0.213769892
## 2010-02-18 0.1579985005 0.2095036217 0.102781965 0.213769892 0.215775803
## 2010-02-19 0.1142370059 0.2088001028 0.102781965 0.215775803 0.210955919
## 2010-02-22 0.1504462281 0.2130065548 0.104387016 0.210955919 0.215857407
## 2010-02-23 0.1645901660 0.2102877784 0.105017411 0.215857407 0.210645231
## 2010-02-24 0.1281412358 0.2059958779 0.100180879 0.210645231 0.207854736
## 2010-02-25 0.1621126962 0.2026363517 0.099177679 0.207854736 0.203267811
## 2010-02-26 0.1301870446 0.2034585365 0.098879873 0.203267811 0.204014557
## 2010-03-01 0.1025187295 0.2060304696 0.100425641 0.204014557 0.209973251
## 2010-03-02 0.1433941794 0.2120189710 0.103837515 0.209973251 0.217857847
## 2010-03-03 0.1544158417 0.2199430083 0.107439952 0.217857847 0.224963557
## 2010-03-04 0.1331522610 0.2230345054 0.108991729 0.224963557 0.227025314
## 2010-03-05 0.1244293764 0.2261154646 0.110032603 0.227025314 0.230001128
## 2010-03-08 0.1222445245 0.2321470338 0.113234037 0.230001128 0.234834461
## 2010-03-09 0.1399441005 0.2305624555 0.112444281 0.234834461 0.229852737
## 2010-03-10 0.1050347850 0.2310219992 0.112588850 0.229852737 0.234172966
## 2010-03-11 0.1668295397 0.2323023532 0.113384269 0.234172966 0.230155675
## 2010-03-12 0.1425839829 0.2323023532 0.114212045 0.230155675 0.238155839
## 2010-03-15 0.1176507640 0.2343693838 0.114128146 0.238155839 0.232923831
## 2010-03-16 0.1101588454 0.2350843570 0.114014779 0.232923831 0.237932225
## 2010-03-17 0.1569582507 0.2401178045 0.117362054 0.237932225 0.244277057
## 2010-03-18 0.2866689873 0.2455867419 0.120939414 0.244277057 0.250550087
## 2010-03-19 0.1565342980 0.2460808774 0.120411755 0.250550087 0.244578172
## 2010-03-23 0.1345160165 0.2445989289 0.118528198 0.244578172 0.242455098
## 2010-03-24 0.1773210688 0.2397274443 0.118592566 0.242455098 0.241330648
## 2010-03-25 0.1583193415 0.2413287458 0.118859863 0.241330648 0.244837573
## 2010-03-26 0.1426741898 0.2452458639 0.118715525 0.244837573 0.245473993
## 2010-03-29 0.1200087969 0.2476972986 0.120219805 0.245473993 0.248263349
## 2010-03-30 0.1088582902 0.2505006072 0.122941539 0.248263349 0.248934417
## 2010-03-31 0.1374189644 0.2476468999 0.120666339 0.248934417 0.249214789
## 2010-04-01 0.1047710304 0.2514568064 0.122883411 0.249214789 0.255425361
## 2010-04-06 0.1527277418 0.2576984463 0.126901758 0.255425361 0.263351444
## 2010-04-07 0.1433907896 0.2600680977 0.126901758 0.263351444 0.261013418
## 2010-04-08 0.2115555202 0.2552417427 0.125716431 0.261013418 0.255661512
## 2010-04-09 0.1338389650 0.2579357780 0.126783422 0.255661512 0.263118028
## 2010-04-12 0.0941017936 0.2611461700 0.128418750 0.263118028 0.259757900
## 2010-04-13 0.1192926810 0.2559072336 0.125770052 0.259757900 0.253643064
## 2010-04-14 0.0981114402 0.2559072336 0.128426724 0.253643064 0.266359398
## 2010-04-15 0.1354624593 0.2642926474 0.129182505 0.266359398 0.267850154
## 2010-04-16 0.1208092696 0.2584860392 0.129182505 0.267850154 0.256209034
## 2010-04-19 0.0943987271 0.2474982240 0.123280715 0.256209034 0.248837769
## 2010-04-20 0.1180690236 0.2510779005 0.124091735 0.248837769 0.255253035
## 2010-04-21 0.1074741432 0.2526315524 0.123886149 0.255253035 0.253573541
## 2010-04-22 0.1414324907 0.2480920114 0.123789307 0.253573541 0.250919357
## 2010-04-23 0.0924964086 0.2530003787 0.122192114 0.250919357 0.253405318
## 2010-04-26 0.0777565695 0.2556682983 0.126354453 0.253405318 0.262023212
## 2010-04-28 0.1494703561 0.2438722725 0.126228374 0.262023212 0.244136644
## 2010-04-29 0.1060548492 0.2412018330 0.119373192 0.244136644 0.248501551
## 2010-04-30 0.1207920568 0.2446465785 0.121628399 0.248501551 0.246666370
## 2010-05-03 0.0819772560 0.2434743525 0.118724885 0.246666370 0.246553766
## 2010-05-04 0.1950857523 0.2328617779 0.119659095 0.246553766 0.230712315
## 2010-05-05 0.2062890020 0.2219332956 0.111868317 0.230712315 0.223437014
## 2010-05-06 0.1879330342 0.2169905656 0.108310024 0.223437014 0.221069811
## 2010-05-07 0.2373145749 0.1972008607 0.105465910 0.221069811 0.198326432
## 2010-05-10 0.1792769495 0.2003138918 0.107580823 0.198326432 0.224461168
## 2010-05-11 0.1664448994 0.2193478465 0.107185252 0.224461168 0.221096025
## 2010-05-12 0.1789785904 0.2231973846 0.113155455 0.221096025 0.236237231
## 2010-05-13 0.1333355362 0.2325341869 0.115010699 0.236237231 0.233128525
## 2010-05-14 0.1083946435 0.2179298126 0.111579410 0.233128525 0.217183815
## 2010-05-17 0.1099568905 0.2087338974 0.104448495 0.217183815 0.216372106
## 2010-05-18 0.1505113409 0.2183501829 0.106674812 0.216372106 0.222460272
## 2010-05-19 0.1308538027 0.2099466714 0.106170842 0.222460272 0.213370078
## 2010-05-20 0.1762673634 0.1929861617 0.102324105 0.213370078 0.194279052
## 2010-05-21 0.1965379765 0.1847091049 0.094395692 0.194279052 0.192471453
## 2010-05-24 0.1410884335 0.1944296239 0.097260608 0.192471453 0.204314987
## 2010-05-25 0.1310104532 0.1876287885 0.096971586 0.204314987 0.190685053
## 2010-05-26 0.2881504424 0.1926342877 0.100088544 0.190685053 0.210463103
## 2010-05-27 0.1402088454 0.2123319006 0.104736824 0.210463103 0.219631710
## 2010-05-28 0.1422820056 0.2148490825 0.105510401 0.219631710 0.214001028
## 2010-05-31 0.0585182069 0.2125082957 0.103487476 0.214001028 0.212693539
## 2010-06-01 0.1291289094 0.2054950988 0.103669487 0.212693539 0.216424989
## 2010-06-02 0.1539074090 0.2120730349 0.103111088 0.216424989 0.215035668
## 2010-06-03 0.1402636979 0.2130466446 0.107610754 0.215035668 0.212475168
## 2010-06-04 0.1649111476 0.1984509755 0.102617404 0.212475168 0.199308189
## 2010-06-07 0.1172860223 0.1929442392 0.094433250 0.199308189 0.190993461
## 2010-06-08 0.1347885263 0.1880076945 0.093405551 0.190993461 0.187034979
## 2010-06-09 0.1311734722 0.1889659555 0.095504748 0.187034979 0.201421689
## 2010-06-10 0.1643710043 0.2013619539 0.101086544 0.201421689 0.212431631
## 2010-06-11 0.0680421526 0.2056488146 0.102166016 0.212431631 0.205942054
## 2010-06-14 0.1131127765 0.2079676093 0.104694644 0.205942054 0.219548511
## 2010-06-15 0.1432010368 0.2163250748 0.107717187 0.219548511 0.224942359
## 2010-06-17 0.2102233220 0.2251899627 0.110780525 0.224942359 0.227593580
## 2010-06-18 0.1668921246 0.2253423040 0.111697631 0.227593580 0.226742663
## 2010-06-21 0.1193719730 0.2288722691 0.113577490 0.226742663 0.232843139
## 2010-06-22 0.1240415762 0.2274398029 0.111434725 0.232843139 0.230294265
## 2010-06-23 0.0978227456 0.2233084906 0.110142503 0.230294265 0.223465051
## 2010-06-24 0.0905079088 0.2202618941 0.108390687 0.223465051 0.218809059
## 2010-06-25 0.0789190794 0.2164018181 0.105401541 0.218809059 0.215262700
## 2010-06-28 0.0821485554 0.2140514098 0.104625769 0.215262700 0.215984144
## 2010-06-29 0.0726586852 0.2016659492 0.102887589 0.215984144 0.202512175
## 2010-06-30 0.1491258097 0.1940887460 0.096182639 0.202512175 0.192485357
## 2010-07-01 0.1268800839 0.1879004829 0.092048035 0.192485357 0.186802932
## 2010-07-02 0.0932407927 0.1878186997 0.092183937 0.186802932 0.193755919
## 2010-07-05 0.0698049102 0.1923671750 0.092436904 0.193755919 0.190749561
## 2010-07-06 0.1007010255 0.1926991186 0.096348472 0.190749561 0.203085911
## 2010-07-07 0.0761620806 0.1986692932 0.097862921 0.203085911 0.206073122
## 2010-07-08 0.1290466461 0.2080993329 0.101315243 0.206073122 0.210774931
## 2010-07-09 0.0889783005 0.2128246616 0.102802304 0.210774931 0.215587293
## 2010-07-12 0.0731314560 0.2123126575 0.103092829 0.215587293 0.213763738
## 2010-07-13 0.1219603206 0.2127692231 0.105971150 0.213763738 0.220684813
## 2010-07-14 0.1195916006 0.2183795057 0.107389914 0.220684813 0.219493348
## 2010-07-15 0.1715097873 0.2185135202 0.108343769 0.219493348 0.220200204
## 2010-07-16 0.1577088433 0.2192756848 0.110401710 0.220200204 0.221457317
## 2010-07-19 0.1199738212 0.2176320026 0.106033438 0.221457317 0.216896606
## 2010-07-20 0.1304488776 0.2131442347 0.105907706 0.216896606 0.217349303
## 2010-07-21 0.1343117238 0.2194319205 0.110039652 0.217349303 0.228379760
## 2010-07-22 0.1538118593 0.2263104156 0.114472061 0.228379760 0.238420938
## 2010-07-23 0.1380576279 0.2395780811 0.117023571 0.238420938 0.241843295
## 2010-07-26 0.1233364909 0.2440372134 0.119165988 0.241843295 0.243549003
## 2010-07-27 0.0956487267 0.2409855771 0.119890451 0.243549003 0.242693756
## 2010-07-28 0.1329539506 0.2406721893 0.118712058 0.242693756 0.240546064
## 2010-07-29 0.1108764192 0.2425089899 0.117452540 0.240546064 0.244713115
## 2010-07-30 0.1292717872 0.2362707863 0.117452540 0.244713115 0.240271391
## 2010-08-02 0.1572480882 0.2424686710 0.121380979 0.240271391 0.252306398
## 2010-08-03 0.1623792537 0.2479614331 0.121595695 0.252306398 0.246470566
## 2010-08-04 0.2116590383 0.2448616890 0.118713907 0.246470566 0.244494060
## 2010-08-05 0.1231261746 0.2448777249 0.119654241 0.244494060 0.244207306
## 2010-08-06 0.1114540788 0.2407942914 0.119370765 0.244207306 0.238605345
## 2010-08-10 0.0961136569 0.2324459893 0.114627493 0.238605345 0.230298596
## 2010-08-11 0.1059790072 0.2220011046 0.110144698 0.230298596 0.219905699
## 2010-08-12 0.1297633797 0.2158598039 0.105775271 0.219905699 0.220028561
## 2010-08-13 0.0936872965 0.2195652478 0.108114839 0.220028561 0.221375257
## 2010-08-16 0.0745702466 0.2197716530 0.107039528 0.221375257 0.222671349
## 2010-08-17 0.1042559091 0.2247276699 0.108290956 0.222671349 0.224896998
## 2010-08-18 0.1253546665 0.2178952208 0.107406208 0.224896998 0.215924195
## 2010-08-19 0.1451790659 0.2132131891 0.105214330 0.215924195 0.212770812
## 2010-08-20 0.1141975342 0.2080370219 0.101956500 0.212770812 0.209143761
## 2010-08-23 0.1470914418 0.2108403305 0.104671647 0.209143761 0.217624888
## 2010-08-24 0.1366822714 0.2080670320 0.103719410 0.217624888 0.210969596
## 2010-08-25 0.1256405205 0.1984042423 0.100345325 0.210969596 0.197309800
## 2010-08-26 0.1114982673 0.1992921743 0.098679141 0.197309800 0.206487069
## 2010-08-27 0.1073134086 0.2031767624 0.098481298 0.206487069 0.203428739
## 2010-08-30 0.0706924081 0.2054417221 0.101651068 0.203428739 0.212616950
## 2010-08-31 0.1584019234 0.2050825174 0.102489476 0.212616950 0.215166964
## 2010-09-01 0.1225339841 0.2172386643 0.110856103 0.215166964 0.231701821
## 2010-09-02 0.1605556884 0.2302955719 0.111640427 0.231701821 0.228549806
## 2010-09-03 0.1034908434 0.2306545475 0.112248287 0.228549806 0.230872788
## 2010-09-06 0.0713247045 0.2316712251 0.112616008 0.230872788 0.231732366
## 2010-09-07 0.0838132429 0.2254673842 0.110871588 0.231732366 0.224545051
## 2010-09-08 0.2101570798 0.2252302816 0.110068889 0.224545051 0.230149064
## 2010-09-09 0.1473457972 0.2304488295 0.113498560 0.230149064 0.231831066
## 2010-09-10 0.0975791451 0.2330047267 0.112196862 0.231831066 0.234159974
## 2010-09-13 0.1367962378 0.2363266829 0.116773840 0.234159974 0.243374398
## 2010-09-14 0.1534065698 0.2422427935 0.117580814 0.243374398 0.243621717
## 2010-09-15 0.1435303009 0.2415156789 0.117236322 0.243621717 0.243619210
## 2010-09-16 0.1429405338 0.2423472561 0.116901536 0.243619210 0.242772396
## 2010-09-17 0.1209083481 0.2408671403 0.119727161 0.242772396 0.241601446
## 2010-09-20 0.1136684922 0.2435442233 0.119395611 0.241601446 0.248379828
## 2010-09-21 0.1173039076 0.2489730709 0.120380668 0.248379828 0.248694619
## 2010-09-22 0.1230381605 0.2455384050 0.120397194 0.248694619 0.248648575
## 2010-09-23 0.0965474851 0.2463166055 0.120065991 0.248648575 0.248467359
## 2010-09-27 0.1149589613 0.2507056379 0.123923013 0.248467359 0.254044018
## 2010-09-28 0.1297269297 0.2507035762 0.122852324 0.254044018 0.254341486
## 2010-09-29 0.1418327463 0.2565108716 0.124503138 0.254341486 0.256560752
## 2010-09-30 0.1519622756 0.2571520794 0.127922177 0.256560752 0.265364192
## 2010-10-01 0.0997327064 0.2620563232 0.127922177 0.265364192 0.261048977
## 2010-10-04 0.1037033563 0.2626959275 0.127407345 0.261048977 0.261692692
## 2010-10-05 0.1176361971 0.2607225925 0.129228036 0.261692692 0.267939964
## 2010-10-06 0.1420707537 0.2702756507 0.132435480 0.267939964 0.270879079
## 2010-10-07 0.1374266698 0.2688237123 0.132588485 0.270879079 0.266915810
## 2010-10-08 0.1082882849 0.2665399676 0.130140404 0.266915810 0.269739585
## 2010-10-11 0.1181221688 0.2718045615 0.132254509 0.269739585 0.271998970
## 2010-10-12 0.1087946090 0.2680537588 0.131815024 0.271998970 0.272729304
## 2010-10-13 0.1559548597 0.2750889478 0.137299169 0.272729304 0.283860056
## 2010-10-14 0.1264747546 0.2821903423 0.139973638 0.283860056 0.283492609
## 2010-10-15 0.1417128013 0.2793464857 0.137668739 0.283492609 0.279267660
## 2010-10-18 0.0786582556 0.2764792625 0.136254367 0.279267660 0.281799211
## 2010-10-19 0.1488800307 0.2792218637 0.139327527 0.281799211 0.277833662
## 2010-10-20 0.1433734303 0.2776246856 0.135149009 0.277833662 0.279598408
## 2010-10-21 0.1198664241 0.2814481081 0.139331802 0.279598408 0.287780699
## 2010-10-22 0.0961478113 0.2812045911 0.139286848 0.287780699 0.280456846
## 2010-10-25 0.1101572651 0.2828551459 0.139369707 0.280456846 0.283750187
## 2010-10-26 0.1159787175 0.2788942726 0.137243468 0.283750187 0.280812895
## 2010-10-27 0.1200632864 0.2788374596 0.136381717 0.280812895 0.276756853
## 2010-10-28 0.0948560992 0.2791366442 0.137323900 0.276756853 0.282016442
## 2010-10-29 0.0845703552 0.2819126917 0.139187927 0.282016442 0.287585579
## 2010-11-01 0.0836414326 0.2887962267 0.141677148 0.287585579 0.292305395
## 2010-11-02 0.1061978307 0.2899352355 0.141756655 0.292305395 0.291659629
## 2010-11-03 0.1630436447 0.2941139682 0.145202505 0.291659629 0.296408622
## 2010-11-04 0.1722561275 0.2988867174 0.149553905 0.296408622 0.308032190
## 2010-11-05 0.1528754177 0.3066554354 0.151039579 0.308032190 0.310962643
## 2010-11-08 0.1036840702 0.3080434592 0.151039579 0.310962643 0.309424475
## 2010-11-09 0.1396391512 0.3113748079 0.153948409 0.309424475 0.315651003
## 2010-11-10 0.1730821714 0.3125083186 0.153416474 0.315651003 0.312361538
## 2010-11-11 0.1522565400 0.3133875454 0.153916167 0.312361538 0.313324375
## 2010-11-12 0.1248904584 0.3076638660 0.153770789 0.313324375 0.316349881
## 2010-11-15 0.1002408963 0.3131958016 0.155692020 0.316349881 0.319172060
## 2010-11-16 0.1214648198 0.3126709687 0.155201571 0.319172060 0.310124264
## 2010-11-17 0.1400828423 0.3061860410 0.150614540 0.310124264 0.308425850
## 2010-11-18 0.1438582079 0.3109640591 0.153783385 0.308425850 0.313641902
## 2010-11-19 0.1345173233 0.3097863351 0.153682846 0.313641902 0.309648772
## 2010-11-22 0.1090165556 0.3091190115 0.153533886 0.309648772 0.309762516
## 2010-11-23 0.1386075311 0.3006529599 0.150431141 0.309762516 0.298166073
## 2010-11-24 0.1170642876 0.2985000226 0.147685371 0.298166073 0.303122040
## 2010-11-25 0.0749895687 0.3056337180 0.149963112 0.303122040 0.307355651
## 2010-11-26 0.0811337926 0.3013239488 0.149210914 0.307355651 0.304692349
## 2010-11-29 0.0983946604 0.2965562395 0.151349287 0.304692349 0.294089744
## 2010-11-30 0.2046765383 0.2858424095 0.144061670 0.294089744 0.283835894
## 2010-12-01 0.2121893699 0.2862510965 0.144044451 0.283835894 0.295709973
## 2010-12-02 0.1608698790 0.2981845730 0.147442342 0.295709973 0.303867190
## 2010-12-03 0.1701088649 0.3060696660 0.151313347 0.303867190 0.309149802
## 2010-12-06 0.1638624071 0.3116916319 0.154194673 0.309149802 0.315509450
## 2010-12-07 0.1665518028 0.3173500223 0.157048842 0.315509450 0.317981279
## 2010-12-08 0.1324245524 0.3147934378 0.155416403 0.317981279 0.318106876
## 2010-12-09 0.1291760158 0.3160689810 0.156149186 0.318106876 0.314637107
## 2010-12-10 0.1365209063 0.3114520094 0.153699256 0.314637107 0.311700043
## 2010-12-13 0.1246373880 0.3142546308 0.153403531 0.311700043 0.313440855
## 2010-12-14 0.1627569513 0.3160041501 0.154089973 0.313440855 0.315753578
## 2010-12-15 0.2409295763 0.3168338946 0.154723373 0.315753578 0.316596289
## 2010-12-17 0.1583652036 0.3158857133 0.155188282 0.316596289 0.314942780
## 2010-12-20 0.0561473580 0.3172496832 0.155416865 0.314942780 0.317255276
## 2010-12-21 0.0754163258 0.3198376523 0.158058282 0.317255276 0.324806846
## 2010-12-22 0.0973625075 0.3256098977 0.159408402 0.324806846 0.324696521
## 2010-12-23 0.0619316292 0.3261129676 0.159252623 0.324696521 0.326254292
## 2010-12-24 0.0013272258 0.3268141956 0.158792106 0.326254292 0.324197094
## 2010-12-28 0.0251294214 0.3242001109 0.158884094 0.324197094 0.323632932
## 2010-12-29 0.0327022574 0.3248465878 0.158746921 0.323632932 0.326165166
## 2010-12-30 0.0474945473 0.3281909943 0.159946809 0.326165166 0.328140076
## 2010-12-31 0.0216618028 0.3280915715 0.159748156 0.328140076 0.326062363
## 2011-01-03 0.0416954620 0.3286500799 0.160881480 0.326062363 0.330375527
## 2011-01-04 0.0673844638 0.3318815477 0.162282332 0.330375527 0.333094676
## 2011-01-05 0.0920541618 0.3231935131 0.162260028 0.333094676 0.323592358
## 2011-01-06 0.0770170803 0.3262064341 0.159406322 0.323592358 0.325993752
## 2011-01-07 0.0885556110 0.3198404013 0.158660018 0.325993752 0.321750339
## 2011-01-10 0.1124618748 0.3188370106 0.157376693 0.321750339 0.316479581
## 2011-01-11 0.1516102455 0.3190580773 0.159194726 0.316479581 0.327048451
## 2011-01-12 0.1199456161 0.3296798153 0.164261922 0.327048451 0.334383473
## 2011-01-13 0.1101329112 0.3360630294 0.165711078 0.334383473 0.337761837
## 2011-01-14 0.0870797746 0.3350761328 0.164960267 0.337761837 0.338420824
## 2011-01-17 0.0754521131 0.3332088640 0.164960267 0.338420824 0.330559934
## 2011-01-18 0.1113145780 0.3332088640 0.166046210 0.330559934 0.336110836
## 2011-01-19 0.1221622410 0.3342379122 0.165709229 0.336110836 0.331643810
## 2011-01-20 0.1903243145 0.3221782100 0.161524471 0.331643810 0.319640030
## 2011-01-21 0.1282093289 0.3200756712 0.158938871 0.319640030 0.326543782
## 2011-01-24 0.1070208546 0.3206332632 0.159354434 0.326543782 0.320367629
## 2011-01-25 0.1323008517 0.3166703282 0.157999461 0.320367629 0.315525406
## 2011-01-26 0.1499395546 0.3180991290 0.157931972 0.315525406 0.322559998
## 2011-01-27 0.1553118272 0.3251689098 0.160185677 0.322559998 0.326510274
## 2011-01-28 0.1547347515 0.3150287077 0.158921883 0.326510274 0.312936414
## 2011-01-31 0.1588479500 0.3061599254 0.152040237 0.312936414 0.309647176
## 2011-02-01 0.1563140189 0.3121914946 0.155539824 0.309647176 0.319663281
## 2011-02-02 0.1605016475 0.3222577023 0.162955831 0.319663281 0.334467129
## 2011-02-03 0.1664420288 0.3371356037 0.166506266 0.334467129 0.341470264
## 2011-02-04 0.1530316661 0.3441737708 0.169399494 0.341470264 0.343924769
## 2011-02-07 0.1452850773 0.3442972474 0.170291985 0.343924769 0.341593126
## 2011-02-08 0.1884049642 0.3415883216 0.168336779 0.341593126 0.341333953
## 2011-02-09 0.1641816355 0.3400135939 0.167756192 0.341333953 0.338796932
## 2011-02-10 0.1694963242 0.3329346497 0.165164351 0.338796932 0.332686199
## 2011-02-11 0.1512266076 0.3351563125 0.168349376 0.332686199 0.345105749
## 2011-02-14 0.1109795593 0.3478274415 0.172743302 0.345105749 0.348290816
## 2011-02-15 0.1401842691 0.3477921625 0.170855354 0.348290816 0.347520820
## 2011-02-16 0.1396850215 0.3417981632 0.171226657 0.347520820 0.341089141
## 2011-02-17 0.1300901640 0.3419825763 0.167923527 0.341089141 0.339830660
## 2011-02-18 0.1185254504 0.3363601522 0.167309427 0.339830660 0.335069358
## 2011-02-21 0.0956842727 0.3377408453 0.167405113 0.335069358 0.341739922
## 2011-02-22 0.1668830898 0.3335435567 0.166642976 0.341739922 0.333477622
## 2011-02-23 0.1502110175 0.3244090361 0.162454174 0.333477622 0.321803906
## 2011-02-24 0.1549984391 0.3113356344 0.157163480 0.321803906 0.316661481
## 2011-02-25 0.1213926110 0.3131401340 0.156923225 0.316661481 0.322567976
## 2011-02-28 0.1400410103 0.3203643179 0.160465223 0.322567976 0.329554471
## 2011-03-01 0.1387655146 0.3271273543 0.162642425 0.329554471 0.324508694
## 2011-03-02 0.1147532439 0.3189297899 0.157907126 0.324508694 0.322738934
## 2011-03-03 0.1233919889 0.3244653909 0.161380365 0.322738934 0.331333121
## 2011-03-04 0.2055117613 0.3329898591 0.162988073 0.331333121 0.331035426
## 2011-03-07 0.1410848047 0.3251657026 0.162476362 0.331035426 0.330149862
## 2011-03-08 0.1737482585 0.3198610189 0.160767073 0.330149862 0.319418468
## 2011-03-09 0.1534429109 0.3216075602 0.159231938 0.319418468 0.319257767
## 2011-03-10 0.1831910937 0.2993299962 0.155245023 0.319257767 0.298254288
## 2011-03-11 0.2163665698 0.2916451232 0.147773776 0.298254288 0.304520935
## 2011-03-14 0.1074259540 0.2990835011 0.147773776 0.304520935 0.297790193
## 2011-03-15 0.1720518093 0.2788709060 0.144361440 0.297790193 0.282184437
## 2011-03-16 0.1818172529 0.2845913783 0.141754460 0.282184437 0.291722997
## 2011-03-17 0.1679244954 0.2905127578 0.143540020 0.291722997 0.294142399
## 2011-03-18 0.1557781679 0.2944555334 0.146856786 0.294142399 0.293197114
## 2011-03-22 0.1441956237 0.2956591441 0.147012680 0.293197114 0.297556094
## 2011-03-23 0.1273732440 0.2994676760 0.149580600 0.297556094 0.305471235
## 2011-03-24 0.1290384245 0.3079946642 0.153249486 0.305471235 0.315321624
## 2011-03-25 0.0999109454 0.3114213121 0.154677494 0.315321624 0.314140872
## 2011-03-28 0.0859741129 0.3090140908 0.152650871 0.314140872 0.309154133
## 2011-03-29 0.1148197814 0.3116959845 0.154062123 0.309154133 0.316924529
## 2011-03-30 0.1557887349 0.3195052505 0.160943769 0.316924529 0.329611913
## 2011-03-31 0.1597907429 0.3282232952 0.161196158 0.329611913 0.328003766
## 2011-04-01 0.1378656140 0.3288702302 0.161773740 0.328003766 0.332135486
## 2011-04-04 0.1023604566 0.3336993342 0.163426750 0.332135486 0.333331054
## 2011-04-05 0.1027913504 0.3349824372 0.164786114 0.333331054 0.337732432
## 2011-04-06 0.1388017355 0.3398465912 0.167576723 0.337732432 0.343581713
## 2011-04-07 0.1222004502 0.3365970257 0.167576723 0.343581713 0.337786911
## 2011-04-08 0.1819827795 0.3404719922 0.167885622 0.337786911 0.341730805
## 2011-04-11 0.1376270459 0.3406841246 0.167823565 0.341730805 0.341916807
## 2011-04-12 0.1178406851 0.3308669318 0.166732653 0.341916807 0.328820034
## 2011-04-13 0.1260647610 0.3314602610 0.163186264 0.328820034 0.331416777
## 2011-04-14 0.1245198094 0.3281206653 0.162155213 0.331416777 0.332887930
## 2011-04-15 0.1335612274 0.3303439316 0.162564074 0.332887930 0.328541714
## 2011-04-18 0.1452126687 0.3119413342 0.160655902 0.328541714 0.309416497
## 2011-04-19 0.1290047804 0.3119596609 0.156231467 0.309416497 0.319638207
## 2011-04-20 0.1607826998 0.3222325030 0.163402944 0.319638207 0.335349046
## 2011-04-21 0.1035796323 0.3378336245 0.166038236 0.335349046 0.338370676
## 2011-04-26 0.0541234496 0.3382223812 0.166303569 0.338370676 0.338582437
## 2011-04-28 0.0933258033 0.3333142429 0.166404570 0.338582437 0.338395522
## 2011-04-29 0.0651378168 0.3378313337 0.166984580 0.338395522 0.342413726
## 2011-05-03 0.1238451062 0.3316973636 0.166984580 0.342413726 0.330779444
## 2011-05-04 0.1284667426 0.3205448366 0.161086257 0.330779444 0.320084522
## 2011-05-05 0.1366958074 0.3114201666 0.157787403 0.320084522 0.313827448
## 2011-05-06 0.1235901392 0.3099327201 0.156852616 0.313827448 0.320590330
## 2011-05-09 0.1157075792 0.3147760274 0.156995683 0.320590330 0.314457487
## 2011-05-10 0.1521871837 0.3170258675 0.158820881 0.314457487 0.325302625
## 2011-05-11 0.1498645759 0.3246076525 0.161732484 0.325302625 0.324522827
## 2011-05-12 0.1288656207 0.3155741582 0.157914291 0.324522827 0.316099826
## 2011-05-13 0.1380284384 0.3186764223 0.159131514 0.316099826 0.322438959
## 2011-05-16 0.1246390585 0.3185992208 0.159123771 0.322438959 0.326908493
## 2011-05-17 0.1544108588 0.3223894260 0.159848580 0.326908493 0.319794349
## 2011-05-19 0.1206203351 0.3217124809 0.158458361 0.319794349 0.321504387
## 2011-05-20 0.1441019850 0.3212490427 0.160656942 0.321504387 0.318659641
## 2011-05-23 0.1490995471 0.3074881580 0.154941786 0.318659641 0.308411262
## 2011-05-24 0.1530517209 0.3109493977 0.154839051 0.308411262 0.317221768
## 2011-05-25 0.1158169902 0.3146566743 0.155142750 0.317221768 0.318647332
## 2011-05-26 0.1109854439 0.3207732339 0.158767029 0.318647332 0.322898951
## 2011-05-27 0.1030655975 0.3255095587 0.161763224 0.322898951 0.332114743
## 2011-05-30 0.0581294359 0.3318043461 0.162918505 0.332114743 0.332240112
## 2011-05-31 0.3860676962 0.3348974468 0.165011693 0.332240112 0.336247830
## 2011-06-01 0.1039939610 0.3320696261 0.163858608 0.336247830 0.330694421
## 2011-06-02 0.1171901720 0.3213026485 0.161043153 0.330694421 0.320566168
## 2011-06-03 0.1299586460 0.3116831558 0.155908353 0.320566168 0.313679512
## 2011-06-06 0.1078938599 0.3111418288 0.153137159 0.313679512 0.313733763
## 2011-06-07 0.1346614335 0.3162985238 0.155642559 0.313733763 0.319210583
## 2011-06-08 0.1492244862 0.3117986145 0.155221102 0.319210583 0.312441319
## 2011-06-09 0.1562464068 0.3125429104 0.153898948 0.312441319 0.315013443
## 2011-06-10 0.1215643492 0.3055084087 0.153093245 0.315013443 0.304304160
## 2011-06-13 0.1744389399 0.3027687856 0.149300129 0.304304160 0.304582936
## 2011-06-14 0.1674341766 0.3058156112 0.150689540 0.304582936 0.305786026
## 2011-06-15 0.1946375104 0.3021468208 0.149999861 0.305786026 0.300569747
## 2011-06-17 0.2530221958 0.2906612047 0.145770612 0.300569747 0.293018861
## 2011-06-20 0.1020379451 0.2894937894 0.141942480 0.293018861 0.292070385
## 2011-06-21 0.1267377201 0.2945267787 0.145439640 0.292070385 0.299916914
## 2011-06-22 0.1330252652 0.2964733108 0.145439640 0.299916914 0.295836482
## 2011-06-23 0.1355937504 0.2869081112 0.143370951 0.295836482 0.285206751
## 2011-06-24 0.1510017792 0.2876288114 0.144620416 0.285206751 0.293268916
## 2011-06-27 0.1067485552 0.2940443265 0.144574884 0.293268916 0.298211206
## 2011-06-28 0.1441958484 0.2989865983 0.149134990 0.298211206 0.307205892
## 2011-06-29 0.1376570508 0.3097379982 0.154157924 0.307205892 0.317113495
## 2011-06-30 0.1456063046 0.3176036190 0.156585551 0.317113495 0.320264598
## 2011-07-01 0.1139233157 0.3192099604 0.157230969 0.320264598 0.321653463
## 2011-07-04 0.0861598724 0.3242578402 0.158710403 0.321653463 0.325125512
## 2011-07-05 0.1449733168 0.3251249256 0.161103130 0.325125512 0.329147591
## 2011-07-06 0.1185855810 0.3266176410 0.160258944 0.329147591 0.326331794
## 2011-07-07 0.1025740696 0.3289595732 0.161588840 0.326331794 0.330101082
## 2011-07-08 0.1313980219 0.3235346201 0.161748547 0.330101082 0.323405444
## 2011-07-11 0.1154292697 0.3212236143 0.157673343 0.323405444 0.319819650
## 2011-07-12 0.1759235106 0.3115608246 0.156578039 0.319819650 0.321678081
## 2011-07-13 0.1434255820 0.3242825814 0.160907713 0.321678081 0.330427270
## 2011-07-14 0.1416781623 0.3287446918 0.162137994 0.330427270 0.328001030
## 2011-07-15 0.1341875136 0.3277124365 0.160654053 0.328001030 0.329926932
## 2011-07-18 0.1168335497 0.3230235323 0.160654053 0.329926932 0.320425299
## 2011-07-19 0.1138083364 0.3230235323 0.159308787 0.320425299 0.324689910
## 2011-07-20 0.1392163851 0.3246834795 0.160932443 0.324689910 0.324630189
## 2011-07-21 0.1279934022 0.3176915875 0.158903046 0.324630189 0.326219645
## 2011-07-22 0.0932788637 0.3229930640 0.159688873 0.326219645 0.323723882
## 2011-07-25 0.0861699171 0.3227401546 0.158612059 0.323723882 0.324853118
## 2011-07-26 0.0798076497 0.3209450474 0.159531939 0.324853118 0.320360107
## 2011-07-27 0.1115292168 0.3150085483 0.156705274 0.320360107 0.314097562
## 2011-07-28 0.1058199190 0.3093274785 0.152628914 0.314097562 0.310733103
## 2011-07-29 0.1174819528 0.3024611249 0.150923208 0.310733103 0.305300049
## 2011-08-01 0.0803744042 0.3063649561 0.151491083 0.305300049 0.306423131
## 2011-08-02 0.1275757324 0.3001194218 0.148738147 0.306423131 0.297635191
## 2011-08-03 0.2041231732 0.2882665830 0.144364560 0.297635191 0.289626365
## 2011-08-04 0.2017124333 0.2710217793 0.141597988 0.289626365 0.268682379
## 2011-08-05 0.2737033196 0.2486273822 0.129604424 0.268682379 0.260821489
## 2011-08-08 0.2024872062 0.2413278295 0.125619127 0.260821489 0.241091307
## 2011-08-10 0.3019332087 0.2432926884 0.124891198 0.241091307 0.247186311
## 2011-08-11 0.2202492469 0.2489932303 0.128316940 0.247186311 0.266142850
## 2011-08-12 0.1711301818 0.2638074461 0.135101050 0.266142850 0.273806341
## 2011-08-15 0.0768374188 0.2761713727 0.136157409 0.273806341 0.281397345
## 2011-08-16 0.1602656367 0.2738802973 0.136050629 0.281397345 0.277473282
## 2011-08-17 0.1869281028 0.2742825699 0.137822322 0.277473282 0.281837277
## 2011-08-18 0.1537312042 0.2595210436 0.136273666 0.281837277 0.261553418
## 2011-08-19 0.1200390069 0.2513301226 0.127028299 0.261553418 0.263601043
## 2011-08-22 0.1100062182 0.2572764724 0.130043678 0.263601043 0.264841744
## 2011-08-23 0.1147822726 0.2582047233 0.131240446 0.264841744 0.260892379
## 2011-08-24 0.1140717783 0.2609342667 0.131632666 0.260892379 0.268750306
## 2011-08-25 0.1278850124 0.2633898248 0.133957441 0.268750306 0.262934533
## 2011-08-26 0.1164730078 0.2565740989 0.128781964 0.262934533 0.264657793
## 2011-08-29 0.0868546373 0.2669770611 0.137889348 0.264657793 0.284436755
## 2011-08-30 0.1321257057 0.2844953918 0.138747517 0.284436755 0.286086389
## 2011-08-31 0.2088779321 0.2885128490 0.146309943 0.286086389 0.300683263
## 2011-09-01 0.1428001155 0.2934915453 0.148069848 0.300683263 0.302566540
## 2011-09-02 0.1425002476 0.2876205644 0.146782941 0.302566540 0.289591945
## 2011-09-05 0.1613329862 0.2757422972 0.140205110 0.289591945 0.275213669
## 2011-09-06 0.1811373886 0.2668364031 0.136237841 0.275213669 0.266955016
## 2011-09-07 0.1401767861 0.2692857760 0.140155187 0.266955016 0.289493473
## 2011-09-08 0.1411893185 0.2887197124 0.144816988 0.289493473 0.298688750
## 2011-09-09 0.1369417246 0.2859180074 0.144828429 0.298688750 0.287812839
## 2011-09-12 0.1719219241 0.2706243175 0.139303143 0.287812839 0.274475358
## 2011-09-13 0.1581687733 0.2688386028 0.137540464 0.274475358 0.278509061
## 2011-09-14 0.1803943940 0.2777005126 0.140531228 0.278509061 0.288244794
## 2011-09-15 0.1862516148 0.2906820514 0.145840412 0.288244794 0.300513445
## 2011-09-16 0.1505841741 0.3000007560 0.148633910 0.300513445 0.301728388
## 2011-09-19 0.1241250538 0.2968751253 0.146358017 0.301728388 0.299636771
## 2011-09-20 0.1021916281 0.3000761248 0.150138305 0.299636771 0.308396901
## 2011-09-21 0.1419835158 0.3089946186 0.152866742 0.308396901 0.307650839
## 2011-09-22 0.1388763497 0.2862481184 0.149360568 0.307650839 0.285126971
## 2011-09-23 0.1899219639 0.2743964250 0.139695594 0.285126971 0.279158703
## 2011-09-26 0.1221059803 0.2697718936 0.135512454 0.279158703 0.271348188
## 2011-09-27 0.1438644893 0.2737009241 0.142903269 0.271348188 0.294913991
## 2011-09-28 0.1065199613 0.2865642551 0.144718297 0.294913991 0.285491454
## 2011-09-29 0.1277848690 0.2727192964 0.139421826 0.285491454 0.270671877
## 2011-09-30 0.1922644161 0.2645888538 0.131311748 0.270671877 0.270337027
## 2011-10-03 0.1470322302 0.2608595851 0.133065528 0.270337027 0.274980254
## 2011-10-04 0.1813012876 0.2551024592 0.132797307 0.274980254 0.259032581
## 2011-10-05 0.1407954677 0.2586067668 0.129020370 0.259032581 0.265649579
## 2011-10-06 0.1399695545 0.2679738083 0.135911376 0.265649579 0.275230309
## 2011-10-07 0.0971867701 0.2776024644 0.139614007 0.275230309 0.283345813
## 2011-10-10 0.1332657735 0.2857585645 0.145169570 0.283345813 0.297929695
## 2011-10-11 0.0994977859 0.2944896670 0.145447152 0.297929695 0.296087449
## 2011-10-12 0.1206141071 0.2953945513 0.148933217 0.296087449 0.303520031
## 2011-10-13 0.0950136296 0.2992628744 0.148598779 0.303520031 0.296782907
## 2011-10-14 0.0850518519 0.2979708371 0.149103788 0.296782907 0.303375059
## 2011-10-17 0.0834052948 0.3022787735 0.151073555 0.303375059 0.302728608
## 2011-10-18 0.1324501522 0.2988651835 0.146865106 0.302728608 0.301793352
## 2011-10-19 0.1634081039 0.3037442279 0.149210452 0.301793352 0.305056376
## 2011-10-20 0.1446269309 0.2959354201 0.148045233 0.305056376 0.296839893
## 2011-10-21 0.1294202889 0.2993201455 0.150964810 0.296839893 0.310815163
## 2011-10-24 0.1012756252 0.3123296326 0.155006502 0.310815163 0.315472523
## 2011-10-25 0.1416680154 0.3126581400 0.156411629 0.315472523 0.315684511
## 2011-10-26 0.1341227698 0.3182590301 0.157259166 0.315684511 0.317348733
## 2011-10-27 0.1799720735 0.3199315770 0.163256872 0.317348733 0.333667956
## 2011-10-28 0.1477921973 0.3363324330 0.167653457 0.333667956 0.343733068
## 2011-10-31 0.1503484608 0.3339497237 0.167653457 0.343733068 0.331297106
## 2011-11-01 0.1779902022 0.3159979648 0.161348700 0.331297106 0.317066082
## 2011-11-02 0.1181220583 0.3189799594 0.159592378 0.317066082 0.327832807
## 2011-11-03 0.1365072276 0.3217979295 0.160751934 0.327832807 0.328182018
## 2011-11-04 0.1122940164 0.3214666731 0.163036725 0.328182018 0.321460850
## 2011-11-07 0.0770399974 0.3204057822 0.163265193 0.321460850 0.335077336
## 2011-11-08 0.0956643630 0.3326918200 0.166143861 0.335077336 0.338634180
## 2011-11-09 0.1069375243 0.3263548810 0.167034734 0.338634180 0.323740066
## 2011-11-10 0.1103725944 0.3204483919 0.161775242 0.323740066 0.328289836
## 2011-11-11 0.0800732716 0.3242408880 0.160344576 0.328289836 0.329316497
## 2011-11-14 0.0944040264 0.3308140133 0.164246321 0.329316497 0.331191112
## 2011-11-15 0.1102713502 0.3306440325 0.165131069 0.331191112 0.338719887
## 2011-11-16 0.1207484266 0.3365461689 0.166900912 0.338719887 0.338685468
## 2011-11-17 0.1139306521 0.3312123915 0.165094436 0.338685468 0.333337436
## 2011-11-18 0.1370079962 0.3206996978 0.162383103 0.333337436 0.319082022
## 2011-11-21 0.1097278058 0.3057143557 0.155155924 0.319082022 0.303202277
## 2011-11-22 0.1212468408 0.3057143557 0.150741081 0.303202277 0.308985910
## 2011-11-23 0.1415726686 0.2992514202 0.150037419 0.308985910 0.299559270
## 2011-11-24 0.1122180729 0.3020531252 0.149718813 0.299559270 0.305158267
## 2011-11-25 0.0941360366 0.2985568356 0.148096890 0.305158267 0.303383492
## 2011-11-28 0.0942209487 0.3058964780 0.155348683 0.303383492 0.319462234
## 2011-11-29 0.1513939701 0.3138798483 0.155580502 0.319462234 0.315063363
## 2011-11-30 0.2524274256 0.3156891587 0.166711967 0.315063363 0.341876005
## 2011-12-01 0.1333780648 0.3351936533 0.167449604 0.341876005 0.340421948
## 2011-12-02 0.1481472438 0.3380929483 0.167763935 0.340421948 0.337277455
## 2011-12-05 0.1626564592 0.3390344862 0.167806809 0.337277455 0.342322320
## 2011-12-06 0.1365619515 0.3390855720 0.166938239 0.342322320 0.339746777
## 2011-12-07 0.1156557243 0.3415012695 0.168372719 0.339746777 0.340682260
## 2011-12-08 0.1232589175 0.3428201097 0.169271798 0.340682260 0.340679981
## 2011-12-09 0.1016815129 0.3344846363 0.166105610 0.340679981 0.337779389
## 2011-12-12 0.3371341945 0.3314121533 0.165074674 0.337779389 0.329508199
## 2011-12-13 0.1187424562 0.3295112090 0.162381369 0.329508199 0.328098135
## 2011-12-14 0.1711778488 0.3191655180 0.159951547 0.328098135 0.317130135
## 2011-12-15 0.2687367602 0.3149159981 0.157514213 0.317130135 0.323505055
## 2011-12-19 0.1293434158 0.3166233659 0.157398304 0.323505055 0.317001118
## 2011-12-20 0.1073472616 0.3154543470 0.154823566 0.317001118 0.318426454
## 2011-12-21 0.1032145591 0.3157523861 0.157579275 0.318426454 0.315300653
## 2011-12-22 0.0696524115 0.3178732516 0.156213092 0.315300653 0.321167258
## 2011-12-23 0.0317387416 0.3237692027 0.159393494 0.321167258 0.326252925
## 2011-12-28 0.0826623241 0.3265869437 0.160149853 0.326252925 0.325469252
## 2011-12-29 0.0693227552 0.3208208835 0.158394108 0.325469252 0.323258191
## 2011-12-30 0.0129075014 0.3256369297 0.158422998 0.323258191 0.323025688
## 2012-01-03 0.0657688515 0.3256369297 0.166485811 0.323025688 0.340866439
## 2012-01-04 0.0851951288 0.3424698393 0.168956080 0.340866439 0.343860033
## 2012-01-05 0.0973250415 0.3393416887 0.167717825 0.343860033 0.337007569
## 2012-01-06 0.0986456327 0.3394612708 0.167434928 0.337007569 0.340438360
## 2012-01-09 0.0975357584 0.3403306470 0.167211661 0.340438360 0.341014147
## 2012-01-10 0.2129314651 0.3437153724 0.169351074 0.341014147 0.346606307
## 2012-01-11 0.1083060004 0.3445895594 0.170454813 0.346606307 0.342204473
## 2012-01-12 0.1078686734 0.3445682545 0.170149497 0.342204473 0.346340980
## 2012-01-13 0.0968129891 0.3452536757 0.171066487 0.346340980 0.344490983
## 2012-01-16 0.0603124219 0.3460660098 0.171246303 0.344490983 0.350819859
## 2012-01-17 0.1243573705 0.3535701351 0.174538685 0.350819859 0.355828253
## 2012-01-18 0.1516479850 0.3536789503 0.175321160 0.355828253 0.358685764
## 2012-01-19 0.1417270910 0.3600541464 0.176462342 0.358685764 0.359507731
## 2012-01-20 0.2355672304 0.3596342343 0.177212923 0.359507731 0.362179923
## 2012-01-23 0.1039777935 0.3638040328 0.179848793 0.362179923 0.367584485
## 2012-01-24 0.1289302053 0.3626716674 0.179745596 0.367584485 0.362865580
## 2012-01-25 0.1303275824 0.3601311189 0.178454413 0.362865580 0.360672983
## 2012-01-26 0.1345950958 0.3634725473 0.181352611 0.360672983 0.370434018
## 2012-01-27 0.1109717201 0.3673399540 0.181190245 0.370434018 0.366548250
## 2012-01-30 0.1273367977 0.3592156967 0.179220247 0.366548250 0.360502025
## 2012-01-31 0.1730579566 0.3633007338 0.180303879 0.360502025 0.364210908
## 2012-02-01 0.1308660138 0.3640214341 0.182045756 0.364210908 0.372121490
## 2012-02-02 0.1697555685 0.3749783229 0.185755898 0.372121490 0.377409344
## 2012-02-03 0.1244169135 0.3760483772 0.185015488 0.377409344 0.377761974
## 2012-02-06 0.1085939879 0.3753657050 0.185712447 0.377761974 0.372959869
## 2012-02-07 0.1112295780 0.3701592986 0.182875844 0.372959869 0.368358812
## 2012-02-08 0.1301409443 0.3711968229 0.183703157 0.368358812 0.374109393
## 2012-02-09 0.1369420538 0.3727367298 0.183986402 0.374109393 0.375053310
## 2012-02-10 0.1138001327 0.3678810519 0.183532124 0.375053310 0.366492631
## 2012-02-13 0.1045039522 0.3693213070 0.183093795 0.366492631 0.373669460
## 2012-02-14 0.1368736286 0.3727997280 0.183275228 0.373669460 0.371504216
## 2012-02-15 0.1405186341 0.3738409177 0.183906548 0.371504216 0.370989746
## 2012-02-16 0.1045451011 0.3654005236 0.181471987 0.370989746 0.364419705
## 2012-02-17 0.0912183302 0.3672380114 0.181790247 0.364419705 0.370828133
## 2012-02-20 0.0684605565 0.3736784967 0.183205775 0.370828133 0.371357420
## 2012-02-21 0.1064651344 0.3735889246 0.182657661 0.371357420 0.372186454
## 2012-02-22 0.1125721207 0.3712069026 0.183313364 0.372186454 0.369089829
## 2012-02-23 0.1432743622 0.3719314973 0.183091830 0.369089829 0.371407568
## 2012-02-24 0.1526816408 0.3741666760 0.183692525 0.371407568 0.374885088
## 2012-02-27 0.1563977355 0.3675399449 0.183446839 0.374885088 0.366008021
## 2012-02-28 0.1213415091 0.3688342731 0.182912593 0.366008021 0.373831301
## 2012-02-29 0.1777941372 0.3765338075 0.184738484 0.373831301 0.375688364
## 2012-03-01 0.1289997614 0.3705936430 0.183882742 0.375688364 0.375744894
## 2012-03-02 0.1186293315 0.3723117778 0.183882742 0.375744894 0.373199439
## 2012-03-05 0.0855940272 0.3697366374 0.182592253 0.373199439 0.369665389
## 2012-03-06 0.1446817179 0.3564412527 0.180800568 0.369665389 0.354969131
## 2012-03-07 0.1109282184 0.3577401626 0.176803830 0.354969131 0.359648373
## 2012-03-08 0.1461976482 0.3617727393 0.178599675 0.359648373 0.363439088
## 2012-03-09 0.0985160639 0.3662524893 0.179580572 0.363439088 0.367258980
## 2012-03-12 0.1011058491 0.3676842682 0.181324183 0.367258980 0.366700972
## 2012-03-13 0.1359785988 0.3695306904 0.183200690 0.366700972 0.372939126
## 2012-03-14 0.1994205172 0.3758000494 0.186686872 0.372939126 0.378668508
## 2012-03-15 0.2215983047 0.3753721193 0.187381866 0.378668508 0.373848852
## 2012-03-16 0.1936350745 0.3767143262 0.185502007 0.373848852 0.373992913
## 2012-03-19 0.0965986554 0.3725875957 0.184046032 0.373992913 0.373820815
## 2012-03-20 0.1672037092 0.3681188418 0.182907277 0.373820815 0.366173053
## 2012-03-22 0.1543787935 0.3601824338 0.180148447 0.366173053 0.358703999
## 2012-03-23 0.1211418063 0.3562790608 0.176647821 0.358703999 0.359186786
## 2012-03-26 0.1079577674 0.3594392833 0.177271860 0.359186786 0.361292764
## 2012-03-27 0.1006711334 0.3640954284 0.180559157 0.361292764 0.365709414
## 2012-03-28 0.1032235585 0.3628961704 0.178794976 0.365709414 0.360323316
## 2012-03-29 0.1141048927 0.3564721792 0.176150901 0.360323316 0.357162412
## 2012-03-30 0.1531676095 0.3599444149 0.177349749 0.357162412 0.358779677
## 2012-04-02 0.1278814039 0.3615697704 0.180140242 0.358779677 0.368362915
## 2012-04-03 0.1349426676 0.3706016610 0.182869025 0.368362915 0.373322073
## 2012-04-04 0.1594196251 0.3581360208 0.182654425 0.373322073 0.355363019
## 2012-04-05 0.1186505788 0.3535387505 0.177338655 0.355363019 0.362836859
## 2012-04-10 0.1141513987 0.3615635851 0.177973441 0.362836859 0.360227808
## 2012-04-11 0.1517268645 0.3593774304 0.177109956 0.360227808 0.360570180
## 2012-04-12 0.1392230693 0.3600115367 0.178318165 0.360570180 0.364768916
## 2012-04-13 0.1237520235 0.3621390457 0.179076834 0.364768916 0.362217534
## 2012-04-16 0.1437937113 0.3620826908 0.177732377 0.362217534 0.361218682
## 2012-04-17 0.1189299794 0.3619088156 0.177867585 0.361218682 0.363880161
## 2012-04-18 0.1009365021 0.3666957681 0.181256463 0.363880161 0.370086402
## 2012-04-19 0.1077187680 0.3722842876 0.183029195 0.370086402 0.371378391
## 2012-04-20 0.1154706132 0.3704829952 0.183404890 0.371378391 0.373877345
## 2012-04-23 0.0945686941 0.3647435088 0.182935936 0.373877345 0.362176048
## 2012-04-24 0.1129123621 0.3649831314 0.179292127 0.362176048 0.364858042
## 2012-04-25 0.1332711869 0.3676785411 0.181191170 0.364858042 0.369597918
## 2012-04-26 0.1128809761 0.3724421269 0.183339019 0.369597918 0.374672415
## 2012-04-30 0.0910135798 0.3775420090 0.185707131 0.374672415 0.378037103
## 2012-05-02 0.1047806731 0.3802429168 0.187918770 0.378037103 0.379937931
## 2012-05-03 0.1146551002 0.3795833821 0.187174893 0.379937931 0.377500749
## 2012-05-04 0.1413589466 0.3746734112 0.184772922 0.377500749 0.371842486
## 2012-05-07 0.0780889814 0.3651794569 0.181904308 0.371842486 0.367940078
## 2012-05-08 0.0973355551 0.3614222399 0.179925873 0.367940078 0.358632881
## 2012-05-09 0.1375357006 0.3559287904 0.176244622 0.358632881 0.356040469
## 2012-05-10 0.1327794426 0.3588168604 0.179218861 0.356040469 0.365971322
## 2012-05-11 0.1094611665 0.3651210403 0.180877879 0.365971322 0.369817884
## 2012-05-14 0.0880424600 0.3595735269 0.180877879 0.369817884 0.358308972
## 2012-05-15 0.1144158152 0.3571278194 0.178504105 0.358308972 0.357226692
## 2012-05-16 0.1904665295 0.3490150163 0.178804684 0.357226692 0.364261967
## 2012-05-17 0.1481141136 0.3555132309 0.178061153 0.364261967 0.358431150
## 2012-05-18 0.1378417658 0.3503187369 0.175105058 0.358431150 0.349529238
## 2012-05-21 0.1026118152 0.3488003640 0.171052735 0.349529238 0.348107093
## 2012-05-22 0.1007098904 0.3508437989 0.174814880 0.348107093 0.357273648
## 2012-05-23 0.1008267709 0.3462953235 0.174518230 0.357273648 0.343581257
## 2012-05-24 0.1385411423 0.3462373651 0.170730430 0.343581257 0.347198279
## 2012-05-25 0.1286222847 0.3427094618 0.171190139 0.347198279 0.345970114
## 2012-05-28 0.0674705842 0.3486961305 0.172673618 0.345970114 0.348518760
## 2012-05-29 0.0896675038 0.3512575257 0.173964223 0.348518760 0.356180883
## 2012-05-30 0.1175613995 0.3478764657 0.173964223 0.356180883 0.345435813
## 2012-05-31 0.3176038626 0.3481591561 0.172322423 0.345435813 0.349397486
## 2012-06-01 0.1766832552 0.3467743395 0.171368915 0.349397486 0.348596261
## 2012-06-04 0.0838573999 0.3449171504 0.170708242 0.348596261 0.347885987
## 2012-06-05 0.1109196639 0.3496603477 0.171487598 0.347885987 0.348833096
## 2012-06-06 0.1646930371 0.3515734334 0.175849629 0.348833096 0.359899796
## 2012-06-07 0.1645016214 0.3616914143 0.180980499 0.359899796 0.366772547
## 2012-06-08 0.0994158654 0.3614515627 0.179333961 0.366772547 0.361321257
## 2012-06-11 0.0908785931 0.3629983421 0.181047410 0.361321257 0.360201138
## 2012-06-12 0.1215084695 0.3601299735 0.178763081 0.360201138 0.365646502
## 2012-06-13 0.1181000407 0.3672689378 0.180870599 0.365646502 0.369803523
## 2012-06-14 0.1024207451 0.3644182087 0.180870599 0.369803523 0.364975205
## 2012-06-15 0.2017148898 0.3670765067 0.180474219 0.364975205 0.368026469
## 2012-06-18 0.1340745362 0.3708628175 0.186239297 0.368026469 0.378942498
## 2012-06-19 0.1340653624 0.3802992716 0.188685298 0.378942498 0.385217807
## 2012-06-20 0.1402614330 0.3848397290 0.189781526 0.385217807 0.386911661
## 2012-06-21 0.1497456973 0.3824173881 0.189544045 0.386911661 0.381114580
## 2012-06-22 0.1198901317 0.3728821985 0.186605053 0.381114580 0.371650785
## 2012-06-25 0.0894451747 0.3677039695 0.182678462 0.371650785 0.364883344
## 2012-06-26 0.1098427829 0.3661741423 0.179918940 0.364883344 0.365553272
## 2012-06-27 0.1353397730 0.3621346931 0.180321791 0.365553272 0.363199974
## 2012-06-28 0.1263857530 0.3538170883 0.178685539 0.363199974 0.351903507
## 2012-06-29 0.1601627911 0.3546592034 0.178466547 0.351903507 0.362292300
## 2012-07-02 0.0878046464 0.3614084948 0.177878679 0.362292300 0.361024473
## 2012-07-03 0.1067244200 0.3643245130 0.180268286 0.361024473 0.368615477
## 2012-07-04 0.1058637250 0.3707400281 0.182325534 0.368615477 0.369878517
## 2012-07-05 0.1217317289 0.3727972081 0.184249076 0.369878517 0.374014796
## 2012-07-06 0.1056544269 0.3755961641 0.185191259 0.374014796 0.374097540
## 2012-07-09 0.0942245670 0.3689378193 0.181919331 0.374097540 0.367370673
## 2012-07-10 0.0994112236 0.3680560726 0.182089092 0.367370673 0.368909298
## 2012-07-11 0.1018130670 0.3646349227 0.178376062 0.368909298 0.362665673
## 2012-07-12 0.1155201311 0.3576377618 0.176353367 0.362665673 0.355048455
## 2012-07-13 0.1401365330 0.3597952808 0.178038387 0.355048455 0.364217062
## 2012-07-16 0.0792014182 0.3639346110 0.178168049 0.364217062 0.362744314
## 2012-07-17 0.0921367076 0.3640532768 0.178906148 0.362744314 0.362252638
## 2012-07-18 0.1059169400 0.3641976002 0.180838588 0.362252638 0.369740383
## 2012-07-19 0.1207337101 0.3723839394 0.184298305 0.369740383 0.375593539
## 2012-07-20 0.1067400796 0.3757801191 0.185031089 0.375593539 0.374079532
## 2012-07-23 0.0777056314 0.3652777342 0.180801608 0.374079532 0.364720364
## 2012-07-24 0.1172523330 0.3674100539 0.181730386 0.364720364 0.368905878
## 2012-07-25 0.1112360232 0.3709594912 0.183030466 0.368905878 0.370527475
## 2012-07-26 0.1059410286 0.3685760947 0.184599809 0.370527475 0.375528347
## 2012-07-27 0.1278342914 0.3792276137 0.188437069 0.375528347 0.384236278
## 2012-07-30 0.0896584134 0.3864055224 0.191511154 0.384236278 0.390791731
## 2012-07-31 0.1566215104 0.3838237386 0.192402952 0.390791731 0.382547210
## 2012-08-01 0.1100354408 0.3873145302 0.192806266 0.382547210 0.393346303
## 2012-08-02 0.1086527787 0.3920833850 0.194763205 0.393346303 0.392489916
## 2012-08-03 0.0987343750 0.3918430752 0.195967138 0.392489916 0.397302506
## 2012-08-06 0.0936829456 0.3982867677 0.197411672 0.397302506 0.402430343
## 2012-08-07 0.0922165504 0.4034150562 0.199167417 0.402430343 0.402842466
## 2012-08-08 0.0921734808 0.4041847806 0.200739070 0.402842466 0.403010689
## 2012-08-10 0.0891280864 0.4024100619 0.198628894 0.403010689 0.404831281
## 2012-08-13 0.0619398749 0.4039240823 0.198628894 0.404831281 0.401262356
## 2012-08-14 0.0934633180 0.4042649602 0.199466146 0.401262356 0.404599462
## 2012-08-15 0.0907586211 0.4033002848 0.198511367 0.404599462 0.404134227
## 2012-08-16 0.0853415362 0.4063855966 0.200578669 0.404134227 0.408677159
## 2012-08-17 0.1015213246 0.4071626517 0.201987148 0.408677159 0.404211728
## 2012-08-20 0.1071860145 0.4053077534 0.200425433 0.404211728 0.402473425
## 2012-08-21 0.1126058550 0.4054820868 0.202269814 0.402473425 0.410719769
## 2012-08-22 0.0917091510 0.4088184754 0.201614227 0.410719769 0.405793207
## 2012-08-23 0.1139305492 0.4088184754 0.201987148 0.405793207 0.410972331
## 2012-08-24 0.0896852930 0.4097169453 0.202013611 0.410972331 0.409837168
## 2012-08-27 0.0540743353 0.4122015972 0.202894200 0.409837168 0.412197988
## 2012-08-28 0.1072868304 0.4122774242 0.202807412 0.412197988 0.409234939
## 2012-08-29 0.2400765582 0.4068778995 0.201653980 0.409234939 0.408539253
## 2012-08-30 0.0931769304 0.4014341614 0.200508753 0.408539253 0.398741519
## 2012-08-31 0.1440011172 0.3987263811 0.197857282 0.398741519 0.400612942
## 2012-09-03 0.0649727064 0.3999348025 0.198466413 0.400612942 0.402793231
## 2012-09-04 0.1393739809 0.3973722618 0.198109902 0.402793231 0.395405781
## 2012-09-05 0.1168504769 0.3943669006 0.195005887 0.395405781 0.392773935
## 2012-09-06 0.1088819122 0.3957340776 0.199787064 0.392773935 0.407115740
## 2012-09-07 0.1138037457 0.4081419885 0.201110604 0.407115740 0.408700409
## 2012-09-10 0.1250601383 0.4067152494 0.201102053 0.408700409 0.403700449
## 2012-09-11 0.1103465407 0.3995964445 0.198055588 0.403700449 0.401917012
## 2012-09-12 0.1131730845 0.4049228913 0.201559334 0.401917012 0.408521701
## 2012-09-13 0.1727182653 0.4091302596 0.202219660 0.408521701 0.411913969
## 2012-09-14 0.2416551395 0.4149698559 0.210307781 0.411913969 0.427068852
## 2012-09-17 0.1205827556 0.4236627013 0.209926192 0.427068852 0.422794895
## 2012-09-18 0.1437873232 0.4237014166 0.209213401 0.422794895 0.424690708
## 2012-09-19 0.1616598885 0.4278105076 0.211034208 0.424690708 0.425087103
## 2012-09-20 0.2086614590 0.4247224468 0.208898146 0.425087103 0.422735629
## 2012-09-21 0.1630542688 0.4195575047 0.209150535 0.422735629 0.419233263
## 2012-09-25 0.1276856740 0.4173051446 0.205930379 0.419233263 0.415475600
## 2012-09-26 0.1477052577 0.4040328975 0.204025328 0.415475600 0.401196936
## 2012-09-27 0.1513069036 0.4041992129 0.200369731 0.401196936 0.405790699
## 2012-09-28 0.1500780867 0.4084773684 0.202170546 0.405790699 0.409013377
## 2012-10-01 0.1081850012 0.4116698918 0.206843094 0.409013377 0.420667945
## 2012-10-02 0.1172954485 0.4180913631 0.208396142 0.420667945 0.420181056
## 2012-10-03 0.1145342317 0.4202898883 0.206784388 0.420181056 0.417275677
## 2012-10-04 0.1104950838 0.4203583846 0.207734661 0.417275677 0.420660879
## 2012-10-05 0.1274661764 0.4237605204 0.211563139 0.420660879 0.427948489
## 2012-10-08 0.1503243143 0.4239419555 0.210348805 0.427948489 0.422220703
## 2012-10-09 0.1402153154 0.4192196049 0.207773605 0.422220703 0.416142566
## 2012-10-10 0.1568246360 0.4155334041 0.205251911 0.416142566 0.417895002
## 2012-10-11 0.1361794739 0.4183355673 0.209830160 0.417895002 0.425891747
## 2012-10-12 0.0983715096 0.4242677138 0.209306083 0.425891747 0.424560780
## 2012-10-15 0.0703255044 0.4264158404 0.211226273 0.424560780 0.428669021
## 2012-10-16 0.1417744416 0.4318087217 0.214804558 0.428669021 0.436737341
## 2012-10-17 0.1599370564 0.4390317601 0.219029416 0.436737341 0.443585702
## 2012-10-18 0.1525340845 0.4409574455 0.218276525 0.443585702 0.438508697
## 2012-10-19 0.0851597127 0.4334329317 0.215702596 0.438508697 0.432380868
## 2012-10-22 0.0733009849 0.4341643989 0.215638112 0.432380868 0.436606501
## 2012-10-23 0.0807761777 0.4323807460 0.216036341 0.436606501 0.429985400
## 2012-10-24 0.1125324559 0.4315924658 0.214711183 0.429985400 0.436219679
## 2012-10-25 0.1054707586 0.4393971500 0.216873478 0.436219679 0.437225370
## 2012-10-26 0.1630034697 0.4347174092 0.215051978 0.437225370 0.434400227
## 2012-10-29 0.0798182722 0.4327960764 0.215022047 0.434400227 0.437166332
## 2012-10-30 0.1068269342 0.4346617417 0.216801251 0.437166332 0.440675764
## 2012-10-31 0.1456875120 0.4422361959 0.218332111 0.440675764 0.440886840
## 2012-11-01 0.1301046213 0.4396906075 0.219462661 0.440886840 0.445925323
## 2012-11-02 0.1296885852 0.4479614790 0.222784974 0.445925323 0.452478496
## 2012-11-05 0.0952404246 0.4515436753 0.222784974 0.452478496 0.450531167
## 2012-11-06 0.1105770104 0.4520199423 0.223768298 0.450531167 0.450948306
## 2012-11-07 0.1328014219 0.4506919387 0.223116408 0.450948306 0.448076434
## 2012-11-08 0.1137059056 0.4482359223 0.222138632 0.448076434 0.450838436
## 2012-11-09 0.1129176726 0.4453432707 0.221953500 0.450838436 0.445174930
## 2012-11-12 0.0919988104 0.4474052615 0.221504308 0.445174930 0.447882910
## 2012-11-13 0.1755644986 0.4447932385 0.220455114 0.447882910 0.446323770
## 2012-11-14 0.1338719929 0.4460465605 0.220931117 0.446323770 0.442835993
## 2012-11-15 0.1202795452 0.4397403188 0.217896439 0.442835993 0.437933593
## 2012-11-16 0.2215205111 0.4349201491 0.215691502 0.437933593 0.433193262
## 2012-11-19 0.0922798229 0.4363555934 0.217756030 0.433193262 0.442559040
## 2012-11-20 0.1196372717 0.4457682227 0.219300989 0.442559040 0.444313300
## 2012-11-21 0.1228608916 0.4474304608 0.220857503 0.444313300 0.448676612
## 2012-11-22 0.1375049864 0.4519163960 0.226375855 0.448676612 0.456575569
## 2012-11-23 0.0933534057 0.4551123557 0.225245189 0.456575569 0.457055164
## 2012-11-26 0.0667902744 0.4567097628 0.225537217 0.457055164 0.454790536
## 2012-11-27 0.0999255905 0.4573800645 0.226364184 0.454790536 0.455692284
## 2012-11-28 0.1243038008 0.4500028521 0.224414293 0.455692284 0.447317835
## 2012-11-29 0.1115238792 0.4505508225 0.226056787 0.447317835 0.458051737
## 2012-11-30 0.1589673208 0.4588643038 0.227867424 0.458051737 0.462503490
## 2012-12-03 0.0875377531 0.4614169938 0.227867424 0.462503490 0.461252760
## 2012-12-04 0.0927682541 0.4619876436 0.227670042 0.461252760 0.459920881
## 2012-12-05 0.1429863477 0.4632169118 0.230131876 0.459920881 0.464445805
## 2012-12-06 0.1099349601 0.4662990164 0.231136231 0.464445805 0.466673277
## 2012-12-07 0.0943027972 0.4649311521 0.230332492 0.466673277 0.464584167
## 2012-12-10 0.1052223150 0.4636102501 0.230784921 0.464584167 0.468258174
## 2012-12-11 0.1501451270 0.4708692548 0.232852338 0.468258174 0.472336099
## 2012-12-12 0.1399690563 0.4747371197 0.235781391 0.472336099 0.477525709
## 2012-12-13 0.1120783009 0.4775363048 0.235871415 0.477525709 0.475543961
## 2012-12-14 0.1285056665 0.4765526154 0.236165637 0.475543961 0.475493357
## 2012-12-18 0.1385223094 0.4788672865 0.237184207 0.475493357 0.480171232
## 2012-12-19 0.1310513210 0.4835685613 0.240608216 0.480171232 0.486670838
## 2012-12-20 0.2064116168 0.4851196933 0.241886340 0.486670838 0.487950062
## 2012-12-21 0.0950338310 0.4875402015 0.240768270 0.487950062 0.485753134
## 2012-12-24 0.0000000000 0.4874767450 0.241006907 0.485753134 0.487184625
## 2012-12-27 0.0466674851 0.4898690758 0.243246976 0.487184625 0.492649591
## 2012-12-28 0.0320291021 0.4925544059 0.243872979 0.492649591 0.491690173
## 2012-12-31 0.0069389893 0.4885177056 0.242664424 0.491690173 0.488617483
## 2013-01-02 0.0509966555 0.4920570631 0.250571111 0.488617483 0.507115398
## 2013-01-03 0.0668135898 0.5077857848 0.252602473 0.507115398 0.511292707
## 2013-01-04 0.0824604180 0.5103384748 0.253133368 0.511292707 0.511971525
## 2013-01-07 0.0664740285 0.5122666802 0.253716382 0.511971525 0.509413305
## 2013-01-08 0.0853079709 0.5105121210 0.252732250 0.509413305 0.509255112
## 2013-01-09 0.1221879730 0.5127979274 0.253589725 0.509255112 0.513240036
## 2013-01-10 0.1075008680 0.5129115534 0.254490884 0.513240036 0.512536827
## 2013-01-11 0.0947035284 0.5131914948 0.253800512 0.512536827 0.512116270
## 2013-01-14 0.1227390425 0.5117138990 0.254727903 0.512116270 0.508991836
## 2013-01-15 0.1605188896 0.5037829890 0.253030633 0.508991836 0.503726549
## 2013-01-16 0.1419576523 0.5043337085 0.250813562 0.503726549 0.502967038
## 2013-01-17 0.1278326337 0.5049950758 0.250398345 0.502967038 0.504900006
## 2013-01-18 0.1348211890 0.5084210365 0.252341532 0.504900006 0.509503799
## 2013-01-21 0.0957545886 0.5053982648 0.251695537 0.509503799 0.505470095
## 2013-01-22 0.1090142787 0.5011281273 0.249650538 0.505470095 0.503712188
## 2013-01-23 0.1128857050 0.5072272765 0.252292187 0.503712188 0.509929143
## 2013-01-24 0.1329699641 0.5134753307 0.256757878 0.509929143 0.519489131
## 2013-01-25 0.1063539131 0.5182874824 0.256757878 0.519489131 0.517993132
## 2013-01-28 0.0942734919 0.5167189400 0.256969358 0.517993132 0.519802099
## 2013-01-29 0.1050530085 0.5215113904 0.257944476 0.519802099 0.520591698
## 2013-01-30 0.1287761608 0.5197978374 0.258839972 0.520591698 0.516220181
## 2013-01-31 0.1934970962 0.5156062759 0.255372859 0.516220181 0.516715732
## 2013-02-01 0.1151089840 0.5202958674 0.258589085 0.516715732 0.519409351
## 2013-02-04 0.1319463620 0.5204514158 0.259271252 0.519409351 0.518742157
## 2013-02-05 0.1314895761 0.5187644366 0.257501409 0.518742157 0.520828304
## 2013-02-06 0.1126638373 0.5193825070 0.258783000 0.520828304 0.518465205
## 2013-02-07 0.0997347744 0.5220540919 0.258933462 0.518465205 0.521544734
## 2013-02-08 0.1087355071 0.5251490253 0.261131003 0.521544734 0.526055297
## 2013-02-11 0.0994678352 0.5279548538 0.260856773 0.526055297 0.524688087
## 2013-02-12 0.1403824510 0.5241128755 0.259796947 0.524688087 0.521674206
## 2013-02-13 0.1154662954 0.5237396966 0.259447716 0.521674206 0.524142388
## 2013-02-14 0.1245976323 0.5201089343 0.259116976 0.524142388 0.522412974
## 2013-02-15 0.2144931169 0.5239369385 0.258750758 0.522412974 0.521238604
## 2013-02-18 0.1012954403 0.5180240351 0.257740046 0.521238604 0.517395918
## 2013-02-19 0.1111716687 0.5209794559 0.258498253 0.517395918 0.522405224
## 2013-02-20 0.1529109540 0.5158326115 0.258236272 0.522405224 0.515470244
## 2013-02-21 0.1925540613 0.4996429716 0.254720391 0.515470244 0.498187728
## 2013-02-22 0.1376172808 0.4991838860 0.248425920 0.498187728 0.497908040
## 2013-02-25 0.1466268949 0.5013940945 0.249996302 0.497908040 0.500874509
## 2013-02-26 0.1851858313 0.4955680142 0.247320678 0.500874509 0.495867026
## 2013-02-27 0.1423387104 0.4864909939 0.245499293 0.495867026 0.489190307
## 2013-02-28 0.2112597116 0.4926327528 0.246847102 0.489190307 0.499087425
## 2013-03-01 0.1580274548 0.5025793784 0.251843110 0.499087425 0.508784407
## 2013-03-04 0.1322703704 0.5046686302 0.251330821 0.508784407 0.502157380
## 2013-03-05 0.1457719913 0.5056646902 0.256225480 0.502157380 0.518159076
## 2013-03-06 0.1564682805 0.5188581322 0.257494706 0.518159076 0.515674710
## 2013-03-07 0.1526578889 0.5178430582 0.258332998 0.515674710 0.522112543
## 2013-03-08 0.1548499788 0.5247009357 0.260355462 0.522112543 0.522411834
## 2013-03-11 0.1376507739 0.5256053619 0.261557199 0.522411834 0.528142584
## 2013-03-12 0.1285325618 0.5274643836 0.261630581 0.528142584 0.527418632
## 2013-03-13 0.1734703901 0.5282423550 0.261790867 0.527418632 0.525678049
## 2013-03-14 0.1659417622 0.5273134169 0.261878810 0.525678049 0.526418412
## 2013-03-15 0.3145451540 0.5265961529 0.261601921 0.526418412 0.522984658
## 2013-03-18 0.1294452680 0.5159542555 0.258530033 0.522984658 0.516436044
## 2013-03-19 0.1405089411 0.5147838621 0.256006951 0.516436044 0.513598592
## 2013-03-20 0.2111839755 0.5163196455 0.255575787 0.513598592 0.512974480
## 2013-03-22 0.1388366420 0.5083378788 0.253455095 0.512974480 0.507152553
## 2013-03-25 0.1182082126 0.5076978163 0.251853858 0.507152553 0.505906153
## 2013-03-26 0.1591140791 0.5094322160 0.253410488 0.505906153 0.511480533
## 2013-03-27 0.1390228991 0.5033550590 0.255146124 0.511480533 0.503028127
## 2013-03-28 0.1264640854 0.5041669349 0.249121030 0.503028127 0.502535767
## 2013-04-02 0.1141330910 0.5060449707 0.251128355 0.502535767 0.506649708
## 2013-04-03 0.1268573051 0.4956843892 0.250248575 0.506649708 0.492358050
## 2013-04-04 0.1281719320 0.4866657855 0.243975021 0.492358050 0.484392306
## 2013-04-05 0.1611346165 0.4722460534 0.240130942 0.484392306 0.471520970
## 2013-04-08 0.1250457826 0.4748750286 0.236009743 0.471520970 0.473406982
## 2013-04-09 0.1512701334 0.4721195987 0.235892563 0.473406982 0.472446425
## 2013-04-10 0.1548683721 0.4758051122 0.239103589 0.472446425 0.484522006
## 2013-04-11 0.1060084011 0.4835387802 0.239903168 0.484522006 0.485420335
## 2013-04-12 0.1216196983 0.4741540993 0.239485755 0.485420335 0.474491769
## 2013-04-15 0.1672276378 0.4573878533 0.233945215 0.474491769 0.460203304
## 2013-04-16 0.1363530351 0.4635007476 0.232507730 0.460203304 0.469912823
## 2013-04-17 0.1598912124 0.4588725508 0.233227339 0.469912823 0.455598143
## 2013-04-18 0.1366430725 0.4569507599 0.226733753 0.455598143 0.456759520
## 2013-04-19 0.1425438470 0.4600397370 0.231537696 0.456759520 0.469743004
## 2013-04-22 0.1350014847 0.4639609786 0.233963474 0.469743004 0.463974188
## 2013-04-23 0.1549716798 0.4672904947 0.236211516 0.463974188 0.477042239
## 2013-04-24 0.1503600205 0.4761077330 0.237071534 0.477042239 0.477968605
## 2013-04-25 0.1382315566 0.4813549165 0.241627017 0.477968605 0.485850922
## 2013-04-26 0.1199599989 0.4862557240 0.241391847 0.485850922 0.484792120
## 2013-04-29 0.0916846228 0.4831058103 0.241024704 0.484792120 0.483497852
## 2013-04-30 0.1718100167 0.4774952986 0.239984408 0.483497852 0.476872877
## 2013-05-02 0.1444146104 0.4802537066 0.239172233 0.476872877 0.484801922
## 2013-05-03 0.1869951077 0.4839637322 0.245566435 0.484801922 0.496414093
## 2013-05-06 0.0951120649 0.4998926739 0.248665135 0.496414093 0.501809081
## 2013-05-07 0.1660522283 0.5037424411 0.250743762 0.501809081 0.501638578
## 2013-05-08 0.1760234796 0.5046026539 0.255047896 0.501638578 0.516116238
## 2013-05-09 0.1488110118 0.5159196637 0.257453912 0.516116238 0.513408031
## 2013-05-10 0.1314920153 0.5111480599 0.256291582 0.513408031 0.510997291
## 2013-05-13 0.1105716555 0.5124162724 0.254908181 0.510997291 0.514991332
## 2013-05-14 0.1547328262 0.5159201219 0.257991279 0.514991332 0.521921981
## 2013-05-15 0.1607454209 0.5242381848 0.261500457 0.521921981 0.528843741
## 2013-05-16 0.1819575029 0.5324845442 0.266748393 0.528843741 0.538252829
## 2013-05-17 0.1530695402 0.5398356409 0.268650671 0.538252829 0.537926413
## 2013-05-20 0.2026404451 0.5268765525 0.268431448 0.537926413 0.530315578
## 2013-05-21 0.2039330725 0.5339637437 0.270749868 0.530315578 0.547087953
## 2013-05-22 0.1609281994 0.5416825212 0.273076031 0.547087953 0.547558887
## 2013-05-23 0.1686442566 0.5258628530 0.270988621 0.547558887 0.525217373
## 2013-05-24 0.1378306879 0.5259602140 0.262886286 0.525217373 0.528469912
## 2013-05-27 0.0735668841 0.5321088454 0.266324971 0.528469912 0.538359963
## 2013-05-28 0.1381407425 0.5396548932 0.272694789 0.538359963 0.550639555
## 2013-05-29 0.1396401183 0.5374806509 0.272550451 0.550639555 0.533814980
## 2013-05-30 0.1948248427 0.5374806509 0.272211968 0.533814980 0.549971906
## 2013-05-31 0.3801910231 0.5474962310 0.275285590 0.549971906 0.551671687
## 2013-06-03 0.1657627545 0.5279182003 0.273073719 0.551671687 0.527536024
## 2013-06-04 0.1716673561 0.5276762869 0.264298231 0.527536024 0.526169953
## 2013-06-05 0.1946063678 0.5224595717 0.260983661 0.526169953 0.523802295
## 2013-06-06 0.2117688469 0.5149116913 0.258944556 0.523802295 0.513486216
## 2013-06-07 0.5054593309 0.5115991276 0.259170135 0.513486216 0.524247242
## 2013-06-10 0.1439952814 0.5278277119 0.263172188 0.524247242 0.526995112
## 2013-06-11 0.2250201380 0.5003794787 0.260563244 0.526995112 0.497068749
## 2013-06-12 0.1685775012 0.4983392510 0.249307664 0.497068749 0.500386024
## 2013-06-13 0.2040651151 0.4867445906 0.248050110 0.500386024 0.501417472
## 2013-06-14 0.1652103452 0.5044347348 0.253510912 0.501417472 0.513084578
## 2013-06-18 0.1978735187 0.5166465492 0.261589094 0.513084578 0.528576362
## 2013-06-19 0.1738486596 0.5213120868 0.262457779 0.528576362 0.523585748
## 2013-06-20 0.2856051245 0.4982922886 0.258834772 0.523585748 0.495133045
## 2013-06-21 0.2920429808 0.4853881805 0.247215285 0.495133045 0.483292246
## 2013-06-24 0.1490430828 0.4618536291 0.238406861 0.483292246 0.461833562
## 2013-06-25 0.1739832609 0.4597559012 0.232763008 0.461833562 0.471155803
## 2013-06-26 0.1711841843 0.4687220445 0.238034056 0.471155803 0.481684099
## 2013-06-27 0.1832940625 0.4769207544 0.239741727 0.481684099 0.484812407
## 2013-06-28 0.2052295690 0.4878929918 0.245918208 0.484812407 0.496090868
## 2013-07-01 0.1177248650 0.4908003049 0.252135137 0.496090868 0.504176739
## 2013-07-02 0.1119542402 0.5024268080 0.250114060 0.504176739 0.502167865
## 2013-07-03 0.1690610539 0.4906053538 0.247976381 0.502167865 0.490738962
## 2013-07-04 0.1162771847 0.4941891538 0.251023193 0.490738962 0.506396006
## 2013-07-05 0.0926740322 0.4902149936 0.250495071 0.506396006 0.486784582
## 2013-07-08 0.0920927099 0.4902149936 0.248788325 0.486784582 0.501038857
## 2013-07-09 0.0870913545 0.5027548572 0.251855938 0.501038857 0.500444150
## 2013-07-10 0.1050154996 0.4951217573 0.249680469 0.500444150 0.497468564
## 2013-07-11 0.1007801281 0.5009524194 0.256191621 0.497468564 0.518085222
## 2013-07-12 0.0901178415 0.5216722078 0.260012703 0.518085222 0.522459246
## 2013-07-15 0.0714646697 0.5239912316 0.262455352 0.522459246 0.522578917
## 2013-07-16 0.0904220694 0.5153845220 0.260200145 0.522578917 0.514491450
## 2013-07-17 0.1551766804 0.5180604596 0.261264825 0.514491450 0.527272292
## 2013-07-18 0.1167211291 0.5241971786 0.263033050 0.527272292 0.531866739
## 2013-07-19 0.1059302100 0.5218188220 0.263033050 0.531866739 0.518231106
## 2013-07-22 0.1028501562 0.5218188220 0.260650262 0.518231106 0.526087209
## 2013-07-23 0.0995251667 0.5297142238 0.264015103 0.526087209 0.532527094
## 2013-07-24 0.1308914671 0.5259146261 0.263929124 0.532527094 0.525917619
## 2013-07-25 0.0942940886 0.5183555206 0.260680655 0.525917619 0.522574586
## 2013-07-26 0.1099438445 0.5185326030 0.260318135 0.522574586 0.517055141
## 2013-07-29 0.0999551460 0.5206369744 0.260087009 0.517055141 0.524398825
## 2013-07-30 0.1219128129 0.5267521595 0.262549305 0.524398825 0.528303968
## 2013-07-31 0.1176330011 0.5273713753 0.264720035 0.528303968 0.535177403
## 2013-08-01 0.1194470726 0.5388498898 0.271836505 0.535177403 0.549231315
## 2013-08-02 0.1153164185 0.5481816522 0.273654075 0.549231315 0.544462718
## 2013-08-05 0.1145622399 0.5451020675 0.272869404 0.544462718 0.546827413
## 2013-08-06 0.1153737733 0.5445960196 0.271627567 0.546827413 0.541579677
## 2013-08-07 0.1189512846 0.5386093509 0.268261456 0.541579677 0.542179627
## 2013-08-08 0.0892641343 0.5457732855 0.271714817 0.542179627 0.545533373
## 2013-08-12 0.1182814005 0.5492576627 0.278630554 0.545533373 0.562632393
## 2013-08-13 0.1409667700 0.5657975730 0.280803711 0.562632393 0.566918887
## 2013-08-14 0.1028205031 0.5706275934 0.284661889 0.566918887 0.574529038
## 2013-08-15 0.0915883682 0.5655565760 0.285565358 0.574529038 0.562915044
## 2013-08-16 0.0972920774 0.5667262821 0.284926528 0.562915044 0.575051031
## 2013-08-19 0.1125096756 0.5736444089 0.285575643 0.575051031 0.572272617
## 2013-08-20 0.1128864812 0.5661047755 0.283517933 0.572272617 0.568739479
## 2013-08-21 0.0898846884 0.5689037315 0.282586613 0.568739479 0.568674515
## 2013-08-22 0.1501797074 0.5706003323 0.284606765 0.568674515 0.574420309
## 2013-08-23 0.1103225491 0.5724779099 0.284856265 0.574420309 0.573975361
## 2013-08-26 0.0844918537 0.5778419266 0.288172685 0.573975361 0.580714081
## 2013-08-27 0.1667290792 0.5748945237 0.288474766 0.580714081 0.575979221
## 2013-08-28 0.1269902915 0.5619647581 0.285397099 0.575979221 0.558385789
## 2013-08-29 0.1480542828 0.5617817195 0.281027325 0.558385789 0.561083739
## 2013-08-30 0.1753199220 0.5550880956 0.279777283 0.561083739 0.556501601
## 2013-09-02 0.1077110791 0.5602807570 0.281388805 0.556501601 0.567838643
## 2013-09-03 0.0940047154 0.5710940097 0.285090973 0.567838643 0.571635056
## 2013-09-04 0.1007354624 0.5625754977 0.283194704 0.571635056 0.563213651
## 2013-09-05 0.1139574768 0.5670263830 0.283574906 0.563213651 0.569468673
## 2013-09-06 0.0989152336 0.5668325774 0.284110539 0.569468673 0.570391848
## 2013-09-09 0.1096213397 0.5700601508 0.283480491 0.570391848 0.568839774
## 2013-09-10 0.1596881739 0.5726806498 0.290747654 0.568839774 0.586533046
## 2013-09-11 0.1220162191 0.5848727630 0.290747654 0.586533046 0.583649321
## 2013-09-12 0.1425778766 0.5861925195 0.293415767 0.583649321 0.591239413
## 2013-09-13 0.1125950258 0.5886638845 0.293133678 0.591239413 0.587827998
## 2013-09-16 0.0969660619 0.5894434595 0.294442310 0.587827998 0.587652025
## 2013-09-17 0.1226567792 0.5894883601 0.293745467 0.587652025 0.591480351
## 2013-09-18 0.1164994740 0.5855994194 0.293255828 0.591480351 0.582557924
## 2013-09-19 0.2305414233 0.5864674211 0.300418984 0.582557924 0.603790943
## 2013-09-20 0.2315795668 0.6013792269 0.299497025 0.603790943 0.599035339
## 2013-09-23 0.0936999510 0.5996047374 0.297537427 0.599035339 0.597289741
## 2013-09-25 0.1591822105 0.6000720700 0.301241329 0.597289741 0.607231536
## 2013-09-26 0.0941016463 0.6072593712 0.302949462 0.607231536 0.604870716
## 2013-09-27 0.1121236564 0.6061386892 0.302603467 0.604870716 0.605062873
## 2013-09-30 0.1490177550 0.5979250889 0.300141865 0.605062873 0.597611143
## 2013-10-01 0.1083174526 0.5960117740 0.296676254 0.597611143 0.595666777
## 2013-10-02 0.0988488899 0.5955284055 0.296685845 0.595666777 0.596152527
## 2013-10-03 0.1301121358 0.5987562079 0.298298408 0.596152527 0.597041966
## 2013-10-04 0.0848188567 0.5924572969 0.296137616 0.597041966 0.595191513
## 2013-10-07 0.0776418126 0.5900952053 0.295137305 0.595191513 0.590633081
## 2013-10-08 0.0997772030 0.5823862784 0.292826281 0.590633081 0.579872055
## 2013-10-09 0.1045612874 0.5720286750 0.287370680 0.579872055 0.569073417
## 2013-10-10 0.0968739486 0.5729154616 0.288153617 0.569073417 0.581416378
## 2013-10-11 0.1230895246 0.5853201652 0.292033521 0.581416378 0.588236702
## 2013-10-14 0.0624614046 0.5859043311 0.293391036 0.588236702 0.590575183
## 2013-10-15 0.1035379927 0.5945247857 0.299702149 0.590575183 0.603659419
## 2013-10-16 0.1277615897 0.6041371768 0.302004967 0.603659419 0.606413899
## 2013-10-17 0.1048024856 0.6094720997 0.303201157 0.606413899 0.608604673
## 2013-10-18 0.1046037431 0.6126444636 0.304700468 0.608604673 0.612597574
## 2013-10-21 0.0810610751 0.6166573391 0.307473050 0.612597574 0.618009430
## 2013-10-22 0.1197216932 0.6220962664 0.313168906 0.618009430 0.627836113
## 2013-10-23 0.0991288225 0.6233230146 0.311687392 0.627836113 0.620495619
## 2013-10-24 0.0963065771 0.6219292637 0.309739928 0.620495619 0.621127253
## 2013-10-25 0.0922850320 0.6230414696 0.309603333 0.621127253 0.622507457
## 2013-10-28 0.0777982947 0.6266167934 0.313157465 0.622507457 0.628835877
## 2013-10-29 0.0829139675 0.6288670917 0.314171413 0.628835877 0.629798030
## 2013-10-30 0.0812806329 0.6339438362 0.315364598 0.629798030 0.633628179
## 2013-10-31 0.1080818017 0.6327752755 0.315170915 0.633628179 0.631477524
## 2013-11-01 0.0834920810 0.6345396854 0.315350037 0.631477524 0.632469538
## 2013-11-04 0.0643945132 0.6351304946 0.315874692 0.632469538 0.634985132
## 2013-11-05 0.1002684582 0.6391568861 0.319010372 0.634985132 0.636781106
## 2013-11-06 0.1225309211 0.6409618439 0.321338036 0.636781106 0.646871748
## 2013-11-07 0.1083744309 0.6462470554 0.322415890 0.646871748 0.644035208
## 2013-11-08 0.1114500014 0.6321395657 0.319899974 0.644035208 0.630648490
## 2013-11-11 0.1064848248 0.6335376692 0.316022612 0.630648490 0.630807824
## 2013-11-12 0.1119999617 0.6305886627 0.315289020 0.630807824 0.629898325
## 2013-11-13 0.1757464491 0.6134400746 0.312732888 0.629898325 0.611132120
## 2013-11-14 0.0952989577 0.6151845540 0.311129917 0.611132120 0.617488349
## 2013-11-15 0.1088708568 0.6215725789 0.311404841 0.617488349 0.623650370
## 2013-11-18 0.1032499241 0.6271998138 0.312508349 0.623650370 0.629455429
## 2013-11-19 0.1075882140 0.6225899438 0.312508349 0.629455429 0.622828630
## 2013-11-20 0.1838307972 0.6229615191 0.310368474 0.622828630 0.624263540
## 2013-11-21 0.0894838836 0.6149279792 0.309876177 0.624263540 0.613788812
## 2013-11-22 0.1165852683 0.6048138928 0.306500820 0.613788812 0.606815081
## 2013-11-25 0.1003827860 0.6108459202 0.305102511 0.606815081 0.609479751
## 2013-11-26 0.1745338712 0.6000303766 0.302878391 0.609479751 0.596615254
## 2013-11-27 0.1251952243 0.6005950702 0.302514021 0.596615254 0.609741887
## 2013-11-28 0.1318871609 0.6135424754 0.308225248 0.609741887 0.621007127
## 2013-11-29 0.1010499409 0.6188799182 0.308225248 0.621007127 0.619125218
## 2013-12-02 0.0655577063 0.6157556620 0.307271277 0.619125446 0.611915337
## 2013-12-03 0.1306127909 0.5982659668 0.303616028 0.611915565 0.596038327
## 2013-12-04 0.1301918915 0.5988787682 0.300201495 0.596038327 0.596574680
## 2013-12-05 0.0996620216 0.6005545223 0.302510208 0.596574908 0.603670361
## 2013-12-06 0.1213728274 0.6069599576 0.304675391 0.603670588 0.610931529
## 2013-12-09 0.0840747025 0.6095238728 0.304875430 0.610931757 0.613580699
## 2013-12-10 0.1149758450 0.6111792383 0.306262530 0.613580699 0.611496375
## 2013-12-11 0.1231278090 0.6073109153 0.303497807 0.611496375 0.606843574
## 2013-12-12 0.1623977387 0.5837351287 0.301044641 0.606843574 0.579839231
## 2013-12-13 0.1320379636 0.5761588418 0.291841109 0.579839231 0.578324768
## 2013-12-17 0.1060139738 0.5822130904 0.295049361 0.578324768 0.593442496
## 2013-12-18 0.0991987123 0.5932872705 0.296085035 0.593442496 0.595184675
## 2013-12-19 0.2116275201 0.5991573351 0.301585128 0.595184675 0.604358525
## 2013-12-20 0.1545749231 0.6068646584 0.303034747 0.604358525 0.609975302
## 2013-12-23 0.0532173149 0.6140219495 0.305740533 0.609975302 0.614053911
## 2013-12-24 0.0038444679 0.6181211899 0.307282371 0.614054139 0.617692359
## 2013-12-27 0.0308943133 0.6217776097 0.316496073 0.617692359 0.636439873
## 2013-12-30 0.0342595538 0.6406189042 0.320625939 0.636439873 0.645466927
## 2013-12-31 0.0120776731 0.6437782103 0.322462346 0.645467155 0.648314864
## 2014-01-02 0.0355780402 0.6525535262 0.328769992 0.648315092 0.655916354
## 2014-01-03 0.0328186216 0.6488265483 0.325923450 0.655916354 0.647171951
## 2014-01-06 0.0570314969 0.6430838548 0.323168088 0.647172179 0.640136448
## 2014-01-07 0.0738516215 0.6432815549 0.320401169 0.640136675 0.639454438
## 2014-01-08 0.0719958091 0.6389541462 0.320361531 0.639454666 0.635567074
## 2014-01-09 0.0830441397 0.6339601012 0.316741413 0.635567074 0.629813986
## 2014-01-10 0.0924648768 0.6314445229 0.315655585 0.629814214 0.632174578
## 2014-01-13 0.0840817805 0.6363325017 0.319458293 0.632174806 0.643164005
## 2014-01-14 0.0924996962 0.6383997614 0.319498162 0.643164005 0.642065541
## 2014-01-15 0.0916245530 0.6462729420 0.325417170 0.642065769 0.652559644
## 2014-01-16 0.0997276777 0.6492256138 0.328330853 0.652559872 0.659079082
## 2014-01-17 0.1494796291 0.6614910340 0.330276237 0.659079310 0.657880778
## 2014-01-20 0.1021672591 0.6577070140 0.330366144 0.657880778 0.663777927
## 2014-01-21 0.1155592834 0.6632620872 0.330051467 0.663777927 0.662753317
## 2014-01-22 0.0957005207 0.6642494420 0.330675968 0.662753317 0.665290566
## 2014-01-23 0.1303147888 0.6669714256 0.334692120 0.665290566 0.666304463
## 2014-01-24 0.1307984904 0.6557341372 0.331271232 0.666304691 0.653008695
## 2014-01-27 0.1178195557 0.6391339776 0.324449332 0.653008695 0.636791820
## 2014-01-28 0.1097022436 0.6370749650 0.316864140 0.636791820 0.636199164
## 2014-01-29 0.1694793556 0.6327775664 0.323671941 0.636199164 0.632550002
## 2014-01-30 0.3017867547 0.6271594949 0.315113249 0.632550230 0.623742915
## 2014-01-31 0.1971373645 0.6225358798 0.311833116 0.623743143 0.622690952
## 2014-02-03 0.1133898017 0.6197930495 0.312372794 0.622691180 0.618697594
## 2014-02-04 0.1719404166 0.6041981133 0.307054481 0.618697822 0.607178653
## 2014-02-05 0.1305502391 0.6059293059 0.302604738 0.607178880 0.607762646
## 2014-02-06 0.1729341199 0.6083534794 0.307383026 0.607762646 0.619345868
## 2014-02-07 0.1227334073 0.6234393896 0.312003571 0.619345868 0.627447467
## 2014-02-10 0.1074587061 0.6315815155 0.318445848 0.627447467 0.640670521
## 2014-02-11 0.1330150822 0.6409613857 0.321804794 0.640670749 0.639420474
## 2014-02-12 0.1245935745 0.6436144148 0.324081380 0.639420474 0.652164617
## 2014-02-13 0.1157391823 0.6500475694 0.325338356 0.652164617 0.648213429
## 2014-02-14 0.0910692048 0.6524513545 0.327073531 0.648213429 0.656806248
## 2014-02-17 0.0940003593 0.6610871578 0.332698663 0.656806248 0.665896671
## 2014-02-18 0.0846637505 0.6668461163 0.333729598 0.665896671 0.667831462
## 2014-02-19 0.1221834966 0.6721677523 0.335730220 0.667831690 0.675259942
## 2014-02-20 0.1166408609 0.6705407932 0.335730220 0.675259942 0.668673261
## 2014-02-21 0.1066420110 0.6730135327 0.337793477 0.668673261 0.675577241
## 2014-02-24 0.1010903195 0.6740462462 0.337765973 0.675577469 0.674249921
## 2014-02-25 0.1285576438 0.6686013627 0.336375985 0.674249921 0.664283052
## 2014-02-26 0.1117990438 0.6673228414 0.332522661 0.664283052 0.665660748
## 2014-02-27 0.1075548660 0.6674378419 0.334376749 0.665660748 0.666403619
## 2014-02-28 0.1646311353 0.6693990354 0.334466079 0.666403847 0.672766458
## 2014-03-03 0.0841948699 0.6655630133 0.334466079 0.672766458 0.668421838
## 2014-03-04 0.1481604363 0.6727608524 0.338098910 0.668421838 0.679006664
## 2014-03-05 0.1289900631 0.6790375422 0.338653726 0.679006892 0.677003261
## 2014-03-06 0.1126010570 0.6808796117 0.340889865 0.677003489 0.683949638
## 2014-03-07 0.1056044830 0.6871617995 0.342247034 0.683949638 0.683202892
## 2014-03-10 0.0935556312 0.6734632258 0.339757119 0.683202892 0.672619206
## 2014-03-11 0.1155130749 0.6746414081 0.337746790 0.672619206 0.679237572
## 2014-03-12 0.1151778608 0.6716305488 0.337746790 0.679237572 0.669573186
## 2014-03-13 0.1200966757 0.6655950851 0.334879216 0.669573413 0.661291510
## 2014-03-14 0.1306110333 0.6483097334 0.324294478 0.661291738 0.651874672
## 2014-03-17 0.1040703915 0.6513691587 0.328898266 0.651874900 0.661089551
## 2014-03-18 0.1370218282 0.6606768672 0.332954634 0.661089551 0.666618115
## 2014-03-19 0.1339826431 0.6603215569 0.332068384 0.666618115 0.657667650
## 2014-03-20 0.2870239864 0.6535789090 0.327026497 0.657667878 0.654059974
## 2014-03-24 0.1141003832 0.6667370720 0.324982423 0.654060202 0.662427813
## 2014-03-25 0.0991429656 0.6653914289 0.336177332 0.662428041 0.674102896
## 2014-03-26 0.1248560643 0.6784705577 0.339524492 0.674103124 0.680151173
## 2014-03-27 0.1289201358 0.6739766045 0.338209965 0.680151173 0.673952909
## 2014-03-28 0.1373135879 0.6783198200 0.341412671 0.673953137 0.686468423
## 2014-03-31 0.1559054298 0.6872527461 0.343812216 0.686468423 0.682841600
## 2014-04-01 0.1254776510 0.6872527461 0.345259986 0.682841600 0.690456310
## 2014-04-02 0.1832398683 0.6949055473 0.347698822 0.690456310 0.697315613
## 2014-04-03 0.1326426854 0.6955371336 0.349290121 0.697315613 0.693337528
## 2014-04-04 0.1476372270 0.6968261928 0.346949051 0.693337755 0.695990116
## 2014-04-07 0.1299027648 0.6878781471 0.346239958 0.695990116 0.684825400
## 2014-04-08 0.1531564286 0.6882616348 0.343024772 0.684825400 0.689648020
## 2014-04-09 0.1501574193 0.6940934422 0.348180025 0.689648248 0.694716591
## 2014-04-10 0.1495260502 0.6978430995 0.350118475 0.694716591 0.700141667
## 2014-04-11 0.1225675989 0.6896741706 0.348344702 0.700141667 0.688802118
## 2014-04-14 0.1077900472 0.6907293344 0.345096812 0.688802118 0.692924492
## 2014-04-15 0.1235280435 0.6866843871 0.344972928 0.692924492 0.683271048
## 2014-04-16 0.1193500117 0.6876843415 0.344454860 0.683271048 0.691247505
## 2014-04-17 0.0907920668 0.6926531872 0.346407177 0.691247505 0.696319952
## 2014-04-22 0.0880276894 0.6996826491 0.349682688 0.696319952 0.702727241
## 2014-04-23 0.1107762225 0.7073365957 0.352735393 0.702727241 0.702825257
## 2014-04-24 0.1166278104 0.7073365957 0.354582201 0.702825485 0.709364753
## 2014-04-25 0.0848504696 0.7113957462 0.354384127 0.709364981 0.708826576
## 2014-04-29 0.1066947353 0.7065114328 0.353030540 0.708826804 0.709384128
## 2014-04-30 0.1320889265 0.7095275611 0.353030540 0.709384356 0.707896563
## 2014-05-02 0.0881811101 0.7121382095 0.355940757 0.707896791 0.712935502
## 2014-05-05 0.0723900462 0.7105020871 0.355744878 0.712935730 0.708140920
## 2014-05-06 0.1164066837 0.7093676600 0.354482817 0.708140920 0.709536167
## 2014-05-08 0.1352064800 0.7140808472 0.355735055 0.709536167 0.711471871
## 2014-05-09 0.0877737699 0.7098111678 0.354088980 0.711472099 0.707494242
## 2014-05-12 0.1141792108 0.7120289361 0.357567534 0.707494469 0.716312270
## 2014-05-13 0.1055121547 0.7170561984 0.358491920 0.716312270 0.715409610
## 2014-05-14 0.1527100360 0.7199838999 0.361502445 0.715409838 0.725268889
## 2014-05-15 0.0993659485 0.7241172739 0.364014548 0.725269117 0.721219685
## 2014-05-16 0.0957980197 0.7170614673 0.360281294 0.721219913 0.714499428
## 2014-05-19 0.0901379730 0.7181777967 0.360888460 0.714499656 0.722425511
## 2014-05-20 0.1218014165 0.7270346667 0.362877064 0.722425511 0.724921730
## 2014-05-21 0.0876801462 0.7251953462 0.361267390 0.724921958 0.725631093
## 2014-05-22 0.1315922135 0.7302565129 0.365761972 0.725631320 0.731175840
## 2014-05-23 0.1069851161 0.7345197779 0.366095255 0.731175840 0.732573823
## 2014-05-26 0.0599786296 0.7341768382 0.365584815 0.732573823 0.734147095
## 2014-05-27 0.0962011495 0.7342959622 0.365976572 0.734147323 0.729650436
## 2014-05-28 0.1015120719 0.7284084872 0.365065591 0.729650664 0.726599172
## 2014-05-29 0.0837630517 0.7273141499 0.362769244 0.726599172 0.727421140
## 2014-05-30 0.2363547472 0.7291507214 0.363063235 0.727421140 0.725279602
## 2014-06-02 0.0809987983 0.7298556148 0.363654108 0.725279830 0.729501132
## 2014-06-03 0.1212300706 0.7311137476 0.364600451 0.729501132 0.732205465
## 2014-06-04 0.0854040842 0.7339312595 0.365963976 0.732205692 0.732745237
## 2014-06-05 0.1103528101 0.7321256144 0.365548874 0.732745237 0.733661801
## 2014-06-06 0.0891347203 0.7354083972 0.366728539 0.733662029 0.732147339
## 2014-06-09 0.0620356357 0.7368053553 0.367514481 0.732147567 0.736718535
## 2014-06-10 0.1272435347 0.7413994184 0.373844084 0.736718763 0.750438280
## 2014-06-11 0.1186110696 0.7534242998 0.376813237 0.750438508 0.748683792
## 2014-06-12 0.1049123768 0.7495085562 0.373650285 0.748683792 0.747241360
## 2014-06-13 0.0849899095 0.7501884794 0.374714040 0.747241588 0.751060568
## 2014-06-17 0.1248586816 0.7551314385 0.375931840 0.751060568 0.754418873
## 2014-06-18 0.1069832661 0.7532999068 0.377358000 0.754419101 0.749470200
## 2014-06-19 0.1851912298 0.7542148708 0.380635937 0.749470428 0.762452773
## 2014-06-20 0.1706314136 0.7665962079 0.381479198 0.762453001 0.763801520
## 2014-06-23 0.0744423069 0.7576213593 0.380618949 0.763801748 0.757774898
## 2014-06-24 0.4171688954 0.7551247950 0.378203688 0.757774898 0.753960249
## 2014-06-25 0.0857555734 0.7426793143 0.375629528 0.753960249 0.741644186
## 2014-06-26 0.0892147862 0.7463494791 0.374840466 0.741644186 0.751017259
## 2014-06-27 0.0805750952 0.7504017572 0.374215040 0.751017487 0.747907186
## 2014-06-30 0.0890002429 0.7515600091 0.376257496 0.747907186 0.755198671
## 2014-07-01 0.0808773189 0.7599719967 0.382439294 0.755198899 0.767392100
## 2014-07-02 0.1063607701 0.7722264208 0.388196514 0.767392328 0.776590339
## 2014-07-03 0.2236308127 0.7767792488 0.389617473 0.776590339 0.777381762
## 2014-07-04 0.0875411850 0.7810207507 0.389140084 0.777381990 0.780609455
## 2014-07-07 0.0998959381 0.7783894846 0.389902336 0.780609455 0.776439668
## 2014-07-08 0.1151203723 0.7724516110 0.387026210 0.776439896 0.770312979
## 2014-07-09 0.0943344560 0.7659389641 0.383920115 0.770313207 0.765597494
## 2014-07-10 0.1043785164 0.7543319331 0.382931244 0.765597721 0.756320157
## 2014-07-11 0.0782237345 0.7586380369 0.379164939 0.756320385 0.760124093
## 2014-07-14 0.0864169819 0.7649218283 0.384470309 0.760124093 0.768775494
## 2014-07-15 0.0950496558 0.7704489532 0.386180522 0.768775722 0.773207189
## 2014-07-16 0.1181644238 0.7767398462 0.390565435 0.773207189 0.780993769
## 2014-07-17 0.0704276286 0.7750883751 0.389335038 0.780993997 0.774448118
## 2014-07-18 0.0921773681 0.7690093854 0.386016538 0.774448346 0.772289713
## 2014-07-21 0.4163141564 0.7693578231 0.385229441 0.772289941 0.766038794
## 2014-07-22 0.1233599168 0.7708661163 0.388670437 0.766038794 0.777675583
## 2014-07-23 0.1114878590 0.7787876337 0.389050407 0.777675811 0.777210576
## 2014-07-24 0.1001539395 0.7752805771 0.388568973 0.777210576 0.770613638
## 2014-07-25 0.1025369710 0.7732190445 0.385590343 0.770613866 0.768987254
## 2014-07-28 0.0847779422 0.7738295551 0.388445205 0.768987482 0.777590104
## 2014-07-29 0.0980128771 0.7824752090 0.392186087 0.777590104 0.784759866
## 2014-07-30 0.1100262768 0.7781402406 0.391244366 0.784760094 0.774011605
## 2014-07-31 0.1090234058 0.7702993609 0.385795236 0.774011833 0.765474859
## 2014-08-01 0.1093999289 0.7527157410 0.381467180 0.765474859 0.754572279
## 2014-08-04 0.0979944763 0.7588680379 0.380575267 0.754572507 0.761907302
## 2014-08-05 0.0982111807 0.7667139574 0.384110678 0.761907302 0.764404433
## 2014-08-06 0.2099164783 0.7560189123 0.380924497 0.764404433 0.758538968
## 2014-08-07 0.3164362886 0.7536439919 0.378319251 0.758539196 0.749029356
## 2014-08-08 0.2421482117 0.7436577347 0.374106411 0.749029584 0.748923134
## 2014-08-11 0.0831072386 0.7536650677 0.383723196 0.748923362 0.768374312
## 2014-08-12 0.0788881466 0.7711068842 0.385109949 0.768374312 0.766681597
## 2014-08-13 0.1659943100 0.7654232946 0.385397007 0.766681597 0.762521612
## 2014-08-14 0.1295785024 0.7627418590 0.380314095 0.762521612 0.758131175
## 2014-08-15 0.0987012584 0.7629189414 0.382462637 0.758131175 0.762321249
## 2014-08-18 0.0869672022 0.7671299751 0.383824429 0.762321249 0.769489188
## 2014-08-19 0.1019205746 0.7670264288 0.386202826 0.769489416 0.764729253
## 2014-08-20 0.1136667097 0.7611320813 0.382408207 0.764729481 0.766398490
## 2014-08-21 0.2207607094 0.7655208846 0.383620114 0.766398490 0.766554176
## 2014-08-22 0.0993218546 0.7634465233 0.383107131 0.766554404 0.760940590
## 2014-08-25 0.0480456137 0.7634749298 0.381946881 0.760940818 0.766421057
## 2014-08-26 0.0949221092 0.7695289493 0.385322469 0.766421057 0.773079312
## 2014-08-27 0.1250816217 0.7735196036 0.386860493 0.773079312 0.770360619
## 2014-08-28 0.1001708149 0.7634994418 0.383944267 0.770360847 0.759481062
## 2014-08-29 0.1338655650 0.7567499214 0.378428573 0.759481290 0.755512322
## 2014-09-01 0.0650227225 0.7600908916 0.379317020 0.755512550 0.759042041
## 2014-09-02 0.1084278811 0.7638345926 0.383065644 0.759042269 0.766990690
## 2014-09-03 0.1245574438 0.7713403215 0.387144431 0.766990690 0.774537244
## 2014-09-04 0.1300614224 0.7773219503 0.389384961 0.774537472 0.781092241
## 2014-09-05 0.0916098688 0.7744086810 0.389384961 0.781092469 0.774440368
## 2014-09-08 0.1029395170 0.7743912706 0.386905331 0.774440596 0.770354009
## 2014-09-09 0.0933325491 0.7749362629 0.386691656 0.770354237 0.772567805
## 2014-09-10 0.1230071998 0.7665075521 0.385063261 0.772568033 0.762452317
## 2014-09-11 0.0945491736 0.7655609744 0.382856706 0.762452545 0.761709446
## 2014-09-12 0.1253713495 0.7641734088 0.382919919 0.761709674 0.762092849
## 2014-09-15 0.1306485023 0.7669006613 0.383031784 0.762093077 0.765030140
## 2014-09-16 0.1250217308 0.7593550718 0.381241833 0.765030368 0.760505444
## 2014-09-17 0.1323637590 0.7634254475 0.381642604 0.760505672 0.760390560
## 2014-09-18 0.1979901467 0.7643514076 0.383569960 0.760390788 0.768915452
## 2014-09-19 0.1808512220 0.7718193374 0.387324478 0.768915680 0.766987270
## 2014-09-22 0.1156999354 0.7494402890 0.382233939 0.766987270 0.744719383
## 2014-09-23 0.1353878511 0.7339493572 0.372588726 0.744719611 0.734880848
## 2014-09-25 0.1199124897 0.7261064158 0.370166993 0.734881076 0.722335928
## 2014-09-26 0.1160956799 0.7199582425 0.361775635 0.722335928 0.725984862
## 2014-09-29 0.0954704809 0.7204120591 0.361551213 0.725985090 0.719317033
## 2014-09-30 0.1457191633 0.7184302480 0.358637876 0.719317261 0.718523559
## 2014-10-01 0.1341006838 0.7121789866 0.360056293 0.718523787 0.708009168
## 2014-10-02 0.1120532346 0.6968316908 0.352365361 0.708009168 0.692372639
## 2014-10-03 0.1154415507 0.6968316908 0.350935850 0.692372867 0.702040672
## 2014-10-06 0.1071617974 0.7064679067 0.358101665 0.702040672 0.714645997
## 2014-10-07 0.1043809068 0.7088217513 0.357366686 0.714646225 0.704303020
## 2014-10-08 0.1399759351 0.6932707993 0.350454531 0.704303248 0.688829471
## 2014-10-09 0.1350068418 0.6932707993 0.352272911 0.688829699 0.691106864
## 2014-10-10 0.1306014845 0.6717052304 0.343764258 0.691106864 0.667371471
## 2014-10-13 0.1204610583 0.6652647451 0.338177146 0.667371471 0.673665015
## 2014-10-14 0.1212792931 0.6697005108 0.340362784 0.673665015 0.680925272
## 2014-10-15 0.2083695144 0.6548991237 0.339470177 0.680925272 0.657823792
## 2014-10-16 0.1733924530 0.6482432989 0.332919619 0.657823792 0.662559109
## 2014-10-17 0.1947863427 0.6668687957 0.340886399 0.662559109 0.684340791
## 2014-10-20 0.1057682054 0.6827221394 0.342754124 0.684340791 0.678928479
## 2014-10-21 0.1370740152 0.6773979835 0.349232455 0.678928479 0.700154888
## 2014-10-22 0.1175814228 0.6936011394 0.350363237 0.700155116 0.692688570
## 2014-10-23 0.1054915333 0.6797534316 0.344566147 0.692688570 0.690448788
## 2014-10-24 0.1006456884 0.6866142872 0.343430743 0.690449016 0.685315481
## 2014-10-27 0.0957155979 0.6850523882 0.346944429 0.685315481 0.689226778
## 2014-10-28 0.1175482641 0.6936700938 0.349861348 0.689227006 0.698569763
## 2014-10-29 0.1333901955 0.7030598147 0.355650810 0.698569991 0.713519268
## 2014-10-30 0.1382675610 0.7040833648 0.355499885 0.713519268 0.703117481
## 2014-10-31 0.1610038807 0.7076302821 0.362131338 0.703117709 0.727335433
## 2014-11-03 0.1091566357 0.7288934594 0.365917635 0.727335433 0.734168066
## 2014-11-04 0.1186055412 0.7305602792 0.366228730 0.734168294 0.728826873
## 2014-11-05 0.1190615313 0.7292909212 0.363904532 0.728827101 0.727202997
## 2014-11-06 0.1142761770 0.7247820775 0.362064196 0.727202997 0.724243595
## 2014-11-07 0.1404500826 0.7288618457 0.368591064 0.724243595 0.735463018
## 2014-11-10 0.1401978411 0.7401373912 0.371052781 0.735463018 0.744686787
## 2014-11-11 0.1277730449 0.7453884691 0.371215147 0.744686787 0.741752915
## 2014-11-12 0.1433714780 0.7460741194 0.373382642 0.741752915 0.742196723
## 2014-11-13 0.1122757884 0.7469047803 0.373986688 0.742196723 0.747064247
## 2014-11-14 0.1372547100 0.7465806255 0.374334763 0.747064475 0.747283530
## 2014-11-17 0.1024206579 0.7464340114 0.373139729 0.747283758 0.745312039
## 2014-11-18 0.1548342102 0.7426286866 0.372339803 0.745312039 0.742132898
## 2014-11-19 0.1214509502 0.7384703424 0.369709480 0.742132898 0.737082335
## 2014-11-20 0.1506329262 0.7203724275 0.367633857 0.737082335 0.717058788
## 2014-11-21 0.1461625929 0.7216413272 0.375215467 0.717059016 0.753143296
## 2014-11-24 0.1226538666 0.7500365963 0.376568938 0.753143524 0.750228799
## 2014-11-25 0.3221713349 0.7446886156 0.374947014 0.750228799 0.745222457
## 2014-11-26 0.1341688054 0.7432966974 0.372042923 0.745222457 0.741762033
## 2014-11-27 0.1086420231 0.7436192485 0.373071200 0.741762033 0.746367421
## 2014-11-28 0.1321907065 0.7361013782 0.371780249 0.746367649 0.731631956
## 2014-12-01 0.1780707852 0.6940613704 0.364309580 0.731631956 0.707638074
## 2014-12-02 0.1335673660 0.7121734885 0.360637574 0.707638302 0.724339104
## 2014-12-03 0.1270168291 0.7216507197 0.363950642 0.724339104 0.730396498
## 2014-12-04 0.1414593785 0.7218937785 0.366747260 0.730396726 0.719806430
## 2014-12-05 0.1615125410 0.7235874012 0.361091966 0.719806658 0.722404996
## 2014-12-08 0.1219358007 0.7164679090 0.360624168 0.722405224 0.724311067
## 2014-12-09 0.1546510778 0.7041232255 0.360598051 0.724311067 0.700749595
## 2014-12-10 0.1590779958 0.7052503219 0.352915787 0.700749595 0.705055009
## 2014-12-11 0.1546992467 0.6950324601 0.350835657 0.705055009 0.690582592
## 2014-12-12 0.1473773838 0.6863732902 0.343556013 0.690582592 0.689047614
## 2014-12-15 0.1094612574 0.6757043608 0.342720379 0.689047842 0.674328333
## 2014-12-17 0.1990335932 0.6672692356 0.335944242 0.674328333 0.671707657
## 2014-12-18 0.3783772891 0.6760633364 0.357135329 0.671707885 0.717480713
## 2014-12-19 0.1821423862 0.7202244388 0.362990431 0.717480941 0.719672626
## 2014-12-22 0.0719177630 0.7208807663 0.363416742 0.719672626 0.718592170
## 2014-12-23 0.0500524844 0.7172573347 0.361291312 0.718592398 0.723804802
## 2014-12-24 0.0002642851 0.7259387258 0.360956527 0.723805030 0.721766295
## 2014-12-29 0.0305154645 0.7263723830 0.368270030 0.721766523 0.739443611
## 2014-12-30 0.0328548635 0.7322559636 0.368270030 0.739443838 0.728081267
## 2014-12-31 0.0117006916 0.7327189436 0.363904186 0.728081495 0.728422955
## 2015-01-02 0.0187344581 0.7271673067 0.366961167 0.728423183 0.722676249
## 2015-01-05 0.0788331145 0.6886300029 0.361656837 0.722676249 0.684211774
## 2015-01-06 0.0840541066 0.6886300029 0.349134111 0.684212002 0.701698528
## 2015-01-07 0.0709101368 0.6984788093 0.354150228 0.701698756 0.709970173
## 2015-01-08 0.0809005817 0.7135530362 0.360658606 0.709970173 0.724430281
## 2015-01-09 0.0987409427 0.7142751109 0.361819434 0.724430509 0.709729236
## 2015-01-12 0.1030471223 0.7032307118 0.357032594 0.709729464 0.698740037
## 2015-01-13 0.1184166082 0.7032307118 0.359818234 0.698740037 0.720727553
## 2015-01-14 0.1383122260 0.6891953838 0.358781405 0.720727781 0.689372891
## 2015-01-15 0.1495674080 0.6915913799 0.352380616 0.689373119 0.700013335
## 2015-01-16 0.1218369258 0.6960546358 0.348349325 0.700013335 0.698508902
## 2015-01-19 0.1003746252 0.7029984200 0.354071530 0.698508902 0.710788038
## 2015-01-20 0.1184875252 0.7153389800 0.357236446 0.710788038 0.713701851
## 2015-01-21 0.2256485163 0.7182673688 0.361433339 0.713701851 0.724278698
## 2015-01-22 0.1532478649 0.7288973538 0.369298654 0.724278926 0.730750268
## 2015-01-23 0.1169862377 0.7320701760 0.368825772 0.730750268 0.729471044
## 2015-01-26 0.1112425504 0.7302940828 0.369566875 0.729471044 0.741356292
## 2015-01-27 0.1478259849 0.7460601453 0.376655841 0.741356292 0.749861125
## 2015-01-28 0.1204598650 0.7546075219 0.380817602 0.749861125 0.761018319
## 2015-01-29 0.1283834078 0.7589450103 0.380214133 0.761018547 0.755205737
## 2015-01-30 0.1662371808 0.7605589115 0.380973727 0.755205737 0.762528222
## 2015-02-02 0.1009827150 0.7632014027 0.382642453 0.762528450 0.765440212
## 2015-02-03 0.1365481593 0.7702645401 0.390053838 0.765440212 0.778086111
## 2015-02-04 0.1721843861 0.7741786801 0.390234694 0.778086111 0.770825854
## 2015-02-05 0.1262058886 0.7686465153 0.385004209 0.770825854 0.772145196
## 2015-02-06 0.1146851531 0.7754592631 0.388860537 0.772145196 0.779202582
## 2015-02-09 0.1044655792 0.7774232057 0.389664161 0.779202810 0.781642955
## 2015-02-10 0.1475002098 0.7824891832 0.392402073 0.781643183 0.781738008
## 2015-02-11 0.1182900865 0.7847667426 0.391615784 0.781738008 0.780820759
## 2015-02-12 0.1381736224 0.7839207331 0.394316139 0.780820759 0.790819084
## 2015-02-13 0.1271785617 0.7957703647 0.399825015 0.790819084 0.801297459
## 2015-02-16 0.0840169645 0.8025505825 0.401126251 0.801297687 0.801941630
## 2015-02-17 0.1553675296 0.7998554018 0.401807378 0.801941858 0.798239813
## 2015-02-18 0.1497807091 0.7939919807 0.402180299 0.798239813 0.791464395
## 2015-02-19 0.1170101257 0.7913682744 0.398509102 0.791464395 0.798286770
## 2015-02-20 0.0985670283 0.8009563825 0.400900904 0.798286998 0.802839275
## 2015-02-23 0.1077039020 0.8078506845 0.404459890 0.802839275 0.809704732
## 2015-02-24 0.1165406334 0.8142410002 0.406201998 0.809704960 0.810580723
## 2015-02-25 0.1347734679 0.8103738226 0.407114597 0.810580723 0.806998804
## 2015-02-26 0.1104072688 0.8071038686 0.404314396 0.806999032 0.809583922
## 2015-02-27 0.1538049617 0.8091573832 0.404408002 0.809584150 0.809881389
## 2015-03-02 0.1383638937 0.8032589121 0.406650150 0.809881389 0.800962153
## 2015-03-03 0.1572519965 0.8040946129 0.402299675 0.800962153 0.805006570
## 2015-03-04 0.1450629714 0.8032286730 0.402530917 0.805006570 0.799557788
## 2015-03-05 0.2137346964 0.8028761117 0.404325606 0.799557788 0.808545635
## 2015-03-06 0.1740743079 0.8080131055 0.405003728 0.808545635 0.809944758
## 2015-03-09 0.1347297663 0.7981292491 0.404012546 0.809944986 0.793238486
## 2015-03-10 0.2478602328 0.7822885051 0.395687638 0.793238714 0.781259096
## 2015-03-11 0.2228922200 0.7760997838 0.390929342 0.781259324 0.773612246
## 2015-03-12 0.1669063150 0.7784776822 0.392560856 0.773612474 0.784713138
## 2015-03-13 0.2001460488 0.7774161041 0.393116482 0.784713138 0.774653268
## 2015-03-16 0.1188007886 0.7777562947 0.390253877 0.774653496 0.782412723
## 2015-03-17 0.1444025683 0.7864663215 0.394935440 0.782412951 0.786084679
## 2015-03-18 0.1269418587 0.7861469775 0.394026539 0.786084907 0.783514378
## 2015-03-19 0.2501836874 0.7884293477 0.403491474 0.783514606 0.796132012
## 2015-03-20 0.3374395579 0.7948054602 0.397728013 0.796132240 0.793641947
## 2015-03-23 0.1235605747 0.7951616868 0.398696314 0.793642175 0.791991174
## 2015-03-24 0.1284123862 0.7932680732 0.400069430 0.791991174 0.798801468
## 2015-03-25 0.1560465146 0.7874580288 0.398363031 0.798801468 0.786375992
## 2015-03-26 0.1346561139 0.7708979591 0.392063706 0.786376220 0.770212911
## 2015-03-27 0.1235559082 0.7716777631 0.386379174 0.770212911 0.774913809
## 2015-03-30 0.1648537432 0.7797855264 0.394618451 0.774913809 0.789620780
## 2015-03-31 0.1684495224 0.7864944989 0.395601543 0.789620780 0.783388325
## 2015-04-01 0.1475573887 0.7823315730 0.391695292 0.783388553 0.785649305
## 2015-04-02 0.1336513696 0.7875453101 0.393601846 0.785649533 0.784468097
## 2015-04-07 0.1134072715 0.7893878378 0.396849043 0.784468325 0.792819524
## 2015-04-08 0.1194172165 0.7977718771 0.399468735 0.792819524 0.797613422
## 2015-04-09 0.1148988134 0.8016745628 0.400911882 0.797613422 0.801683369
## 2015-04-10 0.1007787635 0.8066889963 0.404865284 0.801683369 0.811626987
## 2015-04-13 0.1197630036 0.8166823551 0.408674116 0.811626987 0.815468306
## 2015-04-14 0.1214553394 0.8109140041 0.407586209 0.815468534 0.809135099
## 2015-04-15 0.1269850155 0.8141780020 0.408329739 0.809135099 0.818460304
## 2015-04-16 0.1281856671 0.8235500833 0.414589773 0.818460532 0.830808279
## 2015-04-17 0.1847579373 0.8187356407 0.414589773 0.830808279 0.818767345
## 2015-04-20 0.0902651386 0.8210473337 0.411328015 0.818767573 0.821176261
## 2015-04-21 0.1131004256 0.8262793976 0.414369279 0.821176261 0.828042174
## 2015-04-22 0.1111319896 0.8280030303 0.415747365 0.828042402 0.831247984
## 2015-04-23 0.1145885190 0.8364015020 0.419492754 0.831247984 0.840479048
## 2015-04-24 0.1392447953 0.8456789713 0.427219047 0.840479276 0.851917297
## 2015-04-28 0.7087995238 0.8495461490 0.426027480 0.851917525 0.848520014
## 2015-04-29 0.1691891401 0.8397085677 0.424923278 0.848520014 0.837178413
## 2015-04-30 0.1422004202 0.8371565649 0.420996571 0.837178641 0.834869109
## 2015-05-04 0.1105609721 0.8400409695 0.424429825 0.834869337 0.839415004
## 2015-05-05 0.1214406906 0.8414008159 0.420682934 0.839415231 0.837936556
## 2015-05-06 0.1651208785 0.8240089398 0.418203651 0.837936556 0.821381867
## 2015-05-07 0.1703652627 0.8070759203 0.409810907 0.821382095 0.807464495
## 2015-05-08 0.1143331087 0.8124990407 0.410816650 0.807464495 0.820056143
## 2015-05-11 0.1046520226 0.8251536757 0.414277291 0.820056143 0.828500798
## 2015-05-12 0.1234972519 0.8252700507 0.414233378 0.828501026 0.823334895
## 2015-05-13 0.1704677603 0.8284488290 0.414691584 0.823334895 0.826058830
## 2015-05-14 0.1324089454 0.8270784448 0.412822125 0.826059058 0.821971103
## 2015-05-15 0.1251676760 0.8270784448 0.415987389 0.821971331 0.825472101
## 2015-05-18 0.1467980792 0.8305967265 0.416290394 0.825472101 0.834162709
## 2015-05-19 0.1512812609 0.8338261326 0.417913358 0.834162709 0.832286727
## 2015-05-20 0.1251812270 0.8292655157 0.415423096 0.832286727 0.829207882
## 2015-05-21 0.1246545355 0.8280880207 0.414574865 0.829208110 0.827653757
## 2015-05-22 0.1126090299 0.8306739280 0.414962001 0.827653985 0.826092110
## 2015-05-25 0.0496064119 0.8275762457 0.414062923 0.826092338 0.824503110
## 2015-05-26 0.1424494545 0.8062042532 0.413555718 0.824503110 0.801200811
## 2015-05-27 0.1732762947 0.7936105548 0.399579560 0.801201039 0.800516066
## 2015-05-28 0.1811382874 0.7952356811 0.401474673 0.800516066 0.797712806
## 2015-05-29 0.2883417695 0.7903394553 0.398117113 0.797712806 0.785415206
## 2015-06-01 0.1327829090 0.7839095079 0.394771109 0.785415206 0.780924930
## 2015-06-02 0.1586484839 0.7688863669 0.390591321 0.780925158 0.783471753
## 2015-06-03 0.1520322496 0.7740206117 0.390591321 0.783471981 0.775836983
## 2015-06-04 0.1356822289 0.7686410173 0.386720662 0.775837211 0.763824542
## 2015-06-05 0.1169262341 0.7641188867 0.385633101 0.763824770 0.772271705
## 2015-06-08 0.1115071758 0.7695914894 0.385527015 0.772271705 0.770654440
## 2015-06-09 0.1309181708 0.7616511870 0.384093112 0.770654440 0.758276148
## 2015-06-10 0.1290183689 0.7630646392 0.387964117 0.758276148 0.778289893
## 2015-06-11 0.1566297508 0.7814186707 0.391701879 0.778289893 0.776538596
## 2015-06-12 0.1110088487 0.7802116238 0.391204843 0.776538824 0.775337557
## 2015-06-15 0.0953021235 0.7674325959 0.387200363 0.775337785 0.763236674
## 2015-06-17 0.1819536629 0.7680499789 0.386658952 0.763236674 0.770024401
## 2015-06-18 0.3663700897 0.7679260442 0.387371165 0.770024401 0.776973742
## 2015-06-19 0.2257171722 0.7781191648 0.390417861 0.776973742 0.774835168
## 2015-06-22 0.1271038761 0.7797064922 0.391695523 0.774835168 0.783556320
## 2015-06-23 0.1542164432 0.7884714992 0.395820304 0.783556548 0.792735184
## 2015-06-24 0.1338708003 0.7976962791 0.399618620 0.792735412 0.797108525
## 2015-06-25 0.1807175397 0.7950565369 0.400969433 0.797108525 0.798762034
## 2015-06-26 0.0974315541 0.7937234935 0.398343038 0.798762034 0.794507680
## 2015-06-29 0.0995508506 0.7736675922 0.396186175 0.794507680 0.779239281
## 2015-06-30 0.1458547385 0.7741928833 0.388945938 0.779239281 0.774840410
## 2015-07-01 0.1169636513 0.7773311137 0.390088507 0.774840638 0.776688811
## 2015-07-02 0.1251163013 0.7805726612 0.392419292 0.776689039 0.784152394
## 2015-07-03 0.0587385507 0.7808051821 0.391023179 0.784152622 0.778490712
## 2015-07-06 0.0883052775 0.7619361683 0.388065928 0.778490712 0.765136134
## 2015-07-07 0.1578992476 0.7378160767 0.381295569 0.765136362 0.733601624
## 2015-07-08 0.1536648199 0.7289800534 0.368058319 0.733601852 0.739026016
## 2015-07-09 0.1547670182 0.7437184422 0.382117683 0.739026244 0.766757730
## 2015-07-10 0.1822645186 0.7715888783 0.388473287 0.766757958 0.774697945
## 2015-07-13 0.1412550753 0.7795688123 0.394040060 0.774698173 0.790064360
## 2015-07-14 0.1044888457 0.7850744033 0.395147844 0.790064360 0.781737552
## 2015-07-15 0.1735444550 0.7866434039 0.395331358 0.781737552 0.791347915
## 2015-07-16 0.1647848243 0.7950595150 0.398382561 0.791347915 0.798596318
## 2015-07-17 0.1133570654 0.8007137819 0.400794586 0.798596318 0.795737668
## 2015-07-20 0.1123262373 0.8003646569 0.400705950 0.795737896 0.801769076
## 2015-07-21 0.1236827680 0.8025242377 0.402672365 0.801769304 0.799788468
## 2015-07-22 0.1630813001 0.7788751441 0.398863417 0.799788468 0.778729370
## 2015-07-23 0.1277983283 0.7836204031 0.394062248 0.778729598 0.784643615
## 2015-07-24 0.1901110772 0.7693832515 0.391185429 0.784643843 0.764563082
## 2015-07-27 0.1301542481 0.7622855224 0.383776817 0.764563310 0.763320329
## 2015-07-28 0.1531283550 0.7533771084 0.382574040 0.763320329 0.750939986
## 2015-07-29 0.1571850569 0.7556917795 0.384109638 0.750939986 0.770089821
## 2015-07-30 0.1931641890 0.7749376374 0.388303987 0.770090049 0.774098907
## 2015-07-31 0.2140974663 0.7760012774 0.389725640 0.774098907 0.780455137
## 2015-08-03 0.1150767075 0.7728181464 0.389061963 0.780455365 0.770799412
## 2015-08-04 0.1361779372 0.7730607471 0.393884050 0.770799640 0.789221422
## 2015-08-05 0.1295869262 0.7941647105 0.399200167 0.789221422 0.796888787
## 2015-08-06 0.1434868007 0.7897069526 0.397393344 0.796888787 0.789831173
## 2015-08-07 0.1058843269 0.7844771796 0.395414910 0.789831173 0.779582110
## 2015-08-11 0.1396643602 0.7844771796 0.397522427 0.779582110 0.784282551
## 2015-08-12 0.1512442638 0.7513891119 0.391002262 0.784282551 0.746658734
## 2015-08-13 0.1131718018 0.7513891119 0.383337678 0.746658734 0.765004382
## 2015-08-14 0.0946639943 0.7554141289 0.383028201 0.765004610 0.752370565
## 2015-08-17 0.1185347361 0.7513680361 0.378738050 0.752370565 0.750772902
## 2015-08-18 0.1507578608 0.7476005103 0.376624639 0.750773130 0.755922850
## 2015-08-19 0.1543279591 0.7396061440 0.376624639 0.755923078 0.736863736
## 2015-08-20 0.1934825923 0.7240386979 0.366962091 0.736863964 0.728219401
## 2015-08-21 0.1828415163 0.7165625210 0.362579605 0.728219629 0.711504239
## 2015-08-24 0.2410064373 0.6588451065 0.362579605 0.728219629 0.679656305
## 2015-08-25 0.2014683954 0.6840517466 0.356471537 0.679656533 0.710420820
## 2015-08-26 0.1700896329 0.6980160584 0.353556120 0.710421047 0.696251796
## 2015-08-27 0.1704591471 0.7007302531 0.355222997 0.696252024 0.713708917
## 2015-08-28 0.1373377269 0.7182744704 0.364950144 0.713708917 0.732895224
## 2015-08-31 0.1291753876 0.7282160561 0.365551532 0.732895452 0.733021505
## 2015-09-01 0.1430643983 0.7037954054 0.365014050 0.733021505 0.699805449
## 2015-09-02 0.1494507251 0.7043014534 0.360455100 0.699805449 0.716072245
## 2015-09-03 0.1364248148 0.7206498490 0.370084481 0.716072473 0.743022565
## 2015-09-04 0.1357521563 0.7174712997 0.370084481 0.743022793 0.713194219
## 2015-09-07 0.1383932395 0.7095422225 0.361497707 0.713194219 0.707371152
## 2015-09-08 0.1495610416 0.7119052304 0.361704911 0.707371380 0.723929944
## 2015-09-09 0.1974953537 0.7285468543 0.369359787 0.723930172 0.727350705
## 2015-09-10 0.1636640351 0.7179752859 0.362139080 0.727350705 0.722896216
## 2015-09-11 0.1701621084 0.7123029214 0.359880753 0.722896216 0.709276767
## 2015-09-14 0.1507273134 0.7138201489 0.359710067 0.709276767 0.719214230
## 2015-09-15 0.1467233561 0.7119625016 0.359459527 0.719214230 0.722065131
## 2015-09-16 0.1773501426 0.7266727130 0.378568520 0.722065358 0.757112948
## 2015-09-17 0.2675561687 0.7618958494 0.388667201 0.757113176 0.769520644
## 2015-09-18 0.2968030269 0.7516525593 0.383518419 0.769520872 0.757462614
## 2015-09-21 0.1198675159 0.7517054778 0.377405265 0.757462842 0.750454692
## 2015-09-22 0.1490804015 0.7327860654 0.373852404 0.750454920 0.730303497
## 2015-09-23 0.1367752354 0.7317677842 0.370635484 0.730303497 0.742351269
## 2015-09-25 0.1204646488 0.7443532357 0.372709373 0.742351269 0.741199922
## 2015-09-28 0.1121514572 0.7246363797 0.371530749 0.741199922 0.722045527
## 2015-09-29 0.1410051010 0.7169389070 0.361667353 0.722045527 0.719609030
## 2015-09-30 0.2143079067 0.7242043261 0.367126075 0.719609258 0.735677513
## 2015-10-01 0.1717961035 0.7403531889 0.375060728 0.735677741 0.745427151
## 2015-10-02 0.1214597467 0.7501515968 0.379398145 0.745427379 0.755441203
## 2015-10-05 0.1304934840 0.7602155137 0.389270439 0.755441203 0.780866576
## 2015-10-06 0.1837968607 0.7798789929 0.392199838 0.780866576 0.780839907
## 2015-10-07 0.1939464908 0.7857414977 0.396922079 0.780840135 0.792129536
## 2015-10-08 0.1329713956 0.7936650769 0.396843149 0.792129536 0.795803544
## 2015-10-09 0.1655049109 0.8007797583 0.407244027 0.795803544 0.808774491
## 2015-10-12 0.1574006786 0.7994327406 0.406491945 0.808774491 0.796509944
## 2015-10-13 0.1374780881 0.7993220928 0.403392899 0.796510171 0.803472961
## 2015-10-14 0.1150349740 0.8008963623 0.404117362 0.803472961 0.803381555
## 2015-10-15 0.1272139664 0.8047811795 0.403611428 0.803381783 0.801270106
## 2015-10-16 0.1773440565 0.8057854865 0.402862697 0.801270106 0.800784357
## 2015-10-19 0.1420128797 0.8001923853 0.402129798 0.800784357 0.806231088
## 2015-10-20 0.1485374448 0.7961827170 0.402129798 0.806231316 0.799303630
## 2015-10-21 0.1386807092 0.8009721894 0.404781501 0.799303858 0.801989043
## 2015-10-22 0.1538347411 0.8049174849 0.406179348 0.801989271 0.808736197
## 2015-10-23 0.1356962030 0.8137773329 0.415208958 0.808736424 0.831632070
## 2015-10-26 0.1291783679 0.8301905595 0.418903615 0.831632070 0.828264876
## 2015-10-27 0.1334385434 0.8213554525 0.413300440 0.828265104 0.819593871
## 2015-10-28 0.1235077339 0.8176692517 0.408959672 0.819593871 0.819261757
## 2015-10-29 0.1320823528 0.8101955947 0.408736058 0.819261984 0.811297152
## 2015-10-30 0.1295547121 0.8161199524 0.409978935 0.811297380 0.820128173
## 2015-11-02 0.1211682154 0.8173771688 0.409944035 0.820128401 0.821644459
## 2015-11-03 0.1313629733 0.8236330119 0.412661724 0.821644687 0.826563727
## 2015-11-04 0.2255112165 0.8316940419 0.420352194 0.826563955 0.838711795
## 2015-11-05 0.1875481174 0.8270289625 0.418596796 0.838712023 0.826493976
## 2015-11-06 0.1372726863 0.8014425001 0.412402633 0.826494204 0.801216539
## 2015-11-09 0.1268228929 0.8062198310 0.404292671 0.801216539 0.810497523
## 2015-11-10 0.1707080229 0.7931333715 0.404292671 0.810497523 0.792131360
## 2015-11-11 0.1629243851 0.7928900836 0.397812490 0.792131360 0.792783281
## 2015-11-12 0.1640844085 0.7833945257 0.397379129 0.792783281 0.780532638
## 2015-11-13 0.2075013372 0.7654778167 0.389101255 0.780532866 0.760990510
## 2015-11-16 0.1554163704 0.7609774491 0.385251051 0.760990510 0.768923886
## 2015-11-17 0.2027924073 0.7737656405 0.391449027 0.768923886 0.778822599
## 2015-11-18 0.1863813069 0.7707545521 0.388234303 0.778822827 0.771366538
## 2015-11-19 0.1637608886 0.7762205114 0.392327073 0.771366538 0.781891186
## 2015-11-20 0.2438636780 0.7838888903 0.394400615 0.781891186 0.784724991
## 2015-11-23 0.1530358675 0.7757852506 0.391226569 0.784724991 0.783708131
## 2015-11-24 0.1828684386 0.7748537925 0.390711159 0.783708359 0.775088870
## 2015-11-25 0.1599519337 0.7756475707 0.389146324 0.775088870 0.777293092
## 2015-11-26 0.1444488226 0.7811080320 0.392908354 0.777293320 0.784481774
## 2015-11-27 0.2154579853 0.7756228296 0.391103379 0.784482002 0.770973106
## 2015-11-30 0.3118784716 0.7732096521 0.387038691 0.770973106 0.770301582
## 2015-12-01 0.1785557394 0.7724000670 0.388142893 0.770301810 0.768660154
## 2015-12-02 0.1891696053 0.7628499869 0.385127168 0.768660382 0.760073489
## 2015-12-03 0.1743947724 0.7480511198 0.378728805 0.760073489 0.743337129
## 2015-12-04 0.2950661757 0.7179869692 0.370243958 0.743337357 0.717342351
## 2015-12-07 0.1755177484 0.7219263085 0.368105353 0.717342579 0.730477646
## 2015-12-08 0.2019858147 0.7156489315 0.359258448 0.730477874 0.712767735
## 2015-12-09 0.2232393996 0.7158360936 0.360084144 0.712767963 0.722792045
## 2015-12-10 0.4805552212 0.7144922832 0.363069129 0.722792045 0.710505159
## 2015-12-11 0.4753162280 0.6879773408 0.356045688 0.710505159 0.689602431
## 2015-12-14 0.2896064036 0.6808890041 0.354922418 0.689602659 0.689925884
## 2015-12-15 0.2296307626 0.6904977299 0.348689079 0.689925884 0.697836694
## 2015-12-17 0.4806141991 0.7023230785 0.363112350 0.697836922 0.726957045
## 2015-12-18 0.2653381033 0.7086217604 0.361939619 0.726957273 0.704413345
## 2015-12-21 0.1043913655 0.7073180398 0.357372233 0.704413345 0.715188504
## 2015-12-22 0.0988750202 0.7186339042 0.363074329 0.715188504 0.728644973
## 2015-12-23 0.0947832877 0.7332852408 0.376941512 0.728644973 0.752795225
## 2015-12-24 0.0242252029 0.7518278090 0.381598344 0.752795225 0.763832064
## 2015-12-28 0.0375039514 0.7533319787 0.384038913 0.763832292 0.760748205
## 2015-12-29 0.0604006502 0.7564030872 0.380504080 0.760748433 0.755635868
## 2015-12-30 0.0502792185 0.7561240622 0.378621447 0.755636096 0.752004714
## 2015-12-31 0.0241307405 0.7521366151 0.376963815 0.752004714 0.749466097
## 2016-01-04 0.0953989312 0.7214892150 0.373351093 0.749466097 0.718074736
## 2016-01-05 0.0917567143 0.7160413534 0.362943859 0.718074736 0.724528070
## 2016-01-06 0.1270692423 0.7133296787 0.360708067 0.724528070 0.712733315
## 2016-01-07 0.2248748826 0.6841962990 0.354728504 0.712733543 0.689266213
## 2016-01-08 0.1375869829 0.6907540756 0.348111266 0.689266441 0.690449472
## 2016-01-11 0.1890497979 0.6810365346 0.349112270 0.690449472 0.695418660
## 2016-01-12 0.2134974569 0.6898400279 0.351056844 0.695418660 0.697094051
## 2016-01-13 0.1812421647 0.6974348707 0.351326106 0.697094051 0.697472667
## 2016-01-14 0.1820775815 0.6855714940 0.346991694 0.697472895 0.681168716
## 2016-01-15 0.2125612204 0.6673452917 0.340751652 0.681168716 0.664365340
## 2016-01-18 0.1529960389 0.6662784446 0.337227335 0.664365568 0.662456306
## 2016-01-19 0.1702417205 0.6667657076 0.341753813 0.662456534 0.679578121
## 2016-01-20 0.1974734308 0.6488203631 0.337919556 0.679578348 0.649991395
## 2016-01-21 0.1944274615 0.6461288477 0.324088083 0.649991623 0.648902733
## 2016-01-22 0.2036829621 0.6531443355 0.338454843 0.648902961 0.680355867
## 2016-01-25 0.1720867887 0.6731812227 0.341769414 0.680355867 0.670065090
## 2016-01-26 0.2031827000 0.6600175616 0.338226953 0.670065317 0.677404671
## 2016-01-27 0.1855592990 0.6817886195 0.342565872 0.677404671 0.686329149
## 2016-01-28 0.2111503044 0.6900830867 0.354110128 0.686329149 0.704078723
## 2016-01-29 0.2902442390 0.7072910078 0.357479128 0.704078951 0.714093004
## 2016-02-01 0.2013802175 0.7072447327 0.359649974 0.714093232 0.712123564
## 2016-02-02 0.1759978678 0.6924770211 0.354419373 0.712123792 0.688729632
## 2016-02-03 0.1743335650 0.6862181999 0.351344480 0.688729860 0.700269088
## 2016-02-04 0.2382726419 0.7047676406 0.362384767 0.700269316 0.725161755
## 2016-02-05 0.1616576739 0.7207066619 0.363948677 0.725161983 0.728028384
## 2016-02-08 0.1544142441 0.7193062676 0.363973292 0.728028612 0.720649824
## 2016-02-09 0.1962933593 0.6978112567 0.358741998 0.720650052 0.695921505
## 2016-02-10 0.1765675635 0.6939518679 0.351428263 0.695921733 0.694291703
## 2016-02-11 0.2010741914 0.6758988536 0.345378900 0.694291703 0.674650419
## 2016-02-12 0.1669951828 0.6790205899 0.351905653 0.674650419 0.701504775
## 2016-02-15 0.1711933821 0.7060095084 0.363622906 0.701505003 0.730277283
## 2016-02-16 0.1458313682 0.7240510685 0.367949806 0.730277511 0.719681516
## 2016-02-17 0.1992089331 0.7224339601 0.367253656 0.719681516 0.734548277
## 2016-02-18 0.2372200231 0.7334341458 0.370353395 0.734548277 0.730408579
## 2016-02-19 0.1923156863 0.7076156207 0.364160388 0.730408579 0.709499924
## 2016-02-22 0.1476035942 0.7140444227 0.358072427 0.709499924 0.713428774
## 2016-02-23 0.1912606682 0.6993454365 0.355725695 0.713429002 0.697682148
## 2016-02-24 0.2499248038 0.6784840737 0.347097896 0.697682375 0.687968070
## 2016-02-25 0.1727038644 0.6924048594 0.348869126 0.687968070 0.696569551
## 2016-02-26 0.1513348832 0.7010493680 0.359135605 0.696569551 0.720645721
## 2016-02-29 0.2733958394 0.7142050110 0.361275942 0.720645721 0.720324319
## 2016-03-01 0.1893883951 0.7249231937 0.370055475 0.720324547 0.740834299
## 2016-03-02 0.2742579239 0.7455357705 0.376507920 0.740834527 0.755692626
## 2016-03-03 0.2202051500 0.7604684231 0.386596086 0.755692854 0.774385889
## 2016-03-04 0.1794510149 0.7784451522 0.391049180 0.774386117 0.783815949
## 2016-03-07 0.1992469830 0.7824784162 0.396293880 0.783816177 0.794599770
## 2016-03-08 0.2064738125 0.7891802871 0.397416341 0.794599770 0.784890478
## 2016-03-09 0.1877676444 0.7714418060 0.392133852 0.784890478 0.767489660
## 2016-03-10 0.1957131755 0.7669840481 0.384797467 0.767489660 0.768613882
## 2016-03-11 0.1834237583 0.7682032366 0.387395317 0.768613882 0.773310448
## 2016-03-14 0.1706499031 0.7781743742 0.394201385 0.773310676 0.789993697
## 2016-03-15 0.1620505148 0.7791058323 0.393897686 0.789993697 0.785025877
## 2016-03-16 0.1437796095 0.7889500570 0.396630167 0.785026105 0.794871023
## 2016-03-17 0.4150760103 0.7998428021 0.407016369 0.794871251 0.806379252
## 2016-03-18 0.2879418724 0.8089436472 0.409554820 0.806379252 0.820824315
## 2016-03-22 0.1764712225 0.8059806666 0.409528241 0.820824543 0.810990567
## 2016-03-23 0.1630627918 0.7943713448 0.404542633 0.810990567 0.792223677
## 2016-03-24 0.1440993316 0.7776841331 0.395028237 0.792223677 0.786621488
## 2016-03-29 0.1406199136 0.7778257074 0.394950463 0.786621488 0.774390220
## 2016-03-30 0.1785414385 0.7792595481 0.396069341 0.774390448 0.790534609
## 2016-03-31 0.1986554305 0.7795658342 0.394172032 0.790534837 0.784945869
## 2016-04-01 0.1554672063 0.7678809145 0.391338665 0.784946097 0.769761354
## 2016-04-04 0.1199516645 0.7688847633 0.388027561 0.769761582 0.776850880
## 2016-04-05 0.1329670312 0.7611419319 0.387234570 0.776850880 0.761600033
## 2016-04-06 0.1809370734 0.7634879876 0.383438680 0.761600261 0.760647909
## 2016-04-07 0.1852621355 0.7618985984 0.383133826 0.760648137 0.759793346
## 2016-04-08 0.1514657370 0.7619361683 0.383264181 0.759793346 0.766122222
## 2016-04-11 0.1323967125 0.7633207558 0.384277435 0.766122449 0.766204281
## 2016-04-12 0.1998931949 0.7690430608 0.389136964 0.766204509 0.780603072
## 2016-04-13 0.2132266642 0.7855034788 0.406104579 0.780603300 0.800627759
## 2016-04-14 0.1626007021 0.7994313661 0.400753677 0.800627759 0.798570561
## 2016-04-15 0.1103125540 0.7964415826 0.400489847 0.798570789 0.802922247
## 2016-04-18 0.1244375282 0.7959552359 0.401927795 0.802922475 0.805832641
## 2016-04-19 0.1426455886 0.8095101735 0.405018289 0.805832869 0.810718857
## 2016-04-20 0.1791998818 0.8064830492 0.409129202 0.810718857 0.820037451
## 2016-04-21 0.1711216039 0.8114271537 0.412011568 0.820037451 0.809411140
## 2016-04-22 0.1351074022 0.8029345283 0.403742014 0.809411368 0.800342828
## 2016-04-25 0.0986415643 0.7933221372 0.400371396 0.800343056 0.801700465
## 2016-04-26 0.1282070625 0.8017485572 0.401946862 0.801700693 0.803470453
## 2016-04-28 0.1645175454 0.8084850198 0.406835975 0.803470453 0.807140814
## 2016-04-29 0.1646221584 0.8023560896 0.402591009 0.807141042 0.801062677
## 2016-05-03 0.1837775927 0.7816633331 0.402354683 0.801062677 0.777237702
## 2016-05-04 0.1900636612 0.7721815202 0.389579800 0.777237702 0.776357380
## 2016-05-05 0.2811247036 0.7707992236 0.391434004 0.776357608 0.777731885
## 2016-05-06 0.1759192896 0.7682579878 0.387681335 0.777732113 0.765960381
## 2016-05-09 0.1525769084 0.7692146452 0.389010769 0.765960609 0.764395315
## 2016-05-10 0.1444448151 0.7692146452 0.387189269 0.764395543 0.776397499
## 2016-05-11 0.1203278329 0.7812768673 0.393368293 0.776397726 0.782212132
## 2016-05-12 0.1335424838 0.7717290781 0.389952605 0.782212132 0.766897232
## 2016-05-13 0.1566974681 0.7594716759 0.383853319 0.766897460 0.770181227
## 2016-05-16 0.1338133404 0.7750295004 0.394179891 0.770181455 0.788647686
## 2016-05-17 0.1672285485 0.7892625285 0.400023552 0.788647914 0.791295716
## 2016-05-18 0.1779252563 0.7902709590 0.398837069 0.791295716 0.797413515
## 2016-05-19 0.1268490143 0.7863087112 0.397659369 0.797413515 0.787677099
## 2016-05-20 0.1801456730 0.7926128912 0.400661458 0.787677326 0.793789427
## 2016-05-23 0.1129245484 0.7891640221 0.395822153 0.793789655 0.793569917
## 2016-05-24 0.1796877434 0.7940277179 0.401963966 0.793570145 0.803192361
## 2016-05-25 0.1748986062 0.8082057656 0.409578395 0.803192589 0.818490393
## 2016-05-26 0.1689755940 0.8235800934 0.416102027 0.818490393 0.823028993
## 2016-05-27 0.1285860060 0.8281052021 0.414634843 0.823029221 0.827231832
## 2016-05-30 0.0735029481 0.8306455215 0.417352300 0.827231832 0.835636597
## 2016-05-31 0.3941967528 0.8277799019 0.419697068 0.835636597 0.822669069
## 2016-06-01 0.1851352224 0.8180156277 0.410463490 0.822669297 0.813851269
## 2016-06-02 0.1448660414 0.8189177630 0.411834064 0.813851269 0.818377104
## 2016-06-03 0.1749348083 0.8234662383 0.414556144 0.818377104 0.830741948
## 2016-06-06 0.1581339434 0.8220321685 0.414556144 0.830741948 0.824619361
## 2016-06-07 0.1533692375 0.8291147780 0.416438430 0.824619361 0.831798698
## 2016-06-08 0.1486740871 0.8266276062 0.415092009 0.831798926 0.823922307
## 2016-06-09 0.1490309806 0.8138485783 0.411098738 0.823922307 0.810101811
## 2016-06-10 0.1911408127 0.8071435002 0.404511777 0.810101811 0.806027989
## 2016-06-13 0.1744813919 0.7958255740 0.402026716 0.806027989 0.790900916
## 2016-06-14 0.1928608501 0.7702590420 0.394357626 0.790900916 0.765434741
## 2016-06-15 0.3529934876 0.7702590420 0.388755029 0.765434741 0.779849716
## 2016-06-17 0.2073957007 0.7765116779 0.390180380 0.779849944 0.782446231
## 2016-06-20 0.1576444166 0.7873556280 0.400429870 0.782446231 0.802767929
## 2016-06-21 0.1472763042 0.7976259502 0.400374053 0.802768157 0.801013897
## 2016-06-22 0.1571431318 0.8060161747 0.407987442 0.801013897 0.814736605
## 2016-06-23 0.1462352518 0.8116546348 0.410718768 0.814736605 0.815382371
## 2016-06-24 0.2543483613 0.7554429935 0.406769180 0.815382371 0.771938906
## 2016-06-27 0.2293097758 0.7387294371 0.384744424 0.771939134 0.735628049
## 2016-06-28 0.2063737142 0.7403032485 0.382561790 0.735628049 0.759663645
## 2016-06-29 0.1770019891 0.7644593064 0.388665468 0.759663873 0.776743290
## 2016-06-30 0.1919349371 0.7816241596 0.396362293 0.776743290 0.784203682
## 2016-07-01 0.1624806632 0.7800235453 0.396635714 0.784203910 0.787389889
## 2016-07-04 0.1198828802 0.7922694933 0.397895810 0.787390117 0.789595023
## 2016-07-05 0.1669327212 0.7765783416 0.393695683 0.789595251 0.771722587
## 2016-07-06 0.2091840153 0.7563405471 0.384634639 0.771722587 0.752153562
## 2016-07-07 0.1420198472 0.7634591229 0.382971113 0.752153562 0.758668440
## 2016-07-08 0.1079441277 0.7567934474 0.381479083 0.758668668 0.762746821
## 2016-07-11 0.1233942838 0.7675579051 0.390415203 0.762747049 0.783124593
## 2016-07-12 0.1882638268 0.7857355415 0.395648346 0.783124593 0.791721288
## 2016-07-13 0.1482208991 0.7966773107 0.399013418 0.791721516 0.797815837
## 2016-07-14 0.1685195685 0.7970658382 0.400015462 0.797815837 0.798320734
## 2016-07-15 0.1313544398 0.7979782823 0.401711346 0.798320734 0.804051711
## 2016-07-18 0.0968414196 0.8002059013 0.401024903 0.804051939 0.803090926
## 2016-07-19 0.1533133676 0.7943246115 0.400537806 0.803091154 0.799594487
## 2016-07-20 0.1639969092 0.7948373029 0.399305907 0.799594715 0.798339425
## 2016-07-21 0.1359082807 0.8013669022 0.400821050 0.798339653 0.801443572
## 2016-07-22 0.1325370842 0.7981180239 0.400076595 0.801443572 0.802154530
## 2016-07-25 0.1408887698 0.8071625142 0.407710323 0.802154530 0.808703145
## 2016-07-26 0.1692764463 0.8132639543 0.408615410 0.808703373 0.816579079
## 2016-07-27 0.1704543799 0.8181232975 0.410226933 0.816579307 0.819456421
## 2016-07-28 0.1937897727 0.8129074986 0.410857790 0.819456421 0.808466994
## 2016-07-29 0.1525761291 0.8023654821 0.403977415 0.808467222 0.797421265
## 2016-08-01 0.1932331808 0.8024058010 0.404301453 0.797421493 0.804925878
## 2016-08-02 0.1738330955 0.7946858780 0.401467970 0.804925878 0.791384842
## 2016-08-04 0.1759142068 0.7934007132 0.398181597 0.791385070 0.791626691
## 2016-08-05 0.1494830527 0.7912425069 0.397420848 0.791626919 0.787181547
## 2016-08-08 0.0977219665 0.7909928047 0.395403353 0.787181775 0.790333790
## 2016-08-10 0.2349443527 0.7873439447 0.394259860 0.790334018 0.784223969
## 2016-08-11 0.1521268697 0.7812748056 0.392192327 0.784224197 0.786575899
## 2016-08-12 0.1561938237 0.7915059543 0.400833300 0.786575899 0.797624819
## 2016-08-15 0.1347850553 0.7932513501 0.399767696 0.797624819 0.788312380
## 2016-08-16 0.1877559382 0.7907199649 0.398945236 0.788312607 0.788276820
## 2016-08-17 0.1706451066 0.7861664497 0.397022272 0.788276820 0.786300314
## 2016-08-18 0.1276729714 0.7912292200 0.400126287 0.786300542 0.801799621
## 2016-08-19 0.1416936460 0.8003206727 0.403820250 0.801799849 0.796837272
## 2016-08-22 0.1016089675 0.7994254099 0.399928906 0.796837272 0.798136099
## 2016-08-23 0.1421090523 0.7999071749 0.400288999 0.798136099 0.801073390
## 2016-08-24 0.2628650648 0.8060761949 0.407963174 0.801073618 0.814864253
## 2016-08-25 0.1786776517 0.8114979409 0.407140368 0.814864253 0.813042522
## 2016-08-26 0.1516759301 0.8116381407 0.407059011 0.813042522 0.813583434
## 2016-08-29 0.1103872899 0.8125155348 0.407164289 0.813583662 0.814889783
## 2016-08-30 0.1544329019 0.8170172769 0.409686908 0.814890011 0.812262952
## 2016-08-31 0.2580235701 0.7997729313 0.405187820 0.812263180 0.795952164
## 2016-09-01 0.2586389377 0.7971996237 0.398997355 0.795952164 0.793631690
## 2016-09-02 0.1636364469 0.7985972690 0.405781581 0.793631918 0.813434358
## 2016-09-05 0.1468401562 0.8176607756 0.411407406 0.813434358 0.816213456
## 2016-09-06 0.1857096072 0.8176839132 0.408451658 0.816213684 0.817545563
## 2016-09-07 0.1632827846 0.8141880817 0.407865870 0.817545563 0.812439381
## 2016-09-08 0.2400414990 0.8082513535 0.405277265 0.812439609 0.807739624
## 2016-09-09 0.1915099339 0.8127757749 0.406724111 0.807739852 0.809951824
## 2016-09-12 0.1649629867 0.7896680083 0.404016129 0.809952052 0.797522017
## 2016-09-13 0.1722484942 0.7996973334 0.400615117 0.797522245 0.797612283
## 2016-09-14 0.1513408565 0.7917116723 0.397760255 0.797612510 0.790683229
## 2016-09-15 0.4008732530 0.7847408560 0.395974927 0.790683229 0.783213264
## 2016-09-16 0.3235582571 0.7802984469 0.392119060 0.783213264 0.775424176
## 2016-09-19 0.1481799794 0.7790041187 0.389412465 0.775424176 0.778691303
## 2016-09-20 0.1775870604 0.7686634676 0.388167739 0.778691531 0.764099899
## 2016-09-21 0.1685812336 0.7556780344 0.381110091 0.764099899 0.750926081
## 2016-09-22 0.1958299410 0.7556780344 0.387235032 0.750926309 0.776851792
## 2016-09-23 0.1763537995 0.7751994812 0.388864004 0.776851792 0.779228568
## 2016-09-26 0.1261862742 0.7637223412 0.388440005 0.779228568 0.767383438
## 2016-09-27 0.1702894567 0.7589273708 0.383755669 0.767383438 0.754159244
## 2016-09-28 0.1696897140 0.7589273708 0.387527290 0.754159472 0.774078164
## 2016-09-29 0.3257094130 0.7789457021 0.397794346 0.774078164 0.795164844
## 2016-09-30 0.2293937989 0.7829851514 0.396519343 0.795164844 0.778097508
## 2016-10-03 0.1283879526 0.7763224540 0.389919208 0.778097508 0.771467973
## 2016-10-04 0.1699047653 0.7763224540 0.391037624 0.771467973 0.780172030
## 2016-10-05 0.1465870971 0.7760606103 0.388918434 0.780172258 0.776244320
## 2016-10-06 0.1871047547 0.7752180370 0.390094285 0.776244320 0.770369053
## 2016-10-07 0.1630846140 0.7694535805 0.387887615 0.770369053 0.771537952
## 2016-10-10 0.1446557612 0.7711263564 0.386282911 0.771538180 0.771844537
## 2016-10-11 0.2833383738 0.7767009018 0.390298369 0.771844537 0.776934536
## 2016-10-12 0.1779245852 0.7714406606 0.389427026 0.776934763 0.768940754
## 2016-10-13 0.2383037311 0.7488726173 0.383224427 0.768940982 0.744924305
## 2016-10-14 0.1719569013 0.7496460070 0.380661130 0.744924305 0.759792434
## 2016-10-17 0.1169585744 0.7550943267 0.379409239 0.759792434 0.751181151
## 2016-10-18 0.1619790650 0.7559343801 0.381086054 0.751181379 0.759336545
## 2016-10-19 0.1489107494 0.7637294428 0.383136253 0.759336773 0.767954894
## 2016-10-20 0.1050233674 0.7689026319 0.385620852 0.767954894 0.766035375
## 2016-10-21 0.1533094278 0.7708626800 0.387078329 0.766035375 0.770789611
## 2016-10-24 0.1341118497 0.7756406982 0.389544784 0.770789611 0.772024158
## 2016-10-25 0.1357431606 0.7744583924 0.387931066 0.772024158 0.773539076
## 2016-10-26 0.1104225421 0.7668413284 0.385555674 0.773539304 0.769036263
## 2016-10-27 0.1376782297 0.7627189505 0.383272848 0.769036490 0.759629909
## 2016-10-28 0.1393373528 0.7517551892 0.378504036 0.759630137 0.751835123
## 2016-10-31 0.1872601458 0.7505185903 0.375104295 0.751835351 0.747102542
## 2016-11-01 0.1508250145 0.7518353688 0.377327376 0.747102770 0.756507755
## 2016-11-02 0.1760180954 0.7431670355 0.376921173 0.756507983 0.742425123
## 2016-11-03 0.2174308729 0.7384020751 0.369781475 0.742425123 0.739106253
## 2016-11-04 0.1746408362 0.7294038599 0.368098882 0.739106253 0.726497053
## 2016-11-07 0.1233836823 0.7311265764 0.369256243 0.726497053 0.740576494
## 2016-11-08 0.1667093092 0.7452764467 0.376007303 0.740576494 0.749624063
## 2016-11-09 0.1552286600 0.7257451493 0.377095441 0.749624291 0.755941769
## 2016-11-10 0.2229756848 0.7607185835 0.386816117 0.755941769 0.767684096
## 2016-11-11 0.2459604354 0.7450691251 0.382587330 0.767684324 0.740369977
## 2016-11-14 0.1979677571 0.7321755549 0.375736539 0.740370204 0.727540811
## 2016-11-15 0.1675617270 0.7246214892 0.364675798 0.727540811 0.720663956
## 2016-11-16 0.1804894605 0.7252645297 0.367881393 0.720664184 0.733761869
## 2016-11-17 0.1662265057 0.7361075635 0.372470620 0.733762097 0.747729389
## 2016-11-18 0.1306304276 0.7505346263 0.375606878 0.747729389 0.747922914
## 2016-11-21 0.1338177927 0.7477727820 0.375577640 0.747922914 0.747249338
## 2016-11-22 0.1892962450 0.7519828993 0.379694101 0.747249566 0.759130255
## 2016-11-23 0.1681837705 0.7501779415 0.381214675 0.759130483 0.747703403
## 2016-11-24 0.1313606761 0.7478781609 0.375339350 0.747703403 0.746449481
## 2016-11-25 0.1037150068 0.7451309780 0.373378135 0.746449709 0.749519436
## 2016-11-28 0.1415471011 0.7427535377 0.376685078 0.749519436 0.738065915
## 2016-11-29 0.1818819411 0.7418667511 0.372753749 0.738066143 0.737237337
## 2016-11-30 0.2406272083 0.7395113029 0.371486604 0.737237337 0.738426067
## 2016-12-01 0.2955146603 0.7303059952 0.370782711 0.738426067 0.731988006
## 2016-12-02 0.1994056248 0.7166555293 0.364490204 0.731988234 0.716695217
## 2016-12-05 0.1737837046 0.7154216795 0.363906035 0.716695445 0.727122761
## 2016-12-06 0.1449640717 0.7139406474 0.363517859 0.727122989 0.709396437
## 2016-12-07 0.1597179495 0.7139406474 0.360112572 0.709396665 0.721709309
## 2016-12-08 0.1894802747 0.7263148828 0.371613954 0.721709309 0.746039409
## 2016-12-09 0.1592958019 0.7444936646 0.375738966 0.746039637 0.754165399
## 2016-12-12 0.1559903268 0.7482142280 0.379328807 0.754165399 0.745684272
## 2016-12-13 0.1866252613 0.7471375303 0.375154565 0.745684500 0.752782460
## 2016-12-14 0.1754957481 0.7516933363 0.377726761 0.752782460 0.749978516
## 2016-12-15 0.4949537361 0.7312459295 0.373610994 0.749978744 0.726615584
## 2016-12-19 0.1397460734 0.7312459295 0.368408937 0.726615812 0.730939233
## 2016-12-20 0.1693928902 0.7355087363 0.370080552 0.730939461 0.741476191
## 2016-12-21 0.0851107021 0.7414365302 0.369485057 0.741476191 0.737388692
## 2016-12-22 0.0790344555 0.7328646415 0.367680545 0.737388692 0.729863108
## 2016-12-23 0.0242742766 0.7232066625 0.363412813 0.729863108 0.719988101
## 2016-12-28 0.0694690220 0.7245852938 0.370714760 0.719988329 0.741008221
## 2016-12-29 0.0670771309 0.7457078131 0.374047936 0.741008449 0.749199630
## 2016-12-30 0.0462660761 0.7487773181 0.374723516 0.749199858 0.748549305
## 2017-01-03 0.0975663621 0.7532891399 0.378265976 0.748549305 0.756917371
## 2017-01-04 0.1150112581 0.7467471701 0.377143400 0.756917599 0.750981244
## 2017-01-05 0.1049463748 0.7460674760 0.377339279 0.750981472 0.744478218
## 2017-01-06 0.0897979864 0.7479267268 0.380135550 0.744478446 0.761370037
## 2017-01-09 0.0856024915 0.7610177680 0.383493919 0.761370265 0.757579778
## 2017-01-10 0.1180761249 0.7623647857 0.385991230 0.757579778 0.773318426
## 2017-01-11 0.1789492574 0.7764019464 0.393577000 0.773318426 0.789223017
## 2017-01-12 0.1638816736 0.7915311536 0.398120811 0.789223017 0.789369814
## 2017-01-13 0.1376579157 0.7939919807 0.398132714 0.789370041 0.797358353
## 2017-01-16 0.1484234364 0.7972007691 0.402184113 0.797358353 0.805649146
## 2017-01-17 0.2114537117 0.8009162927 0.401834767 0.805649374 0.797880801
## 2017-01-18 0.1627043224 0.8015914051 0.401725098 0.797880801 0.800514698
## 2017-01-19 0.1380655159 0.8019652712 0.400842198 0.800514698 0.799773651
## 2017-01-20 0.1181911237 0.7932825056 0.398855906 0.799773651 0.791373673
## 2017-01-23 0.1246815044 0.7949138172 0.400470433 0.791373673 0.802958262
## 2017-01-24 0.1767338393 0.8079702666 0.403955343 0.802958262 0.809831925
## 2017-01-25 0.1569950231 0.8126261827 0.408534517 0.809832153 0.807751933
## 2017-01-26 0.1755728638 0.8107092025 0.406586706 0.807752161 0.811284159
## 2017-01-27 0.1565484149 0.8034529468 0.405557620 0.811284159 0.801439013
## 2017-01-30 0.1371729494 0.7972055799 0.400209608 0.801439013 0.794306633
## 2017-01-31 0.1461027568 0.7926800130 0.399546046 0.794306861 0.797205630
## 2017-02-01 0.1725476791 0.8021890869 0.403322290 0.797205858 0.804408900
## 2017-02-02 0.1881872295 0.7989395214 0.401205874 0.804408900 0.795643527
## 2017-02-03 0.1415285484 0.7884174353 0.396762024 0.795643527 0.785285278
## 2017-02-06 0.1162005356 0.7867412230 0.394418065 0.785285278 0.782686484
## 2017-02-07 0.1334817107 0.7813075647 0.390548562 0.782686712 0.783387413
## 2017-02-08 0.1635268142 0.7773998390 0.390559425 0.783387641 0.774761542
## 2017-02-09 0.1540345589 0.7796324979 0.391055883 0.774761542 0.777060589
## 2017-02-10 0.2159003343 0.7819430454 0.396388872 0.777060589 0.794907494
## 2017-02-13 0.1362876465 0.7998792266 0.401382570 0.794907494 0.801048544
## 2017-02-14 0.1671596184 0.7917551983 0.399502364 0.801048772 0.789854879
## 2017-02-15 0.1705425781 0.7915465022 0.396384134 0.789855107 0.790299827
## 2017-02-16 0.2091811583 0.7901974228 0.395866644 0.790300055 0.792606852
## 2017-02-17 0.1402698395 0.7890068700 0.395222613 0.792607080 0.784336346
## 2017-02-20 0.1204665154 0.7892554268 0.396439373 0.784336574 0.791974078
## 2017-02-21 0.1719321101 0.7906917875 0.396535868 0.791974306 0.792612322
## 2017-02-22 0.1928841287 0.7827416345 0.397055092 0.792612550 0.781259552
## 2017-02-23 0.1945969889 0.7758910877 0.392541442 0.781259780 0.783414539
## 2017-02-24 0.1518864418 0.7734032286 0.390562314 0.783414766 0.770347855
## 2017-02-27 0.1232238937 0.7693479725 0.386205946 0.770348082 0.767778921
## 2017-02-28 0.2134132181 0.7645717870 0.383398118 0.767779149 0.759775566
## 2017-03-01 0.1735684783 0.7615790254 0.384865418 0.759775794 0.771996804
## 2017-03-02 0.1813994795 0.7768539304 0.388551985 0.771996804 0.776806431
## 2017-03-03 0.1582288070 0.7687014956 0.387212035 0.776806431 0.772599033
## 2017-03-06 0.1279315469 0.7709985272 0.386201554 0.772599033 0.767801260
## 2017-03-07 0.1586312433 0.7685331184 0.384007018 0.767801488 0.765057721
## 2017-03-08 0.1739765008 0.7649490894 0.382371574 0.765057949 0.763284770
## 2017-03-09 0.1856856350 0.7552074945 0.380356853 0.763284770 0.754411351
## 2017-03-10 0.1332730062 0.7591805093 0.381329660 0.754411351 0.762590451
## 2017-03-13 0.1191017777 0.7674007531 0.386775092 0.762590679 0.775944573
## 2017-03-14 0.1640985126 0.7750017811 0.389112695 0.775944573 0.772390236
## 2017-03-15 0.1810138660 0.7744329640 0.386873205 0.772390464 0.772439016
## 2017-03-16 0.4896423966 0.7772985836 0.397255246 0.772439244 0.796313455
## 2017-03-17 0.3257238244 0.7942609260 0.397101663 0.796313455 0.791800612
## 2017-03-20 0.0917179873 0.7952920359 0.398458023 0.791800612 0.796417854
## 2017-03-22 0.1663310420 0.7790066386 0.397154707 0.796418082 0.781445555
## 2017-03-23 0.1261541495 0.7810606114 0.390703648 0.781445555 0.779878665
## 2017-03-24 0.1414156627 0.7786293363 0.389803298 0.779878893 0.775053994
## 2017-03-27 0.1493614095 0.7676009731 0.386323589 0.775053994 0.772970583
## 2017-03-28 0.1974255300 0.7778328090 0.392019907 0.772970811 0.786289601
## 2017-03-29 0.1948028161 0.7855669352 0.394821957 0.786289829 0.789379615
## 2017-03-30 0.1384416294 0.7850146122 0.394002617 0.789379615 0.785194556
## 2017-03-31 0.3828695972 0.7841548575 0.395678624 0.785194556 0.780518733
## 2017-04-03 0.2263006737 0.7854187175 0.394983745 0.780518961 0.789675259
## 2017-04-04 0.2210704447 0.7946210471 0.400582875 0.789675487 0.794302302
## 2017-04-05 0.2400013661 0.7992710069 0.400724671 0.794302302 0.801809423
## 2017-04-06 0.2183964349 0.7962761835 0.399887997 0.801809423 0.800175745
## 2017-04-07 0.1578091617 0.7936866109 0.399059874 0.800175973 0.798692967
## 2017-04-10 0.1912111481 0.8036836350 0.402634692 0.798692967 0.805225853
## 2017-04-11 0.2007169799 0.8099195478 0.407303658 0.805225853 0.814234215
## 2017-04-12 0.1958044975 0.8169496969 0.411593000 0.814234215 0.814602117
## 2017-04-13 0.1642097534 0.8146302150 0.406373724 0.814602345 0.813665722
## 2017-04-18 0.1702242725 0.7986969208 0.405898877 0.813665722 0.794576063
## 2017-04-19 0.1665790446 0.7964871705 0.399362533 0.794576063 0.791666581
## 2017-04-20 0.1519888290 0.7886323166 0.394923421 0.791666809 0.790561279
## 2017-04-21 0.1238904971 0.7878614469 0.395897846 0.790561279 0.783676447
## 2017-04-24 0.1610848386 0.7885922268 0.399094427 0.783676675 0.800243900
## 2017-04-25 0.1479284653 0.8036465233 0.403501644 0.800244128 0.807903516
## 2017-04-26 0.1471262214 0.8123592991 0.407868875 0.807903744 0.817551490
## 2017-04-28 0.1523406571 0.8204927198 0.411397006 0.817551490 0.820665438
## 2017-05-02 0.1652359879 0.8257662480 0.412753712 0.820665666 0.822906815
## 2017-05-03 0.1737049274 0.8180722116 0.413379369 0.822907043 0.815407445
## 2017-05-04 0.2067442309 0.8136087267 0.407786710 0.815407445 0.811296924
## 2017-05-05 0.1655224258 0.8137656496 0.408788639 0.811297152 0.815233523
## 2017-05-08 0.1126464959 0.8171691600 0.408422883 0.815233751 0.817908907
## 2017-05-09 0.1329682110 0.8229956985 0.414874173 0.817908907 0.828767949
## 2017-05-10 0.1594309578 0.8326326016 0.416077874 0.828767949 0.830627519
## 2017-05-11 0.1391329827 0.8279656895 0.416697175 0.830627747 0.827428320
## 2017-05-12 0.1061044956 0.8275828891 0.412876324 0.827428548 0.826273782
## 2017-05-15 0.1010214487 0.8246167013 0.414498479 0.826273782 0.826019396
## 2017-05-16 0.1358939918 0.8251813949 0.413874902 0.826019396 0.825356761
## 2017-05-17 0.1900477138 0.8257738078 0.414980144 0.825356989 0.824873975
## 2017-05-18 0.2401405716 0.8289363211 0.415362541 0.824874203 0.829323222
## 2017-05-19 0.1575362575 0.8335269480 0.417185775 0.829323222 0.834570046
## 2017-05-22 0.1250696638 0.8379127733 0.419257352 0.834570046 0.836616074
## 2017-05-23 0.1492839518 0.8399788876 0.419839326 0.836616074 0.837341849
## 2017-05-24 0.1509905449 0.8317881957 0.417902264 0.837342077 0.831865941
## 2017-05-25 0.1745771227 0.8303415262 0.416558153 0.831865941 0.825477116
## 2017-05-26 0.1261085738 0.8242563512 0.412501323 0.825477116 0.824741995
## 2017-05-29 0.0601227646 0.8255179203 0.411514302 0.824741995 0.823558280
## 2017-05-30 0.1112209911 0.8260166375 0.413765580 0.823558508 0.828432415
## 2017-05-31 0.2940448182 0.8160768845 0.413385263 0.828432415 0.814859011
## 2017-06-01 0.4464175533 0.8033294702 0.406503848 0.814859011 0.798403705
## 2017-06-02 0.2207155282 0.7987825985 0.401964312 0.798403933 0.799521089
## 2017-06-05 0.2687715886 0.7975551630 0.400606450 0.799521317 0.799074774
## 2017-06-06 0.2106299799 0.7899044236 0.398501706 0.799075002 0.784982340
## 2017-06-07 0.2129372257 0.7868335441 0.393647262 0.784982340 0.781926746
## 2017-06-08 0.1735493785 0.7792753549 0.391006422 0.781926746 0.778295363
## 2017-06-09 0.1780880927 0.7829423126 0.391947103 0.778295591 0.784185674
## 2017-06-12 0.1729079166 0.7732272916 0.390953263 0.784185902 0.769302730
## 2017-06-13 0.1794206599 0.7741463791 0.387979140 0.769302730 0.770694786
## 2017-06-14 0.2557753157 0.7724319097 0.388113193 0.770694786 0.767596566
## 2017-06-15 0.5959204602 0.7554915595 0.382542954 0.767596794 0.752614465
## 2017-06-19 0.1998265544 0.7573748642 0.384007596 0.752614693 0.770485533
## 2017-06-20 0.1858712631 0.7646796859 0.384316264 0.770485761 0.760106541
## 2017-06-21 0.1726444446 0.7567329691 0.381543682 0.760106769 0.765625531
## 2017-06-22 0.1526659347 0.7565297710 0.381543682 0.765625759 0.758107241
## 2017-06-23 0.1422191893 0.7608292314 0.383508942 0.758107469 0.767923894
## 2017-06-26 0.1479721338 0.7678399083 0.384945965 0.767924122 0.763027649
## 2017-06-27 0.1318311948 0.7673427947 0.384152743 0.763027649 0.766299334
## 2017-06-28 0.1298684045 0.7680119509 0.384152974 0.766299334 0.770051299
## 2017-06-29 0.1644485950 0.7627409426 0.388026406 0.770051299 0.764560802
## 2017-06-30 0.1830298646 0.7645708707 0.385227823 0.764560802 0.770374296
## 2017-07-03 0.1592481364 0.7724923881 0.390339278 0.770374296 0.782974834
## 2017-07-04 0.0886926568 0.7780538757 0.390468593 0.782974834 0.780363503
## 2017-07-05 0.1510026832 0.7826745127 0.394325846 0.780363731 0.790271106
## 2017-07-06 0.1671090868 0.7884676048 0.396762371 0.790271334 0.785739343
## 2017-07-07 0.1382025399 0.7778456377 0.391740823 0.785739343 0.776967587
## 2017-07-10 0.1022521262 0.7791612708 0.390618016 0.776967587 0.783524636
## 2017-07-11 0.1804622924 0.7884394274 0.397092187 0.783524636 0.787820248
## 2017-07-12 0.1489106262 0.7927567563 0.399730253 0.787820476 0.799892410
## 2017-07-13 0.1511664875 0.8048890784 0.403480611 0.799892410 0.808895530
## 2017-07-14 0.1259050701 0.8114202812 0.406912825 0.808895758 0.815665478
## 2017-07-17 0.1372867234 0.8189929027 0.409564412 0.815665706 0.820895662
## 2017-07-18 0.1125068291 0.8124784231 0.409564412 0.820895890 0.807999252
## 2017-07-19 0.1735051089 0.8130367023 0.412980562 0.807999480 0.826906555
## 2017-07-20 0.1420751016 0.8319661944 0.417327801 0.826906783 0.831379052
## 2017-07-21 0.1260587396 0.8325203502 0.419415673 0.831379280 0.828538637
## 2017-07-24 0.1309508410 0.8336788311 0.418256348 0.828538865 0.833232468
## 2017-07-25 0.1240648338 0.8383959128 0.420827388 0.833232468 0.836206686
## 2017-07-26 0.1399873226 0.8396751213 0.422121575 0.836206914 0.843890464
## 2017-07-27 0.1846546206 0.8481414020 0.425690037 0.843890464 0.845091503
## 2017-07-28 0.1542088092 0.8418775410 0.422351082 0.845091731 0.844962258
## 2017-07-31 0.2161326240 0.8501843788 0.427353331 0.844962258 0.852351987
## 2017-08-01 0.1856332526 0.8547591988 0.427647438 0.852352215 0.856515619
## 2017-08-02 0.1891509910 0.8563295740 0.429520017 0.856515847 0.852194250
## 2017-08-03 0.2031709946 0.8574527759 0.431063820 0.852194478 0.863238839
## 2017-08-04 0.1636298033 0.8685523844 0.435051774 0.863238839 0.869161062
## 2017-08-07 0.1546206130 0.8745044613 0.439250516 0.869161290 0.874147801
## 2017-08-08 0.2025068049 0.8734651043 0.438626823 0.874148029 0.869964110
## 2017-08-10 0.1527200274 0.8657735879 0.436704784 0.869964110 0.863595116
## 2017-08-11 0.1322617633 0.8533862946 0.431211971 0.863595116 0.851160522
## 2017-08-14 0.1287022387 0.8564136480 0.430780229 0.851160522 0.858238423
## 2017-08-15 0.1280576079 0.8524777450 0.428866048 0.858238651 0.847244209
## 2017-08-16 0.1675711179 0.8524777450 0.430418402 0.847244209 0.859810100
## 2017-08-17 0.1379544802 0.8600760240 0.432444448 0.859810327 0.857090267
## 2017-08-18 0.1249052696 0.8572832533 0.428636655 0.857090267 0.854559173
## 2017-08-21 0.1189397446 0.8598292999 0.430512008 0.854559173 0.857893999
## 2017-08-22 0.1687091643 0.8631808080 0.435502354 0.857893999 0.871192730
## 2017-08-23 0.1818644247 0.8738916599 0.438439150 0.871192958 0.874118169
## 2017-08-24 0.2802612884 0.8794863648 0.442922291 0.874118397 0.883844556
## 2017-08-25 0.1681351642 0.8866287654 0.445036164 0.883844556 0.885369276
## 2017-08-28 0.1035621422 0.8857770287 0.442713584 0.885369276 0.883083677
## 2017-08-29 0.2102003260 0.8772981484 0.441092355 0.883083905 0.879755917
## 2017-08-30 0.1656824586 0.8790744706 0.442891089 0.879755917 0.874248325
## 2017-08-31 0.2490931721 0.8796169430 0.440892200 0.874248325 0.882320064
## 2017-09-01 0.1417529185 0.8856959328 0.442241857 0.882320064 0.882122892
## 2017-09-04 0.1212820818 0.8794197011 0.440689965 0.882122892 0.877550099
## 2017-09-05 0.1709534893 0.8790854667 0.439035107 0.877550099 0.873719494
## 2017-09-06 0.3181386465 0.8626369611 0.436344806 0.873719494 0.858570310
## 2017-09-07 0.1705088701 0.8562826116 0.433838366 0.858570310 0.867642041
## 2017-09-08 0.2039592494 0.8672156756 0.433648149 0.867642269 0.864142638
## 2017-09-11 0.2263259639 0.8694609341 0.435916877 0.864142866 0.870618766
## 2017-09-12 0.1232766616 0.8759692284 0.440273130 0.870618766 0.878765271
## 2017-09-13 0.1681309207 0.8792627782 0.439597550 0.878765271 0.873895695
## 2017-09-14 0.2276108512 0.8679421030 0.436434252 0.873895923 0.867006760
## 2017-09-15 0.3547700772 0.8649129169 0.433008625 0.867006988 0.862330025
## 2017-09-18 0.1420441041 0.8676392531 0.437093306 0.862330253 0.871560633
## 2017-09-19 0.1949071571 0.8692327658 0.436337063 0.871560861 0.870673245
## 2017-09-20 0.1824841162 0.8690265896 0.434981743 0.870673245 0.867397684
## 2017-09-21 0.6195938805 0.8689741292 0.435505820 0.867397684 0.867394949
## 2017-09-22 0.1560843541 0.8653392434 0.433552579 0.867394949 0.866765367
## 2017-09-26 0.1906717705 0.8504340810 0.432819333 0.866765595 0.849228693
## 2017-09-27 0.1909500507 0.8544721558 0.426968738 0.849228693 0.852503798
## 2017-09-28 0.1985629159 0.8515229203 0.426099360 0.852504026 0.847495632
## 2017-09-29 0.2152288811 0.8527210329 0.430944790 0.847495632 0.860843371
## 2017-10-02 0.1998291304 0.8661449341 0.435402623 0.860843371 0.865364648
## 2017-10-03 0.2246756847 0.8706888277 0.439931642 0.865364648 0.878585195
## 2017-10-04 0.9660103837 0.8839755072 0.443339010 0.878585195 0.887515144
## 2017-10-05 0.1696119843 0.8920514277 0.446935669 0.887515372 0.893208283
## 2017-10-06 0.2561010660 0.8986719735 0.450312066 0.893208511 0.898498416
## 2017-10-09 0.1544065274 0.9039885696 0.454906147 0.898498644 0.905296630
## 2017-10-10 0.1659579373 0.9094978259 0.453507375 0.905296858 0.907572199
## 2017-10-11 0.1930549463 0.9124495813 0.455793322 0.907572199 0.910781655
## 2017-10-12 0.1817481085 0.9127650309 0.455998677 0.910781655 0.910248494
## 2017-10-13 0.1860467240 0.9117261321 0.456865513 0.910248494 0.913194675
## 2017-10-16 0.1535438966 0.9187583430 0.462084673 0.913194903 0.919735995
## 2017-10-17 0.1566449790 0.9169281859 0.460149113 0.919735995 0.913333037
## 2017-10-18 0.1673444040 0.9139823866 0.460068103 0.913333265 0.919481609
## 2017-10-19 0.2118888910 0.9142834038 0.459545298 0.919481837 0.913656034
## 2017-10-20 0.1964210923 0.9192217812 0.460811981 0.913656034 0.914837470
## 2017-10-23 0.1250069248 0.9196320718 0.460143335 0.914837470 0.915998619
## 2017-10-24 0.1299965396 0.9161295968 0.458344023 0.915998619 0.913835882
## 2017-10-25 0.1669907800 0.9186114997 0.461277930 0.913835882 0.918814416
## 2017-10-26 0.2924621241 0.9244059664 0.467802718 0.918814416 0.929143943
## 2017-10-27 0.1969157064 0.9322830414 0.467325213 0.929143943 0.932283877
## 2017-10-30 0.1939991587 0.9364725411 0.469049177 0.932283877 0.936047239
## 2017-10-31 0.1738158406 0.9399514203 0.469783694 0.936047239 0.938348566
## 2017-11-01 0.1893877826 0.9440380610 0.478436455 0.938348794 0.950520796
## 2017-11-02 0.1310486699 0.9512927131 0.475314989 0.950521024 0.946351465
## 2017-11-03 0.1332351134 0.9520809933 0.478128249 0.946351693 0.953349586
## 2017-11-06 0.1130943794 0.9591141206 0.482518246 0.953349814 0.961041797
## 2017-11-07 0.1777902071 0.9668448105 0.487712098 0.961042025 0.965758878
## 2017-11-08 0.1800975792 0.9659213704 0.483247447 0.965758878 0.963375036
## 2017-11-09 0.1549347308 0.9626131592 0.484027727 0.963375264 0.958453261
## 2017-11-10 0.1658310339 0.9622734267 0.482541590 0.958453489 0.956493167
## 2017-11-13 0.1239902121 0.9619579772 0.482630458 0.956493395 0.957527578
## 2017-11-14 0.1850651199 0.9559894062 0.480352023 0.957527578 0.950629981
## 2017-11-15 0.2059640257 0.9487365868 0.477099047 0.950630209 0.943023705
## 2017-11-16 0.2354278355 0.9487365868 0.477299433 0.943023933 0.951321109
## 2017-11-17 0.1895298782 0.9570754964 0.483017015 0.951321337 0.964523420
## 2017-11-20 0.1732874568 0.9703438492 0.487009014 0.964523648 0.973007738
## 2017-11-21 0.1702389567 0.9788703791 0.495903532 0.973007738 0.989212532
## 2017-11-22 0.1755282485 0.9834264142 0.494897212 0.989212532 0.978719340
## 2017-11-23 0.1427355911 0.9732403952 0.490697315 0.978719340 0.968393003
## 2017-11-24 0.1275425460 0.9734532148 0.487309477 0.968393003 0.968980872
## 2017-11-27 0.1666930342 0.9692330178 0.486641987 0.968980872 0.965188105
## 2017-11-28 0.2650675571 0.9649266849 0.484832390 0.965188105 0.963483765
## 2017-11-29 0.1615490872 0.9663564021 0.487003236 0.963483765 0.971133351
## 2017-11-30 0.3751155405 0.9621980579 0.485731584 0.971133579 0.956418401
## 2017-12-01 0.1994992576 0.9522271493 0.478379713 0.956418401 0.949045312
## 2017-12-04 0.2118332255 0.9535615673 0.480874020 0.949045540 0.952645921
## 2017-12-05 0.2214401318 0.9387006182 0.476358868 0.952646149 0.938283146
## 2017-12-06 0.4494608444 0.9183982219 0.469077144 0.938283146 0.916239784
## 2017-12-07 0.7772262821 0.9159005122 0.458924148 0.916239784 0.916307939
## 2017-12-08 0.3612328863 0.9175957385 0.462882056 0.916308167 0.916288108
## 2017-12-11 0.2316570899 0.9168031057 0.460204236 0.916288336 0.915946647
## 2017-12-12 0.2766041153 0.9058934083 0.457753151 0.915946875 0.905148694
## 2017-12-13 1.0000000000 0.9021650559 0.454265583 0.905148922 0.901063702
## 2017-12-14 0.2798752038 0.9045782334 0.455999370 0.901063930 0.912487591
## 2017-12-15 0.5722826475 0.9041054028 0.455999370 0.912487591 0.902621702
## 2017-12-18 0.3385844846 0.9038518061 0.457761124 0.902621930 0.909338540
## 2017-12-19 0.4786422388 0.9128800314 0.465590731 0.909338540 0.919892593
## 2017-12-20 0.3848120133 0.9223203799 0.463260755 0.919892821 0.916739210
## 2017-12-21 0.5375213152 0.9223203799 0.469673563 0.916739210 0.933600028
## 2017-12-22 0.0580324006 0.9324905921 0.469131805 0.933600256 0.934248530
## 2017-12-27 0.0762350152 0.9307243496 0.467537617 0.934248530 0.935246243
## 2017-12-28 0.0834109194 0.9331764715 0.469582153 0.935246471 0.937728101
## 2017-12-29 0.0513277073 0.9403039816 0.475172385 0.937728329 0.950305844
## 2018-01-02 0.0956530754 0.9515577640 0.478472972 0.950305844 0.955468329
## 2018-01-03 0.1076445048 0.9446948467 0.482637969 0.955468557 0.953154465
## 2018-01-04 0.1498816400 0.9451124680 0.478823243 0.953154465 0.949669652
## 2018-01-05 0.1009733248 0.9505399410 0.478991156 0.949669880 0.955150346
## 2018-01-08 0.1135538924 0.9583327129 0.481849253 0.955150346 0.962471464
## 2018-01-09 0.1366851540 0.9648455889 0.483283965 0.962471692 0.964186974
## 2018-01-10 0.3468557968 0.9602824522 0.483007886 0.964187202 0.961132291
## 2018-01-11 0.2794606308 0.9526695117 0.480661153 0.961132291 0.952615833
## 2018-01-12 0.1076329354 0.9583766971 0.481857227 0.952616061 0.963491515
## 2018-01-15 0.1263030577 0.9681515092 0.484600802 0.963491515 0.967089162
## 2018-01-16 0.1732738547 0.9729221967 0.489066493 0.967089162 0.976403653
## 2018-01-17 0.1982826654 0.9773579624 0.496025797 0.976403881 0.982669160
## 2018-01-18 0.2474292630 0.9830026077 0.495848177 0.982669160 0.982625395
## 2018-01-19 0.1886645655 0.9814672825 1.000000000 0.982625623 0.982405201
## 2018-01-22 0.2071956507 0.9870251047 0.494659383 0.982405201 0.985765101
## 2018-01-23 0.2467377415 0.9916915586 0.499629044 0.985765101 0.995228212
## 2018-01-24 0.2075999258 0.9989512506 0.500591335 0.995228440 0.998594951
## 2018-01-25 0.1891096054 0.9951413441 0.500504662 0.998594951 1.000000000
## 2018-01-26 0.2042483084 1.0000000000 0.501428355 1.000000000 0.997973119
## 2018-01-29 0.2508672240 0.9833721212 0.499608936 0.997973346 0.979989218
## 2018-01-30 0.2525799393 0.9520092898 0.490221312 0.979989446 0.951253181
## 2018-01-31 0.2170395207 0.9533120941 0.479234300 0.951253181 0.950338896
## 2018-02-01 0.2481178900 0.9455518523 0.479339693 0.950338896 0.944691574
## 2018-02-02 0.2755476949 0.9312913340 0.474480857 0.944691574 0.930979580
## 2018-02-05 0.2424442126 0.8997605837 0.465374398 0.930979580 0.895805709
## 2018-02-06 0.2800928979 0.8549268888 0.447542142 0.895805937 0.879016921
## 2018-02-07 0.3006886384 0.8731013179 0.445336050 0.879017149 0.890624761
## 2018-02-08 0.3015239966 0.8863783759 0.445070371 0.890624989 0.884909056
## 2018-02-09 0.3240965217 0.8666869483 0.442017665 0.884909056 0.868198909
## 2018-02-12 0.2431633780 0.8709357809 0.439075554 0.868199137 0.875131837
## 2018-02-13 0.2012170301 0.8805048750 0.449425122 0.875131837 0.897976424
## 2018-02-14 0.2387435845 0.8928717797 0.452326093 0.897976652 0.902320588
## 2018-02-15 0.3078924170 0.9078298607 0.481339737 0.902320816 0.950953662
## 2018-02-16 0.2978349476 0.9424505045 0.478906564 0.950953890 0.941590619
## 2018-02-19 0.1730581760 0.9361685458 0.472739096 0.941590847 0.931995072
## 2018-02-20 0.2384707621 0.9144682751 0.465889230 0.931995072 0.914384089
## 2018-02-21 0.2670736598 0.9146371105 0.467183301 0.914384317 0.929820254
## 2018-02-22 0.2405552565 0.9131409588 0.464786761 0.929820482 0.919542698
## 2018-02-23 0.2280359694 0.9251381209 0.467594358 0.919542926 0.932316245
## 2018-02-26 0.1728288824 0.9379753363 0.472036359 0.932316245 0.935814280
## 2018-02-27 0.2049566738 0.9414910981 0.473757897 0.935814508 0.939422640
## 2018-02-28 0.2525698427 0.9257353445 0.469654842 0.939422640 0.923417980
## 2018-03-01 0.1933409507 0.9197207275 0.463011949 0.923417980 0.914256212
## 2018-03-02 0.2325434320 0.9031897515 0.456896022 0.914256212 0.910188088
## 2018-03-05 0.1559280072 0.9095727365 0.461254817 0.910188316 0.914010944
## 2018-03-06 0.1763974965 0.9195784660 0.474357090 0.914010944 0.944337804
## 2018-03-07 0.1774411362 0.9282172474 0.472146837 0.944338032 0.937950575
## 2018-03-08 0.2561720905 0.9427987132 0.473216023 0.937950803 0.937115615
## 2018-03-09 0.1583405724 0.9366910879 0.471295948 0.937115615 0.942659450
## 2018-03-12 0.1756227777 0.9483705096 0.477489302 0.942659678 0.943234554
## 2018-03-13 0.2268105551 0.9399653945 0.472849458 0.943234554 0.940728305
## 2018-03-14 0.2791199521 0.9293390748 0.470316901 0.940728533 0.925653659
## 2018-03-15 0.4064856733 0.9226573634 0.466939002 0.925653659 0.920652331
## 2018-03-16 0.4393945063 0.9223469537 0.464192884 0.920652559 0.918310431
## 2018-03-19 0.1665828281 0.9164260324 0.462624582 0.918310431 0.918022993
## 2018-03-20 0.1745352561 0.9215130857 0.462682248 0.918023221 0.922592366
## 2018-03-22 0.2351460731 0.8995065288 0.467533457 0.922592366 0.898332929
## 2018-03-23 0.4482774838 0.8767501779 0.448823271 0.898332929 0.879665195
## 2018-03-26 0.1895031948 0.8716766406 0.439876403 0.879665195 0.874440482
## 2018-03-27 0.1776902824 0.8747191136 0.444937705 0.874440482 0.871576361
## 2018-03-28 0.2537586356 0.8430630539 0.435258401 0.871576589 0.842244249
## 2018-03-29 0.3008872065 0.8474527736 0.429685734 0.842244249 0.858440838
## 2018-04-03 0.1870856159 0.8497624049 0.430039356 0.858440838 0.844542385
## 2018-04-04 0.1893775215 0.8076701658 0.421552659 0.844542385 0.838567734
## 2018-04-05 0.1666414995 0.8437578676 0.433184165 0.838567734 0.864974408
## 2018-04-06 0.1647192892 0.8635833097 0.436791109 0.864974408 0.867656173
## 2018-04-09 0.1867173138 0.8677006478 0.436983752 0.867656401 0.872505918
## 2018-04-10 0.1678129232 0.8778658201 0.445382852 0.872505918 0.887451776
## 2018-04-11 0.1921724403 0.8787436724 0.443806577 0.887451776 0.874295281
## 2018-04-12 0.1527315284 0.8747223208 0.442194592 0.874295509 0.881382528
## 2018-04-13 0.1475174114 0.8827590678 0.444867443 0.881382528 0.883255775
## 2018-04-16 0.1453808231 0.8844575013 0.444335161 0.883256003 0.887137668
## 2018-04-17 0.1273818925 0.8838728773 0.444562126 0.887137896 0.889263933
## 2018-04-18 0.1875480956 0.8940749322 0.454470706 0.889263933 0.909472343
## 2018-04-19 0.1636252187 0.9107051019 0.459775961 0.909472343 0.905221180
## 2018-04-20 0.1378650444 0.9050375481 0.453722669 0.905221180 0.906473279
## 2018-04-23 0.1321949131 0.9089807819 0.454584998 0.906473507 0.908702347
## 2018-04-24 0.1183604633 0.9141448076 0.458255502 0.908702347 0.908604103
## 2018-04-25 0.1722914699 0.8947976942 0.454030644 0.908604331 0.892921073
## 2018-04-26 0.1812683499 0.8929308836 0.452182217 0.892921301 0.903540090
## 2018-04-30 0.1408199741 0.9090552344 0.460512789 0.903540090 0.921389959
## 2018-05-02 0.1684044367 0.9252196750 0.463913916 0.921390187 0.926275035
## 2018-05-03 0.1542671303 0.9041024247 0.462989414 0.926275263 0.899456239
## 2018-05-04 0.1798726147 0.9049509541 0.457737896 0.899456239 0.908003697
## 2018-05-07 0.1034424520 0.9127650309 0.458195640 0.908003925 0.913288588
## 2018-05-08 0.1617418068 0.9093445683 0.459858473 0.913288816 0.908377070
## 2018-05-09 0.1566939656 0.9139164102 0.460715024 0.908377070 0.914072944
## 2018-05-10 0.1613699254 0.9196410061 0.461977315 0.914073172 0.916135613
## 2018-05-11 0.1425444256 0.9160123055 0.464146313 0.916135841 0.925646365
## 2018-05-14 0.1258762706 0.9273013670 0.465254675 0.925646593 0.930013779
## 2018-05-15 0.2364486588 0.9186964901 0.464884759 0.930013779 0.913540466
## 2018-05-16 0.1451892353 0.9090304932 0.466145086 0.913540694 0.930180407
## 2018-05-17 0.1540659456 0.9236747282 0.464969350 0.930180635 0.920207384
## 2018-05-18 0.1718207933 0.9170058456 0.461174270 0.920207612 0.911547321
## 2018-05-21 0.1195013622 0.9147376786 0.463897506 0.911547549 0.911932091
## 2018-05-22 0.1579799373 0.9082518346 0.460161131 0.911932091 0.918785011
## 2018-05-23 0.1767740151 0.8986623519 0.459192022 0.918785011 0.894202804
## 2018-05-24 0.1654694400 0.8896048038 0.450071695 0.894203032 0.886356503
## 2018-05-25 0.1361390614 0.8880330542 0.445561166 0.886356731 0.891320448
## 2018-05-28 0.1037251161 0.8904056837 0.448278161 0.891320676 0.889958936
## 2018-05-29 0.1595696019 0.8728671935 0.444577958 0.889959164 0.868954317
## 2018-05-30 0.2949630122 0.8591367770 0.434424269 0.868954317 0.861338011
## 2018-05-31 0.6461988100 0.8666422768 0.439080060 0.861338239 0.874017645
## 2018-06-01 0.1940219473 0.8793853384 0.450067882 0.874017873 0.899644521
## 2018-06-04 0.2166220614 0.9051401780 0.459711939 0.899644521 0.913064746
## 2018-06-05 0.1824480945 0.9096671194 0.457241439 0.913064746 0.910972673
## 2018-06-06 0.1811322337 0.9165249969 0.462202778 0.910972673 0.917873689
## 2018-06-07 0.2402607171 0.9234607632 0.466338191 0.917873917 0.924934950
## 2018-06-08 0.2027886485 0.9162762110 0.462309905 0.924934950 0.921107308
## 2018-06-11 0.1319777698 0.9242359856 0.462790068 0.921107308 0.919337776
## 2018-06-12 0.1417878025 0.9212184828 0.463174661 0.919338004 0.920744877
## 2018-06-13 0.1709710786 0.9251843959 0.466959572 0.920744877 0.925973921
## 2018-06-14 0.1634870420 0.9205252727 0.465399822 0.925974149 0.927306256
## 2018-06-15 0.4557647095 0.9133313281 0.465916040 0.927306256 0.908269025
## 2018-06-18 0.1317308847 0.8954709739 0.453860651 0.908269025 0.898611933
## 2018-06-19 0.2222923639 0.8790018508 0.448964720 0.898611933 0.876192691
## 2018-06-20 0.2557932056 0.8815712640 0.448244995 0.876192918 0.885272855
## 2018-06-21 0.2949254530 0.8809541100 0.447643260 0.885273083 0.875762559
PCECTPI <- ts(data$Close, 
              start = c(2018, 1), 
              end = c(2024, 4), 
              freq = 4)
# plot logarithm of the PCE Price Index
plot(PCECTPI,
     main = "closing stock price",
     ylab = "Logarithm",
     col = "blue", 
     lwd = 2)

PCECTPI <- ts(data$Close, 
              start = c(2018, 1, 1), 
              end = c(2024, 12, 31), 
              freq = 4)
# plot logarithm of the PCE Price Index
plot(PCECTPI,
     main = "closing stock price",
     ylab = "yearly closing Price",
     xlab = "year",
     col = "blue", 
     lwd = 2)

` There are null values within our dataset, the function anyNA(), helps to detect null values within our dataset, if there any null value the output will be True , no null values output is False.

PCECTPI <- ts(norm1$Close, 
              start = c(2018, 1), 
              end = c(2024, 4), 
              freq = 4)
# plot logarithm of the PCE Price Index
plot(PCECTPI,
     main = "closing stock price",
     ylab = "Logarithm",
     col = "blue", 
     lwd = 2)

We can observe that under our normalization and standazation of our dataset, the data nature does not change! We can conclude that our data can be normalized and applied to our training sets and believe we can obtain better statistical variables.

Sampling

We are going to sample our into training subsets of our datasets. Before we do sampling, let us make sure our data is in a time series format.

data_series= zoo(as.xts(norm2))
head(data_series)
##               Volume       Low      High      Open     Close
## 2008-06-20 0.1490492 0.2933704 0.1491790 0.3072927 0.2909986
## 2008-06-23 0.1087036 0.2886453 0.1445328 0.2911976 0.2885553
## 2008-06-24 0.1365335 0.2829303 0.1432730 0.2885553 0.2828439
## 2008-06-25 0.1715529 0.2774659 0.1367840 0.2828439 0.2769554
## 2008-06-26 0.1521348 0.2744434 0.1370923 0.2769554 0.2774927
## 2008-06-27 0.1598258 0.2712983 0.1385474 0.2774927 0.2863221
 train_index <- nrow(data_series) *0.8

train <- data_series[1:train_index,]
test <- data_series[-c(1:train_index),]
head(train)
##               Volume       Low      High      Open     Close
## 2008-06-20 0.1490492 0.2933704 0.1491790 0.3072927 0.2909986
## 2008-06-23 0.1087036 0.2886453 0.1445328 0.2911976 0.2885553
## 2008-06-24 0.1365335 0.2829303 0.1432730 0.2885553 0.2828439
## 2008-06-25 0.1715529 0.2774659 0.1367840 0.2828439 0.2769554
## 2008-06-26 0.1521348 0.2744434 0.1370923 0.2769554 0.2774927
## 2008-06-27 0.1598258 0.2712983 0.1385474 0.2774927 0.2863221
nrow(train)
## [1] 2000
nrow(test)
## [1] 501
plot(train)

var_model <- VAR(train, p = 5, type = "const")
summary(var_model)
## 
## VAR Estimation Results:
## ========================= 
## Endogenous variables: Volume, Low, High, Open, Close 
## Deterministic variables: const 
## Sample size: 1995 
## Log Likelihood: 41553.235 
## Roots of the characteristic polynomial:
## 0.9999 0.9062 0.8094 0.6658 0.6658 0.6192 0.6192 0.5815 0.5815 0.5632 0.5632 0.5564 0.5564 0.5481 0.5481 0.5351 0.5351 0.531 0.531 0.4764 0.4477 0.4477 0.4219 0.3915 0.3915
## Call:
## VAR(y = train, p = 5, type = "const")
## 
## 
## Estimation results for equation Volume: 
## ======================================= 
## Volume = Volume.l1 + Low.l1 + High.l1 + Open.l1 + Close.l1 + Volume.l2 + Low.l2 + High.l2 + Open.l2 + Close.l2 + Volume.l3 + Low.l3 + High.l3 + Open.l3 + Close.l3 + Volume.l4 + Low.l4 + High.l4 + Open.l4 + Close.l4 + Volume.l5 + Low.l5 + High.l5 + Open.l5 + Close.l5 + const 
## 
##            Estimate Std. Error t value Pr(>|t|)    
## Volume.l1  0.323160   0.023178  13.942  < 2e-16 ***
## Low.l1    -0.306359   0.334261  -0.917 0.359503    
## High.l1    2.069045   0.670907   3.084 0.002071 ** 
## Open.l1   -1.544236   2.506454  -0.616 0.537897    
## Close.l1  -0.507129   0.298816  -1.697 0.089831 .  
## Volume.l2  0.034711   0.024238   1.432 0.152281    
## Low.l2    -0.562132   0.334121  -1.682 0.092645 .  
## High.l2   -0.544095   0.670249  -0.812 0.417015    
## Open.l2   -3.349756   2.509498  -1.335 0.182086    
## Close.l2   1.639710   2.545096   0.644 0.519480    
## Volume.l3  0.062789   0.024315   2.582 0.009886 ** 
## Low.l3    -0.341661   0.335510  -1.018 0.308645    
## High.l3    0.144658   0.672762   0.215 0.829773    
## Open.l3   -2.436097   2.513871  -0.969 0.332633    
## Close.l3   3.746301   2.548499   1.470 0.141721    
## Volume.l4  0.080291   0.024346   3.298 0.000992 ***
## Low.l4     0.263103   0.332055   0.792 0.428253    
## High.l4    0.183663   0.670578   0.274 0.784200    
## Open.l4   -0.496667   2.512943  -0.198 0.843344    
## Close.l4   2.421301   2.552612   0.949 0.342962    
## Volume.l5  0.094608   0.023161   4.085 4.59e-05 ***
## Low.l5     0.128204   0.324226   0.395 0.692579    
## High.l5   -0.200404   0.667580  -0.300 0.764061    
## Open.l5    0.118096   0.260354   0.454 0.650168    
## Close.l5   0.396362   2.551583   0.155 0.876569    
## const      0.056799   0.009399   6.043 1.80e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 0.04458 on 1969 degrees of freedom
## Multiple R-Squared: 0.2528,  Adjusted R-squared: 0.2433 
## F-statistic: 26.64 on 25 and 1969 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Low: 
## ==================================== 
## Low = Volume.l1 + Low.l1 + High.l1 + Open.l1 + Close.l1 + Volume.l2 + Low.l2 + High.l2 + Open.l2 + Close.l2 + Volume.l3 + Low.l3 + High.l3 + Open.l3 + Close.l3 + Volume.l4 + Low.l4 + High.l4 + Open.l4 + Close.l4 + Volume.l5 + Low.l5 + High.l5 + Open.l5 + Close.l5 + const 
## 
##            Estimate Std. Error t value Pr(>|t|)    
## Volume.l1 -0.006106   0.003281  -1.861 0.062889 .  
## Low.l1     0.005313   0.047319   0.112 0.910606    
## High.l1   -0.236636   0.094977  -2.492 0.012802 *  
## Open.l1    0.612347   0.354825   1.726 0.084545 .  
## Close.l1   1.109468   0.042302  26.227  < 2e-16 ***
## Volume.l2 -0.003527   0.003431  -1.028 0.304127    
## Low.l2     0.086063   0.047300   1.820 0.068982 .  
## High.l2   -0.234483   0.094883  -2.471 0.013547 *  
## Open.l2   -0.241755   0.355256  -0.681 0.496262    
## Close.l2  -0.609991   0.360295  -1.693 0.090608 .  
## Volume.l3  0.004585   0.003442   1.332 0.183049    
## Low.l3     0.032753   0.047496   0.690 0.490539    
## High.l3   -0.117108   0.095239  -1.230 0.218985    
## Open.l3    1.027977   0.355875   2.889 0.003912 ** 
## Close.l3   0.321921   0.360777   0.892 0.372342    
## Volume.l4 -0.002667   0.003447  -0.774 0.439102    
## Low.l4     0.052220   0.047007   1.111 0.266752    
## High.l4   -0.007728   0.094930  -0.081 0.935127    
## Open.l4    0.304597   0.355743   0.856 0.391977    
## Close.l4  -1.085086   0.361359  -3.003 0.002709 ** 
## Volume.l5  0.002162   0.003279   0.659 0.509674    
## Low.l5     0.140525   0.045899   3.062 0.002231 ** 
## High.l5   -0.179304   0.094506  -1.897 0.057936 .  
## Open.l5   -0.015345   0.036857  -0.416 0.677212    
## Close.l5  -0.345162   0.361213  -0.956 0.339410    
## const     -0.005093   0.001331  -3.828 0.000133 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 0.006311 on 1969 degrees of freedom
## Multiple R-Squared: 0.9993,  Adjusted R-squared: 0.9993 
## F-statistic: 1.175e+05 on 25 and 1969 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation High: 
## ===================================== 
## High = Volume.l1 + Low.l1 + High.l1 + Open.l1 + Close.l1 + Volume.l2 + Low.l2 + High.l2 + Open.l2 + Close.l2 + Volume.l3 + Low.l3 + High.l3 + Open.l3 + Close.l3 + Volume.l4 + Low.l4 + High.l4 + Open.l4 + Close.l4 + Volume.l5 + Low.l5 + High.l5 + Open.l5 + Close.l5 + const 
## 
##             Estimate Std. Error t value Pr(>|t|)    
## Volume.l1 -6.934e-04  1.459e-03  -0.475  0.63475    
## Low.l1    -5.723e-02  2.105e-02  -2.719  0.00660 ** 
## High.l1    7.380e-02  4.224e-02   1.747  0.08078 .  
## Open.l1    5.200e-01  1.578e-01   3.295  0.00100 ** 
## Close.l1   5.011e-01  1.881e-02  26.635  < 2e-16 ***
## Volume.l2  7.738e-05  1.526e-03   0.051  0.95957    
## Low.l2    -4.976e-02  2.104e-02  -2.365  0.01810 *  
## High.l2    6.657e-02  4.220e-02   1.577  0.11487    
## Open.l2   -3.810e-01  1.580e-01  -2.411  0.01599 *  
## Close.l2  -5.084e-01  1.602e-01  -3.172  0.00153 ** 
## Volume.l3  1.036e-03  1.531e-03   0.676  0.49887    
## Low.l3    -5.410e-02  2.113e-02  -2.561  0.01051 *  
## High.l3    4.092e-02  4.236e-02   0.966  0.33413    
## Open.l3    1.405e-01  1.583e-01   0.888  0.37486    
## Close.l3   4.055e-01  1.605e-01   2.527  0.01158 *  
## Volume.l4 -6.296e-04  1.533e-03  -0.411  0.68131    
## Low.l4    -5.674e-02  2.091e-02  -2.714  0.00671 ** 
## High.l4    9.258e-02  4.222e-02   2.193  0.02844 *  
## Open.l4    1.236e-01  1.582e-01   0.781  0.43463    
## Close.l4  -1.001e-01  1.607e-01  -0.623  0.53353    
## Volume.l5  1.022e-03  1.458e-03   0.701  0.48350    
## Low.l5     1.480e-02  2.041e-02   0.725  0.46843    
## High.l5    6.855e-02  4.203e-02   1.631  0.10309    
## Open.l5   -2.612e-02  1.639e-02  -1.594  0.11118    
## Close.l5  -1.375e-01  1.607e-01  -0.856  0.39203    
## const     -3.613e-03  5.918e-04  -6.106 1.23e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 0.002807 on 1969 degrees of freedom
## Multiple R-Squared: 0.9995,  Adjusted R-squared: 0.9995 
## F-statistic: 1.521e+05 on 25 and 1969 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Open: 
## ===================================== 
## Open = Volume.l1 + Low.l1 + High.l1 + Open.l1 + Close.l1 + Volume.l2 + Low.l2 + High.l2 + Open.l2 + Close.l2 + Volume.l3 + Low.l3 + High.l3 + Open.l3 + Close.l3 + Volume.l4 + Low.l4 + High.l4 + Open.l4 + Close.l4 + Volume.l5 + Low.l5 + High.l5 + Open.l5 + Close.l5 + const 
## 
##             Estimate Std. Error t value Pr(>|t|)    
## Volume.l1  2.140e-04  2.143e-04   0.999   0.3180    
## Low.l1     1.860e-03  3.090e-03   0.602   0.5472    
## High.l1    2.844e-03  6.202e-03   0.459   0.6466    
## Open.l1   -3.754e-03  2.317e-02  -0.162   0.8713    
## Close.l1   9.967e-01  2.762e-03 360.801   <2e-16 ***
## Volume.l2  9.236e-05  2.241e-04   0.412   0.6802    
## Low.l2    -6.575e-03  3.089e-03  -2.129   0.0334 *  
## High.l2   -1.261e-02  6.196e-03  -2.035   0.0420 *  
## Open.l2   -5.279e-03  2.320e-02  -0.228   0.8200    
## Close.l2   1.001e-02  2.353e-02   0.425   0.6706    
## Volume.l3 -1.047e-04  2.248e-04  -0.466   0.6415    
## Low.l3    -3.696e-03  3.102e-03  -1.192   0.2336    
## High.l3    6.781e-04  6.219e-03   0.109   0.9132    
## Open.l3   -5.774e-03  2.324e-02  -0.248   0.8038    
## Close.l3   1.249e-02  2.356e-02   0.530   0.5960    
## Volume.l4  7.049e-05  2.251e-04   0.313   0.7542    
## Low.l4    -2.653e-03  3.070e-03  -0.864   0.3875    
## High.l4   -1.020e-02  6.199e-03  -1.645   0.1001    
## Open.l4    2.771e-03  2.323e-02   0.119   0.9051    
## Close.l4   1.388e-02  2.360e-02   0.588   0.5564    
## Volume.l5 -9.491e-05  2.141e-04  -0.443   0.6576    
## Low.l5     3.019e-03  2.997e-03   1.007   0.3140    
## High.l5    5.603e-03  6.172e-03   0.908   0.3641    
## Open.l5   -2.618e-03  2.407e-03  -1.088   0.2768    
## Close.l5  -3.330e-03  2.359e-02  -0.141   0.8877    
## const     -1.395e-04  8.689e-05  -1.605   0.1087    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 0.0004121 on 1969 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 2.738e+07 on 25 and 1969 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Close: 
## ====================================== 
## Close = Volume.l1 + Low.l1 + High.l1 + Open.l1 + Close.l1 + Volume.l2 + Low.l2 + High.l2 + Open.l2 + Close.l2 + Volume.l3 + Low.l3 + High.l3 + Open.l3 + Close.l3 + Volume.l4 + Low.l4 + High.l4 + Open.l4 + Close.l4 + Volume.l5 + Low.l5 + High.l5 + Open.l5 + Close.l5 + const 
## 
##             Estimate Std. Error t value Pr(>|t|)    
## Volume.l1 -0.0066456  0.0048496  -1.370  0.17074    
## Low.l1    -0.0740232  0.0699375  -1.058  0.28999    
## High.l1   -0.0480879  0.1403741  -0.343  0.73196    
## Open.l1    1.4535074  0.5244263   2.772  0.00563 ** 
## Close.l1   1.0581326  0.0625214  16.924  < 2e-16 ***
## Volume.l2 -0.0042794  0.0050714  -0.844  0.39886    
## Low.l2    -0.0135952  0.0699082  -0.194  0.84583    
## High.l2    0.0513862  0.1402363   0.366  0.71409    
## Open.l2   -0.8967951  0.5250631  -1.708  0.08780 .  
## Close.l2  -1.4804635  0.5325114  -2.780  0.00548 ** 
## Volume.l3  0.0048080  0.0050874   0.945  0.34474    
## Low.l3    -0.0167657  0.0701989  -0.239  0.81126    
## High.l3   -0.0184928  0.1407622  -0.131  0.89549    
## Open.l3    1.2168824  0.5259781   2.314  0.02079 *  
## Close.l3   0.9537739  0.5332233   1.789  0.07382 .  
## Volume.l4 -0.0003470  0.0050940  -0.068  0.94570    
## Low.l4     0.0143122  0.0694761   0.206  0.83681    
## High.l4    0.1273427  0.1403052   0.908  0.36419    
## Open.l4    0.8239945  0.5257839   1.567  0.11723    
## Close.l4  -1.2650579  0.5340838  -2.369  0.01795 *  
## Volume.l5  0.0044324  0.0048459   0.915  0.36049    
## Low.l5     0.1154702  0.0678379   1.702  0.08888 .  
## High.l5   -0.0002226  0.1396779  -0.002  0.99873    
## Open.l5   -0.0379264  0.0544739  -0.696  0.48637    
## Close.l5  -0.9086909  0.5338685  -1.702  0.08890 .  
## const      0.0012714  0.0019666   0.646  0.51804    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 0.009327 on 1969 degrees of freedom
## Multiple R-Squared: 0.9985,  Adjusted R-squared: 0.9985 
## F-statistic: 5.341e+04 on 25 and 1969 DF,  p-value: < 2.2e-16 
## 
## 
## 
## Covariance matrix of residuals:
##            Volume        Low      High       Open      Close
## Volume  1.987e-03 -2.913e-05 1.290e-05  4.560e-07 -3.874e-06
## Low    -2.913e-05  3.983e-05 1.169e-05 -3.900e-07  5.106e-05
## High    1.290e-05  1.169e-05 7.878e-06  4.152e-08  2.175e-05
## Open    4.560e-07 -3.900e-07 4.152e-08  1.698e-07 -2.377e-07
## Close  -3.874e-06  5.106e-05 2.175e-05 -2.377e-07  8.700e-05
## 
## Correlation matrix of residuals:
##           Volume     Low    High     Open     Close
## Volume  1.000000 -0.1035 0.10309  0.02482 -0.009317
## Low    -0.103545  1.0000 0.66002 -0.14996  0.867461
## High    0.103089  0.6600 1.00000  0.03589  0.830745
## Open    0.024821 -0.1500 0.03589  1.00000 -0.061832
## Close  -0.009317  0.8675 0.83074 -0.06183  1.000000
#ADF test
adf.test(train$Volume, alternative ="stationary")
## Warning in adf.test(train$Volume, alternative = "stationary"): p-value smaller
## than printed p-value
## 
##  Augmented Dickey-Fuller Test
## 
## data:  train$Volume
## Dickey-Fuller = -8.9361, Lag order = 12, p-value = 0.01
## alternative hypothesis: stationary
adf.test(train$Close, alternative ="stationary")
## 
##  Augmented Dickey-Fuller Test
## 
## data:  train$Close
## Dickey-Fuller = -3.9045, Lag order = 12, p-value = 0.01376
## alternative hypothesis: stationary
adf.test(train$Open, alternative ="stationary")
## Warning in adf.test(train$Open, alternative = "stationary"): p-value smaller
## than printed p-value
## 
##  Augmented Dickey-Fuller Test
## 
## data:  train$Open
## Dickey-Fuller = -3.985, Lag order = 12, p-value = 0.01
## alternative hypothesis: stationary
adf.test(train$Low, alternative ="stationary")
## 
##  Augmented Dickey-Fuller Test
## 
## data:  train$Low
## Dickey-Fuller = -3.9002, Lag order = 12, p-value = 0.01398
## alternative hypothesis: stationary
adf.test(train$High, alternative ="stationary")
## 
##  Augmented Dickey-Fuller Test
## 
## data:  train$High
## Dickey-Fuller = -3.9091, Lag order = 12, p-value = 0.01353
## alternative hypothesis: stationary
# tranform series

train_log =log(train)
head(train_log)
##               Volume       Low      High      Open     Close
## 2008-06-20 -1.903479 -1.226319 -1.902608 -1.179954 -1.234437
## 2008-06-23 -2.219131 -1.242557 -1.934249 -1.233753 -1.242869
## 2008-06-24 -1.991185 -1.262555 -1.943004 -1.242869 -1.262860
## 2008-06-25 -1.762863 -1.282057 -1.989352 -1.262860 -1.283899
## 2008-06-26 -1.882988 -1.293010 -1.987101 -1.283899 -1.281961
## 2008-06-27 -1.833671 -1.304536 -1.976543 -1.281961 -1.250638
plot(train_log)

train_log_diff =diff(train_log, differences = 1)
head(train_log_diff)
##                 Volume         Low         High         Open        Close
## 2008-06-23 -0.31565200 -0.01623738 -0.031640452 -0.053798814 -0.008431832
## 2008-06-24  0.22794535 -0.01999793 -0.008755023 -0.009115435 -0.019991507
## 2008-06-25  0.22832195 -0.01950238 -0.046348610 -0.019991507 -0.021038629
## 2008-06-26 -0.12012481 -0.01095315  0.002251539 -0.021038629  0.001938018
## 2008-06-27  0.04931714 -0.01152610  0.010557725  0.001938018  0.031322869
## 2008-06-30 -0.21454862  0.06234140  0.031334924  0.031322869  0.003017483

ARIMA MODEL

It is always wise to look for other predictive techniques, we cannot make firm conclusion based on one testing and training techniques, in this task we gonna look at ARIMA MODEL FOR OUR TRAIN DATA.

UNIVARIETE ARIMA

arimaModel_1=arima(train$Close, order=c(0,1,2))
arimaModel_2=arima(train$Close, order=c(1,1,0))
arimaModel_3=arima(train$Close, order=c(1,1,2))
print(arimaModel_1);print(arimaModel_2);print(arimaModel_3)
## 
## Call:
## arima(x = train$Close, order = c(0, 1, 2))
## 
## Coefficients:
##           ma1      ma2
##       -0.0756  -0.1073
## s.e.   0.0262   0.0294
## 
## sigma^2 estimated as 7.518e-05:  log likelihood = 6441.88,  aic = -12877.75
## 
## Call:
## arima(x = train$Close, order = c(1, 1, 0))
## 
## Coefficients:
##           ar1
##       -0.0986
## s.e.   0.0244
## 
## sigma^2 estimated as 7.51e-05:  log likelihood = 6433.78,  aic = -12863.57
## 
## Call:
## arima(x = train$Close, order = c(1, 1, 2))
## 
## Coefficients:
##           ar1     ma1      ma2
##       -0.6926  0.6261  -0.1850
## s.e.   0.1206  0.1213   0.0311
## 
## sigma^2 estimated as 7.391e-05:  log likelihood = 6445.67,  aic = -12883.34
forecast1=predict(arimaModel_1, 10)
forecast2=predict(arimaModel_2, 10)
forecast3=predict(arimaModel_3, 10)

Our mean absolute error on univariate arima is quite convincing that our ARIMA model might be our good model compared to VAR model. Mean absolute percentage error (MAPE) The mean absolute percentage error (MAPE) is a statistical measure of how accurate a forecast system is The MAPE is a measure of error, high numbers are bad and low numbers are good.

Hence our MAPE is too bad. We need more information to optimize our forecasting.

train[,1]
##   2008-06-20   2008-06-23   2008-06-24   2008-06-25   2008-06-26   2008-06-27 
## 0.1490492259 0.1087035687 0.1365334954 0.1715529419 0.1521348216 0.1598257652 
##   2008-06-30   2008-07-01   2008-07-02   2008-07-03   2008-07-04   2008-07-07 
## 0.1289643017 0.1469050240 0.1297218281 0.1730162847 0.1103407508 0.1051152597 
##   2008-07-08   2008-07-09   2008-07-10   2008-07-11   2008-07-14   2008-07-15 
## 0.1529216968 0.1324755942 0.1024278005 0.1042988389 0.0410422992 0.1275198024 
##   2008-07-16   2008-07-17   2008-07-18   2008-07-21   2008-07-22   2008-07-23 
## 0.1614774834 0.2831849343 0.1934607964 0.1565184476 0.1724016993 0.1806972309 
##   2008-07-24   2008-07-25   2008-07-28   2008-07-29   2008-07-30   2008-07-31 
## 0.1551657062 0.1160015873 0.0926245113 0.1100321998 0.1690222450 0.1586145798 
##   2008-08-01   2008-08-04   2008-08-05   2008-08-06   2008-08-07   2008-08-08 
## 0.1296915181 0.1131841827 0.1579617724 0.1864382566 0.1159255341 0.1424113700 
##   2008-08-11   2008-08-12   2008-08-13   2008-08-14   2008-08-15   2008-08-18 
## 0.1333456523 0.1915503208 0.1491613580 0.1580780600 0.1595297823 0.0803221481 
##   2008-08-19   2008-08-20   2008-08-21   2008-08-22   2008-08-25   2008-08-26 
## 0.1545173624 0.1628375914 0.1203133223 0.1183917741 0.0427041334 0.0974091548 
##   2008-08-27   2008-08-28   2008-08-29   2008-09-01   2008-09-02   2008-09-03 
## 0.1036760582 0.1729898199 0.1266426934 0.0747646013 0.1269919582 0.1149285237 
##   2008-09-04   2008-09-05   2008-09-08   2008-09-09   2008-09-10   2008-09-11 
## 0.1513960531 0.1327079206 0.0677181885 0.1853018018 0.2125159633 0.1758097231 
##   2008-09-12   2008-09-15   2008-09-16   2008-09-17   2008-09-18   2008-09-19 
## 0.1549178960 0.1346051826 0.1959455538 0.2137117763 0.2472278161 0.2755027497 
##   2008-09-22   2008-09-23   2008-09-25   2008-09-26   2008-09-29   2008-09-30 
## 0.1785825664 0.1706239900 0.1348688440 0.1134409082 0.1524450251 0.2022256121 
##   2008-10-01   2008-10-02   2008-10-03   2008-10-06   2008-10-07   2008-10-08 
## 0.1429794539 0.1515118320 0.1515041356 0.1872698703 0.2291130149 0.2235116636 
##   2008-10-09   2008-10-10   2008-10-13   2008-10-14   2008-10-15   2008-10-16 
## 0.1610177104 0.2435761272 0.1758240856 0.2216309321 0.1612616183 0.2105058907 
##   2008-10-17   2008-10-20   2008-10-21   2008-10-22   2008-10-23   2008-10-24 
## 0.2242583208 0.1228376671 0.1786886462 0.2186553351 0.2688473300 0.2253348667 
##   2008-10-27   2008-10-28   2008-10-29   2008-10-30   2008-10-31   2008-11-03 
## 0.1741313906 0.2238185028 0.2381429739 0.2726044202 0.2028530594 0.1565769311 
##   2008-11-04   2008-11-05   2008-11-06   2008-11-07   2008-11-10   2008-11-11 
## 0.1396135536 0.1717572954 0.1729572075 0.1433456339 0.1738625863 0.1249253582 
##   2008-11-12   2008-11-13   2008-11-14   2008-11-17   2008-11-18   2008-11-19 
## 0.1292407085 0.1528627977 0.1632794684 0.1084435339 0.1506936640 0.1742076978 
##   2008-11-20   2008-11-21   2008-11-24   2008-11-25   2008-11-26   2008-11-27 
## 0.1737233305 0.1150813034 0.1310633375 0.2429311342 0.1710011277 0.1577493219 
##   2008-11-28   2008-12-01   2008-12-02   2008-12-03   2008-12-04   2008-12-05 
## 0.1451468563 0.1291391840 0.1682969787 0.1341389945 0.1287700921 0.1514826658 
##   2008-12-08   2008-12-09   2008-12-10   2008-12-11   2008-12-12   2008-12-15 
## 0.1350606024 0.1379436022 0.1935612719 0.2143540362 0.1571241237 0.1396734310 
##   2008-12-17   2008-12-18   2008-12-19   2008-12-22   2008-12-23   2008-12-24 
## 0.1530975461 0.1814670194 0.1676335127 0.0838384512 0.0478085944 0.0112765331 
##   2008-12-29   2008-12-30   2008-12-31   2009-01-02   2009-01-05   2009-01-06 
## 0.0299544315 0.0403737984 0.0133497474 0.0205377575 0.0704500685 0.0860058137 
##   2009-01-07   2009-01-08   2009-01-09   2009-01-12   2009-01-13   2009-01-14 
## 0.1130480214 0.0742474089 0.0821656562 0.0781308261 0.1171548934 0.1182138718 
##   2009-01-15   2009-01-16   2009-01-19   2009-01-20   2009-01-21   2009-01-22 
## 0.1393335166 0.1237631308 0.1252986944 0.1488234101 0.1541419139 0.1178310124 
##   2009-01-23   2009-01-26   2009-01-27   2009-01-28   2009-01-29   2009-01-30 
## 0.1592123175 0.1130396029 0.1373504723 0.1694417866 0.1147750752 0.1388028972 
##   2009-02-02   2009-02-03   2009-02-04   2009-02-05   2009-02-06   2009-02-09 
## 0.1238221365 0.1175207849 0.1224527255 0.1765714665 0.1324852211 0.0951277335 
##   2009-02-10   2009-02-11   2009-02-12   2009-02-13   2009-02-16   2009-02-17 
## 0.0977051926 0.1121070079 0.1410067143 0.1342010458 0.0691279541 0.1438149113 
##   2009-02-18   2009-02-19   2009-02-20   2009-02-23   2009-02-24   2009-02-25 
## 0.1395077631 0.2031676363 0.2040900551 0.1112151719 0.1530156489 0.1229408088 
##   2009-02-26   2009-02-27   2009-03-02   2009-03-03   2009-03-04   2009-03-05 
## 0.1098235441 0.1338597780 0.1077087173 0.1544965426 0.1957224086 0.2395590983 
##   2009-03-06   2009-03-09   2009-03-10   2009-03-11   2009-03-12   2009-03-13 
## 0.1270804818 0.1413790150 0.2304013424 0.2327872452 0.2206637169 0.1815477595 
##   2009-03-16   2009-03-17   2009-03-18   2009-03-19   2009-03-20   2009-03-23 
## 0.1260888180 0.1709919645 0.1983777530 0.3145873301 0.2480575895 0.1882458618 
##   2009-03-24   2009-03-25   2009-03-26   2009-03-27   2009-03-30   2009-03-31 
## 0.1894879140 0.1424236187 0.1586514319 0.1415886212 0.1103452234 0.1336315530 
##   2009-04-01   2009-04-02   2009-04-03   2009-04-06   2009-04-07   2009-04-08 
## 0.1440944607 0.2584828343 0.1779271567 0.1317485634 0.1475300253 0.1395195159 
##   2009-04-09   2009-04-14   2009-04-15   2009-04-16   2009-04-17   2009-04-20 
## 0.1244864156 0.1480480134 0.1374798149 0.1269337498 0.1351572056 0.1125597578 
##   2009-04-21   2009-04-23   2009-04-24   2009-04-28   2009-04-29   2009-04-30 
## 0.1433120297 0.0999675570 0.1192479484 0.1423109419 0.1160421613 0.1512668044 
##   2009-05-04   2009-05-05   2009-05-06   2009-05-07   2009-05-08   2009-05-11 
## 0.1142546237 0.1526482297 0.1956737910 0.1793181712 0.1107148061 0.1109629897 
##   2009-05-12   2009-05-13   2009-05-14   2009-05-15   2009-05-18   2009-05-19 
## 0.1433173657 0.1587476301 0.1448996938 0.1177588998 0.0989615878 0.1878512632 
##   2009-05-20   2009-05-21   2009-05-22   2009-05-25   2009-05-26   2009-05-27 
## 0.1867813001 0.1520863859 0.1038201113 0.0707401315 0.1340002549 0.1154285250 
##   2009-05-28   2009-05-29   2009-06-01   2009-06-02   2009-06-03   2009-06-04 
## 0.1303123714 0.1662016611 0.1246353681 0.1638044571 0.1681121847 0.1381339110 
##   2009-06-05   2009-06-08   2009-06-09   2009-06-10   2009-06-11   2009-06-12 
## 0.1318698279 0.1283154433 0.1281319937 0.1377205705 0.1346045484 0.1125797074 
##   2009-06-15   2009-06-17   2009-06-18   2009-06-19   2009-06-22   2009-06-23 
## 0.0850918383 0.1500860627 0.1324317220 0.1538874549 0.1264422692 0.1417332274 
##   2009-06-24   2009-06-25   2009-06-26   2009-06-29   2009-06-30   2009-07-01 
## 0.1494442987 0.1252631543 0.1034663182 0.0881380826 0.1434577269 0.1502156480 
##   2009-07-02   2009-07-03   2009-07-06   2009-07-07   2009-07-08   2009-07-09 
## 0.1683601084 0.0809707864 0.0985447349 0.1285994443 0.1579794699 0.1331902771 
##   2009-07-10   2009-07-13   2009-07-14   2009-07-15   2009-07-16   2009-07-17 
## 0.0807415822 0.1040662727 0.1440548846 0.1324080677 0.1217572543 0.0877911067 
##   2009-07-20   2009-07-21   2009-07-22   2009-07-23   2009-07-24   2009-07-27 
## 0.0932052662 0.1391334275 0.1778486335 0.1606084420 0.1556469384 0.1744302990 
##   2009-07-28   2009-07-29   2009-07-30   2009-07-31   2009-08-03   2009-08-04 
## 0.1621162205 0.1215195828 0.1228991707 0.1500111682 0.1268502609 0.1447357377 
##   2009-08-05   2009-08-06   2009-08-07   2009-08-11   2009-08-12   2009-08-13 
## 0.1540661252 0.2112044376 0.1689569835 0.1645531696 0.1657981480 0.2081413420 
##   2009-08-14   2009-08-17   2009-08-18   2009-08-19   2009-08-20   2009-08-21 
## 0.1632182542 0.1626348482 0.1770129799 0.1900598288 0.1453255311 0.1534487948 
##   2009-08-24   2009-08-25   2009-08-26   2009-08-27   2009-08-28   2009-08-31 
## 0.1652557684 0.1395968931 0.1306998725 0.1197239250 0.1248705231 0.0919025807 
##   2009-09-01   2009-09-02   2009-09-03   2009-09-04   2009-09-07   2009-09-08 
## 0.1171544914 0.1658038561 0.1331039259 0.1020512857 0.0919067640 0.1488387240 
##   2009-09-09   2009-09-10   2009-09-11   2009-09-14   2009-09-15   2009-09-16 
## 0.1207624637 0.1454953583 0.1576330095 0.1113690217 0.1440363109 0.1279177134 
##   2009-09-17   2009-09-18   2009-09-21   2009-09-22   2009-09-23   2009-09-25 
## 0.2677501883 0.1890881341 0.1409300419 0.1196714058 0.1541944000 0.1218895471 
##   2009-09-28   2009-09-29   2009-09-30   2009-10-01   2009-10-02   2009-10-05 
## 0.0914793990 0.1206561660 0.1378508967 0.1404985747 0.1412260511 0.1319081536 
##   2009-10-06   2009-10-07   2009-10-08   2009-10-09   2009-10-12   2009-10-13 
## 0.1583018582 0.1511003309 0.1469260805 0.1013924907 0.1312903362 0.1875465957 
##   2009-10-14   2009-10-15   2009-10-16   2009-10-19   2009-10-20   2009-10-21 
## 0.1878129045 0.1862527037 0.1376994952 0.1202824548 0.1595877142 0.1785137684 
##   2009-10-22   2009-10-23   2009-10-26   2009-10-27   2009-10-28   2009-10-29 
## 0.1454421839 0.1491399476 0.1418639354 0.1377297427 0.1561179960 0.1414662799 
##   2009-10-30   2009-11-02   2009-11-03   2009-11-04   2009-11-05   2009-11-06 
## 0.1362481771 0.1243940543 0.1614609386 0.1650277801 0.1504853623 0.1165237272 
##   2009-11-09   2009-11-10   2009-11-11   2009-11-12   2009-11-13   2009-11-16 
## 0.1140142312 0.1631928235 0.1553411580 0.1537647927 0.1337418507 0.1315629489 
##   2009-11-17   2009-11-18   2009-11-19   2009-11-20   2009-11-23   2009-11-24 
## 0.1746316535 0.1742719412 0.1490715118 0.1242579110 0.1175638215 0.0996755583 
##   2009-11-25   2009-11-26   2009-11-27   2009-11-30   2009-12-01   2009-12-02 
## 0.2484029648 0.1361165899 0.1875878641 0.1548120235 0.1593329929 0.1334298528 
##   2009-12-03   2009-12-04   2009-12-07   2009-12-08   2009-12-09   2009-12-10 
## 0.1500260365 0.1349907833 0.1640459108 0.1795736312 0.1727470535 0.1731346583 
##   2009-12-11   2009-12-14   2009-12-15   2009-12-17   2009-12-18   2009-12-21 
## 0.1408536716 0.1010395926 0.1269775010 0.2275392729 0.1058594034 0.0819101196 
##   2009-12-22   2009-12-23   2009-12-24   2009-12-28   2009-12-29   2009-12-30 
## 0.0682412828 0.0418340550 0.0137163625 0.0254446844 0.0527219576 0.0352820926 
##   2009-12-31   2010-01-04   2010-01-05   2010-01-06   2010-01-07   2010-01-08 
## 0.0331484628 0.0473008990 0.0878469578 0.0656014019 0.0939239003 0.1019371728 
##   2010-01-11   2010-01-12   2010-01-13   2010-01-14   2010-01-15   2010-01-18 
## 0.1254658637 0.1226380583 0.1127015813 0.1216119561 0.1172004624 0.1321693111 
##   2010-01-19   2010-01-20   2010-01-21   2010-01-22   2010-01-25   2010-01-26 
## 0.1156207028 0.1592931402 0.1960670587 0.1736325353 0.1234543881 0.1558440660 
##   2010-01-27   2010-01-28   2010-01-29   2010-02-01   2010-02-02   2010-02-03 
## 0.1440972974 0.1313566408 0.1781379029 0.1002274551 0.1223975214 0.1224997666 
##   2010-02-04   2010-02-05   2010-02-08   2010-02-09   2010-02-10   2010-02-11 
## 0.1402066700 0.1818202497 0.1350363973 0.1554442576 0.1242923840 0.1242386129 
##   2010-02-12   2010-02-15   2010-02-16   2010-02-17   2010-02-18   2010-02-19 
## 0.1465226944 0.0831152761 0.1243266368 0.1850358673 0.1579985005 0.1142370059 
##   2010-02-22   2010-02-23   2010-02-24   2010-02-25   2010-02-26   2010-03-01 
## 0.1504462281 0.1645901660 0.1281412358 0.1621126962 0.1301870446 0.1025187295 
##   2010-03-02   2010-03-03   2010-03-04   2010-03-05   2010-03-08   2010-03-09 
## 0.1433941794 0.1544158417 0.1331522610 0.1244293764 0.1222445245 0.1399441005 
##   2010-03-10   2010-03-11   2010-03-12   2010-03-15   2010-03-16   2010-03-17 
## 0.1050347850 0.1668295397 0.1425839829 0.1176507640 0.1101588454 0.1569582507 
##   2010-03-18   2010-03-19   2010-03-23   2010-03-24   2010-03-25   2010-03-26 
## 0.2866689873 0.1565342980 0.1345160165 0.1773210688 0.1583193415 0.1426741898 
##   2010-03-29   2010-03-30   2010-03-31   2010-04-01   2010-04-06   2010-04-07 
## 0.1200087969 0.1088582902 0.1374189644 0.1047710304 0.1527277418 0.1433907896 
##   2010-04-08   2010-04-09   2010-04-12   2010-04-13   2010-04-14   2010-04-15 
## 0.2115555202 0.1338389650 0.0941017936 0.1192926810 0.0981114402 0.1354624593 
##   2010-04-16   2010-04-19   2010-04-20   2010-04-21   2010-04-22   2010-04-23 
## 0.1208092696 0.0943987271 0.1180690236 0.1074741432 0.1414324907 0.0924964086 
##   2010-04-26   2010-04-28   2010-04-29   2010-04-30   2010-05-03   2010-05-04 
## 0.0777565695 0.1494703561 0.1060548492 0.1207920568 0.0819772560 0.1950857523 
##   2010-05-05   2010-05-06   2010-05-07   2010-05-10   2010-05-11   2010-05-12 
## 0.2062890020 0.1879330342 0.2373145749 0.1792769495 0.1664448994 0.1789785904 
##   2010-05-13   2010-05-14   2010-05-17   2010-05-18   2010-05-19   2010-05-20 
## 0.1333355362 0.1083946435 0.1099568905 0.1505113409 0.1308538027 0.1762673634 
##   2010-05-21   2010-05-24   2010-05-25   2010-05-26   2010-05-27   2010-05-28 
## 0.1965379765 0.1410884335 0.1310104532 0.2881504424 0.1402088454 0.1422820056 
##   2010-05-31   2010-06-01   2010-06-02   2010-06-03   2010-06-04   2010-06-07 
## 0.0585182069 0.1291289094 0.1539074090 0.1402636979 0.1649111476 0.1172860223 
##   2010-06-08   2010-06-09   2010-06-10   2010-06-11   2010-06-14   2010-06-15 
## 0.1347885263 0.1311734722 0.1643710043 0.0680421526 0.1131127765 0.1432010368 
##   2010-06-17   2010-06-18   2010-06-21   2010-06-22   2010-06-23   2010-06-24 
## 0.2102233220 0.1668921246 0.1193719730 0.1240415762 0.0978227456 0.0905079088 
##   2010-06-25   2010-06-28   2010-06-29   2010-06-30   2010-07-01   2010-07-02 
## 0.0789190794 0.0821485554 0.0726586852 0.1491258097 0.1268800839 0.0932407927 
##   2010-07-05   2010-07-06   2010-07-07   2010-07-08   2010-07-09   2010-07-12 
## 0.0698049102 0.1007010255 0.0761620806 0.1290466461 0.0889783005 0.0731314560 
##   2010-07-13   2010-07-14   2010-07-15   2010-07-16   2010-07-19   2010-07-20 
## 0.1219603206 0.1195916006 0.1715097873 0.1577088433 0.1199738212 0.1304488776 
##   2010-07-21   2010-07-22   2010-07-23   2010-07-26   2010-07-27   2010-07-28 
## 0.1343117238 0.1538118593 0.1380576279 0.1233364909 0.0956487267 0.1329539506 
##   2010-07-29   2010-07-30   2010-08-02   2010-08-03   2010-08-04   2010-08-05 
## 0.1108764192 0.1292717872 0.1572480882 0.1623792537 0.2116590383 0.1231261746 
##   2010-08-06   2010-08-10   2010-08-11   2010-08-12   2010-08-13   2010-08-16 
## 0.1114540788 0.0961136569 0.1059790072 0.1297633797 0.0936872965 0.0745702466 
##   2010-08-17   2010-08-18   2010-08-19   2010-08-20   2010-08-23   2010-08-24 
## 0.1042559091 0.1253546665 0.1451790659 0.1141975342 0.1470914418 0.1366822714 
##   2010-08-25   2010-08-26   2010-08-27   2010-08-30   2010-08-31   2010-09-01 
## 0.1256405205 0.1114982673 0.1073134086 0.0706924081 0.1584019234 0.1225339841 
##   2010-09-02   2010-09-03   2010-09-06   2010-09-07   2010-09-08   2010-09-09 
## 0.1605556884 0.1034908434 0.0713247045 0.0838132429 0.2101570798 0.1473457972 
##   2010-09-10   2010-09-13   2010-09-14   2010-09-15   2010-09-16   2010-09-17 
## 0.0975791451 0.1367962378 0.1534065698 0.1435303009 0.1429405338 0.1209083481 
##   2010-09-20   2010-09-21   2010-09-22   2010-09-23   2010-09-27   2010-09-28 
## 0.1136684922 0.1173039076 0.1230381605 0.0965474851 0.1149589613 0.1297269297 
##   2010-09-29   2010-09-30   2010-10-01   2010-10-04   2010-10-05   2010-10-06 
## 0.1418327463 0.1519622756 0.0997327064 0.1037033563 0.1176361971 0.1420707537 
##   2010-10-07   2010-10-08   2010-10-11   2010-10-12   2010-10-13   2010-10-14 
## 0.1374266698 0.1082882849 0.1181221688 0.1087946090 0.1559548597 0.1264747546 
##   2010-10-15   2010-10-18   2010-10-19   2010-10-20   2010-10-21   2010-10-22 
## 0.1417128013 0.0786582556 0.1488800307 0.1433734303 0.1198664241 0.0961478113 
##   2010-10-25   2010-10-26   2010-10-27   2010-10-28   2010-10-29   2010-11-01 
## 0.1101572651 0.1159787175 0.1200632864 0.0948560992 0.0845703552 0.0836414326 
##   2010-11-02   2010-11-03   2010-11-04   2010-11-05   2010-11-08   2010-11-09 
## 0.1061978307 0.1630436447 0.1722561275 0.1528754177 0.1036840702 0.1396391512 
##   2010-11-10   2010-11-11   2010-11-12   2010-11-15   2010-11-16   2010-11-17 
## 0.1730821714 0.1522565400 0.1248904584 0.1002408963 0.1214648198 0.1400828423 
##   2010-11-18   2010-11-19   2010-11-22   2010-11-23   2010-11-24   2010-11-25 
## 0.1438582079 0.1345173233 0.1090165556 0.1386075311 0.1170642876 0.0749895687 
##   2010-11-26   2010-11-29   2010-11-30   2010-12-01   2010-12-02   2010-12-03 
## 0.0811337926 0.0983946604 0.2046765383 0.2121893699 0.1608698790 0.1701088649 
##   2010-12-06   2010-12-07   2010-12-08   2010-12-09   2010-12-10   2010-12-13 
## 0.1638624071 0.1665518028 0.1324245524 0.1291760158 0.1365209063 0.1246373880 
##   2010-12-14   2010-12-15   2010-12-17   2010-12-20   2010-12-21   2010-12-22 
## 0.1627569513 0.2409295763 0.1583652036 0.0561473580 0.0754163258 0.0973625075 
##   2010-12-23   2010-12-24   2010-12-28   2010-12-29   2010-12-30   2010-12-31 
## 0.0619316292 0.0013272258 0.0251294214 0.0327022574 0.0474945473 0.0216618028 
##   2011-01-03   2011-01-04   2011-01-05   2011-01-06   2011-01-07   2011-01-10 
## 0.0416954620 0.0673844638 0.0920541618 0.0770170803 0.0885556110 0.1124618748 
##   2011-01-11   2011-01-12   2011-01-13   2011-01-14   2011-01-17   2011-01-18 
## 0.1516102455 0.1199456161 0.1101329112 0.0870797746 0.0754521131 0.1113145780 
##   2011-01-19   2011-01-20   2011-01-21   2011-01-24   2011-01-25   2011-01-26 
## 0.1221622410 0.1903243145 0.1282093289 0.1070208546 0.1323008517 0.1499395546 
##   2011-01-27   2011-01-28   2011-01-31   2011-02-01   2011-02-02   2011-02-03 
## 0.1553118272 0.1547347515 0.1588479500 0.1563140189 0.1605016475 0.1664420288 
##   2011-02-04   2011-02-07   2011-02-08   2011-02-09   2011-02-10   2011-02-11 
## 0.1530316661 0.1452850773 0.1884049642 0.1641816355 0.1694963242 0.1512266076 
##   2011-02-14   2011-02-15   2011-02-16   2011-02-17   2011-02-18   2011-02-21 
## 0.1109795593 0.1401842691 0.1396850215 0.1300901640 0.1185254504 0.0956842727 
##   2011-02-22   2011-02-23   2011-02-24   2011-02-25   2011-02-28   2011-03-01 
## 0.1668830898 0.1502110175 0.1549984391 0.1213926110 0.1400410103 0.1387655146 
##   2011-03-02   2011-03-03   2011-03-04   2011-03-07   2011-03-08   2011-03-09 
## 0.1147532439 0.1233919889 0.2055117613 0.1410848047 0.1737482585 0.1534429109 
##   2011-03-10   2011-03-11   2011-03-14   2011-03-15   2011-03-16   2011-03-17 
## 0.1831910937 0.2163665698 0.1074259540 0.1720518093 0.1818172529 0.1679244954 
##   2011-03-18   2011-03-22   2011-03-23   2011-03-24   2011-03-25   2011-03-28 
## 0.1557781679 0.1441956237 0.1273732440 0.1290384245 0.0999109454 0.0859741129 
##   2011-03-29   2011-03-30   2011-03-31   2011-04-01   2011-04-04   2011-04-05 
## 0.1148197814 0.1557887349 0.1597907429 0.1378656140 0.1023604566 0.1027913504 
##   2011-04-06   2011-04-07   2011-04-08   2011-04-11   2011-04-12   2011-04-13 
## 0.1388017355 0.1222004502 0.1819827795 0.1376270459 0.1178406851 0.1260647610 
##   2011-04-14   2011-04-15   2011-04-18   2011-04-19   2011-04-20   2011-04-21 
## 0.1245198094 0.1335612274 0.1452126687 0.1290047804 0.1607826998 0.1035796323 
##   2011-04-26   2011-04-28   2011-04-29   2011-05-03   2011-05-04   2011-05-05 
## 0.0541234496 0.0933258033 0.0651378168 0.1238451062 0.1284667426 0.1366958074 
##   2011-05-06   2011-05-09   2011-05-10   2011-05-11   2011-05-12   2011-05-13 
## 0.1235901392 0.1157075792 0.1521871837 0.1498645759 0.1288656207 0.1380284384 
##   2011-05-16   2011-05-17   2011-05-19   2011-05-20   2011-05-23   2011-05-24 
## 0.1246390585 0.1544108588 0.1206203351 0.1441019850 0.1490995471 0.1530517209 
##   2011-05-25   2011-05-26   2011-05-27   2011-05-30   2011-05-31   2011-06-01 
## 0.1158169902 0.1109854439 0.1030655975 0.0581294359 0.3860676962 0.1039939610 
##   2011-06-02   2011-06-03   2011-06-06   2011-06-07   2011-06-08   2011-06-09 
## 0.1171901720 0.1299586460 0.1078938599 0.1346614335 0.1492244862 0.1562464068 
##   2011-06-10   2011-06-13   2011-06-14   2011-06-15   2011-06-17   2011-06-20 
## 0.1215643492 0.1744389399 0.1674341766 0.1946375104 0.2530221958 0.1020379451 
##   2011-06-21   2011-06-22   2011-06-23   2011-06-24   2011-06-27   2011-06-28 
## 0.1267377201 0.1330252652 0.1355937504 0.1510017792 0.1067485552 0.1441958484 
##   2011-06-29   2011-06-30   2011-07-01   2011-07-04   2011-07-05   2011-07-06 
## 0.1376570508 0.1456063046 0.1139233157 0.0861598724 0.1449733168 0.1185855810 
##   2011-07-07   2011-07-08   2011-07-11   2011-07-12   2011-07-13   2011-07-14 
## 0.1025740696 0.1313980219 0.1154292697 0.1759235106 0.1434255820 0.1416781623 
##   2011-07-15   2011-07-18   2011-07-19   2011-07-20   2011-07-21   2011-07-22 
## 0.1341875136 0.1168335497 0.1138083364 0.1392163851 0.1279934022 0.0932788637 
##   2011-07-25   2011-07-26   2011-07-27   2011-07-28   2011-07-29   2011-08-01 
## 0.0861699171 0.0798076497 0.1115292168 0.1058199190 0.1174819528 0.0803744042 
##   2011-08-02   2011-08-03   2011-08-04   2011-08-05   2011-08-08   2011-08-10 
## 0.1275757324 0.2041231732 0.2017124333 0.2737033196 0.2024872062 0.3019332087 
##   2011-08-11   2011-08-12   2011-08-15   2011-08-16   2011-08-17   2011-08-18 
## 0.2202492469 0.1711301818 0.0768374188 0.1602656367 0.1869281028 0.1537312042 
##   2011-08-19   2011-08-22   2011-08-23   2011-08-24   2011-08-25   2011-08-26 
## 0.1200390069 0.1100062182 0.1147822726 0.1140717783 0.1278850124 0.1164730078 
##   2011-08-29   2011-08-30   2011-08-31   2011-09-01   2011-09-02   2011-09-05 
## 0.0868546373 0.1321257057 0.2088779321 0.1428001155 0.1425002476 0.1613329862 
##   2011-09-06   2011-09-07   2011-09-08   2011-09-09   2011-09-12   2011-09-13 
## 0.1811373886 0.1401767861 0.1411893185 0.1369417246 0.1719219241 0.1581687733 
##   2011-09-14   2011-09-15   2011-09-16   2011-09-19   2011-09-20   2011-09-21 
## 0.1803943940 0.1862516148 0.1505841741 0.1241250538 0.1021916281 0.1419835158 
##   2011-09-22   2011-09-23   2011-09-26   2011-09-27   2011-09-28   2011-09-29 
## 0.1388763497 0.1899219639 0.1221059803 0.1438644893 0.1065199613 0.1277848690 
##   2011-09-30   2011-10-03   2011-10-04   2011-10-05   2011-10-06   2011-10-07 
## 0.1922644161 0.1470322302 0.1813012876 0.1407954677 0.1399695545 0.0971867701 
##   2011-10-10   2011-10-11   2011-10-12   2011-10-13   2011-10-14   2011-10-17 
## 0.1332657735 0.0994977859 0.1206141071 0.0950136296 0.0850518519 0.0834052948 
##   2011-10-18   2011-10-19   2011-10-20   2011-10-21   2011-10-24   2011-10-25 
## 0.1324501522 0.1634081039 0.1446269309 0.1294202889 0.1012756252 0.1416680154 
##   2011-10-26   2011-10-27   2011-10-28   2011-10-31   2011-11-01   2011-11-02 
## 0.1341227698 0.1799720735 0.1477921973 0.1503484608 0.1779902022 0.1181220583 
##   2011-11-03   2011-11-04   2011-11-07   2011-11-08   2011-11-09   2011-11-10 
## 0.1365072276 0.1122940164 0.0770399974 0.0956643630 0.1069375243 0.1103725944 
##   2011-11-11   2011-11-14   2011-11-15   2011-11-16   2011-11-17   2011-11-18 
## 0.0800732716 0.0944040264 0.1102713502 0.1207484266 0.1139306521 0.1370079962 
##   2011-11-21   2011-11-22   2011-11-23   2011-11-24   2011-11-25   2011-11-28 
## 0.1097278058 0.1212468408 0.1415726686 0.1122180729 0.0941360366 0.0942209487 
##   2011-11-29   2011-11-30   2011-12-01   2011-12-02   2011-12-05   2011-12-06 
## 0.1513939701 0.2524274256 0.1333780648 0.1481472438 0.1626564592 0.1365619515 
##   2011-12-07   2011-12-08   2011-12-09   2011-12-12   2011-12-13   2011-12-14 
## 0.1156557243 0.1232589175 0.1016815129 0.3371341945 0.1187424562 0.1711778488 
##   2011-12-15   2011-12-19   2011-12-20   2011-12-21   2011-12-22   2011-12-23 
## 0.2687367602 0.1293434158 0.1073472616 0.1032145591 0.0696524115 0.0317387416 
##   2011-12-28   2011-12-29   2011-12-30   2012-01-03   2012-01-04   2012-01-05 
## 0.0826623241 0.0693227552 0.0129075014 0.0657688515 0.0851951288 0.0973250415 
##   2012-01-06   2012-01-09   2012-01-10   2012-01-11   2012-01-12   2012-01-13 
## 0.0986456327 0.0975357584 0.2129314651 0.1083060004 0.1078686734 0.0968129891 
##   2012-01-16   2012-01-17   2012-01-18   2012-01-19   2012-01-20   2012-01-23 
## 0.0603124219 0.1243573705 0.1516479850 0.1417270910 0.2355672304 0.1039777935 
##   2012-01-24   2012-01-25   2012-01-26   2012-01-27   2012-01-30   2012-01-31 
## 0.1289302053 0.1303275824 0.1345950958 0.1109717201 0.1273367977 0.1730579566 
##   2012-02-01   2012-02-02   2012-02-03   2012-02-06   2012-02-07   2012-02-08 
## 0.1308660138 0.1697555685 0.1244169135 0.1085939879 0.1112295780 0.1301409443 
##   2012-02-09   2012-02-10   2012-02-13   2012-02-14   2012-02-15   2012-02-16 
## 0.1369420538 0.1138001327 0.1045039522 0.1368736286 0.1405186341 0.1045451011 
##   2012-02-17   2012-02-20   2012-02-21   2012-02-22   2012-02-23   2012-02-24 
## 0.0912183302 0.0684605565 0.1064651344 0.1125721207 0.1432743622 0.1526816408 
##   2012-02-27   2012-02-28   2012-02-29   2012-03-01   2012-03-02   2012-03-05 
## 0.1563977355 0.1213415091 0.1777941372 0.1289997614 0.1186293315 0.0855940272 
##   2012-03-06   2012-03-07   2012-03-08   2012-03-09   2012-03-12   2012-03-13 
## 0.1446817179 0.1109282184 0.1461976482 0.0985160639 0.1011058491 0.1359785988 
##   2012-03-14   2012-03-15   2012-03-16   2012-03-19   2012-03-20   2012-03-22 
## 0.1994205172 0.2215983047 0.1936350745 0.0965986554 0.1672037092 0.1543787935 
##   2012-03-23   2012-03-26   2012-03-27   2012-03-28   2012-03-29   2012-03-30 
## 0.1211418063 0.1079577674 0.1006711334 0.1032235585 0.1141048927 0.1531676095 
##   2012-04-02   2012-04-03   2012-04-04   2012-04-05   2012-04-10   2012-04-11 
## 0.1278814039 0.1349426676 0.1594196251 0.1186505788 0.1141513987 0.1517268645 
##   2012-04-12   2012-04-13   2012-04-16   2012-04-17   2012-04-18   2012-04-19 
## 0.1392230693 0.1237520235 0.1437937113 0.1189299794 0.1009365021 0.1077187680 
##   2012-04-20   2012-04-23   2012-04-24   2012-04-25   2012-04-26   2012-04-30 
## 0.1154706132 0.0945686941 0.1129123621 0.1332711869 0.1128809761 0.0910135798 
##   2012-05-02   2012-05-03   2012-05-04   2012-05-07   2012-05-08   2012-05-09 
## 0.1047806731 0.1146551002 0.1413589466 0.0780889814 0.0973355551 0.1375357006 
##   2012-05-10   2012-05-11   2012-05-14   2012-05-15   2012-05-16   2012-05-17 
## 0.1327794426 0.1094611665 0.0880424600 0.1144158152 0.1904665295 0.1481141136 
##   2012-05-18   2012-05-21   2012-05-22   2012-05-23   2012-05-24   2012-05-25 
## 0.1378417658 0.1026118152 0.1007098904 0.1008267709 0.1385411423 0.1286222847 
##   2012-05-28   2012-05-29   2012-05-30   2012-05-31   2012-06-01   2012-06-04 
## 0.0674705842 0.0896675038 0.1175613995 0.3176038626 0.1766832552 0.0838573999 
##   2012-06-05   2012-06-06   2012-06-07   2012-06-08   2012-06-11   2012-06-12 
## 0.1109196639 0.1646930371 0.1645016214 0.0994158654 0.0908785931 0.1215084695 
##   2012-06-13   2012-06-14   2012-06-15   2012-06-18   2012-06-19   2012-06-20 
## 0.1181000407 0.1024207451 0.2017148898 0.1340745362 0.1340653624 0.1402614330 
##   2012-06-21   2012-06-22   2012-06-25   2012-06-26   2012-06-27   2012-06-28 
## 0.1497456973 0.1198901317 0.0894451747 0.1098427829 0.1353397730 0.1263857530 
##   2012-06-29   2012-07-02   2012-07-03   2012-07-04   2012-07-05   2012-07-06 
## 0.1601627911 0.0878046464 0.1067244200 0.1058637250 0.1217317289 0.1056544269 
##   2012-07-09   2012-07-10   2012-07-11   2012-07-12   2012-07-13   2012-07-16 
## 0.0942245670 0.0994112236 0.1018130670 0.1155201311 0.1401365330 0.0792014182 
##   2012-07-17   2012-07-18   2012-07-19   2012-07-20   2012-07-23   2012-07-24 
## 0.0921367076 0.1059169400 0.1207337101 0.1067400796 0.0777056314 0.1172523330 
##   2012-07-25   2012-07-26   2012-07-27   2012-07-30   2012-07-31   2012-08-01 
## 0.1112360232 0.1059410286 0.1278342914 0.0896584134 0.1566215104 0.1100354408 
##   2012-08-02   2012-08-03   2012-08-06   2012-08-07   2012-08-08   2012-08-10 
## 0.1086527787 0.0987343750 0.0936829456 0.0922165504 0.0921734808 0.0891280864 
##   2012-08-13   2012-08-14   2012-08-15   2012-08-16   2012-08-17   2012-08-20 
## 0.0619398749 0.0934633180 0.0907586211 0.0853415362 0.1015213246 0.1071860145 
##   2012-08-21   2012-08-22   2012-08-23   2012-08-24   2012-08-27   2012-08-28 
## 0.1126058550 0.0917091510 0.1139305492 0.0896852930 0.0540743353 0.1072868304 
##   2012-08-29   2012-08-30   2012-08-31   2012-09-03   2012-09-04   2012-09-05 
## 0.2400765582 0.0931769304 0.1440011172 0.0649727064 0.1393739809 0.1168504769 
##   2012-09-06   2012-09-07   2012-09-10   2012-09-11   2012-09-12   2012-09-13 
## 0.1088819122 0.1138037457 0.1250601383 0.1103465407 0.1131730845 0.1727182653 
##   2012-09-14   2012-09-17   2012-09-18   2012-09-19   2012-09-20   2012-09-21 
## 0.2416551395 0.1205827556 0.1437873232 0.1616598885 0.2086614590 0.1630542688 
##   2012-09-25   2012-09-26   2012-09-27   2012-09-28   2012-10-01   2012-10-02 
## 0.1276856740 0.1477052577 0.1513069036 0.1500780867 0.1081850012 0.1172954485 
##   2012-10-03   2012-10-04   2012-10-05   2012-10-08   2012-10-09   2012-10-10 
## 0.1145342317 0.1104950838 0.1274661764 0.1503243143 0.1402153154 0.1568246360 
##   2012-10-11   2012-10-12   2012-10-15   2012-10-16   2012-10-17   2012-10-18 
## 0.1361794739 0.0983715096 0.0703255044 0.1417744416 0.1599370564 0.1525340845 
##   2012-10-19   2012-10-22   2012-10-23   2012-10-24   2012-10-25   2012-10-26 
## 0.0851597127 0.0733009849 0.0807761777 0.1125324559 0.1054707586 0.1630034697 
##   2012-10-29   2012-10-30   2012-10-31   2012-11-01   2012-11-02   2012-11-05 
## 0.0798182722 0.1068269342 0.1456875120 0.1301046213 0.1296885852 0.0952404246 
##   2012-11-06   2012-11-07   2012-11-08   2012-11-09   2012-11-12   2012-11-13 
## 0.1105770104 0.1328014219 0.1137059056 0.1129176726 0.0919988104 0.1755644986 
##   2012-11-14   2012-11-15   2012-11-16   2012-11-19   2012-11-20   2012-11-21 
## 0.1338719929 0.1202795452 0.2215205111 0.0922798229 0.1196372717 0.1228608916 
##   2012-11-22   2012-11-23   2012-11-26   2012-11-27   2012-11-28   2012-11-29 
## 0.1375049864 0.0933534057 0.0667902744 0.0999255905 0.1243038008 0.1115238792 
##   2012-11-30   2012-12-03   2012-12-04   2012-12-05   2012-12-06   2012-12-07 
## 0.1589673208 0.0875377531 0.0927682541 0.1429863477 0.1099349601 0.0943027972 
##   2012-12-10   2012-12-11   2012-12-12   2012-12-13   2012-12-14   2012-12-18 
## 0.1052223150 0.1501451270 0.1399690563 0.1120783009 0.1285056665 0.1385223094 
##   2012-12-19   2012-12-20   2012-12-21   2012-12-24   2012-12-27   2012-12-28 
## 0.1310513210 0.2064116168 0.0950338310 0.0000000000 0.0466674851 0.0320291021 
##   2012-12-31   2013-01-02   2013-01-03   2013-01-04   2013-01-07   2013-01-08 
## 0.0069389893 0.0509966555 0.0668135898 0.0824604180 0.0664740285 0.0853079709 
##   2013-01-09   2013-01-10   2013-01-11   2013-01-14   2013-01-15   2013-01-16 
## 0.1221879730 0.1075008680 0.0947035284 0.1227390425 0.1605188896 0.1419576523 
##   2013-01-17   2013-01-18   2013-01-21   2013-01-22   2013-01-23   2013-01-24 
## 0.1278326337 0.1348211890 0.0957545886 0.1090142787 0.1128857050 0.1329699641 
##   2013-01-25   2013-01-28   2013-01-29   2013-01-30   2013-01-31   2013-02-01 
## 0.1063539131 0.0942734919 0.1050530085 0.1287761608 0.1934970962 0.1151089840 
##   2013-02-04   2013-02-05   2013-02-06   2013-02-07   2013-02-08   2013-02-11 
## 0.1319463620 0.1314895761 0.1126638373 0.0997347744 0.1087355071 0.0994678352 
##   2013-02-12   2013-02-13   2013-02-14   2013-02-15   2013-02-18   2013-02-19 
## 0.1403824510 0.1154662954 0.1245976323 0.2144931169 0.1012954403 0.1111716687 
##   2013-02-20   2013-02-21   2013-02-22   2013-02-25   2013-02-26   2013-02-27 
## 0.1529109540 0.1925540613 0.1376172808 0.1466268949 0.1851858313 0.1423387104 
##   2013-02-28   2013-03-01   2013-03-04   2013-03-05   2013-03-06   2013-03-07 
## 0.2112597116 0.1580274548 0.1322703704 0.1457719913 0.1564682805 0.1526578889 
##   2013-03-08   2013-03-11   2013-03-12   2013-03-13   2013-03-14   2013-03-15 
## 0.1548499788 0.1376507739 0.1285325618 0.1734703901 0.1659417622 0.3145451540 
##   2013-03-18   2013-03-19   2013-03-20   2013-03-22   2013-03-25   2013-03-26 
## 0.1294452680 0.1405089411 0.2111839755 0.1388366420 0.1182082126 0.1591140791 
##   2013-03-27   2013-03-28   2013-04-02   2013-04-03   2013-04-04   2013-04-05 
## 0.1390228991 0.1264640854 0.1141330910 0.1268573051 0.1281719320 0.1611346165 
##   2013-04-08   2013-04-09   2013-04-10   2013-04-11   2013-04-12   2013-04-15 
## 0.1250457826 0.1512701334 0.1548683721 0.1060084011 0.1216196983 0.1672276378 
##   2013-04-16   2013-04-17   2013-04-18   2013-04-19   2013-04-22   2013-04-23 
## 0.1363530351 0.1598912124 0.1366430725 0.1425438470 0.1350014847 0.1549716798 
##   2013-04-24   2013-04-25   2013-04-26   2013-04-29   2013-04-30   2013-05-02 
## 0.1503600205 0.1382315566 0.1199599989 0.0916846228 0.1718100167 0.1444146104 
##   2013-05-03   2013-05-06   2013-05-07   2013-05-08   2013-05-09   2013-05-10 
## 0.1869951077 0.0951120649 0.1660522283 0.1760234796 0.1488110118 0.1314920153 
##   2013-05-13   2013-05-14   2013-05-15   2013-05-16   2013-05-17   2013-05-20 
## 0.1105716555 0.1547328262 0.1607454209 0.1819575029 0.1530695402 0.2026404451 
##   2013-05-21   2013-05-22   2013-05-23   2013-05-24   2013-05-27   2013-05-28 
## 0.2039330725 0.1609281994 0.1686442566 0.1378306879 0.0735668841 0.1381407425 
##   2013-05-29   2013-05-30   2013-05-31   2013-06-03   2013-06-04   2013-06-05 
## 0.1396401183 0.1948248427 0.3801910231 0.1657627545 0.1716673561 0.1946063678 
##   2013-06-06   2013-06-07   2013-06-10   2013-06-11   2013-06-12   2013-06-13 
## 0.2117688469 0.5054593309 0.1439952814 0.2250201380 0.1685775012 0.2040651151 
##   2013-06-14   2013-06-18   2013-06-19   2013-06-20   2013-06-21   2013-06-24 
## 0.1652103452 0.1978735187 0.1738486596 0.2856051245 0.2920429808 0.1490430828 
##   2013-06-25   2013-06-26   2013-06-27   2013-06-28   2013-07-01   2013-07-02 
## 0.1739832609 0.1711841843 0.1832940625 0.2052295690 0.1177248650 0.1119542402 
##   2013-07-03   2013-07-04   2013-07-05   2013-07-08   2013-07-09   2013-07-10 
## 0.1690610539 0.1162771847 0.0926740322 0.0920927099 0.0870913545 0.1050154996 
##   2013-07-11   2013-07-12   2013-07-15   2013-07-16   2013-07-17   2013-07-18 
## 0.1007801281 0.0901178415 0.0714646697 0.0904220694 0.1551766804 0.1167211291 
##   2013-07-19   2013-07-22   2013-07-23   2013-07-24   2013-07-25   2013-07-26 
## 0.1059302100 0.1028501562 0.0995251667 0.1308914671 0.0942940886 0.1099438445 
##   2013-07-29   2013-07-30   2013-07-31   2013-08-01   2013-08-02   2013-08-05 
## 0.0999551460 0.1219128129 0.1176330011 0.1194470726 0.1153164185 0.1145622399 
##   2013-08-06   2013-08-07   2013-08-08   2013-08-12   2013-08-13   2013-08-14 
## 0.1153737733 0.1189512846 0.0892641343 0.1182814005 0.1409667700 0.1028205031 
##   2013-08-15   2013-08-16   2013-08-19   2013-08-20   2013-08-21   2013-08-22 
## 0.0915883682 0.0972920774 0.1125096756 0.1128864812 0.0898846884 0.1501797074 
##   2013-08-23   2013-08-26   2013-08-27   2013-08-28   2013-08-29   2013-08-30 
## 0.1103225491 0.0844918537 0.1667290792 0.1269902915 0.1480542828 0.1753199220 
##   2013-09-02   2013-09-03   2013-09-04   2013-09-05   2013-09-06   2013-09-09 
## 0.1077110791 0.0940047154 0.1007354624 0.1139574768 0.0989152336 0.1096213397 
##   2013-09-10   2013-09-11   2013-09-12   2013-09-13   2013-09-16   2013-09-17 
## 0.1596881739 0.1220162191 0.1425778766 0.1125950258 0.0969660619 0.1226567792 
##   2013-09-18   2013-09-19   2013-09-20   2013-09-23   2013-09-25   2013-09-26 
## 0.1164994740 0.2305414233 0.2315795668 0.0936999510 0.1591822105 0.0941016463 
##   2013-09-27   2013-09-30   2013-10-01   2013-10-02   2013-10-03   2013-10-04 
## 0.1121236564 0.1490177550 0.1083174526 0.0988488899 0.1301121358 0.0848188567 
##   2013-10-07   2013-10-08   2013-10-09   2013-10-10   2013-10-11   2013-10-14 
## 0.0776418126 0.0997772030 0.1045612874 0.0968739486 0.1230895246 0.0624614046 
##   2013-10-15   2013-10-16   2013-10-17   2013-10-18   2013-10-21   2013-10-22 
## 0.1035379927 0.1277615897 0.1048024856 0.1046037431 0.0810610751 0.1197216932 
##   2013-10-23   2013-10-24   2013-10-25   2013-10-28   2013-10-29   2013-10-30 
## 0.0991288225 0.0963065771 0.0922850320 0.0777982947 0.0829139675 0.0812806329 
##   2013-10-31   2013-11-01   2013-11-04   2013-11-05   2013-11-06   2013-11-07 
## 0.1080818017 0.0834920810 0.0643945132 0.1002684582 0.1225309211 0.1083744309 
##   2013-11-08   2013-11-11   2013-11-12   2013-11-13   2013-11-14   2013-11-15 
## 0.1114500014 0.1064848248 0.1119999617 0.1757464491 0.0952989577 0.1088708568 
##   2013-11-18   2013-11-19   2013-11-20   2013-11-21   2013-11-22   2013-11-25 
## 0.1032499241 0.1075882140 0.1838307972 0.0894838836 0.1165852683 0.1003827860 
##   2013-11-26   2013-11-27   2013-11-28   2013-11-29   2013-12-02   2013-12-03 
## 0.1745338712 0.1251952243 0.1318871609 0.1010499409 0.0655577063 0.1306127909 
##   2013-12-04   2013-12-05   2013-12-06   2013-12-09   2013-12-10   2013-12-11 
## 0.1301918915 0.0996620216 0.1213728274 0.0840747025 0.1149758450 0.1231278090 
##   2013-12-12   2013-12-13   2013-12-17   2013-12-18   2013-12-19   2013-12-20 
## 0.1623977387 0.1320379636 0.1060139738 0.0991987123 0.2116275201 0.1545749231 
##   2013-12-23   2013-12-24   2013-12-27   2013-12-30   2013-12-31   2014-01-02 
## 0.0532173149 0.0038444679 0.0308943133 0.0342595538 0.0120776731 0.0355780402 
##   2014-01-03   2014-01-06   2014-01-07   2014-01-08   2014-01-09   2014-01-10 
## 0.0328186216 0.0570314969 0.0738516215 0.0719958091 0.0830441397 0.0924648768 
##   2014-01-13   2014-01-14   2014-01-15   2014-01-16   2014-01-17   2014-01-20 
## 0.0840817805 0.0924996962 0.0916245530 0.0997276777 0.1494796291 0.1021672591 
##   2014-01-21   2014-01-22   2014-01-23   2014-01-24   2014-01-27   2014-01-28 
## 0.1155592834 0.0957005207 0.1303147888 0.1307984904 0.1178195557 0.1097022436 
##   2014-01-29   2014-01-30   2014-01-31   2014-02-03   2014-02-04   2014-02-05 
## 0.1694793556 0.3017867547 0.1971373645 0.1133898017 0.1719404166 0.1305502391 
##   2014-02-06   2014-02-07   2014-02-10   2014-02-11   2014-02-12   2014-02-13 
## 0.1729341199 0.1227334073 0.1074587061 0.1330150822 0.1245935745 0.1157391823 
##   2014-02-14   2014-02-17   2014-02-18   2014-02-19   2014-02-20   2014-02-21 
## 0.0910692048 0.0940003593 0.0846637505 0.1221834966 0.1166408609 0.1066420110 
##   2014-02-24   2014-02-25   2014-02-26   2014-02-27   2014-02-28   2014-03-03 
## 0.1010903195 0.1285576438 0.1117990438 0.1075548660 0.1646311353 0.0841948699 
##   2014-03-04   2014-03-05   2014-03-06   2014-03-07   2014-03-10   2014-03-11 
## 0.1481604363 0.1289900631 0.1126010570 0.1056044830 0.0935556312 0.1155130749 
##   2014-03-12   2014-03-13   2014-03-14   2014-03-17   2014-03-18   2014-03-19 
## 0.1151778608 0.1200966757 0.1306110333 0.1040703915 0.1370218282 0.1339826431 
##   2014-03-20   2014-03-24   2014-03-25   2014-03-26   2014-03-27   2014-03-28 
## 0.2870239864 0.1141003832 0.0991429656 0.1248560643 0.1289201358 0.1373135879 
##   2014-03-31   2014-04-01   2014-04-02   2014-04-03   2014-04-04   2014-04-07 
## 0.1559054298 0.1254776510 0.1832398683 0.1326426854 0.1476372270 0.1299027648 
##   2014-04-08   2014-04-09   2014-04-10   2014-04-11   2014-04-14   2014-04-15 
## 0.1531564286 0.1501574193 0.1495260502 0.1225675989 0.1077900472 0.1235280435 
##   2014-04-16   2014-04-17   2014-04-22   2014-04-23   2014-04-24   2014-04-25 
## 0.1193500117 0.0907920668 0.0880276894 0.1107762225 0.1166278104 0.0848504696 
##   2014-04-29   2014-04-30   2014-05-02   2014-05-05   2014-05-06   2014-05-08 
## 0.1066947353 0.1320889265 0.0881811101 0.0723900462 0.1164066837 0.1352064800 
##   2014-05-09   2014-05-12   2014-05-13   2014-05-14   2014-05-15   2014-05-16 
## 0.0877737699 0.1141792108 0.1055121547 0.1527100360 0.0993659485 0.0957980197 
##   2014-05-19   2014-05-20   2014-05-21   2014-05-22   2014-05-23   2014-05-26 
## 0.0901379730 0.1218014165 0.0876801462 0.1315922135 0.1069851161 0.0599786296 
##   2014-05-27   2014-05-28   2014-05-29   2014-05-30   2014-06-02   2014-06-03 
## 0.0962011495 0.1015120719 0.0837630517 0.2363547472 0.0809987983 0.1212300706 
##   2014-06-04   2014-06-05   2014-06-06   2014-06-09   2014-06-10   2014-06-11 
## 0.0854040842 0.1103528101 0.0891347203 0.0620356357 0.1272435347 0.1186110696 
##   2014-06-12   2014-06-13   2014-06-17   2014-06-18   2014-06-19   2014-06-20 
## 0.1049123768 0.0849899095 0.1248586816 0.1069832661 0.1851912298 0.1706314136 
##   2014-06-23   2014-06-24   2014-06-25   2014-06-26   2014-06-27   2014-06-30 
## 0.0744423069 0.4171688954 0.0857555734 0.0892147862 0.0805750952 0.0890002429 
##   2014-07-01   2014-07-02   2014-07-03   2014-07-04   2014-07-07   2014-07-08 
## 0.0808773189 0.1063607701 0.2236308127 0.0875411850 0.0998959381 0.1151203723 
##   2014-07-09   2014-07-10   2014-07-11   2014-07-14   2014-07-15   2014-07-16 
## 0.0943344560 0.1043785164 0.0782237345 0.0864169819 0.0950496558 0.1181644238 
##   2014-07-17   2014-07-18   2014-07-21   2014-07-22   2014-07-23   2014-07-24 
## 0.0704276286 0.0921773681 0.4163141564 0.1233599168 0.1114878590 0.1001539395 
##   2014-07-25   2014-07-28   2014-07-29   2014-07-30   2014-07-31   2014-08-01 
## 0.1025369710 0.0847779422 0.0980128771 0.1100262768 0.1090234058 0.1093999289 
##   2014-08-04   2014-08-05   2014-08-06   2014-08-07   2014-08-08   2014-08-11 
## 0.0979944763 0.0982111807 0.2099164783 0.3164362886 0.2421482117 0.0831072386 
##   2014-08-12   2014-08-13   2014-08-14   2014-08-15   2014-08-18   2014-08-19 
## 0.0788881466 0.1659943100 0.1295785024 0.0987012584 0.0869672022 0.1019205746 
##   2014-08-20   2014-08-21   2014-08-22   2014-08-25   2014-08-26   2014-08-27 
## 0.1136667097 0.2207607094 0.0993218546 0.0480456137 0.0949221092 0.1250816217 
##   2014-08-28   2014-08-29   2014-09-01   2014-09-02   2014-09-03   2014-09-04 
## 0.1001708149 0.1338655650 0.0650227225 0.1084278811 0.1245574438 0.1300614224 
##   2014-09-05   2014-09-08   2014-09-09   2014-09-10   2014-09-11   2014-09-12 
## 0.0916098688 0.1029395170 0.0933325491 0.1230071998 0.0945491736 0.1253713495 
##   2014-09-15   2014-09-16   2014-09-17   2014-09-18   2014-09-19   2014-09-22 
## 0.1306485023 0.1250217308 0.1323637590 0.1979901467 0.1808512220 0.1156999354 
##   2014-09-23   2014-09-25   2014-09-26   2014-09-29   2014-09-30   2014-10-01 
## 0.1353878511 0.1199124897 0.1160956799 0.0954704809 0.1457191633 0.1341006838 
##   2014-10-02   2014-10-03   2014-10-06   2014-10-07   2014-10-08   2014-10-09 
## 0.1120532346 0.1154415507 0.1071617974 0.1043809068 0.1399759351 0.1350068418 
##   2014-10-10   2014-10-13   2014-10-14   2014-10-15   2014-10-16   2014-10-17 
## 0.1306014845 0.1204610583 0.1212792931 0.2083695144 0.1733924530 0.1947863427 
##   2014-10-20   2014-10-21   2014-10-22   2014-10-23   2014-10-24   2014-10-27 
## 0.1057682054 0.1370740152 0.1175814228 0.1054915333 0.1006456884 0.0957155979 
##   2014-10-28   2014-10-29   2014-10-30   2014-10-31   2014-11-03   2014-11-04 
## 0.1175482641 0.1333901955 0.1382675610 0.1610038807 0.1091566357 0.1186055412 
##   2014-11-05   2014-11-06   2014-11-07   2014-11-10   2014-11-11   2014-11-12 
## 0.1190615313 0.1142761770 0.1404500826 0.1401978411 0.1277730449 0.1433714780 
##   2014-11-13   2014-11-14   2014-11-17   2014-11-18   2014-11-19   2014-11-20 
## 0.1122757884 0.1372547100 0.1024206579 0.1548342102 0.1214509502 0.1506329262 
##   2014-11-21   2014-11-24   2014-11-25   2014-11-26   2014-11-27   2014-11-28 
## 0.1461625929 0.1226538666 0.3221713349 0.1341688054 0.1086420231 0.1321907065 
##   2014-12-01   2014-12-02   2014-12-03   2014-12-04   2014-12-05   2014-12-08 
## 0.1780707852 0.1335673660 0.1270168291 0.1414593785 0.1615125410 0.1219358007 
##   2014-12-09   2014-12-10   2014-12-11   2014-12-12   2014-12-15   2014-12-17 
## 0.1546510778 0.1590779958 0.1546992467 0.1473773838 0.1094612574 0.1990335932 
##   2014-12-18   2014-12-19   2014-12-22   2014-12-23   2014-12-24   2014-12-29 
## 0.3783772891 0.1821423862 0.0719177630 0.0500524844 0.0002642851 0.0305154645 
##   2014-12-30   2014-12-31   2015-01-02   2015-01-05   2015-01-06   2015-01-07 
## 0.0328548635 0.0117006916 0.0187344581 0.0788331145 0.0840541066 0.0709101368 
##   2015-01-08   2015-01-09   2015-01-12   2015-01-13   2015-01-14   2015-01-15 
## 0.0809005817 0.0987409427 0.1030471223 0.1184166082 0.1383122260 0.1495674080 
##   2015-01-16   2015-01-19   2015-01-20   2015-01-21   2015-01-22   2015-01-23 
## 0.1218369258 0.1003746252 0.1184875252 0.2256485163 0.1532478649 0.1169862377 
##   2015-01-26   2015-01-27   2015-01-28   2015-01-29   2015-01-30   2015-02-02 
## 0.1112425504 0.1478259849 0.1204598650 0.1283834078 0.1662371808 0.1009827150 
##   2015-02-03   2015-02-04   2015-02-05   2015-02-06   2015-02-09   2015-02-10 
## 0.1365481593 0.1721843861 0.1262058886 0.1146851531 0.1044655792 0.1475002098 
##   2015-02-11   2015-02-12   2015-02-13   2015-02-16   2015-02-17   2015-02-18 
## 0.1182900865 0.1381736224 0.1271785617 0.0840169645 0.1553675296 0.1497807091 
##   2015-02-19   2015-02-20   2015-02-23   2015-02-24   2015-02-25   2015-02-26 
## 0.1170101257 0.0985670283 0.1077039020 0.1165406334 0.1347734679 0.1104072688 
##   2015-02-27   2015-03-02   2015-03-03   2015-03-04   2015-03-05   2015-03-06 
## 0.1538049617 0.1383638937 0.1572519965 0.1450629714 0.2137346964 0.1740743079 
##   2015-03-09   2015-03-10   2015-03-11   2015-03-12   2015-03-13   2015-03-16 
## 0.1347297663 0.2478602328 0.2228922200 0.1669063150 0.2001460488 0.1188007886 
##   2015-03-17   2015-03-18   2015-03-19   2015-03-20   2015-03-23   2015-03-24 
## 0.1444025683 0.1269418587 0.2501836874 0.3374395579 0.1235605747 0.1284123862 
##   2015-03-25   2015-03-26   2015-03-27   2015-03-30   2015-03-31   2015-04-01 
## 0.1560465146 0.1346561139 0.1235559082 0.1648537432 0.1684495224 0.1475573887 
##   2015-04-02   2015-04-07   2015-04-08   2015-04-09   2015-04-10   2015-04-13 
## 0.1336513696 0.1134072715 0.1194172165 0.1148988134 0.1007787635 0.1197630036 
##   2015-04-14   2015-04-15   2015-04-16   2015-04-17   2015-04-20   2015-04-21 
## 0.1214553394 0.1269850155 0.1281856671 0.1847579373 0.0902651386 0.1131004256 
##   2015-04-22   2015-04-23   2015-04-24   2015-04-28   2015-04-29   2015-04-30 
## 0.1111319896 0.1145885190 0.1392447953 0.7087995238 0.1691891401 0.1422004202 
##   2015-05-04   2015-05-05   2015-05-06   2015-05-07   2015-05-08   2015-05-11 
## 0.1105609721 0.1214406906 0.1651208785 0.1703652627 0.1143331087 0.1046520226 
##   2015-05-12   2015-05-13   2015-05-14   2015-05-15   2015-05-18   2015-05-19 
## 0.1234972519 0.1704677603 0.1324089454 0.1251676760 0.1467980792 0.1512812609 
##   2015-05-20   2015-05-21   2015-05-22   2015-05-25   2015-05-26   2015-05-27 
## 0.1251812270 0.1246545355 0.1126090299 0.0496064119 0.1424494545 0.1732762947 
##   2015-05-28   2015-05-29   2015-06-01   2015-06-02   2015-06-03   2015-06-04 
## 0.1811382874 0.2883417695 0.1327829090 0.1586484839 0.1520322496 0.1356822289 
##   2015-06-05   2015-06-08   2015-06-09   2015-06-10   2015-06-11   2015-06-12 
## 0.1169262341 0.1115071758 0.1309181708 0.1290183689 0.1566297508 0.1110088487 
##   2015-06-15   2015-06-17   2015-06-18   2015-06-19   2015-06-22   2015-06-23 
## 0.0953021235 0.1819536629 0.3663700897 0.2257171722 0.1271038761 0.1542164432 
##   2015-06-24   2015-06-25   2015-06-26   2015-06-29   2015-06-30   2015-07-01 
## 0.1338708003 0.1807175397 0.0974315541 0.0995508506 0.1458547385 0.1169636513 
##   2015-07-02   2015-07-03   2015-07-06   2015-07-07   2015-07-08   2015-07-09 
## 0.1251163013 0.0587385507 0.0883052775 0.1578992476 0.1536648199 0.1547670182 
##   2015-07-10   2015-07-13   2015-07-14   2015-07-15   2015-07-16   2015-07-17 
## 0.1822645186 0.1412550753 0.1044888457 0.1735444550 0.1647848243 0.1133570654 
##   2015-07-20   2015-07-21   2015-07-22   2015-07-23   2015-07-24   2015-07-27 
## 0.1123262373 0.1236827680 0.1630813001 0.1277983283 0.1901110772 0.1301542481 
##   2015-07-28   2015-07-29   2015-07-30   2015-07-31   2015-08-03   2015-08-04 
## 0.1531283550 0.1571850569 0.1931641890 0.2140974663 0.1150767075 0.1361779372 
##   2015-08-05   2015-08-06   2015-08-07   2015-08-11   2015-08-12   2015-08-13 
## 0.1295869262 0.1434868007 0.1058843269 0.1396643602 0.1512442638 0.1131718018 
##   2015-08-14   2015-08-17   2015-08-18   2015-08-19   2015-08-20   2015-08-21 
## 0.0946639943 0.1185347361 0.1507578608 0.1543279591 0.1934825923 0.1828415163 
##   2015-08-24   2015-08-25   2015-08-26   2015-08-27   2015-08-28   2015-08-31 
## 0.2410064373 0.2014683954 0.1700896329 0.1704591471 0.1373377269 0.1291753876 
##   2015-09-01   2015-09-02   2015-09-03   2015-09-04   2015-09-07   2015-09-08 
## 0.1430643983 0.1494507251 0.1364248148 0.1357521563 0.1383932395 0.1495610416 
##   2015-09-09   2015-09-10   2015-09-11   2015-09-14   2015-09-15   2015-09-16 
## 0.1974953537 0.1636640351 0.1701621084 0.1507273134 0.1467233561 0.1773501426 
##   2015-09-17   2015-09-18   2015-09-21   2015-09-22   2015-09-23   2015-09-25 
## 0.2675561687 0.2968030269 0.1198675159 0.1490804015 0.1367752354 0.1204646488 
##   2015-09-28   2015-09-29   2015-09-30   2015-10-01   2015-10-02   2015-10-05 
## 0.1121514572 0.1410051010 0.2143079067 0.1717961035 0.1214597467 0.1304934840 
##   2015-10-06   2015-10-07   2015-10-08   2015-10-09   2015-10-12   2015-10-13 
## 0.1837968607 0.1939464908 0.1329713956 0.1655049109 0.1574006786 0.1374780881 
##   2015-10-14   2015-10-15   2015-10-16   2015-10-19   2015-10-20   2015-10-21 
## 0.1150349740 0.1272139664 0.1773440565 0.1420128797 0.1485374448 0.1386807092 
##   2015-10-22   2015-10-23   2015-10-26   2015-10-27   2015-10-28   2015-10-29 
## 0.1538347411 0.1356962030 0.1291783679 0.1334385434 0.1235077339 0.1320823528 
##   2015-10-30   2015-11-02   2015-11-03   2015-11-04   2015-11-05   2015-11-06 
## 0.1295547121 0.1211682154 0.1313629733 0.2255112165 0.1875481174 0.1372726863 
##   2015-11-09   2015-11-10   2015-11-11   2015-11-12   2015-11-13   2015-11-16 
## 0.1268228929 0.1707080229 0.1629243851 0.1640844085 0.2075013372 0.1554163704 
##   2015-11-17   2015-11-18   2015-11-19   2015-11-20   2015-11-23   2015-11-24 
## 0.2027924073 0.1863813069 0.1637608886 0.2438636780 0.1530358675 0.1828684386 
##   2015-11-25   2015-11-26   2015-11-27   2015-11-30   2015-12-01   2015-12-02 
## 0.1599519337 0.1444488226 0.2154579853 0.3118784716 0.1785557394 0.1891696053 
##   2015-12-03   2015-12-04   2015-12-07   2015-12-08   2015-12-09   2015-12-10 
## 0.1743947724 0.2950661757 0.1755177484 0.2019858147 0.2232393996 0.4805552212 
##   2015-12-11   2015-12-14   2015-12-15   2015-12-17   2015-12-18   2015-12-21 
## 0.4753162280 0.2896064036 0.2296307626 0.4806141991 0.2653381033 0.1043913655 
##   2015-12-22   2015-12-23   2015-12-24   2015-12-28   2015-12-29   2015-12-30 
## 0.0988750202 0.0947832877 0.0242252029 0.0375039514 0.0604006502 0.0502792185 
##   2015-12-31   2016-01-04   2016-01-05   2016-01-06   2016-01-07   2016-01-08 
## 0.0241307405 0.0953989312 0.0917567143 0.1270692423 0.2248748826 0.1375869829 
##   2016-01-11   2016-01-12   2016-01-13   2016-01-14   2016-01-15   2016-01-18 
## 0.1890497979 0.2134974569 0.1812421647 0.1820775815 0.2125612204 0.1529960389 
##   2016-01-19   2016-01-20   2016-01-21   2016-01-22   2016-01-25   2016-01-26 
## 0.1702417205 0.1974734308 0.1944274615 0.2036829621 0.1720867887 0.2031827000 
##   2016-01-27   2016-01-28   2016-01-29   2016-02-01   2016-02-02   2016-02-03 
## 0.1855592990 0.2111503044 0.2902442390 0.2013802175 0.1759978678 0.1743335650 
##   2016-02-04   2016-02-05   2016-02-08   2016-02-09   2016-02-10   2016-02-11 
## 0.2382726419 0.1616576739 0.1544142441 0.1962933593 0.1765675635 0.2010741914 
##   2016-02-12   2016-02-15   2016-02-16   2016-02-17   2016-02-18   2016-02-19 
## 0.1669951828 0.1711933821 0.1458313682 0.1992089331 0.2372200231 0.1923156863 
##   2016-02-22   2016-02-23   2016-02-24   2016-02-25   2016-02-26   2016-02-29 
## 0.1476035942 0.1912606682 0.2499248038 0.1727038644 0.1513348832 0.2733958394 
##   2016-03-01   2016-03-02   2016-03-03   2016-03-04   2016-03-07   2016-03-08 
## 0.1893883951 0.2742579239 0.2202051500 0.1794510149 0.1992469830 0.2064738125 
##   2016-03-09   2016-03-10   2016-03-11   2016-03-14   2016-03-15   2016-03-16 
## 0.1877676444 0.1957131755 0.1834237583 0.1706499031 0.1620505148 0.1437796095 
##   2016-03-17   2016-03-18   2016-03-22   2016-03-23   2016-03-24   2016-03-29 
## 0.4150760103 0.2879418724 0.1764712225 0.1630627918 0.1440993316 0.1406199136 
##   2016-03-30   2016-03-31   2016-04-01   2016-04-04   2016-04-05   2016-04-06 
## 0.1785414385 0.1986554305 0.1554672063 0.1199516645 0.1329670312 0.1809370734 
##   2016-04-07   2016-04-08   2016-04-11   2016-04-12   2016-04-13   2016-04-14 
## 0.1852621355 0.1514657370 0.1323967125 0.1998931949 0.2132266642 0.1626007021 
##   2016-04-15   2016-04-18   2016-04-19   2016-04-20   2016-04-21   2016-04-22 
## 0.1103125540 0.1244375282 0.1426455886 0.1791998818 0.1711216039 0.1351074022 
##   2016-04-25   2016-04-26   2016-04-28   2016-04-29   2016-05-03   2016-05-04 
## 0.0986415643 0.1282070625 0.1645175454 0.1646221584 0.1837775927 0.1900636612 
##   2016-05-05   2016-05-06   2016-05-09   2016-05-10   2016-05-11   2016-05-12 
## 0.2811247036 0.1759192896 0.1525769084 0.1444448151 0.1203278329 0.1335424838 
##   2016-05-13   2016-05-16   2016-05-17   2016-05-18   2016-05-19   2016-05-20 
## 0.1566974681 0.1338133404 0.1672285485 0.1779252563 0.1268490143 0.1801456730 
##   2016-05-23   2016-05-24   2016-05-25   2016-05-26   2016-05-27   2016-05-30 
## 0.1129245484 0.1796877434 0.1748986062 0.1689755940 0.1285860060 0.0735029481 
##   2016-05-31   2016-06-01   2016-06-02   2016-06-03   2016-06-06   2016-06-07 
## 0.3941967528 0.1851352224 0.1448660414 0.1749348083 0.1581339434 0.1533692375 
##   2016-06-08   2016-06-09   2016-06-10   2016-06-13   2016-06-14   2016-06-15 
## 0.1486740871 0.1490309806 0.1911408127 0.1744813919 0.1928608501 0.3529934876 
##   2016-06-17   2016-06-20 
## 0.2073957007 0.1576444166
arimaAP <- auto.arima(train[,5])
forecastAP <- forecast(arimaAP, level = c(99), h = 40)
autoplot(forecastAP)

summary(arimaAP)
## Series: train[, 5] 
## ARIMA(2,1,0) 
## 
## Coefficients:
##           ar1      ar2
##       -0.0836  -0.1151
## s.e.   0.0260   0.0285
## 
## sigma^2 estimated as 7.535e-05:  log likelihood=6441.91
## AIC=-12877.82   AICc=-12877.81   BIC=-12859.88
## 
## Training set error measures:
##                        ME        RMSE         MAE  MPE MAPE       MASE
## Training set 0.0002468766 0.008673811 0.006431908 -Inf  Inf 0.01454901
##                    ACF1
## Training set 0.06832359