## Loading required package: xts
## Loading required package: zoo
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
## Loading required package: TTR
## Version 0.4-0 included new data defaults. See ?getSymbols.
## 'getSymbols' currently uses auto.assign=TRUE by default, but will
## use auto.assign=FALSE in 0.5-0. You will still be able to use
## 'loadSymbols' to automatically load data. getOption("getSymbols.env")
## and getOption("getSymbols.auto.assign") will still be checked for
## alternate defaults.
##
## This message is shown once per session and may be disabled by setting
## options("getSymbols.warning4.0"=FALSE). See ?getSymbols for details.
## [1] "GOOG"
tickers = c("GOOG", "MSFT", "AMZN")
getSymbols(tickers, from = "2010-01-01", auto.assign = TRUE)
## [1] "GOOG" "MSFT" "AMZN"
data = new.env()
getSymbols(tickers, from = "2010-01-01", env = data , auto.assign = TRUE)
## [1] "GOOG" "MSFT" "AMZN"
ls(data)
## [1] "AMZN" "GOOG" "MSFT"
names(data)
## [1] "GOOG" ".getSymbols" "AMZN" "MSFT"
head(data$AMZN)
## AMZN.Open AMZN.High AMZN.Low AMZN.Close AMZN.Volume
## 2010-01-04 136.25 136.61 133.14 133.90 7599900
## 2010-01-05 133.43 135.48 131.81 134.69 8851900
## 2010-01-06 134.60 134.73 131.65 132.25 7178800
## 2010-01-07 132.01 132.32 128.80 130.00 11030200
## 2010-01-08 130.56 133.68 129.03 133.52 9830500
## 2010-01-11 132.62 132.80 129.21 130.31 8779400
## AMZN.Adjusted
## 2010-01-04 133.90
## 2010-01-05 134.69
## 2010-01-06 132.25
## 2010-01-07 130.00
## 2010-01-08 133.52
## 2010-01-11 130.31
str(AMZN)
## An 'xts' object on 2010-01-04/2019-03-26 containing:
## Data: num [1:2322, 1:6] 136 133 135 132 131 ...
## - attr(*, "dimnames")=List of 2
## ..$ : NULL
## ..$ : chr [1:6] "AMZN.Open" "AMZN.High" "AMZN.Low" "AMZN.Close" ...
## Indexed by objects of class: [Date] TZ: UTC
## xts Attributes:
## List of 2
## $ src : chr "yahoo"
## $ updated: POSIXct[1:1], format: "2019-03-27 21:34:24"
class(AMZN)
## [1] "xts" "zoo"
tail(AMZN,3)
## AMZN.Open AMZN.High AMZN.Low AMZN.Close AMZN.Volume
## 2019-03-22 1810.17 1818.98 1763.11 1764.77 6363000
## 2019-03-25 1757.79 1782.68 1747.50 1774.26 5103800
## 2019-03-26 1793.00 1805.77 1773.36 1783.76 4838400
## AMZN.Adjusted
## 2019-03-22 1764.77
## 2019-03-25 1774.26
## 2019-03-26 1783.76
names(AMZN)
## [1] "AMZN.Open" "AMZN.High" "AMZN.Low" "AMZN.Close"
## [5] "AMZN.Volume" "AMZN.Adjusted"
ls(AMZN)
## [1] "AMZN.Adjusted" "AMZN.Close" "AMZN.High" "AMZN.Low"
## [5] "AMZN.Open" "AMZN.Volume"
head(AMZN$AMZN.Close)
## AMZN.Close
## 2010-01-04 133.90
## 2010-01-05 134.69
## 2010-01-06 132.25
## 2010-01-07 130.00
## 2010-01-08 133.52
## 2010-01-11 130.31
AMZN2010_15=AMZN['2010/2015']
AMZN.ad<-Ad(AMZN)
head(AMZN.ad)
## AMZN.Adjusted
## 2010-01-04 133.90
## 2010-01-05 134.69
## 2010-01-06 132.25
## 2010-01-07 130.00
## 2010-01-08 133.52
## 2010-01-11 130.31
class(AMZN.ad)
## [1] "xts" "zoo"
firm3<-merge(Ad(AMZN), Ad(GOOG), Ad(MSFT))
head(firm3)
## AMZN.Adjusted GOOG.Adjusted MSFT.Adjusted
## 2010-01-04 133.90 311.3500 24.61580
## 2010-01-05 134.69 309.9789 24.62375
## 2010-01-06 132.25 302.1647 24.47263
## 2010-01-07 130.00 295.1305 24.21812
## 2010-01-08 133.52 299.0649 24.38515
## 2010-01-11 130.31 298.6128 24.07497
colnames(firm3)<-c("AMZN", "GOOG", "MSFT")
head(firm3)
## AMZN GOOG MSFT
## 2010-01-04 133.90 311.3500 24.61580
## 2010-01-05 134.69 309.9789 24.62375
## 2010-01-06 132.25 302.1647 24.47263
## 2010-01-07 130.00 295.1305 24.21812
## 2010-01-08 133.52 299.0649 24.38515
## 2010-01-11 130.31 298.6128 24.07497
etf4<-read.table("ETF4_2010_2018_d1_english.txt", header = T, sep = ',')
str(etf4)
## 'data.frame': 6991 obs. of 5 variables:
## $ CO_ID : num 50 56 50 56 50 56 50 56 50 56 ...
## $ CoName: Factor w/ 4 levels "FB SSE180_0 ",..: 4 2 4 2 4 2 4 2 4 2 ...
## $ Date : int 20100104 20100104 20100105 20100105 20100106 20100106 20100107 20100107 20100108 20100108 ...
## $ Close : num 41.9 15.5 41.9 15.4 42.7 ...
## $ Volume: int 20083 281 16453 711 19012 402 14110 1223 11342 354 ...
etf4<-read.table("ETF4_2010_2018_d1_english.txt", header = T, sep = ',',
colClasses = c("CO_ID" = "character"))
str(etf4)
## 'data.frame': 6991 obs. of 5 variables:
## $ CO_ID : chr "0050 " "0056 " "0050 " "0056 " ...
## $ CoName: Factor w/ 4 levels "FB SSE180_0 ",..: 4 2 4 2 4 2 4 2 4 2 ...
## $ Date : int 20100104 20100104 20100105 20100105 20100106 20100106 20100107 20100107 20100108 20100108 ...
## $ Close : num 41.9 15.5 41.9 15.4 42.7 ...
## $ Volume: int 20083 281 16453 711 19012 402 14110 1223 11342 354 ...
head(etf4)
## CO_ID CoName Date Close Volume
## 1 0050 Yuanta Taiwan Top50 20100104 41.91 20083
## 2 0056 PTD 20100104 15.49 281
## 3 0050 Yuanta Taiwan Top50 20100105 41.91 16453
## 4 0056 PTD 20100105 15.42 711
## 5 0050 Yuanta Taiwan Top50 20100106 42.69 19012
## 6 0056 PTD 20100106 15.66 402
write.csv(etf4, "etf4.csv")
installed.packages('readr')
## Package LibPath Version Priority Depends Imports LinkingTo Suggests
## Enhances License License_is_FOSS License_restricts_use OS_type Archs
## MD5sum NeedsCompilation Built
library(readr)
etf4_csv<-read_csv("etf4.csv")
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## CO_ID = col_character(),
## CoName = col_character(),
## Date = col_double(),
## Close = col_double(),
## Volume = col_double()
## )
etf4_csv
## # A tibble: 6,991 x 6
## X1 CO_ID CoName Date Close Volume
## <dbl> <chr> <chr> <dbl> <dbl> <dbl>
## 1 1 0050 Yuanta Taiwan Top50 20100104 41.9 20083
## 2 2 0056 PTD 20100104 15.5 281
## 3 3 0050 Yuanta Taiwan Top50 20100105 41.9 16453
## 4 4 0056 PTD 20100105 15.4 711
## 5 5 0050 Yuanta Taiwan Top50 20100106 42.7 19012
## 6 6 0056 PTD 20100106 15.7 402
## 7 7 0050 Yuanta Taiwan Top50 20100107 42.6 14110
## 8 8 0056 PTD 20100107 15.5 1223
## 9 9 0050 Yuanta Taiwan Top50 20100108 42.8 11342
## 10 10 0056 PTD 20100108 15.7 354
## # ... with 6,981 more rows
etf4.c<-etf4_csv[, c(-1,-3,-6)]
etf4.c
## # A tibble: 6,991 x 3
## CO_ID Date Close
## <chr> <dbl> <dbl>
## 1 0050 20100104 41.9
## 2 0056 20100104 15.5
## 3 0050 20100105 41.9
## 4 0056 20100105 15.4
## 5 0050 20100106 42.7
## 6 0056 20100106 15.7
## 7 0050 20100107 42.6
## 8 0056 20100107 15.5
## 9 0050 20100108 42.8
## 10 0056 20100108 15.7
## # ... with 6,981 more rows
colnames(etf4.c)<-c("id", "date", "price")
etf4.c
## # A tibble: 6,991 x 3
## id date price
## <chr> <dbl> <dbl>
## 1 0050 20100104 41.9
## 2 0056 20100104 15.5
## 3 0050 20100105 41.9
## 4 0056 20100105 15.4
## 5 0050 20100106 42.7
## 6 0056 20100106 15.7
## 7 0050 20100107 42.6
## 8 0056 20100107 15.5
## 9 0050 20100108 42.8
## 10 0056 20100108 15.7
## # ... with 6,981 more rows
#install.packages('magrittr')
library(magrittr)
#install.packages("dplyr")
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:xts':
##
## first, last
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
etf4.c<-etf4_csv%>%select(c(2,4,5))%>%rename("id" = "CO_ID", "date"= "Date", "price" = "Close")
etf4.c
## # A tibble: 6,991 x 3
## id date price
## <chr> <dbl> <dbl>
## 1 0050 20100104 41.9
## 2 0056 20100104 15.5
## 3 0050 20100105 41.9
## 4 0056 20100105 15.4
## 5 0050 20100106 42.7
## 6 0056 20100106 15.7
## 7 0050 20100107 42.6
## 8 0056 20100107 15.5
## 9 0050 20100108 42.8
## 10 0056 20100108 15.7
## # ... with 6,981 more rows
#install.packages("reshape2")
library(reshape2)
etf4.reorder = dcast(etf4.c, date~id)
## Using price as value column: use value.var to override.
dim(etf4.reorder)
## [1] 2223 5
head(etf4.reorder)
## date 0050 0056 006205 00646
## 1 20100104 41.91 15.49 NA NA
## 2 20100105 41.91 15.42 NA NA
## 3 20100106 42.69 15.66 NA NA
## 4 20100107 42.58 15.52 NA NA
## 5 20100108 42.84 15.69 NA NA
## 6 20100111 42.95 15.85 NA NA
str(etf4.reorder)
## 'data.frame': 2223 obs. of 5 variables:
## $ date : num 20100104 20100105 20100106 20100107 20100108 ...
## $ 0050 : num 41.9 41.9 42.7 42.6 42.8 ...
## $ 0056 : num 15.5 15.4 15.7 15.5 15.7 ...
## $ 006205: num NA NA NA NA NA NA NA NA NA NA ...
## $ 00646 : num NA NA NA NA NA NA NA NA NA NA ...
etf4.reorder$date<-as.Date(as.character(etf4.reorder$date), "%Y%m%d")
head(etf4.reorder)
## date 0050 0056 006205 00646
## 1 2010-01-04 41.91 15.49 NA NA
## 2 2010-01-05 41.91 15.42 NA NA
## 3 2010-01-06 42.69 15.66 NA NA
## 4 2010-01-07 42.58 15.52 NA NA
## 5 2010-01-08 42.84 15.69 NA NA
## 6 2010-01-11 42.95 15.85 NA NA
str(etf4.reorder)
## 'data.frame': 2223 obs. of 5 variables:
## $ date : Date, format: "2010-01-04" "2010-01-05" ...
## $ 0050 : num 41.9 41.9 42.7 42.6 42.8 ...
## $ 0056 : num 15.5 15.4 15.7 15.5 15.7 ...
## $ 006205: num NA NA NA NA NA NA NA NA NA NA ...
## $ 00646 : num NA NA NA NA NA NA NA NA NA NA ...
etf4.xts<-xts(etf4.reorder[,-1], order.by = etf4.reorder$date)
head(etf4.xts)
## 0050 0056 006205 00646
## 2010-01-04 41.91 15.49 NA NA
## 2010-01-05 41.91 15.42 NA NA
## 2010-01-06 42.69 15.66 NA NA
## 2010-01-07 42.58 15.52 NA NA
## 2010-01-08 42.84 15.69 NA NA
## 2010-01-11 42.95 15.85 NA NA
tail(etf4.xts)
## 0050 0056 006205 00646
## 2018-12-22 72.60 24.17 25.10 23.15
## 2018-12-24 72.45 24.18 25.30 22.74
## 2018-12-25 71.53 23.97 24.96 22.47
## 2018-12-26 71.34 23.72 25.03 22.19
## 2018-12-27 72.79 23.91 25.17 23.06
## 2018-12-28 73.23 23.94 25.23 23.23
str(etf4.xts)
## An 'xts' object on 2010-01-04/2018-12-28 containing:
## Data: num [1:2223, 1:4] 41.9 41.9 42.7 42.6 42.8 ...
## - attr(*, "dimnames")=List of 2
## ..$ : NULL
## ..$ : chr [1:4] "0050" "0056" "006205" "00646"
## Indexed by objects of class: [Date] TZ: UTC
## xts Attributes:
## NULL
etf4.xts<-na.locf(etf4.xts)
tail(etf4.xts)
## 0050 0056 006205 00646
## 2018-12-22 72.60 24.17 25.10 23.15
## 2018-12-24 72.45 24.18 25.30 22.74
## 2018-12-25 71.53 23.97 24.96 22.47
## 2018-12-26 71.34 23.72 25.03 22.19
## 2018-12-27 72.79 23.91 25.17 23.06
## 2018-12-28 73.23 23.94 25.23 23.23
etf4.xts.fill<-na.locf(etf4.xts, fromLast = TRUE)
head(etf4.xts.fill)
## 0050 0056 006205 00646
## 2010-01-04 41.91 15.49 20.45 19.61
## 2010-01-05 41.91 15.42 20.45 19.61
## 2010-01-06 42.69 15.66 20.45 19.61
## 2010-01-07 42.58 15.52 20.45 19.61
## 2010-01-08 42.84 15.69 20.45 19.61
## 2010-01-11 42.95 15.85 20.45 19.61
etf4.xts<-na.omit(etf4.xts)
head(etf4.xts)
## 0050 0056 006205 00646
## 2015-12-14 53.29 18.25 31.06 19.61
## 2015-12-15 53.33 18.38 31.59 19.63
## 2015-12-16 54.14 18.56 31.60 19.89
## 2015-12-17 54.77 18.81 32.23 20.05
## 2015-12-18 54.50 18.95 32.18 19.85
## 2015-12-21 54.41 19.02 33.00 19.64
#install.packages("tidyr")
library(tidyr)
##
## Attaching package: 'tidyr'
## The following object is masked from 'package:reshape2':
##
## smiths
## The following object is masked from 'package:magrittr':
##
## extract
etf4.xts1<-etf4.xts[complete.cases(etf4.xts),]
head(etf4.xts1)
## 0050 0056 006205 00646
## 2015-12-14 53.29 18.25 31.06 19.61
## 2015-12-15 53.33 18.38 31.59 19.63
## 2015-12-16 54.14 18.56 31.60 19.89
## 2015-12-17 54.77 18.81 32.23 20.05
## 2015-12-18 54.50 18.95 32.18 19.85
## 2015-12-21 54.41 19.02 33.00 19.64
write.csv(etf4.xts, file = "myetf4.csv")
write.zoo(etf4.xts, sep = ',', file = "myetf4.csv.1")
saveRDS(etf4.xts, file = "etf4.xts.rds")
etf4.xts2 <- readRDS("etf4.xts.rds")
head(etf4.xts2)
## 0050 0056 006205 00646
## 2015-12-14 53.29 18.25 31.06 19.61
## 2015-12-15 53.33 18.38 31.59 19.63
## 2015-12-16 54.14 18.56 31.60 19.89
## 2015-12-17 54.77 18.81 32.23 20.05
## 2015-12-18 54.50 18.95 32.18 19.85
## 2015-12-21 54.41 19.02 33.00 19.64
etf4.zoo <- read.zoo("myetf4.csv.1", header = TRUE, index.column =1,
sep = ",", format = "%Y-%m-%d")
head(etf4.zoo)
## X0050 X0056 X006205 X00646
## 2015-12-14 53.29 18.25 31.06 19.61
## 2015-12-15 53.33 18.38 31.59 19.63
## 2015-12-16 54.14 18.56 31.60 19.89
## 2015-12-17 54.77 18.81 32.23 20.05
## 2015-12-18 54.50 18.95 32.18 19.85
## 2015-12-21 54.41 19.02 33.00 19.64
class(etf4.zoo)
## [1] "zoo"
etf4.xts3<-as.xts(etf4.zoo)
head(etf4.xts3)
## X0050 X0056 X006205 X00646
## 2015-12-14 53.29 18.25 31.06 19.61
## 2015-12-15 53.33 18.38 31.59 19.63
## 2015-12-16 54.14 18.56 31.60 19.89
## 2015-12-17 54.77 18.81 32.23 20.05
## 2015-12-18 54.50 18.95 32.18 19.85
## 2015-12-21 54.41 19.02 33.00 19.64
etf4_2016<-etf4.xts['2016']
etf4_2016_01_06 <- etf4.xts["20160101/20160630"]
head(etf4_2016_01_06)
## 0050 0056 006205 00646
## 2016-01-04 53.42 18.54 30.48 19.79
## 2016-01-05 52.97 18.50 29.81 19.74
## 2016-01-06 52.44 18.21 30.14 19.62
## 2016-01-07 51.45 18.38 28.08 19.43
## 2016-01-08 51.54 18.15 29.32 19.32
## 2016-01-11 50.73 17.80 28.13 19.01
#install.packages("magrittr")
library(magrittr)
simple_returns01<-function(x) {
coredata(x[-1,])/coredata(x[-length(x),]) - 1 %>%
na.omit()
}
head(simple_returns01(AMZN.ad))
## AMZN.Adjusted
## [1,] 0.005899985
## [2,] -0.018115688
## [3,] -0.017013233
## [4,] 0.027076954
## [5,] -0.024041386
## [6,] -0.022715064
simple_returns02<-function(x) {
na.omit(x/lag(x) - 1)
}
head(simple_returns02(AMZN.ad))
## AMZN.Adjusted
## 2010-01-05 0.005899985
## 2010-01-06 -0.018115688
## 2010-01-07 -0.017013233
## 2010-01-08 0.027076954
## 2010-01-11 -0.024041386
## 2010-01-12 -0.022715064
#install.packages("PerformanceAnalytics")
library(PerformanceAnalytics)
##
## Attaching package: 'PerformanceAnalytics'
## The following object is masked from 'package:graphics':
##
## legend
head(na.omit(Return.calculate(firm3)))
## AMZN GOOG MSFT
## 2010-01-05 0.005899985 -0.004403707 0.0003231258
## 2010-01-06 -0.018115688 -0.025208746 -0.0061373255
## 2010-01-07 -0.017013233 -0.023279489 -0.0103996583
## 2010-01-08 0.027076954 0.013331111 0.0068965292
## 2010-01-11 -0.024041386 -0.001511568 -0.0127199982
## 2010-01-12 -0.022715064 -0.017684003 -0.0066073198
firm3.mon<-firm3 %>% to.monthly(indexAt = "lastof", OHLC=FALSE) %>%
Return.calculate()
head(firm3.mon)
## AMZN GOOG MSFT
## 2010-01-31 NA NA NA
## 2010-02-28 -0.055896673 -0.005925163 0.02214583
## 2010-03-31 0.146706095 0.076537582 0.02162538
## 2010-04-30 0.009795993 -0.073035690 0.04267668
## 2010-05-31 -0.084901579 -0.076222178 -0.15139444
## 2010-06-30 -0.129124798 -0.083767454 -0.10813944
# install.packages("PMwR")
library(PMwR)
firm3.day<-returns(firm3, pad=0)
head(firm3.day)
## AMZN GOOG MSFT
## 2010-01-04 0.000000000 0.000000000 0.0000000000
## 2010-01-05 0.005899985 -0.004403707 0.0003231258
## 2010-01-06 -0.018115688 -0.025208746 -0.0061373255
## 2010-01-07 -0.017013233 -0.023279489 -0.0103996583
## 2010-01-08 0.027076954 0.013331111 0.0068965292
## 2010-01-11 -0.024041386 -0.001511568 -0.0127199982
firm3.mon1<-returns(firm3, period = "month")
#options(digits = 5)
head(firm3.mon1)
## [1] -0.063405455 -0.055896673 0.146706095 0.009795993 -0.084901579
## [6] -0.129124798
firm3.mon1
## AMZN GOOG MSFT
## 2010-01-29 -6.3 -15.4 -8.9
## 2010-02-26 -5.6 -0.6 2.2
## 2010-03-31 14.7 7.7 2.2
## 2010-04-30 1.0 -7.3 4.3
## 2010-05-28 -8.5 -7.6 -15.1
## 2010-06-30 -12.9 -8.4 -10.8
## 2010-07-30 7.9 9.0 12.2
## 2010-08-31 5.9 -7.2 -8.6
## 2010-09-30 25.8 16.8 4.3
## 2010-10-29 5.2 16.7 8.9
## 2010-11-30 6.2 -9.4 -4.7
## 2010-12-31 2.6 6.9 10.5
## 2011-01-31 -5.8 1.1 -0.6
## 2011-02-28 2.2 2.2 -3.6
## 2011-03-31 3.9 -4.3 -4.5
## 2011-04-29 8.7 -7.3 2.1
## 2011-05-31 0.4 -2.8 -2.9
## 2011-06-30 4.0 -4.3 4.0
## 2011-07-29 8.8 19.2 5.4
## 2011-08-31 -3.3 -10.4 -2.3
## 2011-09-30 0.5 -4.8 -6.4
## 2011-10-31 -1.3 15.1 7.0
## 2011-11-30 -9.9 1.1 -3.2
## 2011-12-30 -10.0 7.8 1.5
## 2012-01-31 12.3 -10.2 13.8
## 2012-02-29 -7.6 6.6 8.2
## 2012-03-30 12.7 3.7 1.6
## 2012-04-30 14.5 -5.7 -0.7
## 2012-05-31 -8.2 -4.0 -8.2
## 2012-06-29 7.3 -0.1 4.8
## 2012-07-31 2.2 9.1 -3.7
## 2012-08-31 6.4 8.2 5.3
## 2012-09-28 2.4 10.1 -3.4
## 2012-10-31 -8.4 -9.8 -4.1
## 2012-11-30 8.2 2.7 -6.0
## 2012-12-31 -0.5 1.3 0.3
## 2013-01-31 5.8 6.8 2.8
## 2013-02-28 -0.5 6.0 2.1
## 2013-03-28 0.8 -0.9 2.9
## 2013-04-30 -4.8 3.8 15.7
## 2013-05-31 6.1 5.7 6.2
## 2013-06-28 3.2 1.1 -1.0
## 2013-07-31 8.5 0.8 -7.8
## 2013-08-30 -6.7 -4.6 5.6
## 2013-09-30 11.3 3.4 -0.4
## 2013-10-31 16.4 17.7 6.4
## 2013-11-29 8.1 2.8 8.5
## 2013-12-31 1.3 5.8 -1.9
## 2014-01-31 -10.1 5.4 1.1
## 2014-02-28 1.0 2.9 2.0
## 2014-03-31 -7.1 -8.3 7.0
## 2014-04-30 -9.6 -5.4 -1.4
## 2014-05-30 2.8 6.3 2.1
## 2014-06-30 3.9 2.7 1.9
## 2014-07-31 -3.6 -0.6 3.5
## 2014-08-29 8.3 0.0 5.9
## 2014-09-30 -4.9 1.0 2.0
## 2014-10-31 -5.3 -3.2 1.3
## 2014-11-28 10.9 -3.1 2.5
## 2014-12-31 -8.4 -2.8 -2.8
## 2015-01-30 14.2 1.5 -13.0
## 2015-02-27 7.2 4.5 9.3
## 2015-03-31 -2.1 -1.9 -7.3
## 2015-04-30 13.4 -1.4 19.6
## 2015-05-29 1.8 -1.0 -3.0
## 2015-06-30 1.1 -2.2 -5.8
## 2015-07-31 23.5 20.2 5.8
## 2015-08-31 -4.3 -1.2 -6.2
## 2015-09-30 -0.2 -1.6 1.7
## 2015-10-30 22.3 16.8 18.9
## 2015-11-30 6.2 4.5 3.9
## 2015-12-31 1.7 2.2 2.1
## 2016-01-29 -13.2 -2.1 -0.7
## 2016-02-29 -5.9 -6.1 -7.0
## 2016-03-31 7.4 6.8 8.5
## 2016-04-29 11.1 -7.0 -9.7
## 2016-05-31 9.6 6.2 7.0
## 2016-06-30 -1.0 -5.9 -3.5
## 2016-07-29 6.0 11.1 10.8
## 2016-08-31 1.4 -0.2 2.0
## 2016-09-30 8.9 1.3 0.2
## 2016-10-31 -5.7 0.9 4.0
## 2016-11-30 -5.0 -3.4 1.2
## 2016-12-30 -0.1 1.8 3.1
## 2017-01-31 9.8 3.2 4.0
## 2017-02-28 2.6 3.3 -0.4
## 2017-03-31 4.9 0.8 2.9
## 2017-04-28 4.3 9.2 3.9
## 2017-05-31 7.5 6.5 2.6
## 2017-06-30 -2.7 -5.8 -1.3
## 2017-07-31 2.0 2.4 5.5
## 2017-08-31 -0.7 0.9 3.4
## 2017-09-29 -2.0 2.1 -0.4
## 2017-10-31 15.0 6.0 11.7
## 2017-11-30 6.5 0.5 1.7
## 2017-12-29 -0.6 2.4 1.6
## 2018-01-31 24.1 11.8 11.1
## 2018-02-28 4.2 -5.6 -0.8
## 2018-03-29 -4.3 -6.6 -2.7
## 2018-04-30 8.2 -1.4 2.5
## 2018-05-31 4.1 6.7 6.1
## 2018-06-29 4.3 2.8 -0.2
## 2018-07-31 4.6 9.1 7.6
## 2018-08-31 13.2 0.1 6.3
## 2018-09-28 -0.5 -2.0 1.8
## 2018-10-31 -20.2 -9.8 -6.6
## 2018-11-30 5.8 1.6 4.3
## 2018-12-31 -11.1 -5.4 -8.4
## 2019-01-31 14.4 7.8 2.8
## 2019-02-28 -4.6 0.3 7.7
## 2019-03-26 8.8 5.8 5.2
head(merge(firm3, firm3.day))
## AMZN GOOG MSFT AMZN.1 GOOG.1
## 2010-01-04 133.90 311.3500 24.61580 0.000000000 0.000000000
## 2010-01-05 134.69 309.9789 24.62375 0.005899985 -0.004403707
## 2010-01-06 132.25 302.1647 24.47263 -0.018115688 -0.025208746
## 2010-01-07 130.00 295.1305 24.21812 -0.017013233 -0.023279489
## 2010-01-08 133.52 299.0649 24.38515 0.027076954 0.013331111
## 2010-01-11 130.31 298.6128 24.07497 -0.024041386 -0.001511568
## MSFT.1
## 2010-01-04 0.0000000000
## 2010-01-05 0.0003231258
## 2010-01-06 -0.0061373255
## 2010-01-07 -0.0103996583
## 2010-01-08 0.0068965292
## 2010-01-11 -0.0127199982
cum.ret<-cumprod(1+firm3.day)
head(cum.ret)
## AMZN GOOG MSFT
## 2010-01-04 1.0000000 1.0000000 1.0000000
## 2010-01-05 1.0059000 0.9955963 1.0003231
## 2010-01-06 0.9876774 0.9704986 0.9941838
## 2010-01-07 0.9708738 0.9479058 0.9838446
## 2010-01-08 0.9971621 0.9605425 0.9906298
## 2010-01-11 0.9731890 0.9590906 0.9780289
tail(cum.ret)
## AMZN GOOG MSFT
## 2019-03-19 13.15795 3.850490 4.779450
## 2019-03-20 13.42248 3.931171 4.774169
## 2019-03-21 13.58671 3.955485 4.883855
## 2019-03-22 13.17976 3.871849 4.755076
## 2019-03-25 13.25064 3.831701 4.779857
## 2019-03-26 13.32158 3.804786 4.790013
Return.cumulative(firm3.day)
## AMZN GOOG MSFT
## Cumulative Return 12.32158 2.804786 3.790013
firm3.p.ret<-firm3.day %>% merge(firm3)
colnames(firm3.p.ret)<-c("AMZN_ret", "GOOG_ret", "MSFT_ret",
"AMZN_price", "GOOG_price", "MSFT_price")
head(firm3.p.ret)
## AMZN_ret GOOG_ret MSFT_ret AMZN_price GOOG_price
## 2010-01-04 0.000000000 0.000000000 0.0000000000 133.90 311.3500
## 2010-01-05 0.005899985 -0.004403707 0.0003231258 134.69 309.9789
## 2010-01-06 -0.018115688 -0.025208746 -0.0061373255 132.25 302.1647
## 2010-01-07 -0.017013233 -0.023279489 -0.0103996583 130.00 295.1305
## 2010-01-08 0.027076954 0.013331111 0.0068965292 133.52 299.0649
## 2010-01-11 -0.024041386 -0.001511568 -0.0127199982 130.31 298.6128
## MSFT_price
## 2010-01-04 24.61580
## 2010-01-05 24.62375
## 2010-01-06 24.47263
## 2010-01-07 24.21812
## 2010-01-08 24.38515
## 2010-01-11 24.07497
plot(cum.ret)
# Set a color scheme:
tsRainbow <- rainbow(ncol(cum.ret))
plot(x = cum.ret, ylab = "Cumulative Return", main = "Cumulative Returns",
col = tsRainbow, screens = 1, lty = 1:3)
legend(x = "topleft", legend = c("AMZN", "GOOG", "MSFT"),
lty = 1:3,col = tsRainbow)
myColors <- c("red", "darkgreen", "goldenrod")
plot(x = cum.ret, ylab = "Cumulative Return", main = "Cumulative Returns",
col = myColors, screens = 1, lty =1:3, lwd = 2)
legend(x = "topleft", legend = c("AMZN", "GOOG", "MSFT"),
lty = 1:3,col = myColors)
cum.ret.xts<-as.xts(cum.ret)
cum.ret.xts
## AMZN GOOG MSFT
## 2010-01-04 1.0000000 1.0000000 1.0000000
## 2010-01-05 1.0059000 0.9955963 1.0003231
## 2010-01-06 0.9876774 0.9704986 0.9941838
## 2010-01-07 0.9708738 0.9479058 0.9838446
## 2010-01-08 0.9971621 0.9605425 0.9906298
## 2010-01-11 0.9731890 0.9590906 0.9780289
## 2010-01-12 0.9510829 0.9421300 0.9715668
## 2010-01-13 0.9642271 0.9367211 0.9806137
## 2010-01-14 0.9510829 0.9411248 1.0003231
## 2010-01-15 0.9495146 0.9254088 0.9970917
## 2010-01-19 0.9530247 0.9375668 1.0048466
## 2010-01-20 0.9393578 0.9260630 0.9883681
## 2010-01-21 0.9456311 0.9301635 0.9696285
## 2010-01-22 0.9068708 0.8775588 0.9357028
## 2010-01-25 0.8985064 0.8615875 0.9473345
## 2010-01-26 0.8923078 0.8654487 0.9531501
## 2010-01-27 0.9167289 0.8649381 0.9586431
## 2010-01-28 0.9412248 0.8524770 0.9421645
## 2010-01-29 0.9365945 0.8455364 0.9105007
## 2010-02-01 0.8877521 0.8504507 0.9179319
## 2010-02-02 0.8821509 0.8474193 0.9195478
## 2010-02-03 0.8894698 0.8628958 0.9250402
## 2010-02-04 0.8658701 0.8404946 0.8995153
## 2010-02-05 0.8766991 0.8476905 0.9053313
## 2010-02-08 0.8725169 0.8511687 0.8956380
## 2010-02-09 0.8814787 0.8559074 0.9050080
## 2010-02-10 0.8764750 0.8527324 0.9043618
## 2010-02-11 0.8968633 0.8558436 0.9085623
## 2010-02-12 0.8936520 0.8506103 0.9024232
## 2010-02-16 0.8777446 0.8636617 0.9202770
## 2010-02-17 0.8686333 0.8587315 0.9280677
## 2010-02-18 0.8818522 0.8667252 0.9404028
## 2010-02-19 0.8776699 0.8628002 0.9339104
## 2010-02-22 0.8813294 0.8660550 0.9326120
## 2010-02-23 0.8755788 0.8537215 0.9196276
## 2010-02-24 0.8941001 0.8479777 0.9293660
## 2010-02-25 0.8827483 0.8399361 0.9283921
## 2010-02-26 0.8842420 0.8405265 0.9306645
## 2010-03-01 0.9300971 0.8499242 0.9420261
## 2010-03-02 0.9374907 0.8632788 0.9238475
## 2010-03-03 0.9401793 0.8700758 0.9238475
## 2010-03-04 0.9598955 0.8848663 0.9293660
## 2010-03-05 0.9627335 0.9002154 0.9280677
## 2010-03-08 0.9716953 0.8974551 0.9293660
## 2010-03-09 0.9620613 0.8938014 0.9348843
## 2010-03-10 0.9746826 0.9197447 0.9404028
## 2010-03-11 0.9976102 0.9272277 0.9472197
## 2010-03-12 0.9844661 0.9246748 0.9501410
## 2010-03-15 0.9793130 0.8985719 0.9507905
## 2010-03-16 0.9842420 0.9017949 0.9533875
## 2010-03-17 0.9808813 0.9023693 0.9618272
## 2010-03-18 0.9914862 0.9037096 0.9611780
## 2010-03-19 0.9734878 0.8934982 0.9605288
## 2010-03-22 0.9743839 0.8895094 0.9608535
## 2010-03-23 0.9653473 0.8759473 0.9699426
## 2010-03-24 0.9562360 0.8892381 0.9624765
## 2010-03-25 1.0061987 0.8980933 0.9741628
## 2010-03-26 1.0086632 0.8977902 0.9628010
## 2010-03-29 1.0091113 0.8974072 0.9605288
## 2010-03-30 1.0200150 0.9042042 0.9663718
## 2010-03-31 1.0139657 0.9048584 0.9507905
## 2010-04-01 0.9843914 0.9075388 0.9465702
## 2010-04-05 0.9820016 0.9110650 0.9501410
## 2010-04-06 1.0123973 0.9066135 0.9517644
## 2010-04-07 1.0072442 0.8991463 0.9527379
## 2010-04-08 1.0527260 0.9054487 0.9712412
## 2010-04-09 1.0460045 0.9034224 0.9848748
## 2010-04-12 1.0545183 0.9138093 0.9842254
## 2010-04-13 1.0467514 0.9362106 0.9884454
## 2010-04-14 1.0775206 0.9397686 1.0004564
## 2010-04-15 1.0890218 0.9498205 1.0020792
## 2010-04-16 1.0617625 0.8777822 0.9955871
## 2010-04-19 1.0637043 0.8777024 1.0075975
## 2010-04-20 1.0769231 0.8855843 1.0179852
## 2010-04-21 1.0935773 0.8844037 1.0170113
## 2010-04-22 1.1209111 0.8728520 1.0189591
## 2010-04-23 1.0726663 0.8695492 1.0050010
## 2010-04-26 1.0986558 0.8482489 1.0098698
## 2010-04-27 1.0606423 0.8441324 1.0014300
## 2010-04-28 1.0407021 0.8443399 1.0033776
## 2010-04-29 1.0584765 0.8488232 1.0062992
## 2010-04-30 1.0238985 0.8387714 0.9913670
## 2010-05-03 1.0268111 0.8465895 1.0017546
## 2010-05-04 0.9696042 0.8079298 0.9780580
## 2010-05-05 0.9778193 0.8133387 0.9689688
## 2010-05-06 0.9612398 0.7956442 0.9407275
## 2010-05-07 0.9333832 0.7868209 0.9157323
## 2010-05-10 0.9805078 0.8323095 0.9394290
## 2010-05-11 0.9743093 0.8122058 0.9374811
## 2010-05-12 0.9997760 0.8063662 0.9556597
## 2010-05-13 0.9818522 0.8151257 0.9491674
## 2010-05-14 0.9598955 0.8097806 0.9391044
## 2010-05-17 0.9627335 0.8104826 0.9394290
## 2010-05-18 0.9430919 0.7951655 0.9325813
## 2010-05-19 0.9304705 0.7888791 0.9208422
## 2010-05-20 0.8940254 0.7578939 0.8839958
## 2010-05-21 0.9165049 0.7531711 0.8751915
## 2010-05-24 0.9120240 0.7613243 0.8566054
## 2010-05-25 0.9324870 0.7611807 0.8500838
## 2010-05-26 0.9201643 0.7586278 0.8155194
## 2010-05-27 0.9462285 0.7825449 0.8478011
## 2010-05-28 0.9369679 0.7748384 0.8412796
## 2010-06-01 0.9203884 0.7696370 0.8442143
## 2010-06-02 0.9433159 0.7871879 0.8628009
## 2010-06-03 0.9616131 0.8067012 0.8758437
## 2010-06-04 0.9168783 0.7957239 0.8409535
## 2010-06-07 0.9112024 0.7746629 0.8246497
## 2010-06-08 0.8875280 0.7734822 0.8187804
## 2010-06-09 0.8805826 0.7563143 0.8083459
## 2010-06-10 0.9201643 0.7770403 0.8151933
## 2010-06-11 0.9188200 0.7794176 0.8367144
## 2010-06-14 0.9247947 0.7709453 0.8314973
## 2010-06-15 0.9472741 0.7945592 0.8667136
## 2010-06-16 0.9477222 0.7997926 0.8582357
## 2010-06-17 0.9401793 0.7978939 0.8598661
## 2010-06-18 0.9397312 0.7978141 0.8621486
## 2010-06-21 0.9152353 0.7795133 0.8461709
## 2010-06-22 0.9134429 0.7758277 0.8403013
## 2010-06-23 0.9070202 0.7691264 0.8253018
## 2010-06-24 0.8837192 0.7580375 0.8151933
## 2010-06-25 0.9036595 0.7541763 0.7998678
## 2010-06-28 0.8797611 0.7532190 0.7926941
## 2010-06-29 0.8111278 0.7247866 0.7600866
## 2010-06-30 0.8159821 0.7099322 0.7503041
## 2010-07-01 0.8286781 0.7012206 0.7551955
## 2010-07-02 0.8150859 0.6965297 0.7587821
## 2010-07-06 0.8219567 0.6957638 0.7767163
## 2010-07-07 0.8471248 0.7183087 0.7923681
## 2010-07-08 0.8679612 0.7284563 0.7959547
## 2010-07-09 0.8757282 0.7458955 0.7913896
## 2010-07-12 0.8925318 0.7592022 0.8096502
## 2010-07-13 0.9234504 0.7805345 0.8194325
## 2010-07-14 0.9208365 0.7839489 0.8295409
## 2010-07-15 0.9115758 0.7882249 0.8318233
## 2010-07-16 0.8849141 0.7333227 0.8116066
## 2010-07-19 0.8957431 0.7438053 0.8226932
## 2010-07-20 0.8969380 0.7683925 0.8308452
## 2010-07-21 0.8769978 0.7618668 0.8191065
## 2010-07-22 0.8967140 0.7735301 0.8425838
## 2010-07-23 0.8877521 0.7819066 0.8416057
## 2010-07-26 0.8842420 0.7801675 0.8510620
## 2010-07-27 0.8747573 0.7860072 0.8530184
## 2010-07-28 0.8747573 0.7727961 0.8461709
## 2010-07-29 0.8727409 0.7738173 0.8487796
## 2010-07-30 0.8804332 0.7735939 0.8416057
## 2010-08-02 0.8967140 0.7824651 0.8585616
## 2010-08-03 0.9142644 0.7815397 0.8530184
## 2010-08-04 0.9528007 0.8078500 0.8389970
## 2010-08-05 0.9546677 0.8106900 0.8272585
## 2010-08-06 0.9583272 0.7981173 0.8331277
## 2010-08-09 0.9621360 0.8063023 0.8350841
## 2010-08-10 0.9708738 0.8036857 0.8174758
## 2010-08-11 0.9401793 0.7845871 0.8106285
## 2010-08-12 0.9451830 0.7850179 0.7985637
## 2010-08-13 0.9312174 0.7759872 0.7956289
## 2010-08-16 0.9415236 0.7747746 0.7988895
## 2010-08-17 0.9623600 0.7826406 0.8100354
## 2010-08-18 0.9682599 0.7692860 0.8136413
## 2010-08-19 0.9527260 0.7466613 0.8011842
## 2010-08-20 0.9541449 0.7371679 0.7943002
## 2010-08-23 0.9454817 0.7404387 0.7959395
## 2010-08-24 0.9300224 0.7202074 0.7880718
## 2010-08-25 0.9473488 0.7253610 0.7900384
## 2010-08-26 0.9324870 0.7195532 0.7808598
## 2010-08-27 0.9457805 0.7320782 0.7844657
## 2010-08-30 0.9244959 0.7222816 0.7749589
## 2010-08-31 0.9322629 0.7180215 0.7693861
## 2010-09-01 0.9894698 0.7344715 0.7834822
## 2010-09-02 1.0097835 0.7390187 0.7847934
## 2010-09-03 1.0365198 0.7503789 0.7962671
## 2010-09-07 1.0247947 0.7409653 0.7854490
## 2010-09-08 1.0391337 0.7508257 0.7844657
## 2010-09-09 1.0483944 0.7597607 0.7870880
## 2010-09-10 1.0637790 0.7596968 0.7818431
## 2010-09-13 1.0834206 0.7694774 0.8231481
## 2010-09-14 1.0884989 0.7665417 0.8205256
## 2010-09-15 1.0862584 0.7668767 0.8234759
## 2010-09-16 1.1062734 0.7675468 0.8303602
## 2010-09-17 1.1076924 0.7820502 0.8267541
## 2010-09-20 1.1299478 0.8109772 0.8336382
## 2010-09-21 1.1256908 0.8192421 0.8244592
## 2010-09-22 1.1339060 0.8232947 0.8067572
## 2010-09-23 1.1415236 0.8192740 0.8008565
## 2010-09-24 1.2003734 0.8413083 0.8123300
## 2010-09-27 1.1902166 0.8462864 0.8106910
## 2010-09-28 1.1926811 0.8411169 0.8090520
## 2010-09-29 1.1873787 0.8419466 0.8031509
## 2010-09-30 1.1729649 0.8389150 0.8028235
## 2010-10-01 1.1479463 0.8386438 0.7992173
## 2010-10-04 1.1604929 0.8334263 0.7838100
## 2010-10-05 1.2014190 0.8587634 0.7982341
## 2010-10-06 1.1605676 0.8525728 0.8008565
## 2010-10-07 1.1670651 0.8456482 0.8041347
## 2010-10-08 1.1616879 0.8557638 0.8054459
## 2010-10-11 1.1428679 0.8597367 0.8061014
## 2010-10-12 1.1686333 0.8638053 0.8139693
## 2010-10-13 1.1588499 0.8668528 0.8306877
## 2010-10-14 1.1615385 0.8630714 0.8270818
## 2010-10-15 1.2295744 0.9596330 0.8372444
## 2010-10-18 1.2215086 0.9855764 0.8464232
## 2010-10-19 1.1849888 0.9698125 0.8228201
## 2010-10-20 1.1849888 0.9700518 0.8297045
## 2010-10-21 1.2320389 0.9764500 0.8333103
## 2010-10-22 1.2631069 0.9773115 0.8319989
## 2010-10-25 1.2621360 0.9836458 0.8257706
## 2010-10-26 1.2692308 0.9869964 0.8490453
## 2010-10-27 1.2510082 0.9835979 0.8539627
## 2010-10-28 1.2460045 0.9869644 0.8615025
## 2010-10-29 1.2339806 0.9791783 0.8742874
## 2010-11-01 1.2141898 0.9812525 0.8834662
## 2010-11-02 1.2293503 0.9822098 0.8978905
## 2010-11-03 1.2581778 0.9895173 0.8860888
## 2010-11-04 1.2616131 0.9960431 0.8896949
## 2010-11-05 1.2753548 0.9973354 0.8801881
## 2010-11-08 1.2844661 1.0000319 0.8788769
## 2010-11-09 1.2716207 0.9969206 0.8834662
## 2010-11-10 1.2944736 0.9938252 0.8831386
## 2010-11-11 1.2723675 0.9847467 0.8746153
## 2010-11-12 1.2373413 0.9625688 0.8611748
## 2010-11-15 1.1867065 0.9500917 0.8588799
## 2010-11-16 1.1783421 0.9313442 0.8512938
## 2010-11-17 1.1825991 0.9310730 0.8433779
## 2010-11-18 1.2260643 0.9518308 0.8522833
## 2010-11-19 1.2309187 0.9426884 0.8473360
## 2010-11-22 1.2725169 0.9433107 0.8486552
## 2010-11-23 1.2561613 0.9302114 0.8285357
## 2010-11-24 1.3237491 0.9492940 0.8367813
## 2010-11-26 1.3233757 0.9413642 0.8328232
## 2010-11-29 1.3404781 0.9287754 0.8348024
## 2010-11-30 1.3099328 0.8866534 0.8331533
## 2010-12-01 1.3185214 0.9004388 0.8588799
## 2010-12-02 1.3183720 0.9123573 0.8869159
## 2010-12-03 1.3120239 0.9142401 0.8912035
## 2010-12-06 1.3297238 0.9227921 0.8852662
## 2010-12-07 1.3201644 0.9368009 0.8862560
## 2010-12-08 1.3165795 0.9422258 0.8981300
## 2010-12-09 1.3058253 0.9437575 0.8931826
## 2010-12-10 1.3115758 0.9448903 0.9017580
## 2010-12-13 1.3013443 0.9487356 0.8987896
## 2010-12-14 1.2990292 0.9491982 0.9109934
## 2010-12-15 1.3112025 0.9418428 0.9185795
## 2010-12-16 1.3296490 0.9440925 0.9231972
## 2010-12-17 1.3262137 0.9426406 0.9202286
## 2010-12-20 1.3688574 0.9494376 0.9172603
## 2010-12-21 1.3797611 0.9622178 0.9258356
## 2010-12-22 1.3798357 0.9660790 0.9297936
## 2010-12-23 1.3636296 0.9640686 0.9334216
## 2010-12-27 1.3602689 0.9611169 0.9258356
## 2010-12-28 1.3524272 0.9555964 0.9238569
## 2010-12-29 1.3694548 0.9589150 0.9225375
## 2010-12-30 1.3648246 0.9555006 0.9185795
## 2010-12-31 1.3442868 0.9476984 0.9205585
## 2011-01-03 1.3758029 0.9642601 0.9228673
## 2011-01-04 1.3817028 0.9607021 0.9264954
## 2011-01-05 1.3997013 0.9717909 0.9235269
## 2011-01-06 1.3880509 0.9788592 0.9505730
## 2011-01-07 1.3852876 0.9835500 0.9433168
## 2011-01-10 1.3792382 0.9799920 0.9307832
## 2011-01-11 1.3766991 0.9828640 0.9271552
## 2011-01-12 1.3747574 0.9842361 0.9416680
## 2011-01-13 1.3855863 0.9839489 0.9297936
## 2011-01-14 1.4096341 0.9958995 0.9334216
## 2011-01-18 1.4283048 1.0205504 0.9452958
## 2011-01-19 1.3955938 1.0079776 0.9390288
## 2011-01-20 1.3589247 1.0000319 0.9350709
## 2011-01-21 1.3250187 0.9761946 0.9241868
## 2011-01-24 1.3207619 0.9749980 0.9360605
## 2011-01-25 1.3196416 0.9890865 0.9383693
## 2011-01-26 1.3098582 0.9836458 0.9492539
## 2011-01-27 1.3775206 0.9841085 0.9522222
## 2011-01-28 1.2781180 0.9588990 0.9152811
## 2011-01-31 1.2669157 0.9578939 0.9146215
## 2011-02-01 1.2853623 0.9749341 0.9231972
## 2011-02-02 1.2959672 0.9764658 0.9215481
## 2011-02-03 1.2973115 0.9735141 0.9119830
## 2011-02-04 1.3138910 0.9748385 0.9159408
## 2011-02-07 1.3176251 0.9801196 0.9301235
## 2011-02-08 1.3671397 0.9866454 0.9327621
## 2011-02-09 1.3838686 0.9836458 0.9225375
## 2011-02-10 1.3906648 0.9835500 0.9070354
## 2011-02-11 1.4133682 0.9964100 0.8987896
## 2011-02-14 1.4221061 1.0022337 0.8981300
## 2011-02-15 1.4117252 0.9958516 0.8944802
## 2011-02-16 1.3937267 0.9959633 0.8964710
## 2011-02-17 1.4022405 0.9976226 0.9027749
## 2011-02-18 1.3928305 1.0053131 0.8977981
## 2011-02-22 1.3474235 0.9736099 0.8822045
## 2011-02-23 1.3194922 0.9753809 0.8822045
## 2011-02-24 1.3274833 0.9713921 0.8881765
## 2011-02-25 1.3236745 0.9733386 0.8808774
## 2011-02-28 1.2941748 0.9786996 0.8818727
## 2011-03-01 1.2654220 0.9585321 0.8679380
## 2011-03-02 1.2846902 0.9585800 0.8652836
## 2011-03-03 1.2904406 0.9725728 0.8692650
## 2011-03-04 1.2820762 0.9583087 0.8609705
## 2011-03-07 1.2627335 0.9440127 0.8533394
## 2011-03-08 1.2463779 0.9450498 0.8596436
## 2011-03-09 1.2625094 0.9441883 0.8589800
## 2011-03-10 1.2407767 0.9258875 0.8430545
## 2011-03-11 1.2551905 0.9201595 0.8520124
## 2011-03-14 1.2451830 0.9094375 0.8523445
## 2011-03-15 1.2328604 0.9087515 0.8423908
## 2011-03-16 1.2300224 0.8888711 0.8224840
## 2011-03-17 1.2021659 0.8956681 0.8221521
## 2011-03-18 1.2085139 0.8951895 0.8228160
## 2011-03-21 1.2286782 0.9198245 0.8404004
## 2011-03-22 1.2143392 0.9211328 0.8394046
## 2011-03-23 1.2346528 0.9288552 0.8473676
## 2011-03-24 1.2778194 0.9364021 0.8563257
## 2011-03-25 1.2769231 0.9249940 0.8500217
## 2011-03-28 1.2647499 0.9180056 0.8430545
## 2011-03-29 1.3041076 0.9281692 0.8457085
## 2011-03-30 1.3399552 0.9283446 0.8496900
## 2011-03-31 1.3452578 0.9361946 0.8423908
## 2011-04-01 1.3452578 0.9442361 0.8453768
## 2011-04-04 1.3662435 0.9376625 0.8476991
## 2011-04-05 1.3837939 0.9080016 0.8553304
## 2011-04-06 1.3648992 0.9161229 0.8676061
## 2011-04-07 1.3809560 0.9254088 0.8692650
## 2011-04-08 1.3794624 0.9224731 0.8649520
## 2011-04-11 1.3744586 0.9212126 0.8619660
## 2011-04-12 1.3478716 0.9104268 0.8506853
## 2011-04-13 1.3613891 0.9194735 0.8503537
## 2011-04-14 1.3578791 0.9230315 0.8433861
## 2011-04-15 1.3443615 0.8467491 0.8417271
## 2011-04-18 1.3318895 0.8405903 0.8321057
## 2011-04-19 1.3354743 0.8321180 0.8344281
## 2011-04-20 1.3731890 0.8388192 0.8546668
## 2011-04-21 1.3882749 0.8378141 0.8467041
## 2011-04-25 1.3847648 0.8377343 0.8496900
## 2011-04-26 1.3614639 0.8501316 0.8689333
## 2011-04-27 1.4684840 0.8580135 0.8752370
## 2011-04-28 1.4568336 0.8583486 0.8861857
## 2011-04-29 1.4623600 0.8681293 0.8599753
## 2011-05-02 1.5025393 0.8592900 0.8513489
## 2011-05-03 1.4820762 0.8518388 0.8563257
## 2011-05-04 1.4934280 0.8548703 0.8646204
## 2011-05-05 1.4720688 0.8524452 0.8556620
## 2011-05-06 1.4757283 0.8540885 0.8583162
## 2011-05-09 1.4996267 0.8578859 0.8569894
## 2011-05-10 1.5230770 0.8658316 0.8516808
## 2011-05-11 1.5263631 0.8543279 0.8413957
## 2011-05-12 1.5389844 0.8536897 0.8400682
## 2011-05-13 1.5127708 0.8449142 0.8304467
## 2011-05-16 1.4377147 0.8271559 0.8151848
## 2011-05-17 1.4548918 0.8463662 0.8188583
## 2011-05-18 1.4719194 0.8453290 0.8245354
## 2011-05-19 1.4846902 0.8476267 0.8255373
## 2011-05-20 1.4835698 0.8361069 0.8178566
## 2011-05-23 1.4654220 0.8271081 0.8071699
## 2011-05-24 1.4433907 0.8269007 0.8065021
## 2011-05-25 1.4358477 0.8291504 0.8078379
## 2011-05-26 1.4563107 0.8266933 0.8238674
## 2011-05-27 1.4498134 0.8311129 0.8268734
## 2011-05-31 1.4689321 0.8440685 0.8352220
## 2011-06-01 1.4368932 0.8386118 0.8158528
## 2011-06-02 1.4462285 0.8425368 0.8088397
## 2011-06-03 1.4064228 0.8345911 0.7984872
## 2011-06-06 1.3867813 0.8313682 0.8018264
## 2011-06-07 1.4006722 0.8281292 0.8034963
## 2011-06-08 1.4044064 0.8283526 0.7994890
## 2011-06-09 1.4165795 0.8244595 0.8001569
## 2011-06-10 1.3930546 0.8129397 0.7918078
## 2011-06-13 1.3912621 0.8053131 0.8028284
## 2011-06-14 1.4186708 0.8111208 0.8088397
## 2011-06-15 1.3889470 0.8024730 0.7928099
## 2011-06-16 1.3715459 0.7983566 0.8014925
## 2011-06-17 1.3918596 0.7738652 0.8101755
## 2011-06-20 1.4019418 0.7731631 0.8171886
## 2011-06-21 1.4505602 0.7865975 0.8268734
## 2011-06-22 1.4311427 0.7770403 0.8231996
## 2011-06-23 1.4500374 0.7662066 0.8225318
## 2011-06-24 1.4380135 0.7576864 0.8115114
## 2011-06-27 1.5029874 0.7703231 0.8415674
## 2011-06-28 1.5112025 0.7876346 0.8616047
## 2011-06-29 1.5248693 0.7938891 0.8555934
## 2011-06-30 1.5271846 0.8079457 0.8682837
## 2011-07-01 1.5645259 0.8313203 0.8689515
## 2011-07-05 1.5921584 0.8495253 0.8692857
## 2011-07-06 1.5996267 0.8541843 0.8793040
## 2011-07-07 1.6186708 0.8721181 0.8939984
## 2011-07-08 1.6301718 0.8488074 0.8990076
## 2011-07-11 1.5873787 0.8412924 0.8893228
## 2011-07-12 1.5775206 0.8520303 0.8863173
## 2011-07-13 1.5944736 0.8588113 0.8893228
## 2011-07-14 1.5711726 0.8439409 0.8839795
## 2011-07-15 1.5897685 0.9535221 0.8943321
## 2011-07-18 1.5797611 0.9492461 0.8879871
## 2011-07-19 1.6285288 0.9613881 0.9197129
## 2011-07-20 1.6097835 0.9499003 0.9036830
## 2011-07-21 1.5923078 0.9684723 0.9050186
## 2011-07-22 1.6170277 0.9864060 0.9193788
## 2011-07-25 1.5943989 0.9876027 0.9320690
## 2011-07-26 1.5995519 0.9932508 0.9377464
## 2011-07-27 1.6618373 0.9688392 0.9126997
## 2011-07-28 1.6721434 0.9747746 0.9257240
## 2011-07-29 1.6618373 0.9632070 0.9150374
## 2011-08-01 1.6528754 0.9681213 0.9106961
## 2011-08-02 1.5810307 0.9451934 0.8950000
## 2011-08-03 1.5680360 0.9591862 0.8990076
## 2011-08-04 1.5047050 0.9214520 0.8662800
## 2011-08-05 1.5138163 0.9238771 0.8575971
## 2011-08-08 1.4466020 0.8711927 0.8175223
## 2011-08-09 1.5316655 0.9148943 0.8542574
## 2011-08-10 1.4498134 0.8759633 0.8081716
## 2011-08-11 1.4814041 0.8968966 0.8412334
## 2011-08-12 1.5108291 0.8995133 0.8382278
## 2011-08-15 1.5156834 0.8890785 0.8519199
## 2011-08-16 1.4763256 0.8599920 0.8519200
## 2011-08-17 1.4632562 0.8506581 0.8485594
## 2011-08-18 1.3631069 0.8055524 0.8290674
## 2011-08-19 1.3362958 0.7832788 0.8082316
## 2011-08-22 1.3259149 0.7948464 0.8058791
## 2011-08-23 1.4454818 0.8277942 0.8307478
## 2011-08-24 1.4468260 0.8349262 0.8367972
## 2011-08-25 1.4341300 0.8297407 0.8257069
## 2011-08-26 1.4882002 0.8406223 0.8485594
## 2011-08-29 1.5424198 0.8601196 0.8683869
## 2011-08-30 1.5752054 0.8627044 0.8814935
## 2011-08-31 1.6073936 0.8631192 0.8939278
## 2011-09-01 1.5873040 0.8496210 0.8808214
## 2011-09-02 1.5683346 0.8373993 0.8670426
## 2011-09-06 1.6144884 0.8331551 0.8572970
## 2011-09-07 1.6422704 0.8520622 0.8737639
## 2011-09-08 1.6225542 0.8535461 0.8811575
## 2011-09-09 1.5787155 0.8374153 0.8650265
## 2011-09-12 1.6173264 0.8458236 0.8700673
## 2011-09-13 1.6395072 0.8448664 0.8751083
## 2011-09-14 1.6622107 0.8489350 0.8905673
## 2011-09-15 1.6936520 0.8656721 0.9070341
## 2011-09-16 1.7871547 0.8722457 0.9114032
## 2011-09-19 1.8050038 0.8722297 0.9144275
## 2011-09-20 1.7419717 0.8721659 0.9066983
## 2011-09-21 1.7316655 0.8603111 0.8734280
## 2011-09-22 1.6671397 0.8307299 0.8421742
## 2011-09-23 1.6699777 0.8384682 0.8421742
## 2011-09-26 1.7165797 0.8486478 0.8549444
## 2011-09-27 1.6744587 0.8605345 0.8626740
## 2011-09-28 1.7155341 0.8437814 0.8596491
## 2011-09-29 1.6612398 0.8416434 0.8552807
## 2011-09-30 1.6148619 0.8217631 0.8364611
## 2011-10-03 1.5831218 0.7906182 0.8243627
## 2011-10-04 1.5870053 0.8007977 0.8515839
## 2011-10-05 1.6392831 0.8052652 0.8700673
## 2011-10-06 1.6542943 0.8212365 0.8851901
## 2011-10-07 1.6784168 0.8218907 0.8821655
## 2011-10-10 1.7275580 0.8570722 0.9053540
## 2011-10-11 1.7586259 0.8666614 0.9073704
## 2011-10-12 1.7685587 0.8751495 0.9060260
## 2011-10-13 1.7636296 0.8918867 0.9134194
## 2011-10-14 1.8424945 0.9440447 0.9164440
## 2011-10-17 1.8097835 0.9292541 0.9066983
## 2011-10-18 1.8213593 0.9421778 0.9177881
## 2011-10-19 1.7291263 0.9265257 0.9117392
## 2011-10-20 1.7446603 0.9312644 0.9087145
## 2011-10-21 1.7533981 0.9421460 0.9127472
## 2011-10-24 1.7745333 0.9516075 0.9137556
## 2011-10-25 1.6964153 0.9304507 0.9009851
## 2011-10-26 1.4817028 0.9354766 0.8935917
## 2011-10-27 1.5442868 0.9551974 0.9157718
## 2011-10-28 1.6230024 0.9575429 0.9066983
## 2011-10-31 1.5945482 0.9455764 0.8949361
## 2011-11-01 1.5840180 0.9232549 0.8734280
## 2011-11-02 1.6103062 0.9330993 0.8740999
## 2011-11-03 1.6302465 0.9533307 0.8915755
## 2011-11-04 1.6167289 0.9511607 0.8821655
## 2011-11-07 1.6206125 0.9706103 0.9006490
## 2011-11-08 1.6280061 0.9770084 0.9127472
## 2011-11-09 1.5774459 0.9588352 0.8804853
## 2011-11-10 1.5742345 0.9494695 0.8831737
## 2011-11-11 1.6235251 0.9706422 0.9043456
## 2011-11-14 1.6350262 0.9780615 0.8993046
## 2011-11-15 1.6268111 0.9837415 0.9053995
## 2011-11-16 1.5831965 0.9756202 0.8827137
## 2011-11-17 1.5274086 0.9587076 0.8647684
## 2011-11-18 1.4722928 0.9491504 0.8566419
## 2011-11-21 1.4133682 0.9269087 0.8464841
## 2011-11-22 1.4364451 0.9254088 0.8393738
## 2011-11-23 1.4114265 0.9096290 0.8285387
## 2011-11-25 1.3622106 0.8982848 0.8227827
## 2011-11-28 1.4499627 0.9384762 0.8420824
## 2011-11-29 1.4069455 0.9300837 0.8410669
## 2011-11-30 1.4360717 0.9563462 0.8661226
## 2011-12-01 1.4722182 0.9792900 0.8559646
## 2011-12-02 1.4640030 0.9898046 0.8539333
## 2011-12-05 1.4655714 0.9982449 0.8701857
## 2011-12-06 1.4338313 0.9952453 0.8688314
## 2011-12-07 1.4587006 0.9946390 0.8667997
## 2011-12-08 1.4225542 0.9829278 0.8600277
## 2011-12-09 1.4415983 1.0010690 0.8701857
## 2011-12-12 1.4153847 0.9978301 0.8637524
## 2011-12-13 1.3480956 0.9982130 0.8722174
## 2011-12-14 1.3458552 0.9861508 0.8664613
## 2011-12-15 1.3536968 0.9884961 0.8654454
## 2011-12-16 1.3536968 0.9987395 0.8803434
## 2011-12-19 1.3392831 0.9921499 0.8644296
## 2011-12-20 1.3631069 1.0057758 0.8813595
## 2011-12-21 1.3020912 0.9985161 0.8722174
## 2011-12-22 1.3370426 1.0047068 0.8739103
## 2011-12-23 1.3239732 1.0101954 0.8813595
## 2011-12-27 1.3164303 1.0215396 0.8816977
## 2011-12-28 1.2986558 1.0206622 0.8742489
## 2011-12-29 1.2984317 1.0249700 0.8810207
## 2011-12-30 1.2927559 1.0305544 0.8789891
## 2012-01-03 1.3370426 1.0616832 0.9064153
## 2012-01-04 1.3256908 1.0662624 0.9277467
## 2012-01-05 1.3264377 1.0514718 0.9372273
## 2012-01-06 1.3637790 1.0371280 0.9517867
## 2012-01-09 1.3335325 0.9931552 0.9392589
## 2012-01-10 1.3393578 0.9942401 0.9426449
## 2012-01-11 1.3360717 0.9987395 0.9385816
## 2012-01-12 1.3138910 1.0046111 0.9480621
## 2012-01-13 1.3324870 0.9971918 0.9565269
## 2012-01-17 1.3566842 1.0029198 0.9568656
## 2012-01-18 1.4147872 1.0098285 0.9558501
## 2012-01-19 1.4522032 1.0204547 0.9521254
## 2012-01-20 1.4259149 0.9349660 1.0059617
## 2012-01-23 1.3897685 0.9342162 1.0066389
## 2012-01-24 1.3965647 0.9268927 0.9934336
## 2012-01-25 1.4025393 0.9086398 1.0008830
## 2012-01-26 1.4437641 0.9064220 0.9988511
## 2012-01-27 1.4590740 0.9253769 0.9897093
## 2012-01-30 1.4350262 0.9217232 1.0025759
## 2012-01-31 1.4521285 0.9255843 0.9998670
## 2012-02-01 1.3402540 0.9267331 1.0120564
## 2012-02-02 1.3571323 0.9335620 1.0140883
## 2012-02-03 1.4016430 0.9514639 1.0239074
## 2012-02-06 1.3677372 0.9718229 1.0225530
## 2012-02-07 1.3755789 0.9681213 1.0276318
## 2012-02-08 1.3852129 0.9730354 1.0381282
## 2012-02-09 1.3814787 0.9756043 1.0418528
## 2012-02-10 1.3856610 0.9667491 1.0327107
## 2012-02-13 1.4308439 0.9767850 1.0354194
## 2012-02-14 1.4286782 0.9728918 1.0309888
## 2012-02-15 1.3776700 0.9661906 1.0241722
## 2012-02-16 1.3437640 0.9677223 1.0664346
## 2012-02-17 1.3629575 0.9647227 1.0650711
## 2012-02-21 1.3611651 0.9796570 1.0715468
## 2012-02-22 1.3486184 0.9699880 1.0657528
## 2012-02-23 1.3359971 0.9670682 1.0691610
## 2012-02-24 1.3377895 0.9731152 1.0729097
## 2012-02-27 1.3333085 0.9721739 1.0684791
## 2012-02-28 1.3726663 0.9866614 1.0862022
## 2012-02-29 1.3419717 0.9864380 1.0817716
## 2012-03-01 1.3445855 0.9930594 1.1005166
## 2012-03-02 1.3390591 0.9912245 1.0933595
## 2012-03-05 1.3462286 0.9800558 1.0838164
## 2012-03-06 1.3524272 0.9652333 1.0756365
## 2012-03-07 1.3724422 0.9681691 1.0851796
## 2012-03-08 1.4013443 0.9687116 1.0909736
## 2012-03-09 1.3765498 0.9577183 1.0902919
## 2012-03-12 1.3696042 0.9655365 1.0919960
## 2012-03-13 1.3785661 0.9856881 1.1134681
## 2012-03-14 1.3611651 0.9828320 1.1168762
## 2012-03-15 1.3773712 0.9910331 1.1196028
## 2012-03-16 1.3820016 0.9972716 1.1110821
## 2012-03-19 1.3855117 1.0115357 1.0974492
## 2012-03-20 1.4363705 1.0107538 1.0902919
## 2012-03-21 1.4318895 1.0211088 1.0875653
## 2012-03-22 1.4368932 1.0307938 1.0906327
## 2012-03-23 1.4566094 1.0252732 1.0909736
## 2012-03-26 1.5150859 1.0360271 1.1107412
## 2012-03-27 1.5342794 1.0323414 1.1083553
## 2012-03-28 1.5023153 1.0462864 1.0971084
## 2012-03-29 1.5280807 1.0345592 1.0947227
## 2012-03-30 1.5123973 1.0231193 1.0994941
## 2012-04-02 1.4790890 1.0321819 1.1005166
## 2012-04-03 1.4911129 1.0253211 1.0885879
## 2012-04-04 1.4487678 1.0134024 1.0637079
## 2012-04-05 1.4517551 1.0088871 1.0742732
## 2012-04-09 1.4329351 1.0065257 1.0599587
## 2012-04-10 1.3964153 1.0001754 1.0384867
## 2012-04-11 1.4038089 1.0146948 1.0343971
## 2012-04-12 1.4241226 1.0387076 1.0558690
## 2012-04-13 1.4074684 0.9965696 1.0500750
## 2012-04-16 1.3853623 0.9670044 1.0592770
## 2012-04-17 1.4069455 0.9725888 1.0715468
## 2012-04-18 1.4269605 0.9692062 1.0613219
## 2012-04-19 1.4271846 0.9562026 1.0568913
## 2012-04-20 1.4188200 0.9510331 1.1049474
## 2012-04-23 1.4058253 0.9534902 1.0947227
## 2012-04-24 1.4214340 0.9593458 1.0879061
## 2012-04-25 1.4519791 0.9728280 1.0974492
## 2012-04-26 1.4637044 0.9820024 1.0943820
## 2012-04-27 1.6941749 0.9812205 1.0899512
## 2012-04-30 1.7318895 0.9650578 1.0913144
## 2012-05-01 1.7179985 0.9643877 1.0909736
## 2012-05-02 1.7195669 0.9689030 1.0838164
## 2012-05-03 1.7135923 0.9749023 1.0824530
## 2012-05-04 1.6728156 0.9524850 1.0558690
## 2012-05-07 1.6815535 0.9693658 1.0446216
## 2012-05-08 1.6721434 0.9777263 1.0395094
## 2012-05-09 1.6652726 0.9719186 1.0483708
## 2012-05-10 1.6929799 0.9791144 1.0476891
## 2012-05-11 1.7003734 0.9656641 1.0620037
## 2012-05-14 1.6648992 0.9637016 1.0456442
## 2012-05-15 1.6758029 0.9750459 1.0363814
## 2012-05-16 1.6733384 1.0034782 1.0257468
## 2012-05-17 1.6307693 0.9940965 1.0195716
## 2012-05-18 1.5970875 0.9579577 1.0041339
## 2012-05-21 1.6289022 0.9798324 1.0206009
## 2012-05-22 1.6081405 0.9585959 1.0209437
## 2012-05-23 1.6227036 0.9724132 0.9986449
## 2012-05-24 1.6074684 0.9631591 0.9972728
## 2012-05-25 1.5899179 0.9438053 0.9969296
## 2012-05-29 1.6038089 0.9482888 1.0140826
## 2012-05-30 1.5625841 0.9385400 1.0065354
## 2012-05-31 1.5900673 0.9267810 1.0013896
## 2012-06-01 1.5550412 0.9110172 0.9760033
## 2012-06-04 1.6024646 0.9231591 0.9794338
## 2012-06-05 1.5923078 0.9101077 0.9780616
## 2012-06-06 1.6253921 0.9263183 1.0068784
## 2012-06-07 1.6340554 0.9225847 1.0027618
## 2012-06-08 1.6316655 0.9261269 1.0171703
## 2012-06-11 1.6168783 0.9070602 0.9914407
## 2012-06-12 1.6162809 0.9016354 1.0048201
## 2012-06-13 1.6036595 0.8952373 0.9993311
## 2012-06-14 1.6015684 0.8919825 1.0065354
## 2012-06-15 1.6306947 0.9006940 1.0298632
## 2012-06-18 1.6628829 0.9108097 1.0236886
## 2012-06-19 1.6731143 0.9278500 1.0531916
## 2012-06-20 1.6655714 0.9214360 1.0610818
## 2012-06-21 1.6472742 0.9018109 1.0339802
## 2012-06-22 1.6591487 0.9118149 1.0531916
## 2012-06-25 1.6435401 0.8946151 1.0247175
## 2012-06-26 1.6849142 0.9009652 1.0298632
## 2012-06-27 1.6849888 0.9083366 1.0350092
## 2012-06-28 1.6528007 0.9003750 1.0260899
## 2012-06-29 1.7053773 0.9255205 1.0494178
## 2012-07-02 1.7126215 0.9261587 1.0483888
## 2012-07-03 1.7141898 0.9379018 1.0552499
## 2012-07-05 1.6957432 0.9508097 1.0531916
## 2012-07-06 1.6807320 0.9349502 1.0356954
## 2012-07-09 1.6807320 0.9349980 1.0291773
## 2012-07-10 1.6392831 0.9281212 1.0202578
## 2012-07-11 1.6308439 0.9113522 1.0051630
## 2012-07-12 1.6083645 0.9102194 0.9821780
## 2012-07-13 1.6309933 0.9198563 1.0082506
## 2012-07-16 1.6132189 0.9173035 1.0099661
## 2012-07-17 1.6200896 0.9201915 1.0175134
## 2012-07-18 1.6241226 0.9266215 1.0446150
## 2012-07-19 1.6890964 0.9462465 1.0521624
## 2012-07-20 1.7049291 0.9745831 1.0332939
## 2012-07-23 1.6879015 0.9820662 1.0044770
## 2012-07-24 1.6657207 0.9693976 1.0000173
## 2012-07-25 1.6209859 0.9700678 0.9890396
## 2012-07-26 1.6430919 0.9786358 1.0003599
## 2012-07-27 1.7723676 1.0130993 1.0209437
## 2012-07-30 1.7631815 1.0088551 1.0168270
## 2012-07-31 1.7423451 1.0099242 1.0109951
## 2012-08-01 1.7333085 1.0094615 1.0089369
## 2012-08-02 1.7237491 1.0031910 1.0013896
## 2012-08-03 1.7548171 1.0232629 1.0206009
## 2012-08-06 1.7474982 1.0256402 1.0274621
## 2012-08-07 1.7666916 1.0220024 1.0380969
## 2012-08-08 1.7504109 1.0246988 1.0404982
## 2012-08-09 1.7480210 1.0248903 1.0463304
## 2012-08-10 1.7382376 1.0243318 1.0435859
## 2012-08-13 1.7359224 1.0530674 1.0425566
## 2012-08-14 1.7415236 1.0668687 1.0404847
## 2012-08-15 1.7731143 1.0650818 1.0429020
## 2012-08-16 1.8039583 1.0735859 1.0629313
## 2012-08-17 1.8011203 1.0803989 1.0670752
## 2012-08-20 1.7949964 1.0778460 1.0615499
## 2012-08-21 1.7882749 1.0682249 1.0636219
## 2012-08-22 1.8155341 1.0804627 1.0546434
## 2012-08-23 1.8013443 1.0798564 1.0449740
## 2012-08-24 1.8352503 1.0827762 1.0553339
## 2012-08-27 1.8216580 1.0677623 1.0598232
## 2012-08-28 1.8380135 1.0805744 1.0577512
## 2012-08-29 1.8455564 1.0977423 1.0584418
## 2012-08-30 1.8388350 1.0876426 1.0470459
## 2012-08-31 1.8541450 1.0930834 1.0643126
## 2012-09-04 1.8512324 1.0866214 1.0494632
## 2012-09-05 1.8388350 1.0861108 1.0494632
## 2012-09-06 1.8773713 1.1159154 1.0826151
## 2012-09-07 1.9353251 1.1266853 1.0688020
## 2012-09-10 1.9200150 1.1181013 1.0608594
## 2012-09-11 1.9094101 1.1044116 1.0632763
## 2012-09-12 1.9091114 1.1023215 1.0629313
## 2012-09-13 1.9435400 1.1265097 1.0684564
## 2012-09-14 1.9512323 1.1323175 1.0777806
## 2012-09-17 1.9268111 1.1327961 1.0777806
## 2012-09-18 1.9324123 1.1460391 1.0767446
## 2012-09-19 1.9542943 1.1607499 1.0722550
## 2012-09-20 1.9477969 1.1617391 1.0860685
## 2012-09-21 1.9228530 1.1711049 1.0770899
## 2012-09-24 1.9029127 1.1956601 1.0629313
## 2012-09-25 1.8854370 1.1953091 1.0494632
## 2012-09-26 1.8646005 1.2021699 1.0418658
## 2012-09-27 1.9162809 1.2070203 1.0415206
## 2012-09-28 1.8993280 1.2038292 1.0277072
## 2012-10-01 1.8820762 1.2154447 1.0183832
## 2012-10-02 1.8715461 1.2078021 1.0242542
## 2012-10-03 1.9112771 1.2165935 1.0311608
## 2012-10-04 1.9452577 1.2254487 1.0370313
## 2012-10-05 1.9306200 1.2248105 1.0308154
## 2012-10-08 1.9347275 1.2091583 1.0283980
## 2012-10-09 1.8742346 1.1872197 1.0111315
## 2012-10-10 1.8296491 1.1879697 1.0007717
## 2012-10-11 1.8238985 1.1990107 0.9997355
## 2012-10-12 1.8100076 1.1882728 1.0083687
## 2012-10-15 1.8235997 1.1822576 1.0190742
## 2012-10-16 1.8218074 1.1881931 1.0183832
## 2012-10-17 1.8483198 1.2054088 1.0218367
## 2012-10-18 1.8286036 1.1088951 1.0187285
## 2012-10-19 1.7923825 1.0878181 0.9890301
## 2012-10-22 1.7459299 1.0828400 0.9669288
## 2012-10-23 1.7498880 1.0855205 0.9686557
## 2012-10-24 1.7064228 1.0806541 0.9634756
## 2012-10-25 1.6648246 1.0813881 0.9627850
## 2012-10-26 1.7792384 1.0772237 0.9741809
## 2012-10-31 1.7392831 1.0854407 0.9855767
## 2012-11-01 1.7336819 1.0970722 1.0194194
## 2012-11-02 1.7357730 1.0975987 1.0187285
## 2012-11-05 1.7500374 1.0896848 1.0232179
## 2012-11-06 1.7741599 1.0877064 1.0311608
## 2012-11-07 1.7330845 1.0644116 1.0042248
## 2012-11-08 1.6979090 1.0407499 0.9949011
## 2012-11-09 1.6901420 1.0578859 0.9955915
## 2012-11-12 1.6913369 1.0624650 0.9745261
## 2012-11-13 1.6923078 1.0515356 0.9431910
## 2012-11-14 1.6650486 1.0411647 0.9344866
## 2012-11-15 1.6474983 1.0327243 0.9282197
## 2012-11-16 1.6820762 1.0325967 0.9233454
## 2012-11-19 1.7155341 1.0661508 0.9306568
## 2012-11-20 1.7459299 1.0689589 0.9299606
## 2012-11-21 1.7776700 1.0624172 0.9383167
## 2012-11-23 1.7914863 1.0657678 0.9644291
## 2012-11-26 1.8194175 1.0548863 0.9536361
## 2012-11-27 1.8177745 1.0701396 0.9428428
## 2012-11-28 1.8454818 1.0908177 0.9525916
## 2012-11-29 1.8765498 1.1039330 0.9383167
## 2012-11-30 1.8823750 1.1142720 0.9268273
## 2012-12-03 1.8695296 1.1092939 0.9202117
## 2012-12-04 1.8856611 1.1025608 0.9181228
## 2012-12-05 1.8966394 1.0974391 0.9285678
## 2012-12-06 1.8922331 1.1027204 0.9306568
## 2012-12-07 1.8914863 1.0916793 0.9212564
## 2012-12-10 1.8504109 1.0936098 0.9379683
## 2012-12-11 1.8722182 1.1118947 0.9511989
## 2012-12-12 1.8802092 1.1129796 0.9484136
## 2012-12-13 1.8764004 1.1211806 0.9438872
## 2012-12-14 1.8610158 1.1200000 0.9334422
## 2012-12-17 1.8958925 1.1500279 0.9435392
## 2012-12-18 1.9447349 1.1504906 0.9595550
## 2012-12-19 1.9267364 1.1489589 0.9508505
## 2012-12-20 1.9529501 1.1525488 0.9637331
## 2012-12-21 1.9187455 1.1418109 0.9557251
## 2012-12-24 1.9314414 1.1320303 0.9421465
## 2012-12-26 1.8568336 1.1310251 0.9351829
## 2012-12-27 1.8544437 1.1269086 0.9386645
## 2012-12-28 1.8310680 1.1168887 0.9243899
## 2012-12-31 1.8735624 1.1286477 0.9299606
## 2013-01-02 1.9216580 1.1539689 0.9616441
## 2013-01-03 1.9303960 1.1546390 0.9487617
## 2013-01-04 1.9353996 1.1774551 0.9310050
## 2013-01-07 2.0049291 1.1723174 0.9292643
## 2013-01-08 1.9893952 1.1700039 0.9243899
## 2013-01-09 1.9891712 1.1776945 0.9296122
## 2013-01-10 1.9816281 1.1830554 0.9212564
## 2013-01-11 2.0010457 1.1806781 0.9341386
## 2013-01-14 2.0368187 1.1539689 0.9362277
## 2013-01-15 2.0306199 1.1566493 0.9473691
## 2013-01-16 2.0084392 1.1411088 0.9414500
## 2013-01-17 2.0200151 1.1349342 0.9487617
## 2013-01-18 2.0322629 1.1240686 0.9487617
## 2013-01-22 2.0178492 1.1214519 0.9452801
## 2013-01-23 2.0023151 1.1830873 0.9612958
## 2013-01-24 2.0422704 1.2033666 0.9619920
## 2013-01-25 2.1209111 1.2025050 0.9706963
## 2013-01-28 2.0615386 1.1978141 0.9717410
## 2013-01-29 1.9443616 1.2025209 0.9752226
## 2013-01-30 2.0370427 1.2027602 0.9696519
## 2013-01-31 1.9828231 1.2057279 0.9557251
## 2013-02-01 1.9790890 1.2374950 0.9724373
## 2013-02-04 1.9415984 1.2110411 0.9553768
## 2013-02-05 1.9932041 1.2217631 0.9574661
## 2013-02-06 1.9583272 1.2288313 0.9518951
## 2013-02-07 1.9434654 1.2348624 0.9498061
## 2013-02-08 1.9563109 1.2530833 0.9592069
## 2013-02-11 1.9209111 1.2483765 0.9700002
## 2013-02-12 1.9320390 1.2456322 0.9706963
## 2013-02-13 2.0124721 1.2490785 0.9759190
## 2013-02-14 2.0107543 1.2569924 0.9762671
## 2013-02-15 1.9797611 1.2650818 0.9752226
## 2013-02-19 2.0145632 1.2873553 0.9847009
## 2013-02-20 1.9896192 1.2643957 0.9783821
## 2013-02-21 1.9861091 1.2692940 0.9650422
## 2013-02-22 1.9822257 1.2759633 0.9745206
## 2013-02-25 1.9407767 1.2616992 0.9608296
## 2013-02-26 1.9369679 1.2606781 0.9608296
## 2013-02-27 1.9660195 1.2760750 0.9762757
## 2013-02-28 1.9736370 1.2783406 0.9759247
## 2013-03-01 1.9846154 1.2863023 0.9811905
## 2013-03-04 2.0396564 1.3107299 0.9882116
## 2013-03-05 2.0581778 1.3380135 0.9952325
## 2013-03-06 2.0447350 1.3264938 0.9861053
## 2013-03-07 2.0454071 1.3284403 0.9878605
## 2013-03-08 2.0477223 1.3267172 0.9829459
## 2013-03-11 2.0256908 1.3319825 0.9783821
## 2013-03-12 2.0472742 1.3204786 0.9797862
## 2013-03-13 2.0545184 1.3168089 0.9801375
## 2013-03-14 1.9846154 1.3107937 0.9878605
## 2013-03-15 1.9553399 1.2992421 0.9843499
## 2013-03-18 1.9259897 1.2888552 0.9864563
## 2013-03-19 1.9149366 1.2944874 0.9892647
## 2013-03-20 1.9214340 1.2998962 0.9941796
## 2013-03-21 1.8923825 1.2943917 0.9868074
## 2013-03-22 1.9249441 1.2928759 0.9917220
## 2013-03-25 1.9120239 1.2918069 0.9885624
## 2013-03-26 1.9440628 1.2962425 0.9885624
## 2013-03-27 1.9813293 1.2806701 0.9959346
## 2013-03-28 1.9902166 1.2671559 1.0043598
## 2013-04-01 1.9537714 1.2783246 1.0043598
## 2013-04-02 1.9665423 1.2972317 1.0110298
## 2013-04-03 1.9345034 1.2863183 1.0026046
## 2013-04-04 1.9348768 1.2685600 1.0040088
## 2013-04-05 1.9079911 1.2493817 1.0075194
## 2013-04-08 1.9339061 1.2362983 1.0036579
## 2013-04-09 1.9502616 1.2407658 1.0394652
## 2013-04-10 1.9773712 1.2607578 1.0629857
## 2013-04-11 2.0153101 1.2610929 1.0159446
## 2013-04-12 2.0378641 1.2605504 1.0106790
## 2013-04-15 1.9994026 1.2475947 1.0071683
## 2013-04-16 2.0339060 1.2658476 1.0169979
## 2013-04-17 1.9970127 1.2485999 1.0120831
## 2013-04-18 1.9374162 1.2220343 1.0106790
## 2013-04-19 1.9441376 1.2762186 1.0450818
## 2013-04-22 1.9682599 1.2766015 1.0822936
## 2013-04-23 2.0082151 1.2890306 1.0742194
## 2013-04-24 2.0073190 1.2978859 1.1149414
## 2013-04-25 2.0515312 1.2909453 1.1212602
## 2013-04-26 1.9029874 1.2786916 1.1159944
## 2013-04-29 1.8651233 1.3068368 1.1447807
## 2013-04-30 1.8955191 1.3156282 1.1619824
## 2013-05-01 1.8538462 1.3090227 1.1486423
## 2013-05-02 1.8861091 1.3236697 1.1640888
## 2013-05-03 1.9271845 1.3493737 1.1756735
## 2013-05-06 1.9097835 1.3746310 1.1848008
## 2013-05-07 1.9247948 1.3677383 1.1693544
## 2013-05-08 1.9318895 1.3939051 1.1581208
## 2013-05-09 1.9429426 1.3904747 1.1465358
## 2013-05-10 1.9688575 1.4044355 1.1475892
## 2013-05-13 1.9754296 1.4001276 1.1595249
## 2013-05-14 2.0039582 1.4153969 1.1853313
## 2013-05-15 1.9907394 1.4613322 1.1966439
## 2013-05-16 1.9725169 1.4421539 1.2047749
## 2013-05-17 2.0156834 1.4506262 1.2327020
## 2013-05-20 1.9987305 1.4495891 1.2401265
## 2013-05-21 2.0079163 1.4471000 1.2319951
## 2013-05-22 1.9638536 1.4190985 1.2235109
## 2013-05-23 1.9551904 1.4085201 1.2072494
## 2013-05-24 1.9547424 1.3934104 1.2114917
## 2013-05-28 1.9961913 1.4060949 1.2380051
## 2013-05-29 1.9830471 1.3854168 1.2330557
## 2013-05-30 1.9927558 1.3893258 1.2383582
## 2013-05-31 2.0104557 1.3900598 1.2337626
## 2013-06-03 1.9931293 1.3843318 1.2581555
## 2013-06-04 1.9843168 1.3707219 1.2369445
## 2013-06-05 1.9952952 1.3716792 1.2295206
## 2013-06-06 2.0002240 1.3795612 1.2358841
## 2013-06-07 2.0677372 1.4036378 1.2609833
## 2013-06-10 2.0991040 1.4203749 1.2539128
## 2013-06-11 2.0521285 1.4037654 1.2316421
## 2013-06-12 2.0289024 1.3912724 1.2372981
## 2013-06-13 2.0596716 1.3992820 1.2273996
## 2013-06-14 2.0462285 1.3961548 1.2160873
## 2013-06-17 2.0766244 1.4140407 1.2372981
## 2013-06-18 2.1042571 1.4369684 1.2365909
## 2013-06-19 2.0773713 1.4370642 1.2228038
## 2013-06-20 2.0421211 1.4116314 1.1839177
## 2013-06-21 2.0415235 1.4055524 1.1761398
## 2013-06-24 2.0209858 1.3877782 1.1920481
## 2013-06-25 2.0320389 1.3820502 1.1902805
## 2013-06-26 2.0729650 1.3939369 1.2143192
## 2013-06-27 2.0728155 1.3993936 1.2238645
## 2013-06-28 2.0738612 1.4046589 1.2210363
## 2013-07-01 2.1067963 1.4166414 1.2146734
## 2013-07-02 2.1189696 1.4077543 1.1998255
## 2013-07-03 2.1212099 1.4143279 1.2023001
## 2013-07-05 2.1350263 1.4255923 1.2093705
## 2013-07-08 2.1702017 1.4441004 1.2136125
## 2013-07-09 2.1772219 1.4443398 1.2143192
## 2013-07-10 2.1831964 1.4455365 1.2266924
## 2013-07-11 2.2379389 1.4682728 1.2616903
## 2013-07-12 2.2968633 1.4726765 1.2609833
## 2013-07-15 2.2895446 1.4753729 1.2786586
## 2013-07-16 2.2917850 1.4672676 1.2821942
## 2013-07-17 2.3053773 1.4655763 1.2634581
## 2013-07-18 2.2711725 1.4530195 1.2528525
## 2013-07-19 2.2795372 1.4305544 1.1100330
## 2013-07-22 2.2664677 1.4530514 1.1315974
## 2013-07-23 2.2483944 1.4420423 1.1248806
## 2013-07-24 2.2325617 1.4406062 1.1298298
## 2013-07-25 2.2658701 1.4163542 1.1096796
## 2013-07-26 2.3301719 1.4126046 1.1178104
## 2013-07-29 2.2860345 1.4076905 1.1149821
## 2013-07-30 2.2584766 1.4214917 1.1259411
## 2013-07-31 2.2495894 1.4164340 1.1255876
## 2013-08-01 2.2820763 1.4427124 1.1195778
## 2013-08-02 2.2719194 1.4464619 1.1273551
## 2013-08-05 2.2478716 1.4439568 1.1206385
## 2013-08-06 2.2460793 1.4305066 1.1163964
## 2013-08-07 2.2174012 1.4210610 1.1333649
## 2013-08-08 2.2086632 1.4242680 1.1627066
## 2013-08-09 2.2200151 1.4206781 1.1559898
## 2013-08-12 2.2157581 1.4128600 1.1619994
## 2013-08-13 2.1954445 1.4060630 1.1474034
## 2013-08-14 2.1758029 1.3878101 1.1516753
## 2013-08-15 2.1394325 1.3716154 1.1317390
## 2013-08-16 2.1271099 1.3672277 1.1320950
## 2013-08-19 2.1327111 1.3811727 1.1174989
## 2013-08-20 2.1440628 1.3808057 1.1256871
## 2013-08-21 2.1252429 1.3870443 1.1253312
## 2013-08-22 2.1637791 1.3940327 1.1530993
## 2013-08-23 2.1658702 1.3884483 1.2371164
## 2013-08-26 2.1374907 1.3823534 1.2157561
## 2013-08-27 2.0980583 1.3564419 1.1840719
## 2013-08-28 2.1029126 1.3538891 1.1755279
## 2013-08-29 2.1208366 1.3648664 1.1943960
## 2013-08-30 2.0984318 1.3512564 1.1890558
## 2013-09-03 2.1568335 1.3727642 1.1349432
## 2013-09-04 2.1929800 1.3907139 1.1107349
## 2013-09-05 2.1964154 1.4033665 1.1118030
## 2013-09-06 2.2095594 1.4033984 1.1089548
## 2013-09-09 2.2383122 1.4169126 1.1271110
## 2013-09-10 2.2431665 1.4179019 1.1530993
## 2013-09-11 2.2377896 1.4299002 1.1655595
## 2013-09-12 2.2319641 1.4249063 1.1637795
## 2013-09-13 2.2249442 1.4185401 1.1758838
## 2013-09-16 2.2110531 1.4164500 1.1676956
## 2013-09-17 2.2716208 1.4138173 1.1723236
## 2013-09-18 2.3303212 1.4412764 1.1862076
## 2013-09-19 2.3305453 1.4334104 1.1975999
## 2013-09-20 2.3625094 1.4409413 1.1673397
## 2013-09-23 2.3262883 1.4144395 1.1655595
## 2013-09-24 2.3460046 1.4149820 1.1552355
## 2013-09-25 2.3349515 1.3996490 1.1573715
## 2013-09-26 2.3758029 1.4011487 1.1666276
## 2013-09-27 2.3600450 1.3983087 1.1844276
## 2013-09-30 2.3348770 1.3975429 1.1847838
## 2013-10-01 2.3969382 1.4152373 1.1954641
## 2013-10-02 2.3936522 1.4168169 1.2075681
## 2013-10-03 2.3507097 1.3978301 1.2054324
## 2013-10-04 2.3826738 1.3918628 1.2061439
## 2013-10-07 2.3153847 1.3813163 1.1854960
## 2013-10-08 2.2646006 1.3620582 1.1751718
## 2013-10-09 2.2272593 1.3655524 1.1773078
## 2013-10-10 2.2790891 1.3853052 1.2018721
## 2013-10-11 2.3218075 1.3912884 1.2150443
## 2013-10-14 2.3203885 1.3978619 1.2264366
## 2013-10-15 2.2882749 1.4072756 1.2278606
## 2013-10-16 2.3188200 1.4328360 1.2332005
## 2013-10-17 2.3209111 1.4180933 1.2431688
## 2013-10-18 2.4565348 1.6137375 1.2445926
## 2013-10-21 2.4379389 1.6007977 1.2456605
## 2013-10-22 2.4834953 1.6067012 1.2310643
## 2013-10-23 2.4403288 1.6456481 1.2018721
## 2013-10-24 2.4810307 1.6362984 1.2004480
## 2013-10-25 2.7138912 1.6197846 1.2720050
## 2013-10-28 2.6748321 1.6194654 1.2663088
## 2013-10-29 2.7087381 1.6533546 1.2645289
## 2013-10-30 2.6966393 1.6440686 1.2652410
## 2013-10-31 2.7186708 1.6443239 1.2606129
## 2013-11-01 2.6811054 1.6386757 1.2648849
## 2013-11-04 2.6791636 1.6371918 1.2794812
## 2013-11-05 2.6802840 1.6298684 1.3044015
## 2013-11-06 2.6600449 1.6318309 1.3592259
## 2013-11-07 2.5657955 1.6082170 1.3350177
## 2013-11-08 2.6162062 1.6211089 1.3449863
## 2013-11-11 2.6466021 1.6124292 1.3382220
## 2013-11-12 2.6103810 1.6143279 1.3300337
## 2013-11-13 2.6603437 1.6473395 1.3585142
## 2013-11-14 2.7438388 1.6517430 1.3535300
## 2013-11-15 2.7570577 1.6490785 1.3471219
## 2013-11-18 2.7347275 1.6458716 1.3243380
## 2013-11-19 2.7254669 1.6357399 1.3178812
## 2013-11-20 2.7077672 1.6311288 1.3300773
## 2013-11-21 2.7551907 1.6498922 1.3415552
## 2013-11-22 2.7805080 1.6464140 1.3476531
## 2013-11-25 2.8128456 1.6688152 1.3501649
## 2013-11-26 2.8481704 1.6887275 1.3397623
## 2013-11-27 2.8880508 1.6962266 1.3487297
## 2013-11-29 2.9396566 1.6906102 1.3677412
## 2013-12-02 2.9297984 1.6824570 1.3792196
## 2013-12-03 2.8727410 1.6805106 1.3741980
## 2013-12-04 2.8824497 1.6883606 1.3967961
## 2013-12-05 2.8714713 1.6870203 1.3630776
## 2013-12-06 2.8898434 1.7070124 1.3759910
## 2013-12-09 2.8744588 1.7202074 1.3885457
## 2013-12-10 2.8960419 1.7306102 1.3670237
## 2013-12-11 2.8542944 1.7188511 1.3490885
## 2013-12-12 2.8472742 1.7071559 1.3350986
## 2013-12-13 2.8696042 1.6925249 1.3160874
## 2013-12-16 2.9049292 1.7119744 1.3232619
## 2013-12-17 2.8950710 1.7069963 1.3099895
## 2013-12-18 2.9571323 1.7307539 1.3121419
## 2013-12-19 2.9513818 1.7330992 1.3003045
## 2013-12-20 3.0037344 1.7560750 1.3200332
## 2013-12-23 3.0091115 1.7791782 1.3135767
## 2013-12-24 2.9813296 1.7739768 1.3300773
## 2013-12-26 3.0200899 1.7829438 1.3429903
## 2013-12-27 2.9729649 1.7844435 1.3376100
## 2013-12-30 2.9377895 1.7701794 1.3376100
## 2013-12-31 2.9782676 1.7881293 1.3419144
## 2014-01-02 2.9721435 1.7760191 1.3329467
## 2014-01-03 2.9607171 1.7630634 1.3239792
## 2014-01-06 2.9397313 1.7827203 1.2960003
## 2014-01-07 2.9725916 1.8170882 1.3060435
## 2014-01-08 3.0016432 1.8208695 1.2827282
## 2014-01-09 2.9948471 1.8033347 1.2744780
## 2014-01-10 2.9698284 1.8032388 1.2927719
## 2014-01-13 2.9199405 1.7917510 1.2547490
## 2014-01-14 2.9689322 1.8339050 1.2834453
## 2014-01-15 2.9564601 1.8326605 1.3185982
## 2014-01-16 2.9559373 1.8447866 1.3232619
## 2014-01-17 2.9843914 1.8357079 1.3049677
## 2014-01-21 3.0399552 1.8567212 1.2974346
## 2014-01-22 3.0212101 1.8588272 1.2888258
## 2014-01-23 2.9863332 1.8509772 1.2934892
## 2014-01-24 2.8946977 1.7931072 1.3203921
## 2014-01-27 2.8848396 1.7570483 1.2924132
## 2014-01-28 2.9457058 1.7917988 1.3010221
## 2014-01-29 2.8693057 1.7661268 1.3150114
## 2014-01-30 3.0097836 1.8115516 1.3221856
## 2014-01-31 2.6787903 1.8842761 1.3573382
## 2014-02-03 2.5851382 1.8084243 1.3085547
## 2014-02-04 2.5985812 1.8159712 1.3038916
## 2014-02-05 2.5873788 1.8240127 1.2848799
## 2014-02-06 2.6481704 1.8507539 1.2977933
## 2014-02-07 2.6966393 1.8786438 1.3114245
## 2014-02-10 2.6950710 1.8714478 1.3200332
## 2014-02-11 2.7019419 1.8989708 1.3333051
## 2014-02-12 2.6082899 1.8934024 1.3440667
## 2014-02-13 2.6676626 1.9144794 1.3490885
## 2014-02-14 2.6687828 1.9191064 1.3494472
## 2014-02-18 2.6411502 1.9319984 1.3523383
## 2014-02-19 2.5943243 1.9183725 1.3555908
## 2014-02-20 2.6123973 1.9211965 1.3642643
## 2014-02-21 2.5896940 1.9206860 1.3725765
## 2014-02-24 2.6271846 1.9345992 1.3620958
## 2014-02-25 2.6760271 1.9465496 1.3566748
## 2014-02-26 2.6870799 1.9468209 1.3541453
## 2014-02-27 2.6895446 1.9452891 1.3682394
## 2014-02-28 2.7042571 1.9396090 1.3845025
## 2014-03-03 2.6869307 1.9189310 1.3653483
## 2014-03-04 2.7176999 1.9384283 1.3881161
## 2014-03-05 2.7809560 1.9437734 1.3772747
## 2014-03-06 2.7793878 1.9459274 1.3787203
## 2014-03-07 2.7786409 1.9382370 1.3696854
## 2014-03-10 2.7672145 1.9330993 1.3667942
## 2014-03-11 2.7544438 1.9146229 1.3740220
## 2014-03-12 2.7680361 1.9262863 1.3830567
## 2014-03-13 2.7745334 1.8971839 1.3693238
## 2014-03-14 2.7911875 1.8712404 1.3624574
## 2014-03-17 2.8008964 1.9020342 1.3751058
## 2014-03-18 2.8287528 1.9326047 1.4293152
## 2014-03-19 2.7873788 1.9134424 1.4191961
## 2014-03-20 2.7555640 1.9101077 1.4575039
## 2014-03-21 2.6932040 1.8875787 1.4513599
## 2014-03-24 2.6277074 1.8475148 1.4636478
## 2014-03-25 2.6490665 1.8487753 1.4578654
## 2014-03-26 2.5646753 1.8060948 1.4379886
## 2014-03-27 2.5277820 1.7838642 1.4224488
## 2014-03-28 2.5264378 1.7887515 1.4564197
## 2014-03-31 2.5120987 1.7791049 1.4813563
## 2014-04-01 2.5615385 1.8116543 1.4968960
## 2014-04-02 2.5538462 1.8111431 1.4943664
## 2014-04-03 2.4915609 1.8198954 1.4820786
## 2014-04-04 2.4122481 1.7349282 1.4408798
## 2014-04-07 2.3731144 1.7189889 1.4383501
## 2014-04-08 2.4426439 1.7724926 1.4390730
## 2014-04-09 2.4780434 1.8020075 1.4625637
## 2014-04-10 2.3682599 1.7279328 1.4224488
## 2014-04-11 2.3280808 1.6948722 1.4170278
## 2014-04-14 2.3592981 1.7010051 1.4159435
## 2014-04-15 2.3605676 1.7135266 1.4365428
## 2014-04-16 2.4173264 1.7777312 1.4600339
## 2014-04-17 2.4265125 1.7124406 1.4459394
## 2014-04-21 2.4710232 1.6885476 1.4434095
## 2014-04-22 2.4594475 1.7083201 1.4452168
## 2014-04-23 2.4240478 1.6831813 1.4343745
## 2014-04-24 2.5179239 1.6774956 1.4405184
## 2014-04-25 2.2690814 1.6488111 1.4423255
## 2014-04-28 2.2149365 1.6519094 1.4770193
## 2014-04-29 2.2433160 1.6856088 1.4640090
## 2014-04-30 2.2713220 1.6822868 1.4600339
## 2014-05-01 2.2994028 1.6972680 1.4455779
## 2014-05-02 2.3002989 1.6863436 1.4343745
## 2014-05-05 2.3155340 1.6859603 1.4249789
## 2014-05-06 2.2209113 1.6454891 1.4116073
## 2014-05-07 2.1860344 1.6289428 1.4246170
## 2014-05-08 2.1532488 1.6322649 1.4325677
## 2014-05-09 2.1825243 1.6569563 1.4289538
## 2014-05-12 2.2618372 1.6927002 1.4444937
## 2014-05-13 2.2751309 1.7028259 1.4710617
## 2014-05-14 2.2227036 1.6822549 1.4645108
## 2014-05-15 2.2045558 1.6609493 1.4412181
## 2014-05-16 2.2233012 1.6630255 1.4495888
## 2014-05-19 2.2162810 1.6893143 1.4466774
## 2014-05-20 2.2493653 1.6922211 1.4441298
## 2014-05-21 2.2778941 1.7215123 1.4685139
## 2014-05-22 2.2771473 1.7410611 1.4594152
## 2014-05-23 2.3318895 1.7654652 1.4601434
## 2014-05-27 2.3212847 1.8077891 1.4626911
## 2014-05-28 2.3163556 1.7941497 1.4561401
## 2014-05-29 2.3433907 1.7890389 1.4681501
## 2014-05-30 2.3342046 1.7884320 1.4899868
## 2014-06-02 2.3064975 1.7693943 1.4845277
## 2014-06-03 2.2941749 1.7406779 1.4663303
## 2014-06-04 2.2911129 1.7397834 1.4674222
## 2014-06-05 2.4165050 1.7692985 1.4998133
## 2014-06-06 2.4620614 1.7770604 1.5096396
## 2014-06-09 2.4458552 1.7955552 1.5019969
## 2014-06-10 2.4825244 1.7905401 1.4961738
## 2014-06-11 2.5033609 1.7850780 1.4870754
## 2014-06-12 2.4339807 1.7611531 1.4768849
## 2014-06-13 2.4366692 1.7624628 1.5005412
## 2014-06-16 2.4467514 1.7385698 1.5103681
## 2014-06-17 2.4318149 1.7345130 1.5169187
## 2014-06-18 2.4972369 1.7676055 1.5158272
## 2014-06-19 2.4421211 1.7724926 1.5107315
## 2014-06-20 2.4212101 1.7771563 1.5169187
## 2014-06-23 2.4439134 1.8045950 1.5282008
## 2014-06-24 2.4209113 1.8035409 1.5194662
## 2014-06-25 2.4454071 1.8483562 1.5296567
## 2014-06-26 2.4323377 1.8398915 1.5183746
## 2014-06-27 2.4239733 1.8438523 1.5376635
## 2014-06-30 2.4255416 1.8375916 1.5176464
## 2014-07-01 2.4823751 1.8611972 1.5238337
## 2014-07-02 2.4858105 1.8601271 1.5249255
## 2014-07-03 2.5204631 1.8677773 1.5212862
## 2014-07-07 2.4910381 1.8598555 1.5282008
## 2014-07-08 2.4182973 1.8242078 1.5205580
## 2014-07-09 2.4643018 1.8401471 1.5165548
## 2014-07-10 2.4489920 1.8242395 1.5172824
## 2014-07-11 2.5855118 1.8500491 1.5318402
## 2014-07-14 2.6536223 1.8682244 1.5336599
## 2014-07-15 2.6470502 1.8679370 1.5449424
## 2014-07-16 2.6579538 1.8611652 1.6042653
## 2014-07-17 2.6321884 1.8326405 1.6206425
## 2014-07-18 2.6785662 1.9008378 1.6264657
## 2014-07-21 2.6867814 1.8829182 1.6319248
## 2014-07-22 2.6948470 1.8997518 1.6315612
## 2014-07-23 2.6746828 1.9037126 1.6330165
## 2014-07-24 2.6781927 1.8953118 1.6159115
## 2014-07-25 2.4197911 1.8814806 1.6195511
## 2014-07-28 2.3929053 1.8865275 1.6002622
## 2014-07-29 2.3898433 1.8705882 1.5973500
## 2014-07-30 2.4085887 1.8763698 1.5860681
## 2014-07-31 2.3374907 1.8258368 1.5707829
## 2014-08-01 2.2932040 1.8081726 1.5598643
## 2014-08-04 2.3424198 1.8307878 1.5784254
## 2014-08-05 2.3324871 1.8049782 1.5678706
## 2014-08-06 2.3442123 1.8091435 1.5554971
## 2014-08-07 2.3259897 1.7995161 1.5733300
## 2014-08-08 2.3659448 1.8167971 1.5722384
## 2014-08-11 2.3773712 1.8139540 1.5722384
## 2014-08-12 2.3847649 1.7975036 1.5838847
## 2014-08-13 2.4367439 1.8359945 1.6042653
## 2014-08-14 2.4884989 1.8355793 1.6111799
## 2014-08-15 2.4916357 1.8318419 1.6301051
## 2014-08-18 2.4983571 1.8595682 1.6417517
## 2014-08-19 2.5028381 1.8745810 1.6600624
## 2014-08-20 2.5076924 1.8670108 1.6461460
## 2014-08-21 2.4862585 1.8634332 1.6560338
## 2014-08-22 2.4764004 1.8608457 1.6534703
## 2014-08-25 2.4945482 1.8533074 1.6542026
## 2014-08-26 2.5528753 1.8458328 1.6483433
## 2014-08-27 2.5629575 1.8239202 1.6432161
## 2014-08-28 2.5393578 1.8181705 1.6435823
## 2014-08-29 2.5320390 1.8258368 1.6637245
## 2014-09-02 2.5569830 1.8441399 1.6512730
## 2014-09-03 2.5317402 1.8460883 1.6465122
## 2014-09-04 2.5836447 1.8589932 1.6574986
## 2014-09-05 2.5868560 1.8720896 1.6813031
## 2014-09-08 2.5566842 1.8837166 1.7018110
## 2014-09-09 2.4626588 1.8558947 1.7124315
## 2014-09-10 2.4744586 1.8625706 1.7153608
## 2014-09-11 2.4684093 1.8569807 1.7212205
## 2014-09-12 2.4734131 1.8386776 1.7102339
## 2014-09-15 2.4188949 1.8306281 1.6933883
## 2014-09-16 2.4477970 1.8525088 1.7124315
## 2014-09-17 2.4197163 1.8679051 1.7036424
## 2014-09-18 2.4271846 1.8822793 1.7095020
## 2014-09-19 2.4743840 1.9040322 1.7402639
## 2014-09-22 2.4234504 1.8762101 1.7234178
## 2014-09-23 2.4169531 1.8562779 1.7051072
## 2014-09-24 2.4511576 1.8781906 1.7241505
## 2014-09-25 2.4042570 1.8368888 1.6860638
## 2014-09-26 2.4138163 1.8434052 1.6996137
## 2014-09-29 2.4034356 1.8410414 1.7007121
## 2014-09-30 2.4080658 1.8442356 1.6977826
## 2014-10-01 2.3708738 1.8151998 1.6809371
## 2014-10-02 2.3779688 1.8209814 1.6758096
## 2014-10-03 2.4103062 1.8375916 1.6878951
## 2014-10-06 2.4062735 1.8442036 1.6878951
## 2014-10-07 2.3672892 1.8007300 1.6673866
## 2014-10-08 2.4100077 1.8287116 1.7131639
## 2014-10-09 2.3552652 1.7915944 1.6791057
## 2014-10-10 2.3255417 1.7392404 1.6124539
## 2014-10-13 2.2886484 1.7032092 1.5985380
## 2014-10-14 2.3025393 1.7183181 1.6014677
## 2014-10-15 2.2850636 1.6930515 1.5827909
## 2014-10-16 2.2618372 1.6754192 1.5652124
## 2014-10-17 2.2676626 1.6328079 1.5978055
## 2014-10-20 2.2868559 1.6636964 1.6142855
## 2014-10-21 2.3549664 1.6819036 1.6435823
## 2014-10-22 2.3373414 1.7016121 1.6252719
## 2014-10-23 2.3389097 1.7376113 1.6487097
## 2014-10-24 2.1438388 1.7241956 1.6893601
## 2014-10-27 2.1655714 1.7273578 1.6813031
## 2014-10-28 2.2075430 1.7533272 1.7025433
## 2014-10-29 2.1965647 1.7547006 1.7073042
## 2014-10-30 2.2335326 1.7578311 1.6864302
## 2014-10-31 2.2812547 1.7858447 1.7193893
## 2014-11-03 2.2831965 1.7735148 1.7373339
## 2014-11-04 2.2614639 1.7699693 1.7420953
## 2014-11-05 2.2144884 1.7438082 1.7527151
## 2014-11-06 2.2153848 1.7314145 1.7834776
## 2014-11-07 2.2394324 1.7281245 1.7827452
## 2014-11-10 2.2786408 1.7488233 1.7904354
## 2014-11-11 2.3301719 1.7577672 1.7897032
## 2014-11-12 2.3264378 1.7482483 1.7864073
## 2014-11-13 2.3635551 1.7420833 1.8168033
## 2014-11-14 2.4482451 1.7389530 1.8157047
## 2014-11-17 2.4126214 1.7137503 1.8113101
## 2014-11-18 2.4266617 1.7090227 1.7962004
## 2014-11-19 2.4386858 1.7152835 1.7770369
## 2014-11-20 2.4685588 1.7083839 1.7947264
## 2014-11-21 2.4841674 1.7169125 1.7681925
## 2014-11-24 2.5066470 1.7225665 1.7538197
## 2014-11-25 2.5021660 1.7283480 1.7493972
## 2014-11-26 2.4911876 1.7260800 1.7597160
## 2014-11-28 2.5290518 1.7307437 1.7619276
## 2014-12-01 2.4346528 1.7050938 1.7917779
## 2014-12-02 2.4369680 1.7049341 1.7858816
## 2014-12-03 2.3637044 1.6971721 1.7718775
## 2014-12-04 2.3669157 1.7163058 1.7998856
## 2014-12-05 2.3348022 1.6778149 1.7844076
## 2014-12-08 2.2900674 1.6833090 1.7578734
## 2014-12-09 2.3338313 1.7037204 1.7538197
## 2014-12-10 2.2840927 1.6803702 1.7283911
## 2014-12-11 2.2954444 1.6876533 1.7383418
## 2014-12-12 2.2951458 1.6567328 1.7302340
## 2014-12-15 2.2858105 1.6412087 1.7199152
## 2014-12-16 2.2035848 1.5824025 1.6642676
## 2014-12-17 2.2321137 1.6127479 1.6856424
## 2014-12-18 2.2235252 1.6325842 1.7512401
## 2014-12-19 2.2397312 1.6493541 1.7563995
## 2014-12-22 2.2893206 1.6765691 1.7681925
## 2014-12-23 2.2874535 1.6948403 1.7855133
## 2014-12-24 2.2631069 1.6890267 1.7740889
## 2014-12-26 2.3083645 1.7058286 1.7645067
## 2014-12-29 2.3303960 1.6940099 1.7486603
## 2014-12-30 2.3174011 1.6942973 1.7328134
## 2014-12-31 2.3177746 1.6814564 1.7118078
## 2015-01-02 2.3041076 1.6763700 1.7232321
## 2015-01-05 2.2568336 1.6414249 1.7073854
## 2015-01-06 2.2053026 1.6033815 1.6823253
## 2015-01-07 2.2286783 1.6006345 1.7037002
## 2015-01-08 2.2439134 1.6056814 1.7538197
## 2015-01-09 2.2175505 1.5848869 1.7390787
## 2015-01-12 2.1763257 1.5733237 1.7173354
## 2015-01-13 2.2011949 1.5849189 1.7084908
## 2015-01-14 2.1902166 1.5998999 1.6937497
## 2015-01-15 2.1430174 1.6028385 1.6760607
## 2015-01-16 2.1713219 1.6229303 1.7040688
## 2015-01-20 2.1616133 1.6191611 1.7095964
## 2015-01-21 2.2199404 1.6547449 1.6922754
## 2015-01-22 2.3175506 1.7069708 1.7368674
## 2015-01-23 2.3330099 1.7247307 1.7387102
## 2015-01-26 2.3126215 1.7095901 1.7324452
## 2015-01-27 2.2908888 1.6566295 1.5721358
## 2015-01-28 2.2696790 1.6290632 1.5179624
## 2015-01-29 2.3284542 1.6311715 1.5481816
## 2015-01-30 2.6477223 1.7073860 1.4888491
## 2015-02-02 2.7219568 1.6880928 1.5212792
## 2015-02-03 2.7150859 1.6905205 1.5330721
## 2015-02-04 2.7240479 1.6698218 1.5419170
## 2015-02-05 2.7923079 1.6852179 1.5643968
## 2015-02-06 2.7952204 1.6961423 1.5629229
## 2015-02-09 2.7674385 1.6860166 1.5610797
## 2015-02-10 2.7856611 1.7151161 1.5699249
## 2015-02-11 2.8016433 1.7120177 1.5618175
## 2015-02-12 2.8168038 1.7342496 1.5879827
## 2015-02-13 2.8516057 1.7536706 1.6167277
## 2015-02-17 2.8038089 1.7339622 1.6174703
## 2015-02-18 2.7884243 1.7239323 1.6156141
## 2015-02-19 2.8304706 1.7340657 1.6145011
## 2015-02-20 2.8652727 1.7215366 1.6278624
## 2015-02-23 2.8389846 1.6990491 1.6386255
## 2015-02-24 2.8274086 1.7124010 1.6363985
## 2015-02-25 2.8780434 1.7372522 1.6326870
## 2015-02-26 2.8737864 1.7743373 1.6352854
## 2015-02-27 2.8391338 1.7836646 1.6274909
## 2015-03-02 2.8802093 1.8249980 1.6286045
## 2015-03-03 2.8723675 1.8323447 1.6063356
## 2015-03-04 2.8582526 1.8314824 1.5981704
## 2015-03-05 2.8964153 1.8377431 1.6000261
## 2015-03-06 2.8386110 1.8133232 1.5721896
## 2015-03-09 2.8271846 1.8170443 1.5903760
## 2015-03-10 2.7595969 1.7728361 1.5599418
## 2015-03-11 2.7361465 1.7606022 1.5580858
## 2015-03-12 2.7949216 1.7744332 1.5224559
## 2015-03-13 2.7675878 1.7482724 1.5358171
## 2015-03-16 2.7882750 1.7712390 1.5424978
## 2015-03-17 2.7775954 1.7595162 1.5476941
## 2015-03-18 2.8016433 1.7871781 1.5773862
## 2015-03-19 2.7874534 1.7823549 1.5695919
## 2015-03-20 2.8266617 1.7899253 1.5914897
## 2015-03-23 2.8014190 1.7849741 1.5907472
## 2015-03-24 2.7938014 1.8213247 1.5922318
## 2015-03-25 2.7704257 1.7848943 1.5387864
## 2015-03-26 2.7434654 1.7733471 1.5295078
## 2015-03-27 2.7674385 1.7515305 1.5206001
## 2015-03-30 2.7975356 1.7633173 1.5202291
## 2015-03-31 2.7789397 1.7504445 1.5090943
## 2015-04-01 2.7651981 1.7330677 1.5113212
## 2015-04-02 2.7800599 1.7106122 1.4953618
## 2015-04-06 2.8158329 1.7145572 1.5421269
## 2015-04-07 2.7961913 1.7153717 1.5413840
## 2015-04-08 2.8469009 1.7300333 1.5373016
## 2015-04-09 2.8643766 1.7273821 1.5395286
## 2015-04-10 2.8577297 1.7249225 1.5484360
## 2015-04-13 2.8555639 1.7222393 1.5499208
## 2015-04-14 2.8761016 1.6941937 1.5458381
## 2015-04-15 2.8637045 1.7010371 1.5684781
## 2015-04-16 2.8830472 1.7050862 1.5647669
## 2015-04-17 2.8047798 1.6739423 1.5447244
## 2015-04-20 2.9089621 1.7101331 1.5926028
## 2015-04-21 2.9214340 1.7056368 1.5825820
## 2015-04-22 2.9111277 1.7228621 1.5955725
## 2015-04-23 2.9125467 1.7472501 1.6085625
## 2015-04-24 3.3241227 1.8049382 1.7766932
## 2015-04-27 3.2752802 1.7837483 1.7826314
## 2015-04-28 3.2061988 1.7783203 1.8245711
## 2015-04-29 3.2066469 1.7635460 1.8208599
## 2015-04-30 3.1499628 1.7258393 1.8052717
## 2015-05-01 3.1581032 1.7276379 1.8060139
## 2015-05-04 3.1593729 1.7368880 1.7904260
## 2015-05-05 3.1455565 1.7048339 1.7666721
## 2015-05-06 3.1299479 1.6837001 1.7176802
## 2015-05-07 3.1880510 1.7045128 1.7332684
## 2015-05-08 3.2389098 1.7286655 1.7722394
## 2015-05-11 3.2326365 1.7205719 1.7581356
## 2015-05-12 3.2189694 1.6991810 1.7573936
## 2015-05-13 3.1879762 1.7010440 1.7677854
## 2015-05-14 3.2283795 1.7292438 1.8082408
## 2015-05-15 3.1814789 1.7146299 1.7926529
## 2015-05-18 3.1758029 1.7096516 1.7818895
## 2015-05-19 3.1494400 1.7259034 1.7774065
## 2015-05-20 3.1654967 1.7320381 1.7774065
## 2015-05-21 3.2235252 1.7424444 1.7714293
## 2015-05-22 3.1936522 1.7347359 1.7520044
## 2015-05-26 3.1775207 1.7097159 1.7404241
## 2015-05-27 3.2219569 1.7337081 1.7785273
## 2015-05-28 3.1857358 1.7336762 1.7725502
## 2015-05-29 3.2056014 1.7090414 1.7505102
## 2015-06-01 3.2182228 1.7150796 1.7643313
## 2015-06-02 3.2187454 1.7317489 1.7527515
## 2015-06-03 3.2605677 1.7353783 1.7501365
## 2015-06-04 3.2171771 1.7237837 1.7318318
## 2015-06-05 3.1885738 1.7129599 1.7236137
## 2015-06-08 3.1628082 1.6920830 1.7082977
## 2015-06-09 3.1775954 1.6916333 1.7053092
## 2015-06-10 3.2171024 1.7237515 1.7411711
## 2015-06-11 3.2335326 1.7170709 1.7348200
## 2015-06-12 3.2107545 1.7097481 1.7172630
## 2015-06-15 3.1640779 1.6932714 1.6989588
## 2015-06-16 3.1908889 1.6963227 1.7120331
## 2015-06-17 3.1949964 1.6998877 1.7172630
## 2015-06-18 3.2814790 1.7238799 1.7452803
## 2015-06-19 3.2480958 1.7237515 1.7221196
## 2015-06-22 3.2583273 1.7285693 1.7269757
## 2015-06-23 3.3307693 1.7359243 1.7150219
## 2015-06-24 3.2923078 1.7274452 1.7049357
## 2015-06-25 3.2867814 1.7190622 1.7053092
## 2015-06-26 3.2718449 1.7076924 1.6907403
## 2015-06-29 3.2103062 1.6750283 1.6574932
## 2015-06-30 3.2418971 1.6717843 1.6492747
## 2015-07-01 3.2665425 1.6760561 1.6604819
## 2015-07-02 3.2689321 1.6810665 1.6586139
## 2015-07-06 3.2564603 1.6793320 1.6582401
## 2015-07-07 3.2615386 1.6862697 1.6548782
## 2015-07-08 3.2091115 1.6599649 1.6526366
## 2015-07-09 3.2441377 1.6723303 1.6630968
## 2015-07-10 3.3122482 1.7026820 1.6664588
## 2015-07-13 3.4023154 1.7554200 1.7012000
## 2015-07-14 3.4769980 1.8021520 1.7041885
## 2015-07-15 3.4442870 1.7993256 1.7094181
## 2015-07-16 3.5510085 1.8623736 1.7430386
## 2015-07-17 3.6072444 2.1613298 1.7415444
## 2015-07-20 3.6452579 2.1295008 1.7527515
## 2015-07-21 3.6445110 2.1271882 1.7661996
## 2015-07-22 3.6465273 2.1265458 1.7012000
## 2015-07-23 3.6010457 2.0693113 1.7224931
## 2015-07-24 3.9538462 2.0027623 1.7161424
## 2015-07-27 3.9687080 2.0146461 1.6941021
## 2015-07-28 3.9285291 2.0170228 1.6937288
## 2015-07-29 3.9507097 2.0296452 1.7292167
## 2015-07-30 4.0086634 2.0317651 1.7512574
## 2015-07-31 4.0041079 2.0093465 1.7445332
## 2015-08-03 3.9957435 2.0273328 1.7486425
## 2015-08-04 3.9723678 2.0210376 1.7759121
## 2015-08-05 4.0105305 2.0677054 1.7774065
## 2015-08-06 3.9541452 2.0641723 1.7415444
## 2015-08-07 3.9030621 2.0404690 1.7460275
## 2015-08-10 3.9133684 2.0354265 1.7680676
## 2015-08-11 3.9392087 2.1223063 1.7336997
## 2015-08-12 3.9276325 2.1183878 1.7460275
## 2015-08-13 3.9556385 2.1083991 1.7456537
## 2015-08-14 3.9695298 2.1105510 1.7557399
## 2015-08-17 3.9971620 2.1225953 1.7676938
## 2015-08-18 3.9956687 2.1073713 1.7774707
## 2015-08-19 3.9799851 2.1226917 1.7526531
## 2015-08-20 3.8519795 2.0775014 1.7169303
## 2015-08-21 3.6928306 1.9671753 1.6195399
## 2015-08-24 3.4605677 1.8937210 1.5672724
## 2015-08-25 3.4829725 1.8694718 1.5217734
## 2015-08-26 3.7398806 2.0190141 1.6060030
## 2015-08-27 3.8713220 2.0478883 1.6507503
## 2015-08-28 3.8686336 2.0246669 1.6518780
## 2015-08-31 3.8303961 1.9857076 1.6364610
## 2015-09-01 3.7082900 1.9199937 1.5725369
## 2015-09-02 3.8129202 1.9731494 1.6304446
## 2015-09-03 3.7693803 1.9471657 1.6357096
## 2015-09-04 3.7266619 1.9293402 1.6022428
## 2015-09-08 3.8651232 1.9741770 1.6503740
## 2015-09-09 3.8602691 1.9679461 1.6195399
## 2015-09-10 3.9002241 1.9956641 1.6278128
## 2015-09-11 3.9539957 2.0098605 1.6349570
## 2015-09-14 3.8938016 2.0017345 1.6184122
## 2015-09-15 3.9011951 2.0399552 1.6537585
## 2015-09-16 3.9386859 2.0426531 1.6657912
## 2015-09-17 4.0244214 2.0648790 1.6639109
## 2015-09-18 4.0348023 2.0210376 1.6349570
## 2015-09-21 4.0955193 2.0409187 1.6586466
## 2015-09-22 4.0209115 1.9999680 1.6507503
## 2015-09-23 4.0035103 1.9989081 1.6496218
## 2015-09-24 3.9861839 2.0099568 1.6511261
## 2015-09-25 3.9152354 1.9655372 1.6522543
## 2015-09-28 3.7644512 1.9106795 1.6278128
## 2015-09-29 3.7047799 1.9109363 1.6334530
## 2015-09-30 3.8229278 1.9541353 1.6642867
## 2015-10-01 3.8888723 1.9633532 1.6774478
## 2015-10-02 3.9771471 2.0135218 1.7135462
## 2015-10-05 4.0603437 2.0602859 1.7534049
## 2015-10-06 4.0140404 2.0730369 1.7579172
## 2015-10-07 4.0473490 2.0631445 1.7597972
## 2015-10-08 3.9817774 2.0528666 1.7842391
## 2015-10-09 4.0313668 2.0671593 1.7714541
## 2015-10-12 4.1089621 2.0769874 1.7673178
## 2015-10-13 4.0993282 2.0950700 1.7631815
## 2015-10-14 4.0689323 2.0914085 1.7552851
## 2015-10-15 4.2004483 2.1253896 1.7676936
## 2015-10-16 4.2625843 2.1268671 1.7864953
## 2015-10-19 4.2804335 2.1393931 1.7906313
## 2015-10-20 4.1887978 2.0885822 1.7962720
## 2015-10-21 4.1506351 2.0639474 1.7748384
## 2015-10-22 4.2114264 2.0934319 1.8060483
## 2015-10-23 4.4737121 2.2546975 1.9880445
## 2015-10-26 4.5452577 2.2893210 2.0399364
## 2015-10-27 4.5631818 2.2755421 2.0188785
## 2015-10-28 4.6086632 2.2898669 2.0297834
## 2015-10-29 4.6792384 2.3026178 2.0064699
## 2015-10-30 4.6743843 2.2829936 1.9793960
## 2015-11-02 4.6926811 2.3160753 2.0019574
## 2015-11-03 4.6699778 2.3194477 2.0361764
## 2015-11-04 4.7867815 2.3385580 2.0455767
## 2015-11-05 4.8965650 2.3486432 2.0448246
## 2015-11-06 4.9243467 2.3567049 2.0651295
## 2015-11-09 4.8953698 2.3282161 2.0365520
## 2015-11-10 4.9266619 2.3392326 2.0121104
## 2015-11-11 5.0280062 2.3619723 2.0173747
## 2015-11-12 4.9708738 2.3485789 2.0049658
## 2015-11-13 4.7972368 2.3028748 1.9869165
## 2015-11-16 4.8380136 2.3412882 2.0218868
## 2015-11-17 4.8043317 2.3295328 2.0052302
## 2015-11-18 4.9554892 2.3767466 2.0385434
## 2015-11-19 4.9385366 2.3716397 2.0419510
## 2015-11-20 4.9921586 2.4300627 2.0514147
## 2015-11-23 5.0708739 2.4280714 2.0514147
## 2015-11-24 5.0123230 2.4033406 2.0536862
## 2015-11-25 5.0436151 2.4029230 2.0324867
## 2015-11-27 5.0280810 2.4096999 2.0415718
## 2015-11-30 4.9648993 2.3850973 2.0574713
## 2015-12-01 5.0713968 2.4635941 2.0904065
## 2015-12-02 5.0486187 2.4486272 2.0900279
## 2015-12-03 4.9757284 2.4170228 2.0517931
## 2015-12-04 5.0234507 2.4628555 2.1165266
## 2015-12-07 5.0024649 2.4514214 2.1127412
## 2015-12-08 5.0584768 2.4485950 2.1119842
## 2015-12-09 4.9648246 2.4140358 2.0813210
## 2015-12-10 4.9463782 2.4071305 2.0922989
## 2015-12-11 4.7808070 2.3731172 2.0464935
## 2015-12-14 4.9134429 2.4017025 2.0873780
## 2015-12-15 4.9188950 2.3876669 2.0896490
## 2015-12-16 5.0468264 2.4348485 2.1248550
## 2015-12-17 5.0085889 2.4070340 2.1085770
## 2015-12-18 4.9599705 2.3745304 2.0491433
## 2015-12-21 4.9627337 2.4017025 2.0756426
## 2015-12-22 4.9525770 2.4088648 2.0953274
## 2015-12-23 4.9566844 2.4098605 2.1131196
## 2015-12-24 4.9498880 2.4037260 2.1074414
## 2015-12-28 5.0425694 2.4490447 2.1180410
## 2015-12-29 5.1827483 2.4942991 2.1407546
## 2015-12-30 5.1461541 2.4763130 2.1316693
## 2015-12-31 5.0477225 2.4373858 2.1002489
## 2016-01-04 4.7572070 2.3826564 2.0745065
## 2016-01-05 4.7333085 2.3850332 2.0839708
## 2016-01-06 4.7247950 2.3883734 2.0461147
## 2016-01-07 4.5402541 2.3330338 1.9749454
## 2016-01-08 4.5336073 2.2947488 1.9810024
## 2016-01-11 4.6134430 2.2997594 1.9798665
## 2016-01-12 4.6145634 2.3320060 1.9980376
## 2016-01-13 4.3451085 2.2500724 1.9548819
## 2016-01-14 4.4286783 2.2955517 2.0105303
## 2016-01-15 4.2582526 2.2304483 1.9302757
## 2016-01-19 4.2903660 2.2540229 1.9139975
## 2016-01-20 4.2701273 2.2432955 1.9227043
## 2016-01-21 4.2943991 2.2694398 1.9109688
## 2016-01-22 4.4539211 2.3293723 1.9794885
## 2016-01-25 4.4550415 2.2857557 1.9605604
## 2016-01-26 4.4902915 2.2901559 1.9749454
## 2016-01-27 4.3566094 2.2482417 1.9389826
## 2016-01-28 4.7449590 2.3477118 1.9707814
## 2016-01-29 4.3838688 2.3862215 2.0854850
## 2016-02-01 4.2928306 2.4152884 2.0710995
## 2016-02-02 4.1232263 2.4559180 2.0063660
## 2016-02-03 3.9661690 2.3348324 1.9745669
## 2016-02-04 4.0049293 2.2740005 1.9685100
## 2016-02-05 3.7500375 2.1955036 1.8988551
## 2016-02-08 3.6452579 2.1928378 1.8704629
## 2016-02-09 3.6002243 2.1779670 1.8655420
## 2016-02-10 3.6630324 2.1972701 1.8818200
## 2016-02-11 3.7626589 2.1940261 1.8810628
## 2016-02-12 3.7870053 2.1917459 1.9117260
## 2016-02-16 3.8917102 2.2193674 1.9479473
## 2016-02-17 3.9887976 2.2752532 1.9986575
## 2016-02-18 3.9208366 2.2397624 1.9898878
## 2016-02-19 3.9947726 2.2511965 1.9757808
## 2016-02-22 4.1784916 2.2690222 2.0074266
## 2016-02-23 4.1294998 2.2349447 1.9513790
## 2016-02-24 4.1377147 2.2468606 1.9582419
## 2016-02-25 4.1460048 2.2667418 1.9864561
## 2016-02-26 4.1466020 2.2645578 1.9559541
## 2016-02-29 4.1263633 2.2411115 1.9399405
## 2016-03-01 4.3244212 2.3086881 2.0047579
## 2016-03-02 4.3331594 2.3088165 2.0188650
## 2016-03-03 4.3128455 2.2881646 1.9959883
## 2016-03-04 4.2952953 2.2832506 1.9837874
## 2016-03-07 4.2031368 2.2327285 1.9456596
## 2016-03-08 4.1841676 2.2289065 1.9692992
## 2016-03-09 4.1782673 2.2651037 2.0146711
## 2016-03-10 4.1742346 2.2894494 1.9845502
## 2016-03-11 4.2539956 2.3344148 2.0234405
## 2016-03-14 4.2820763 2.3462022 2.0272534
## 2016-03-15 4.3093357 2.3392647 2.0432668
## 2016-03-16 4.2887980 2.3641885 2.0722438
## 2016-03-17 4.1780435 2.3696165 2.0840633
## 2016-03-18 4.1230772 2.3690382 2.0394540
## 2016-03-21 4.1372667 2.3834594 2.0535615
## 2016-03-22 4.1858103 2.3791555 2.0615681
## 2016-03-23 4.2541451 2.3705157 2.0577554
## 2016-03-24 4.3536224 2.3616510 2.0669062
## 2016-03-28 4.3306200 2.3559662 2.0413605
## 2016-03-29 4.4351009 2.3920671 2.0859697
## 2016-03-30 4.4711727 2.4105672 2.0989334
## 2016-03-31 4.4334581 2.3926452 2.1057966
## 2016-04-01 4.4697537 2.4085757 2.1187599
## 2016-04-04 4.4300973 2.3937371 2.1134220
## 2016-04-05 4.3774462 2.3696806 2.0802506
## 2016-04-06 4.4964902 2.3950219 2.1016019
## 2016-04-07 4.4169531 2.3776460 2.0764379
## 2016-04-08 4.4406274 2.3740166 2.0749129
## 2016-04-11 4.4505603 2.3642204 2.0707190
## 2016-04-12 4.5046304 2.3866712 2.0836823
## 2016-04-13 4.5916358 2.4143890 2.1103717
## 2016-04-14 4.6359225 2.4191427 2.1107531
## 2016-04-15 4.6743095 2.4377712 2.1218103
## 2016-04-18 4.7449590 2.4622131 2.1526937
## 2016-04-19 4.6893208 2.4214872 2.1500244
## 2016-04-20 4.7273340 2.4174403 2.1195225
## 2016-04-21 4.7124722 2.4382209 2.1267665
## 2016-04-22 4.6340555 2.3085597 1.9742555
## 2016-04-25 4.6766246 2.3226275 1.9868376
## 2016-04-26 4.6070204 2.2744181 1.9612925
## 2016-04-27 4.5300227 2.2670309 1.9422282
## 2016-04-28 4.4958927 2.2194317 1.9025753
## 2016-04-29 4.9259900 2.2258232 1.9014314
## 2016-05-02 5.1071696 2.2425247 1.9296462
## 2016-05-03 5.0135925 2.2237355 1.8979999
## 2016-05-04 5.0104560 2.2344630 1.9014314
## 2016-05-05 4.9222558 2.2528667 1.9041007
## 2016-05-06 5.0332341 2.2839892 1.9212579
## 2016-05-09 5.0765499 2.2897064 1.9090571
## 2016-05-10 5.2507098 2.3227238 1.9452787
## 2016-05-11 5.3265871 2.2973825 1.9464224
## 2016-05-12 5.3616880 2.2910231 1.9639611
## 2016-05-13 5.3018672 2.2830579 1.9475662
## 2016-05-16 5.3073936 2.3012367 1.9761620
## 2016-05-17 5.1924574 2.2682834 1.9393033
## 2016-05-18 5.2087382 2.2695682 1.9508218
## 2016-05-19 5.2167293 2.2493016 1.9320082
## 2016-05-20 5.2486932 2.2795569 1.9435265
## 2016-05-23 5.2035103 2.2618919 1.9208738
## 2016-05-24 5.2591489 2.3127994 1.9807695
## 2016-05-25 5.2901420 2.3294366 2.0011184
## 2016-05-26 5.3391337 2.3257429 1.9922875
## 2016-05-27 5.3191936 2.3531718 2.0087973
## 2016-05-31 5.3979836 2.3629999 2.0349055
## 2016-06-01 5.3729652 2.3579575 2.0291462
## 2016-06-02 5.4386858 2.3459132 2.0149407
## 2016-06-03 5.4185214 2.3200260 1.9884483
## 2016-06-06 5.4274086 2.3014294 2.0015024
## 2016-06-07 5.4050786 2.3017507 2.0003502
## 2016-06-08 5.4267367 2.3391042 1.9980469
## 2016-06-09 5.4342797 2.3400677 1.9819211
## 2016-06-10 5.3615385 2.3106152 1.9765458
## 2016-06-13 5.3415984 2.3072428 1.9250972
## 2016-06-14 5.3719195 2.3069538 1.9131952
## 2016-06-15 5.3342796 2.3090414 1.9078200
## 2016-06-16 5.3585515 2.2815482 1.9346957
## 2016-06-17 5.2755045 2.2216799 1.9247136
## 2016-06-20 5.3324126 2.2280715 1.9224097
## 2016-06-21 5.3459301 2.2352338 1.9654116
## 2016-06-22 5.3069455 2.2401159 1.9577328
## 2016-06-23 5.3926815 2.2542799 1.9930555
## 2016-06-24 5.2200153 2.1686848 1.9131952
## 2016-06-27 5.1632563 2.1463307 1.8594427
## 2016-06-28 5.2871549 2.1841658 1.8982213
## 2016-06-29 5.3442868 2.1972380 1.9404554
## 2016-06-30 5.3444363 2.2229004 1.9646437
## 2016-07-01 5.4195670 2.2457366 1.9642597
## 2016-07-05 5.4376401 2.2320542 1.9646437
## 2016-07-06 5.5086633 2.2411115 1.9727066
## 2016-07-07 5.5008965 2.2333709 1.9727066
## 2016-07-08 5.5699031 2.2663564 2.0080293
## 2016-07-11 5.6294254 2.2967403 2.0191640
## 2016-07-12 5.5878272 2.3145658 2.0429687
## 2016-07-13 5.5461541 2.3028105 2.0544866
## 2016-07-14 5.5354746 2.3155615 2.0633171
## 2016-07-15 5.4924573 2.3120284 2.0617817
## 2016-07-18 5.4971624 2.3567692 2.0717640
## 2016-07-19 5.5261392 2.3669827 2.0383610
## 2016-07-20 5.5692308 2.3805687 2.1466332
## 2016-07-21 5.5595969 2.3723464 2.1424100
## 2016-07-22 5.5628082 2.3855470 2.1719736
## 2016-07-25 5.5235998 2.3760080 2.1781166
## 2016-07-26 5.4935777 2.3716719 2.1792685
## 2016-07-27 5.5016431 2.3824316 2.1573837
## 2016-07-28 5.6206872 2.3957284 2.1581517
## 2016-07-29 5.6669905 2.4692148 2.1761970
## 2016-08-01 5.7336820 2.4823513 2.1723575
## 2016-08-02 5.6802095 2.4765379 2.1723575
## 2016-08-03 5.6358480 2.4833148 2.1873313
## 2016-08-04 5.6816285 2.4782722 2.2034572
## 2016-08-05 5.7205378 2.5123495 2.2253418
## 2016-08-08 5.7248695 2.5108722 2.2291812
## 2016-08-09 5.7379390 2.5189018 2.2345567
## 2016-08-10 5.7398061 2.5202507 2.2276458
## 2016-08-11 5.7598209 2.5207966 2.2383962
## 2016-08-12 5.7696791 2.5155614 2.2245741
## 2016-08-15 5.7392832 2.5130562 2.2314850
## 2016-08-16 5.7060494 2.4960336 2.2191220
## 2016-08-17 5.7104559 2.5049302 2.2237582
## 2016-08-18 5.7091864 2.4971899 2.2253037
## 2016-08-19 5.6557881 2.4905092 2.2260761
## 2016-08-22 5.6719941 2.4800067 2.2280077
## 2016-08-23 5.6941751 2.4797818 2.2365072
## 2016-08-24 5.6553401 2.4719450 2.2388253
## 2016-08-25 5.6700523 2.4712061 2.2473246
## 2016-08-26 5.7430921 2.4716237 2.2419160
## 2016-08-29 5.7601943 2.4800067 2.2446204
## 2016-08-30 5.7324873 2.4701785 2.2365072
## 2016-08-31 5.7442868 2.4636263 2.2198950
## 2016-09-01 5.7551907 2.4691829 2.2249172
## 2016-09-02 5.7687829 2.4777905 2.2280077
## 2016-09-06 5.8914864 2.5054764 2.2256901
## 2016-09-07 5.8587006 2.5063435 2.2276216
## 2016-09-08 5.8555641 2.4901881 2.2187356
## 2016-09-09 5.6769234 2.4398909 2.1716028
## 2016-09-12 5.7616880 2.4699537 2.2040551
## 2016-09-13 5.6834208 2.4399873 2.1839656
## 2016-09-14 5.6840184 2.4489804 2.1735345
## 2016-09-15 5.7482452 2.4787540 2.2094637
## 2016-09-16 5.8141901 2.4695040 2.2117820
## 2016-09-19 5.7886483 2.4592904 2.1994190
## 2016-09-20 5.8268858 2.4776298 2.1947828
## 2016-09-21 5.8979838 2.4930786 2.2314851
## 2016-09-22 6.0097091 2.5283767 2.2338029
## 2016-09-23 6.0175507 2.5273810 2.2187356
## 2016-09-26 5.9683346 2.4866230 2.1982602
## 2016-09-27 6.0949217 2.5148870 2.2388253
## 2016-09-28 6.1890964 2.5102298 2.2419160
## 2016-09-29 6.1915611 2.4891925 2.2175770
## 2016-09-30 6.2532490 2.4965153 2.2253037
## 2016-10-03 6.2489920 2.4813235 2.2183493
## 2016-10-04 6.2287533 2.4937532 2.2113955
## 2016-10-05 6.3059001 2.4938816 2.2268489
## 2016-10-06 6.2857357 2.4951342 2.2307123
## 2016-10-07 6.2690816 2.4894173 2.2330302
## 2016-10-10 6.2861095 2.5242976 2.2423023
## 2016-10-11 6.2061243 2.5150797 2.2094637
## 2016-10-12 6.2292014 2.5249400 2.2063730
## 2016-10-13 6.1932791 2.4994060 2.1990328
## 2016-10-14 6.1460796 2.5004981 2.2183493
## 2016-10-17 6.0713222 2.5050910 2.2106227
## 2016-10-18 6.1064232 2.5542318 2.2276216
## 2016-10-19 6.1067217 2.5742735 2.2225991
## 2016-10-20 6.0516807 2.5597239 2.2117820
## 2016-10-21 6.1164304 2.5674323 2.3048891
## 2016-10-24 6.2590744 2.6115627 2.3566583
## 2016-10-25 6.2373415 2.5940904 2.3562723
## 2016-10-26 6.1433164 2.5664688 2.3423638
## 2016-10-27 6.1117253 2.5545208 2.3218878
## 2016-10-28 5.7977598 2.5545851 2.3130020
## 2016-10-31 5.8985813 2.5198010 2.3149340
## 2016-11-01 5.8656461 2.5168140 2.3102980
## 2016-11-02 5.7174013 2.4689259 2.2960033
## 2016-11-03 5.7283799 2.4478242 2.2875038
## 2016-11-04 5.6389098 2.4474709 2.2681870
## 2016-11-07 5.8620615 2.5133132 2.3342507
## 2016-11-08 5.8831220 2.5389757 2.3361824
## 2016-11-09 5.7646007 2.5222742 2.3245922
## 2016-11-10 5.5442871 2.4492053 2.2678008
## 2016-11-11 5.5191191 2.4217764 2.2801637
## 2016-11-14 5.3702019 2.3641563 2.2453930
## 2016-11-15 5.5507097 2.4361331 2.2897332
## 2016-11-16 5.5749815 2.4553719 2.3200711
## 2016-11-17 5.6489922 2.4770517 2.3585770
## 2016-11-18 5.6770725 2.4427173 2.3472974
## 2016-11-21 5.8252430 2.4705318 2.3671336
## 2016-11-22 5.8650489 2.4675448 2.3772461
## 2016-11-23 5.8261391 2.4441627 2.3492423
## 2016-11-25 5.8280062 2.4463788 2.3542981
## 2016-11-28 5.7264380 2.4674484 2.3574099
## 2016-11-29 5.6946979 2.4757992 2.3760793
## 2016-11-30 5.6054521 2.4346878 2.3437966
## 2016-12-01 5.5537719 2.4021842 2.3025681
## 2016-12-02 5.5290520 2.4104707 2.3045129
## 2016-12-05 5.6710980 2.4490769 2.3422412
## 2016-12-06 5.7111277 2.4381244 2.3317394
## 2016-12-07 5.7536969 2.4769233 2.3869700
## 2016-12-08 5.7306202 2.4937210 2.3729678
## 2016-12-09 5.7405527 2.5350571 2.4103067
## 2016-12-12 5.6767739 2.5349930 2.4180857
## 2016-12-13 5.7829728 2.5569296 2.4495904
## 2016-12-14 5.7417479 2.5600452 2.4379220
## 2016-12-15 5.6833460 2.5625503 2.4340326
## 2016-12-16 5.6592237 2.5399070 2.4231417
## 2016-12-19 5.7206873 2.5508273 2.4744832
## 2016-12-20 5.7596714 2.5579574 2.4713715
## 2016-12-21 5.7550412 2.5519835 2.4713715
## 2016-12-22 5.7232267 2.5413845 2.4717605
## 2016-12-23 5.6802843 2.5370484 2.4597031
## 2016-12-27 5.7610161 2.5423159 2.4612588
## 2016-12-28 5.7664678 2.5214391 2.4499792
## 2016-12-29 5.7143395 2.5141803 2.4464789
## 2016-12-30 5.6002243 2.4789467 2.4169187
## 2017-01-03 5.6286036 2.5249400 2.4340326
## 2017-01-04 5.6548172 2.5273810 2.4231417
## 2017-01-05 5.8286038 2.5502492 2.4231417
## 2017-01-06 5.9446604 2.5892086 2.4441451
## 2017-01-09 5.9516058 2.5908145 2.4363661
## 2017-01-10 5.9439885 2.5848403 2.4355883
## 2017-01-11 5.9672894 2.5948612 2.4577582
## 2017-01-12 6.0764754 2.5898829 2.4351995
## 2017-01-13 6.1026143 2.5947650 2.4387001
## 2017-01-17 6.0471995 2.5842622 2.4320877
## 2017-01-18 6.0304706 2.5889516 2.4309211
## 2017-01-19 6.0421211 2.5764415 2.4231417
## 2017-01-20 6.0368189 2.5855792 2.4402558
## 2017-01-23 6.1081407 2.6314760 2.4488125
## 2017-01-24 6.1421960 2.6461219 2.4705937
## 2017-01-25 6.2473492 2.6840214 2.4768170
## 2017-01-26 6.2669908 2.6727159 2.4997644
## 2017-01-27 6.2417480 2.6443233 2.5584959
## 2017-01-30 6.2014940 2.5769072 2.5332139
## 2017-01-31 6.1499628 2.5591458 2.5145447
## 2017-02-01 6.2162062 2.5556289 2.4729274
## 2017-02-02 6.2729653 2.5647345 2.4569803
## 2017-02-03 6.0507845 2.5742414 2.4768170
## 2017-02-06 6.0316658 2.5737597 2.4752611
## 2017-02-07 6.0679614 2.5918421 2.4670931
## 2017-02-08 6.1218078 2.5963709 2.4635927
## 2017-02-09 6.1341301 2.6001608 2.4915967
## 2017-02-10 6.1796868 2.6133613 2.4892632
## 2017-02-13 6.2474239 2.6312512 2.5172676
## 2017-02-14 6.2463783 2.6351375 2.5266587
## 2017-02-15 6.2935030 2.6304161 2.5250934
## 2017-02-16 6.3042573 2.6470533 2.5247021
## 2017-02-17 6.3112027 2.6596116 2.5286151
## 2017-02-21 6.3961168 2.6711419 2.5235282
## 2017-02-22 6.3899180 2.6682514 2.5184413
## 2017-02-23 6.3643767 2.6700822 2.5286151
## 2017-02-24 6.3124722 2.6614424 2.5286151
## 2017-02-27 6.3378645 2.6634980 2.5133545
## 2017-02-28 6.3109785 2.6440022 2.5035717
## 2017-03-01 6.3710236 2.6826403 2.5411372
## 2017-03-02 6.3398806 2.6678338 2.5047454
## 2017-03-03 6.3471250 2.6628556 2.5141367
## 2017-03-06 6.3227037 2.6586802 2.5149193
## 2017-03-07 6.3182977 2.6719449 2.5200066
## 2017-03-08 6.3517553 2.6830578 2.5430934
## 2017-03-09 6.3704260 2.6936890 2.5329193
## 2017-03-10 6.3663933 2.7083670 2.5407454
## 2017-03-13 6.3823007 2.7157220 2.5321369
## 2017-03-14 6.3669161 2.7159790 2.5203978
## 2017-03-15 6.3702017 2.7210537 2.5337021
## 2017-03-16 6.3735625 2.7261285 2.5293980
## 2017-03-17 6.3652729 2.7368558 2.5383978
## 2017-03-20 6.4000748 2.7249079 2.5407454
## 2017-03-21 6.2972371 2.6672879 2.5125717
## 2017-03-22 6.3335328 2.6644936 2.5446586
## 2017-03-23 6.3284544 2.6259196 2.5383978
## 2017-03-24 6.3152354 2.6158023 2.5427022
## 2017-03-27 6.3242722 2.6321184 2.5473977
## 2017-03-28 6.3928308 2.6366470 2.5548325
## 2017-03-29 6.5296493 2.6703390 2.5618758
## 2017-03-30 6.5447354 2.6706281 2.5712678
## 2017-03-31 6.6209113 2.6643972 2.5771366
## 2017-04-03 6.6580288 2.6932714 2.5650067
## 2017-04-04 6.7724426 2.6804884 2.5720504
## 2017-04-05 6.7907399 2.6703390 2.5653979
## 2017-04-06 6.7085890 2.6590013 2.5720504
## 2017-04-07 6.6831968 2.6486913 2.5700940
## 2017-04-10 6.7740106 2.6488840 2.5642239
## 2017-04-11 6.7390592 2.6444517 2.5622675
## 2017-04-12 6.6932787 2.6475673 2.5524847
## 2017-04-13 6.6069457 2.6451263 2.5415281
## 2017-04-17 6.7362960 2.6888391 2.5622675
## 2017-04-18 6.7496644 2.6877150 2.5587459
## 2017-04-19 6.7154597 2.6921795 2.5450502
## 2017-04-20 6.7368188 2.7032282 2.5630502
## 2017-04-21 6.7104561 2.7081743 2.5982675
## 2017-04-24 6.7767738 2.7710296 2.6424849
## 2017-04-25 6.7783423 2.8016703 2.6577460
## 2017-04-26 6.7908142 2.7998396 2.6542242
## 2017-04-27 6.8587009 2.8079334 2.6714416
## 2017-04-28 6.9080660 2.9097803 2.6788764
## 2017-05-01 7.0816282 2.9310104 2.7160508
## 2017-05-02 7.0719944 2.9434401 2.7117460
## 2017-05-03 7.0278571 2.9774853 2.7031378
## 2017-05-04 7.0017182 2.9923239 2.6925720
## 2017-05-05 6.9764755 2.9777745 2.7000068
## 2017-05-08 7.0876775 3.0008031 2.6976593
## 2017-05-09 7.1159078 2.9939620 2.7015726
## 2017-05-10 7.0870056 2.9830740 2.7121375
## 2017-05-11 7.0770727 2.9889194 2.6788764
## 2017-05-12 7.1796118 2.9941225 2.6757457
## 2017-05-15 7.1543690 3.0097321 2.6777023
## 2017-05-16 7.2148622 3.0287460 2.7316190
## 2017-05-17 7.0557136 2.9536537 2.6556638
## 2017-05-18 7.1582527 2.9877632 2.6647153
## 2017-05-19 7.1683351 2.9998718 2.6639287
## 2017-05-22 7.2492160 3.0250845 2.6938374
## 2017-05-23 7.2557134 3.0474388 2.7028898
## 2017-05-24 7.3215087 3.0671595 2.7064312
## 2017-05-25 7.4188204 3.1139876 2.7398835
## 2017-05-26 7.4367444 3.1201864 2.7532636
## 2017-05-30 7.4436151 3.1343507 2.7709735
## 2017-05-31 7.4280810 3.0989563 2.7485414
## 2017-06-01 7.4380139 3.1056691 2.7587734
## 2017-06-02 7.5185215 3.1334513 2.8241029
## 2017-06-05 7.5529505 3.1594028 2.8445670
## 2017-06-06 7.4906650 3.1365668 2.8540117
## 2017-06-07 7.5434657 3.1506025 2.8488965
## 2017-06-08 7.5449594 3.1585356 2.8315799
## 2017-06-09 7.3062737 3.0506828 2.7674312
## 2017-06-12 7.2061988 3.0284249 2.7461799
## 2017-06-13 7.3247948 3.0621490 2.7804186
## 2017-06-14 7.2925319 3.0536698 2.7654640
## 2017-06-15 7.2006723 3.0265299 2.7509028
## 2017-06-16 7.3764755 3.0184041 2.7548381
## 2017-06-19 7.4321884 3.0748999 2.7890767
## 2017-06-20 7.4129206 3.0532522 2.7512961
## 2017-06-21 7.4849143 3.0815805 2.7654640
## 2017-06-22 7.4779689 3.0740006 2.7650704
## 2017-06-23 7.4961914 3.1013011 2.8024571
## 2017-06-26 7.4233012 3.0585197 2.7756964
## 2017-06-27 7.2948474 2.9784169 2.7237478
## 2017-06-28 7.3960423 3.0206843 2.7469675
## 2017-06-29 7.2884992 2.9477760 2.6954122
## 2017-06-30 7.2292759 2.9186769 2.7127282
## 2017-07-03 7.1221808 2.8864624 2.6828185
## 2017-07-05 7.2546682 2.9282482 2.7186319
## 2017-07-06 7.2079168 2.9121248 2.6985606
## 2017-07-07 7.3096345 2.9503456 2.7335862
## 2017-07-10 7.4418971 2.9831381 2.7540514
## 2017-07-11 7.4244216 2.9872815 2.7544444
## 2017-07-12 7.5168787 3.0314119 2.8000963
## 2017-07-13 7.4729653 3.0421071 2.8244956
## 2017-07-14 7.4817778 3.0704675 2.8642444
## 2017-07-17 7.5432414 3.0622131 2.8866765
## 2017-07-18 7.6508588 3.1006909 2.8847090
## 2017-07-19 7.6689323 3.1183237 2.9067475
## 2017-07-20 7.6825989 3.1095234 2.9209154
## 2017-07-21 7.6599708 3.1248436 2.9039928
## 2017-07-24 7.7591486 3.1486755 2.8965155
## 2017-07-25 7.7660197 3.0534771 2.9197346
## 2017-07-26 7.8625847 3.0441627 2.9142251
## 2017-07-27 7.8118002 3.0001288 2.8791998
## 2017-07-28 7.6179240 3.0240247 2.8744766
## 2017-07-31 7.3769983 2.9885983 2.8610957
## 2017-08-01 7.4398062 2.9896582 2.8563744
## 2017-08-02 7.4375658 2.9882450 2.8437803
## 2017-08-03 7.3705753 2.9665974 2.8394514
## 2017-08-04 7.3755046 2.9804403 2.8603088
## 2017-08-07 7.4105307 2.9849367 2.8492898
## 2017-08-08 7.3923829 2.9766823 2.8646383
## 2017-08-09 7.3339063 2.9641885 2.8520448
## 2017-08-10 7.1465275 2.9138913 2.8103283
## 2017-08-11 7.2292011 2.9368559 2.8532251
## 2017-08-14 7.3435402 2.9634497 2.8961218
## 2017-08-15 7.3393580 2.9620043 2.8969128
## 2017-08-16 7.3053027 2.9772285 2.9139260
## 2017-08-17 7.1737868 2.9259035 2.8644706
## 2017-08-18 7.1581032 2.9249078 2.8680312
## 2017-08-21 7.1194176 2.9120284 2.8545792
## 2017-08-22 7.2210610 2.9699376 2.8945393
## 2017-08-23 7.1545933 2.9773569 2.8771307
## 2017-08-24 7.1131445 2.9589854 2.8759439
## 2017-08-25 7.0594477 2.9416736 2.8810870
## 2017-08-28 7.0651237 2.9349930 2.8814828
## 2017-08-29 7.1251683 2.9590173 2.8901872
## 2017-08-30 7.2262141 2.9856113 2.9281692
## 2017-08-31 7.3233758 3.0169587 2.9582380
## 2017-09-01 7.3058256 3.0105672 2.9253999
## 2017-09-05 7.2088877 2.9820141 2.9123431
## 2017-09-06 7.2277822 2.9799585 2.9040349
## 2017-09-07 7.3149366 3.0061027 2.9412257
## 2017-09-08 7.2135927 2.9757510 2.9269822
## 2017-09-11 7.3036599 2.9840375 2.9578425
## 2017-09-12 7.3381633 2.9936409 2.9546774
## 2017-09-13 7.4652727 3.0033406 2.9756463
## 2017-09-14 7.4100826 2.9712865 2.9582380
## 2017-09-15 7.3696043 2.9558055 2.9796030
## 2017-09-18 7.2755044 2.9388151 2.9736686
## 2017-09-19 7.2431668 2.9606876 2.9847467
## 2017-09-20 7.2681857 2.9920671 2.9649643
## 2017-09-21 7.2042574 2.9948614 2.9360817
## 2017-09-22 7.1329352 2.9822711 2.9439950
## 2017-09-25 7.0185961 2.9579895 2.8984954
## 2017-09-26 7.0097089 2.9704836 2.8984954
## 2017-09-27 7.1013446 3.0335316 2.9218391
## 2017-09-28 7.1426443 3.0496228 2.9226303
## 2017-09-29 7.1796118 3.0804884 2.9471604
## 2017-10-02 7.1634805 3.0617315 2.9519081
## 2017-10-03 7.1478717 3.0762488 2.9380606
## 2017-10-04 7.2102319 3.0566246 2.9550729
## 2017-10-05 7.3252429 3.1153367 3.0057160
## 2017-10-06 7.3904411 3.1440183 3.0069027
## 2017-10-09 7.4009711 3.1379479 3.0183763
## 2017-10-10 7.3726666 3.1238158 3.0183763
## 2017-10-11 7.4309189 3.1772927 3.0235194
## 2017-10-12 7.4752057 3.1727320 3.0512150
## 2017-10-13 7.4902169 3.1786737 3.0658537
## 2017-10-16 7.5156092 3.1861252 3.0721839
## 2017-10-17 7.5364455 3.1867033 3.0698098
## 2017-10-18 7.4458554 3.1887268 3.0706014
## 2017-10-19 7.3682601 3.1618760 3.0824711
## 2017-10-20 7.3406275 3.1739203 3.1180787
## 2017-10-23 7.2165798 3.1104869 3.1188703
## 2017-10-24 7.2882753 3.1171995 3.1200571
## 2017-10-25 7.2659449 3.1261606 3.1109567
## 2017-10-26 7.2623602 3.1236874 3.1161007
## 2017-10-27 8.2221807 3.2737116 3.3159016
## 2017-10-30 8.2961167 3.2667739 3.3190660
## 2017-10-31 8.2545189 3.2652645 3.2909760
## 2017-11-01 8.2425699 3.2937211 3.2909760
## 2017-11-02 8.1719195 3.2939780 3.3253968
## 2017-11-03 8.3017179 3.3161396 3.3289574
## 2017-11-06 8.3693808 3.2950060 3.3420139
## 2017-11-07 8.3881262 3.3188696 3.3341009
## 2017-11-08 8.4606427 3.3398107 3.3455745
## 2017-11-09 8.4326367 3.3122213 3.3269791
## 2017-11-10 8.4044065 3.3019754 3.3182754
## 2017-11-13 8.4329357 3.2945241 3.3206489
## 2017-11-14 8.4902167 3.2953271 3.3253968
## 2017-11-15 8.4144137 3.2789788 3.2995508
## 2017-11-16 8.4935780 3.3162039 3.3082985
## 2017-11-17 8.4382379 3.2731335 3.2764882
## 2017-11-20 8.4115766 3.2708530 3.2816571
## 2017-11-21 8.5100078 3.3225954 3.3289754
## 2017-11-22 8.6345040 3.3273167 3.3047202
## 2017-11-24 8.8573566 3.3422517 3.3106844
## 2017-11-27 8.9307693 3.3859324 3.3349402
## 2017-11-28 8.9141152 3.3640922 3.3751005
## 2017-11-29 8.6726667 3.2813877 3.3138656
## 2017-11-30 8.7882752 3.2805847 3.3468691
## 2017-12-01 8.6807321 3.2444839 3.3504474
## 2017-12-04 8.4686333 3.2075801 3.2240003
## 2017-12-05 8.5255414 3.2283607 3.2442794
## 2017-12-06 8.6060495 3.2708530 3.2915977
## 2017-12-07 8.6616138 3.3111615 3.2800665
## 2017-12-08 8.6781184 3.3308178 3.3464715
## 2017-12-11 8.7297991 3.3438255 3.3890180
## 2017-12-12 8.7011203 3.3418341 3.4029349
## 2017-12-13 8.6940258 3.3422517 3.3937895
## 2017-12-14 8.7696793 3.3696808 3.3675461
## 2017-12-15 8.8061245 3.4179863 3.4534342
## 2017-12-18 8.8915609 3.4595796 3.4347452
## 2017-12-19 8.8676629 3.4388313 3.4128759
## 2017-12-20 8.7947726 3.4204273 3.4005487
## 2017-12-21 8.7734135 3.4161878 3.3997537
## 2017-12-22 8.7256164 3.4049143 3.4001516
## 2017-12-26 8.7883500 3.3940584 3.3957775
## 2017-12-27 8.8294254 3.3703873 3.4081040
## 2017-12-28 8.8581033 3.3664368 3.4085020
## 2017-12-29 8.7339061 3.3608483 3.4013443
## 2018-01-02 8.8798362 3.4205880 3.4176474
## 2018-01-03 8.9932786 3.4767306 3.4335525
## 2018-01-04 9.0335326 3.4893210 3.4637728
## 2018-01-05 9.1795375 3.5401640 3.5067170
## 2018-01-08 9.3119496 3.5552916 3.5102956
## 2018-01-09 9.3554892 3.5531077 3.5079100
## 2018-01-10 9.3676625 3.5413845 3.4920045
## 2018-01-11 9.5345789 3.5507310 3.5023429
## 2018-01-12 9.7475729 3.6044969 3.5627834
## 2018-01-16 9.7450339 3.6028909 3.5130791
## 2018-01-17 9.6713970 3.6357156 3.5842554
## 2018-01-18 9.6588499 3.6286820 3.5826648
## 2018-01-19 9.6682600 3.6534771 3.5786883
## 2018-01-22 9.9126969 3.7122536 3.6427071
## 2018-01-23 10.1758036 3.7577327 3.6542380
## 2018-01-24 10.1382380 3.7393290 3.6510574
## 2018-01-25 10.2908888 3.7590175 3.6713367
## 2018-01-26 10.4708746 3.7765860 3.7401270
## 2018-01-29 10.5876036 3.7757509 3.7345603
## 2018-01-30 10.7380135 3.7375623 3.6876392
## 2018-01-31 10.8356242 3.7576362 3.7779018
## 2018-02-01 10.3808817 3.7504418 3.7480795
## 2018-02-02 10.6792384 3.5712224 3.6494665
## 2018-02-05 10.3808817 3.3910394 3.4991619
## 2018-02-06 10.7755043 3.4706923 3.6315734
## 2018-02-07 10.5808819 3.3678498 3.5631807
## 2018-02-08 10.0858854 3.2167018 3.3802700
## 2018-02-09 10.0044812 3.3331624 3.5063197
## 2018-02-12 10.3527262 3.3786415 3.5440941
## 2018-02-13 10.5639289 3.3791555 3.5719285
## 2018-02-14 10.8368194 3.4356834 3.6278585
## 2018-02-15 10.9168041 3.4993419 3.7017665
## 2018-02-16 10.8191935 3.5163004 3.6753991
## 2018-02-20 10.9660197 3.5409027 3.7041633
## 2018-02-21 11.0748328 3.5694236 3.6550246
## 2018-02-22 11.0929054 3.5542961 3.6646129
## 2018-02-23 11.2023903 3.6190465 3.7576962
## 2018-02-26 11.3663183 3.6735188 3.8120276
## 2018-02-27 11.2918600 3.5917460 3.7632891
## 2018-02-28 11.2953698 3.5481936 3.7461107
## 2018-03-01 11.1534729 3.4351055 3.7093563
## 2018-03-02 11.2042574 3.4652967 3.7173468
## 2018-03-05 11.3787159 3.5038707 3.7409171
## 2018-03-06 11.4834958 3.5171355 3.7281330
## 2018-03-07 11.5384621 3.5639637 3.7497063
## 2018-03-08 11.5896942 3.6165090 3.7724775
## 2018-03-09 11.7915615 3.7258395 3.8567722
## 2018-03-12 11.9371926 3.7401641 3.8659604
## 2018-03-13 11.8609419 3.6555970 3.7716788
## 2018-03-14 11.8820020 3.6919546 3.7493065
## 2018-03-15 11.8171771 3.6922436 3.7624904
## 2018-03-16 11.7377156 3.6477600 3.7792692
## 2018-03-19 11.5379397 3.5324234 3.7109544
## 2018-03-20 11.8484696 3.5256465 3.7205426
## 2018-03-21 11.8137420 3.5037099 3.6945750
## 2018-03-22 11.5378649 3.3694557 3.5871096
## 2018-03-23 11.1692317 3.2810987 3.4828399
## 2018-03-26 11.6195672 3.3827205 3.7465099
## 2018-03-27 11.1803593 3.2281999 3.5743259
## 2018-03-28 10.6902174 3.2264656 3.5711295
## 2018-03-29 10.8091115 3.3139236 3.6462357
## 2018-04-02 10.2463783 3.2326001 3.5363729
## 2018-04-03 10.3961920 3.2548902 3.5839132
## 2018-04-04 10.5345034 3.2925649 3.6885823
## 2018-04-05 10.8420468 3.3011406 3.6905799
## 2018-04-06 10.4946232 3.2344309 3.6046878
## 2018-04-09 10.5009710 3.2614424 3.6262608
## 2018-04-10 10.7260645 3.3134418 3.7105549
## 2018-04-11 10.6575811 3.2759597 3.6698060
## 2018-04-12 10.8177749 3.3162360 3.7385200
## 2018-04-13 10.6855123 3.3058298 3.7185451
## 2018-04-16 10.7654971 3.3338046 3.7620903
## 2018-04-17 11.2309935 3.4500084 3.8379955
## 2018-04-18 11.4103065 3.4433276 3.8527771
## 2018-04-19 11.6274093 3.4934962 3.8395933
## 2018-04-20 11.4076927 3.4461540 3.7952488
## 2018-04-23 11.3357734 3.4284568 3.8092314
## 2018-04-24 10.9043318 3.2759918 3.7201428
## 2018-04-25 10.9049299 3.2798461 3.6877833
## 2018-04-26 11.3365200 3.3404211 3.7656865
## 2018-04-27 11.7447354 3.3083351 3.8280081
## 2018-04-30 11.6962664 3.2674806 3.7361229
## 2018-05-01 11.8167295 3.3316529 3.7952488
## 2018-05-02 11.7227791 3.2901239 3.7357237
## 2018-05-03 11.7407022 3.2880040 3.7580955
## 2018-05-04 11.8069456 3.3666614 3.8016409
## 2018-05-07 11.9502620 3.3877955 3.8439882
## 2018-05-08 11.8923830 3.3849691 3.8276085
## 2018-05-09 12.0089624 3.4776300 3.8727524
## 2018-05-10 12.0170278 3.5251968 3.9115040
## 2018-05-11 11.9709493 3.5274132 3.9031140
## 2018-05-14 11.9607178 3.5336439 3.9162976
## 2018-05-15 11.7708743 3.4662922 3.8879332
## 2018-05-16 11.8542203 3.4744503 3.8979638
## 2018-05-17 11.8129954 3.4642365 3.8590444
## 2018-05-18 11.7578048 3.4249561 3.8662666
## 2018-05-21 11.8406276 3.4674162 3.9160192
## 2018-05-22 11.8103069 3.4357799 3.9120071
## 2018-05-23 11.9631072 3.4677695 3.9585497
## 2018-05-24 11.9721435 3.4663243 3.9445067
## 2018-05-25 12.0250194 3.4548261 3.9465129
## 2018-05-29 12.0453328 3.4055565 3.9324699
## 2018-05-30 12.1351015 3.4295813 3.9701854
## 2018-05-31 12.1704262 3.4847923 3.9657719
## 2018-06-01 12.2594482 3.5956322 4.0440122
## 2018-06-04 12.4366699 3.6591942 4.0793205
## 2018-06-05 12.6687831 3.6603826 4.1001850
## 2018-06-06 12.6643023 3.6514536 4.1122214
## 2018-06-07 12.6161324 3.6096357 4.0476230
## 2018-06-08 12.5764755 3.6000324 4.0777153
## 2018-06-11 12.6147877 3.6293242 4.0544445
## 2018-06-12 12.6867071 3.6592903 4.0648761
## 2018-06-13 12.7323380 3.6447411 4.0464195
## 2018-06-14 12.8742350 3.7004017 4.0692896
## 2018-06-15 12.8153103 3.7008514 4.0175311
## 2018-06-18 12.8737126 3.7689419 4.0468209
## 2018-06-19 12.9557887 3.7515984 4.0468209
## 2018-06-20 13.0700525 3.7573151 4.0873454
## 2018-06-21 12.9217330 3.7181954 4.0580549
## 2018-06-22 12.8130704 3.7111934 4.0287654
## 2018-06-25 12.4208372 3.6126872 3.9477167
## 2018-06-26 12.6294999 3.5922918 3.9754014
## 2018-06-27 12.4011209 3.5457847 3.9136120
## 2018-06-28 12.7068710 3.5786737 3.9573462
## 2018-06-29 12.6945491 3.5832668 3.9565438
## 2018-07-02 12.7989552 3.6211982 4.0127161
## 2018-07-03 12.6509338 3.5422839 3.9741979
## 2018-07-05 12.6940258 3.6109526 4.0026853
## 2018-07-06 12.7754300 3.6620207 4.0588577
## 2018-07-09 12.9874541 3.7066007 4.0865430
## 2018-07-10 13.0177000 3.7027142 4.0973759
## 2018-07-11 13.1067967 3.7061189 4.0917589
## 2018-07-12 13.4176257 3.8011244 4.1804309
## 2018-07-13 13.5401801 3.8182754 4.2301835
## 2018-07-16 13.6108295 3.8023449 4.2093197
## 2018-07-17 13.7709495 3.8503297 4.2510474
## 2018-07-18 13.7634065 3.8409510 4.2177454
## 2018-07-19 13.5397315 3.8123014 4.1888566
## 2018-07-20 13.5451832 3.8057174 4.2638869
## 2018-07-23 13.4578049 3.8718487 4.3320961
## 2018-07-24 13.6612403 4.0086078 4.3196583
## 2018-07-25 13.9179243 4.0587765 4.4468485
## 2018-07-26 13.5026145 4.0736472 4.3982997
## 2018-07-27 13.5718454 3.9778388 4.3204604
## 2018-07-30 13.2876778 3.9175850 4.2277766
## 2018-07-31 13.2743840 3.9096197 4.2562636
## 2018-08-01 13.4217336 3.9184522 4.2642883
## 2018-08-02 13.6992535 3.9381729 4.3160468
## 2018-08-03 13.6168045 3.9303358 4.3349048
## 2018-08-06 13.7994778 3.9337405 4.3385162
## 2018-08-07 13.9094852 3.9897866 4.3686082
## 2018-08-08 14.0890224 4.0006747 4.3930837
## 2018-08-09 14.1786416 4.0118840 4.4003056
## 2018-08-10 14.0873796 3.9749802 4.3734234
## 2018-08-13 14.1613147 3.9666295 4.3417259
## 2018-08-14 14.3364459 3.9894012 4.3958921
## 2018-08-15 14.0598960 3.9003697 4.3362815
## 2018-08-16 14.0890224 3.8750284 4.3354760
## 2018-08-17 14.0569086 3.8572669 4.3330594
## 2018-08-20 14.0157584 3.8791396 4.3044623
## 2018-08-21 14.0658710 3.8593868 4.2686153
## 2018-08-22 14.2262891 3.8777262 4.3121146
## 2018-08-23 14.2113526 3.8714633 4.3322535
## 2018-08-24 14.2299485 3.9205078 4.3660871
## 2018-08-27 14.3964163 3.9885018 4.4144199
## 2018-08-28 14.4348023 3.9542320 4.4410031
## 2018-08-29 14.9223306 4.0125266 4.5118917
## 2018-08-30 14.9542950 3.9798301 4.5090722
## 2018-08-31 15.0314418 3.9126065 4.5243779
## 2018-09-04 15.2315915 3.8445482 4.4994055
## 2018-09-05 14.8978345 3.8107598 4.3697118
## 2018-09-06 14.6251691 3.7624539 4.3797811
## 2018-09-07 14.5785663 3.7412239 4.3584341
## 2018-09-10 14.4810313 3.7406138 4.4055588
## 2018-09-11 14.8405535 3.7814680 4.4804750
## 2018-09-12 14.8618379 3.7347681 4.4994055
## 2018-09-13 14.8608669 3.7749480 4.5477389
## 2018-09-14 14.7138912 3.7659551 4.5662661
## 2018-09-17 14.2496648 3.7130244 4.5167248
## 2018-09-18 14.4962669 3.7296292 4.5598219
## 2018-09-19 14.3870062 3.7613299 4.4990026
## 2018-09-20 14.5205387 3.8120125 4.5743218
## 2018-09-21 14.3017931 3.7452708 4.6021133
## 2018-09-24 14.4463037 3.7686529 4.6186272
## 2018-09-25 14.7464536 3.8048823 4.6097660
## 2018-09-26 14.7486935 3.7915211 4.5908359
## 2018-09-27 15.0334583 3.8369684 4.6081550
## 2018-09-28 14.9589252 3.8332104 4.6065439
## 2018-10-01 14.9690820 3.8391204 4.6564881
## 2018-10-02 14.7222565 3.8545369 4.6379606
## 2018-10-03 14.5837199 3.8636584 4.6387658
## 2018-10-04 14.2600458 3.7520155 4.5429051
## 2018-10-05 14.1123981 3.7171995 4.5163223
## 2018-10-08 13.9239741 3.6902844 4.4647667
## 2018-10-09 13.9680361 3.6576844 4.5215580
## 2018-10-10 13.1086638 3.4726836 4.2758651
## 2018-10-11 12.8406278 3.4665811 4.2657958
## 2018-10-12 13.3578048 3.5653767 4.4132115
## 2018-10-15 13.1512325 3.5081101 4.3338649
## 2018-10-16 13.5919346 3.6013493 4.4708086
## 2018-10-17 13.6798362 3.5833950 4.4591280
## 2018-10-18 13.2241975 3.4943634 4.3701145
## 2018-10-19 13.1742353 3.5216318 4.3765590
## 2018-10-22 13.3629584 3.5367275 4.4156280
## 2018-10-23 13.2091115 3.5448531 4.3540035
## 2018-10-24 12.4286783 3.3746910 4.1211994
## 2018-10-25 13.3097097 3.5187732 4.3620592
## 2018-10-26 12.2689330 3.4413684 4.3080870
## 2018-10-29 11.4927563 3.2763131 4.1828240
## 2018-10-30 11.4295751 3.3281196 4.1779911
## 2018-10-31 11.9343546 3.4583912 4.3020454
## 2018-11-01 12.4386117 3.4366471 4.2661984
## 2018-11-02 12.4386117 3.3974309 4.2758651
## 2018-11-05 12.1568344 3.3405815 4.3302399
## 2018-11-06 12.2689330 3.3910716 4.3386981
## 2018-11-07 13.1104561 3.5117716 4.5094747
## 2018-11-08 13.1061248 3.4764738 4.5010168
## 2018-11-09 12.7888733 3.4242817 4.4132115
## 2018-11-12 12.2244216 3.3358924 4.3044623
## 2018-11-13 12.1820024 3.3276060 4.3072818
## 2018-11-14 11.9418229 3.3520479 4.2462000
## 2018-11-15 12.0943989 3.4196565 4.3396428
## 2018-11-16 11.9000008 3.4093145 4.3804990
## 2018-11-19 11.2941756 3.2760561 4.2320419
## 2018-11-20 11.1684842 3.2945563 4.1143277
## 2018-11-21 11.3273342 3.3326162 4.1709598
## 2018-11-23 11.2177754 3.2885180 4.1693419
## 2018-11-26 11.8097836 3.3679784 4.3068773
## 2018-11-27 11.8104564 3.3544568 4.3339796
## 2018-11-28 12.5298736 3.4887749 4.4949771
## 2018-11-29 12.4986559 3.4954236 4.4573570
## 2018-11-30 12.6226297 3.5151121 4.4856730
## 2018-12-03 13.2364456 3.5536539 4.5342147
## 2018-12-04 12.4600455 3.3750442 4.3898027
## 2018-12-06 12.6899927 3.4325681 4.4169056
## 2018-12-07 12.1667668 3.3293080 4.2401320
## 2018-12-10 12.2556393 3.3388474 4.3521826
## 2018-12-11 12.2721439 3.3780314 4.3926343
## 2018-12-12 12.4237499 3.4163486 4.4124558
## 2018-12-13 12.3852134 3.4106315 4.4274228
## 2018-12-14 11.8887984 3.3470373 4.2890785
## 2018-12-17 11.3585519 3.2649112 4.1620605
## 2018-12-18 11.5868562 3.3040310 4.2057483
## 2018-12-19 11.1656462 3.2857237 4.1944219
## 2018-12-20 10.9098583 3.2420429 4.1062374
## 2018-12-21 10.2871547 3.1461058 3.9735566
## 2018-12-24 10.0370427 3.1354426 3.8077049
## 2018-12-26 10.9850642 3.3385580 4.0678084
## 2018-12-27 10.9159080 3.3527544 4.0928883
## 2018-12-28 11.0382381 3.3309139 4.0609318
## 2018-12-31 11.2171026 3.3261926 4.1086646
## 2019-01-02 11.4946234 3.3590816 4.0904615
## 2019-01-03 11.2044817 3.2634016 3.9399816
## 2019-01-04 11.7654226 3.4389274 4.1232270
## 2019-01-07 12.1696048 3.4314761 4.1284858
## 2019-01-08 12.3717702 3.4568174 4.1584200
## 2019-01-09 12.3929807 3.4516143 4.2178836
## 2019-01-10 12.3690817 3.4377069 4.1907810
## 2019-01-11 12.2521294 3.3955035 4.1584200
## 2019-01-14 12.0777448 3.3553558 4.1280813
## 2019-01-15 12.5060503 3.4596117 4.2478178
## 2019-01-16 12.5749074 3.4718807 4.2627848
## 2019-01-17 12.6454074 3.5005624 4.2927193
## 2019-01-18 12.6676626 3.5274132 4.3570369
## 2019-01-22 12.1894706 3.4383173 4.2749204
## 2019-01-23 12.2480963 3.4545368 4.3165855
## 2019-01-24 12.3594483 3.4491733 4.2959551
## 2019-01-25 12.4762511 3.5040632 4.3351930
## 2019-01-28 12.2321889 3.4369039 4.2506495
## 2019-01-29 11.9035107 3.4065202 4.1640832
## 2019-01-30 12.4752063 3.4978646 4.3032364
## 2019-01-31 12.8359228 3.5855792 4.2243561
## 2019-02-01 12.1451087 3.5675288 4.1576107
## 2019-02-04 12.1979846 3.6383496 4.2773476
## 2019-02-05 12.3884252 3.6807133 4.3372160
## 2019-02-06 12.2498886 3.5819177 4.2890785
## 2019-02-07 12.0565352 3.5288583 4.2583350
## 2019-02-08 11.8612400 3.5171355 4.2745160
## 2019-02-11 11.8820020 3.5169748 4.2575264
## 2019-02-12 12.2330850 3.6016383 4.3238669
## 2019-02-13 12.2479468 3.5977521 4.3206306
## 2019-02-14 12.1183726 3.6026020 4.3242714
## 2019-02-15 12.0085887 3.5768431 4.3776674
## 2019-02-19 12.1551907 3.5926133 4.3756447
## 2019-02-20 12.1142647 3.5773250 4.3528952
## 2019-02-21 12.0943989 3.5232698 4.4447062
## 2019-02-22 12.1849151 3.5663083 4.5080800
## 2019-02-25 12.1956690 3.5631929 4.5332669
## 2019-02-26 12.2210612 3.5815966 4.5645478
## 2019-02-27 12.2560869 3.5845516 4.5568291
## 2019-02-28 12.2466768 3.5969813 4.5511417
## 2019-03-01 12.4849145 3.6646542 4.5714539
## 2019-03-04 12.6674393 3.6865269 4.5604854
## 2019-03-05 12.6395081 3.7322310 4.5377356
## 2019-03-06 12.4641525 3.7188376 4.5397670
## 2019-03-07 12.1430174 3.6720737 4.4845179
## 2019-03-08 12.1045565 3.6689258 4.4893929
## 2019-03-11 12.4766249 3.7763292 4.5836413
## 2019-03-12 12.4951460 3.8323432 4.6157345
## 2019-03-13 12.6274095 3.8327286 4.6514838
## 2019-03-14 12.5931295 3.8077731 4.6551398
## 2019-03-15 12.7883500 3.8042719 4.7087643
## 2019-03-18 13.0108297 3.8036297 4.7762005
## 2019-03-19 13.1579541 3.8504900 4.7794505
## 2019-03-20 13.4224802 3.9311709 4.7741691
## 2019-03-21 13.5867072 3.9554846 4.8838549
## 2019-03-22 13.1797618 3.8718487 4.7550759
## 2019-03-25 13.2506355 3.8317010 4.7798568
## 2019-03-26 13.3215839 3.8047859 4.7900129
plot(cum.ret.xts, xlab = "Time", ylab = "Cumulative Return",
main = "Cumulative Returns", ylim = c(0.0, 16),
major.ticks= "years",
minor.ticks = FALSE, col = myColors,
legend = c("AMZN", "GOOG", "MSFT"))
plot.xts(cum.ret.xts, lwd = 2, legend.loc = "topleft", auto.legend=TRUE,
main="Cumulative returns")
plot.xts(cum.ret.xts,
lwd = 2, legend.loc = "topleft", auto.legend=TRUE,
main="Cumulative returns")
class(firm3.day)
## [1] "zoo"
head(firm3.day)
## AMZN GOOG MSFT
## 2010-01-04 0.000000000 0.000000000 0.0000000000
## 2010-01-05 0.005899985 -0.004403707 0.0003231258
## 2010-01-06 -0.018115688 -0.025208746 -0.0061373255
## 2010-01-07 -0.017013233 -0.023279489 -0.0103996583
## 2010-01-08 0.027076954 0.013331111 0.0068965292
## 2010-01-11 -0.024041386 -0.001511568 -0.0127199982
plot(firm3.day)
x0 = index(firm3.day)
y0 = coredata(firm3.day)
plot(x0, y0[,1], type = "l")
plot(index(firm3.day), firm3.day$AMZN, type = "l",
main="Amazon daily returns", col.main="red",
sub="201001-201903", col.sub="blue",
xlab="date", ylab="Amazon daily returns",
col.lab="black", cex.lab=0.75)
firm3.day %>% as.xts %>%
plot
axis(1, index(firm3.day), format(index(firm3.day), "%Y/%m"))
firm3.day.xts <-as.xts(firm3.day)
plot.xts(firm3.day.xts, auto.legend = TRUE)
library(ggplot2)
#install.packages("tidyverse")
library(tidyverse)
## -- Attaching packages ------------------------------------------------------- tidyverse 1.2.1 --
## v tibble 2.1.1 v stringr 1.4.0
## v purrr 0.3.2 v forcats 0.4.0
## -- Conflicts ---------------------------------------------------------- tidyverse_conflicts() --
## x tidyr::extract() masks magrittr::extract()
## x dplyr::filter() masks stats::filter()
## x dplyr::first() masks xts::first()
## x dplyr::lag() masks stats::lag()
## x dplyr::last() masks xts::last()
## x purrr::set_names() masks magrittr::set_names()
library(ggplot2)
library(xts)
firm3_ret.df<-fortify(as.xts(firm3.day), melt=TRUE)
head(firm3_ret.df)
## Index Series Value
## 1 2010-01-04 AMZN 0.000000000
## 2 2010-01-05 AMZN 0.005899985
## 3 2010-01-06 AMZN -0.018115688
## 4 2010-01-07 AMZN -0.017013233
## 5 2010-01-08 AMZN 0.027076954
## 6 2010-01-11 AMZN -0.024041386
p<-ggplot(firm3_ret.df, aes(x = Index, y = Value))+
geom_line(aes(color = Series), size = 0.5)
p
p + scale_x_date(date_labels = "%Y/%m")
q<-firm3_ret.df %>%
ggplot(aes(x =Value, fill = Series)) +
geom_histogram(alpha = 0.45, binwidth = .005) +
ggtitle("Daily Returns")
q
q + facet_wrap(~Series)+ theme_update(plot.title = element_text(hjust = 0.5))
