#1. Use 2007-2018 data to compute daily, weekly, monthly returns
rm(list=ls())
#install.packages('quantmod')
library(quantmod)
## Loading required package: xts
## Loading required package: zoo
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
## Loading required package: TTR
## Version 0.4-0 included new data defaults. See ?getSymbols.
getSymbols("GOOG", auto.assign = TRUE)
## '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 = "2007-01-01", to = "2018-12-31", auto.assign = TRUE)
## [1] "GOOG" "MSFT" "AMZN"
data = new.env()
getSymbols(tickers, from = "2007-01-01", to = "2018-12-31", 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
## 2007-01-03 38.68 39.06 38.05 38.70 12405100
## 2007-01-04 38.59 39.14 38.26 38.90 6318400
## 2007-01-05 38.72 38.79 37.60 38.37 6619700
## 2007-01-08 38.22 38.31 37.17 37.50 6783000
## 2007-01-09 37.60 38.06 37.34 37.78 5703000
## 2007-01-10 37.49 37.70 37.07 37.15 6527500
## AMZN.Adjusted
## 2007-01-03 38.70
## 2007-01-04 38.90
## 2007-01-05 38.37
## 2007-01-08 37.50
## 2007-01-09 37.78
## 2007-01-10 37.15
AMZN.ad<-Ad(AMZN)
head(AMZN.ad)
## AMZN.Adjusted
## 2007-01-03 38.70
## 2007-01-04 38.90
## 2007-01-05 38.37
## 2007-01-08 37.50
## 2007-01-09 37.78
## 2007-01-10 37.15
class(AMZN.ad)
## [1] "xts" "zoo"
GOOG.ad<-Ad(GOOG)
head(GOOG.ad)
## GOOG.Adjusted
## 2007-01-03 232.2842
## 2007-01-04 240.0686
## 2007-01-05 242.0209
## 2007-01-08 240.2276
## 2007-01-09 241.1814
## 2007-01-10 243.1486
class(GOOG.ad)
## [1] "xts" "zoo"
MSFT.ad<-Ad(MSFT)
head(MSFT.ad)
## MSFT.Adjusted
## 2007-01-03 22.47883
## 2007-01-04 22.44119
## 2007-01-05 22.31321
## 2007-01-08 22.53152
## 2007-01-09 22.55411
## 2007-01-10 22.32826
class(MSFT.ad)
## [1] "xts" "zoo"
firm3<-merge(Ad(AMZN), Ad(GOOG), Ad(MSFT))
head(firm3)
## AMZN.Adjusted GOOG.Adjusted MSFT.Adjusted
## 2007-01-03 38.70 232.2842 22.47883
## 2007-01-04 38.90 240.0686 22.44119
## 2007-01-05 38.37 242.0209 22.31321
## 2007-01-08 37.50 240.2276 22.53152
## 2007-01-09 37.78 241.1814 22.55411
## 2007-01-10 37.15 243.1486 22.32826
colnames(firm3)<-c("AMZN", "GOOG", "MSFG")
head(firm3)
## AMZN GOOG MSFG
## 2007-01-03 38.70 232.2842 22.47883
## 2007-01-04 38.90 240.0686 22.44119
## 2007-01-05 38.37 242.0209 22.31321
## 2007-01-08 37.50 240.2276 22.53152
## 2007-01-09 37.78 241.1814 22.55411
## 2007-01-10 37.15 243.1486 22.32826
#Monthly Return
library(magrittr)
library(PerformanceAnalytics)
##
## Attaching package: 'PerformanceAnalytics'
## The following object is masked from 'package:graphics':
##
## legend
library(PMwR)
head(returns(firm3))
## AMZN GOOG MSFG
## 2007-01-04 0.005167984 0.033512299 -0.001674776
## 2007-01-05 -0.013624755 0.008132263 -0.005702640
## 2007-01-08 -0.022673939 -0.007409836 0.009783980
## 2007-01-09 0.007466640 0.003970390 0.001002462
## 2007-01-10 -0.016675411 0.008156555 -0.010013519
## 2007-01-11 0.006729475 0.020961864 0.035064392
monthlyReturn(AMZN.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
## monthly.returns
## 2007-01-31 -0.0266150639
## 2007-02-28 0.0390231239
## 2007-03-30 0.0166071031
## 2007-04-30 0.5413420573
## 2007-05-31 0.1273438243
## 2007-06-29 -0.0105582154
## 2007-07-31 0.1480777139
## 2007-08-31 0.0174433789
## 2007-09-28 0.1656863639
## 2007-10-31 -0.0429414913
## 2007-11-30 0.0158159952
## 2007-12-31 0.0229682094
## 2008-01-31 -0.1612694534
## 2008-02-29 -0.1702702254
## 2008-03-31 0.1059407770
## 2008-04-30 0.1028049606
## 2008-05-30 0.0380262764
## 2008-06-30 -0.1015682516
## 2008-07-31 0.0410472374
## 2008-08-29 0.0585538674
## 2008-09-30 -0.0996163371
## 2008-10-31 -0.2133040073
## 2008-11-28 -0.2540181777
## 2008-12-31 0.2009367166
## 2009-01-30 0.1470359038
## 2009-02-27 0.1014961068
## 2009-03-31 0.1335082708
## 2009-04-30 0.0964051580
## 2009-05-29 -0.0314207538
## 2009-06-30 0.0727017072
## 2009-07-31 0.0251015766
## 2009-08-31 -0.0532882450
## 2009-09-30 0.1498952913
## 2009-10-30 0.2726006505
## 2009-11-30 0.1439273318
## 2009-12-31 -0.0102273560
## 2010-01-29 -0.0677222698
## 2010-02-26 -0.0558966731
## 2010-03-31 0.1467060955
## 2010-04-30 0.0097959929
## 2010-05-28 -0.0849015791
## 2010-06-30 -0.1291247978
## 2010-07-30 0.0789858763
## 2010-08-31 0.0588684626
## 2010-09-30 0.2581911038
## 2010-10-29 0.0520183249
## 2010-11-30 0.0615505553
## 2010-12-31 0.0262258048
## 2011-01-31 -0.0575555611
## 2011-02-28 0.0215161166
## 2011-03-31 0.0394714772
## 2011-04-29 0.0870482017
## 2011-05-31 0.0044941730
## 2011-06-30 0.0396563268
## 2011-07-29 0.0881705636
## 2011-08-31 -0.0327611355
## 2011-09-30 0.0046461925
## 2011-10-31 -0.0125792029
## 2011-11-30 -0.0993864573
## 2011-12-30 -0.0997971174
## 2012-01-31 0.1232813129
## 2012-02-29 -0.0758588760
## 2012-03-30 0.1269964536
## 2012-04-30 0.1451286343
## 2012-05-31 -0.0818887041
## 2012-06-29 0.0725189127
## 2012-07-31 0.0216772361
## 2012-08-31 0.0641663129
## 2012-09-28 0.0243686426
## 2012-10-31 -0.0842639486
## 2012-11-30 0.0822706174
## 2012-12-31 -0.0046816425
## 2013-01-31 0.0583170777
## 2013-02-28 -0.0046328098
## 2013-03-28 0.0084005036
## 2013-04-30 -0.0475814945
## 2013-05-31 0.0606359644
## 2013-06-28 0.0315378515
## 2013-07-31 0.0847347720
## 2013-08-30 -0.0671933800
## 2013-09-30 0.1126770687
## 2013-10-31 0.1643743012
## 2013-11-29 0.0812844988
## 2013-12-31 0.0131345309
## 2014-01-31 -0.1005541917
## 2014-02-28 0.0095068276
## 2014-03-31 -0.0710577481
## 2014-04-30 -0.0958468070
## 2014-05-30 0.0276854729
## 2014-06-30 0.0391297759
## 2014-07-31 -0.0363015242
## 2014-08-29 0.0832295595
## 2014-09-30 -0.0489617938
## 2014-10-31 -0.0526609940
## 2014-11-28 0.1086231421
## 2014-12-31 -0.0835400654
## 2015-01-30 0.1423553799
## 2015-02-27 0.0722929091
## 2015-03-31 -0.0212015938
## 2015-04-30 0.1335124757
## 2015-05-29 0.0176632653
## 2015-06-30 0.0113225657
## 2015-07-31 0.2351126009
## 2015-08-31 -0.0433833964
## 2015-09-30 -0.0019497358
## 2015-10-30 0.2227236431
## 2015-11-30 0.0621504434
## 2015-12-31 0.0166817497
## 2016-01-29 -0.1315155026
## 2016-02-29 -0.0587393186
## 2016-03-31 0.0744226336
## 2016-04-29 0.1110942833
## 2016-05-31 0.0958170203
## 2016-06-30 -0.0099198705
## 2016-07-29 0.0603532647
## 2016-08-31 0.0136397452
## 2016-09-30 0.0886031871
## 2016-10-31 -0.0567173342
## 2016-11-30 -0.0496948667
## 2016-12-30 -0.0009326405
## 2017-01-31 0.0981636624
## 2017-02-28 0.0261815691
## 2017-03-31 0.0491101026
## 2017-04-28 0.0433708721
## 2017-05-31 0.0752764957
## 2017-06-30 -0.0267639854
## 2017-07-31 0.0204339143
## 2017-08-31 -0.0072688785
## 2017-09-29 -0.0196308387
## 2017-10-31 0.1497166033
## 2017-11-30 0.0646623201
## 2017-12-29 -0.0061865553
## 2018-01-31 0.2406389655
## 2018-02-28 0.0424290852
## 2018-03-29 -0.0430493485
## 2018-04-30 0.0820747314
## 2018-05-31 0.0405394123
## 2018-06-29 0.0430652877
## 2018-07-31 0.0456758970
## 2018-08-31 0.1323645399
## 2018-09-28 -0.0048243220
## 2018-10-31 -0.2021917074
## 2018-11-30 0.0576717501
## 2018-12-28 -0.1255199290
AMZN.mon<-monthlyReturn(AMZN.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
monthlyReturn(GOOG.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
## monthly.returns
## 2007-01-31 0.0725208313
## 2007-02-28 -0.1037886361
## 2007-03-30 0.0193792458
## 2007-04-30 0.0288545697
## 2007-05-31 0.0562815268
## 2007-06-29 0.0497881448
## 2007-07-31 -0.0242969527
## 2007-08-31 0.0102940970
## 2007-09-28 0.1009607469
## 2007-10-31 0.2463200219
## 2007-11-30 -0.0198019156
## 2007-12-31 -0.0021933828
## 2008-01-31 -0.1839243229
## 2008-02-29 -0.1650186422
## 2008-03-31 -0.0651767576
## 2008-04-30 0.3038117763
## 2008-05-30 0.0200421145
## 2008-06-30 -0.1013656419
## 2008-07-31 -0.1000531435
## 2008-08-29 -0.0220791949
## 2008-09-30 -0.1354874958
## 2008-10-31 -0.1027663774
## 2008-11-28 -0.1847729170
## 2008-12-31 0.0501433255
## 2009-01-30 0.1003737999
## 2009-02-27 -0.0015951007
## 2009-03-31 0.0297937403
## 2009-04-30 0.1376486766
## 2009-05-29 0.0536909440
## 2009-06-30 0.0104499260
## 2009-07-31 0.0509025218
## 2009-08-31 0.0420268284
## 2009-09-30 0.0740355842
## 2009-10-30 0.0812140589
## 2009-11-30 0.0874431620
## 2009-12-31 0.0634305179
## 2010-01-29 -0.1452305397
## 2010-02-26 -0.0059251627
## 2010-03-31 0.0765375822
## 2010-04-30 -0.0730356903
## 2010-05-28 -0.0762221780
## 2010-06-30 -0.0837674540
## 2010-07-30 0.0896729593
## 2010-08-31 -0.0718366345
## 2010-09-30 0.1683702772
## 2010-10-29 0.1671960178
## 2010-11-30 -0.0944923691
## 2010-12-31 0.0688488437
## 2011-01-31 0.0107580955
## 2011-02-28 0.0217203256
## 2011-03-31 -0.0434301330
## 2011-04-29 -0.0727042524
## 2011-05-31 -0.0277155904
## 2011-06-30 -0.0427960814
## 2011-07-29 0.1921679411
## 2011-08-31 -0.1039109624
## 2011-09-30 -0.0479147588
## 2011-10-31 0.1506678929
## 2011-11-30 0.0113896772
## 2011-12-30 0.0775955907
## 2012-01-31 -0.1018578771
## 2012-02-29 0.0657461772
## 2012-03-30 0.0371855929
## 2012-04-30 -0.0567494195
## 2012-05-31 -0.0396627014
## 2012-06-29 -0.0013600817
## 2012-07-31 0.0911958992
## 2012-08-31 0.0823419790
## 2012-09-28 0.1013150849
## 2012-10-31 -0.0983432783
## 2012-11-30 0.0265618334
## 2012-12-31 0.0129014775
## 2013-01-31 0.0682942463
## 2013-02-28 0.0602231465
## 2013-03-28 -0.0087494019
## 2013-04-30 0.0382528521
## 2013-05-31 0.0565748954
## 2013-06-28 0.0105025248
## 2013-07-31 0.0083828684
## 2013-08-30 -0.0460152415
## 2013-09-30 0.0342543791
## 2013-10-31 0.1765820782
## 2013-11-29 0.0281491703
## 2013-12-31 0.0576827418
## 2014-01-31 0.0537694887
## 2014-02-28 0.0293656147
## 2014-03-31 -0.0827507738
## 2014-04-30 -0.0544195108
## 2014-05-30 0.0630957292
## 2014-06-30 0.0274875549
## 2014-07-31 -0.0063968413
## 2014-08-29 0.0000000000
## 2014-09-30 0.0100768945
## 2014-10-31 -0.0316612810
## 2014-11-28 -0.0308543174
## 2014-12-31 -0.0284774924
## 2015-01-30 0.0154209181
## 2015-02-27 0.0446756397
## 2015-03-31 -0.0186246367
## 2015-04-30 -0.0140565413
## 2015-05-29 -0.0097332075
## 2015-06-30 -0.0217999574
## 2015-07-31 0.2019172984
## 2015-08-31 -0.0117644941
## 2015-09-30 -0.0158997444
## 2015-10-30 0.1682883828
## 2015-11-30 0.0447235943
## 2015-12-31 0.0219230131
## 2016-01-29 -0.0209914517
## 2016-02-29 -0.0608116176
## 2016-03-31 0.0676153900
## 2016-04-29 -0.0697228017
## 2016-05-31 0.0616296451
## 2016-06-30 -0.0592888554
## 2016-07-29 0.1108076935
## 2016-08-31 -0.0022632839
## 2016-09-30 0.0133498340
## 2016-10-31 0.0093272784
## 2016-11-30 -0.0337777561
## 2016-12-30 0.0181784990
## 2017-01-31 0.0323520650
## 2017-02-28 0.0331581028
## 2017-03-31 0.0077136767
## 2017-04-28 0.0920970444
## 2017-05-31 0.0650138655
## 2017-06-30 -0.0581742490
## 2017-07-31 0.0239565333
## 2017-08-31 0.0094895400
## 2017-09-29 0.0210575279
## 2017-10-31 0.0599827245
## 2017-11-30 0.0046918850
## 2017-12-29 0.0244662297
## 2018-01-31 0.1180618446
## 2018-02-28 -0.0557378706
## 2018-03-29 -0.0660251304
## 2018-04-30 -0.0140145005
## 2018-05-31 0.0665073987
## 2018-06-29 0.0282583566
## 2018-07-31 0.0910769361
## 2018-08-31 0.0007639543
## 2018-09-28 -0.0202923774
## 2018-10-31 -0.0977820589
## 2018-11-30 0.0164009340
## 2018-12-28 -0.0524017938
GOOG.mon<-monthlyReturn(GOOG.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
monthlyReturn(MSFT.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
## monthly.returns
## 2007-01-31 0.033489373
## 2007-02-28 -0.084002658
## 2007-03-30 -0.010649614
## 2007-04-30 0.074273339
## 2007-05-31 0.028370794
## 2007-06-29 -0.039752445
## 2007-07-31 -0.016287836
## 2007-08-31 -0.005494914
## 2007-09-28 0.025409237
## 2007-10-31 0.249490860
## 2007-11-30 -0.084186739
## 2007-12-31 0.059523639
## 2008-01-31 -0.084269859
## 2008-02-29 -0.162401868
## 2008-03-31 0.043382274
## 2008-04-30 0.004933048
## 2008-05-30 -0.003357314
## 2008-06-30 -0.028601493
## 2008-07-31 -0.065067508
## 2008-08-29 0.065274219
## 2008-09-30 -0.021986024
## 2008-10-31 -0.163357467
## 2008-11-28 -0.088356992
## 2008-12-31 -0.038575959
## 2009-01-30 -0.120370125
## 2009-02-27 -0.049080112
## 2009-03-31 0.137461390
## 2009-04-30 0.102885108
## 2009-05-29 0.037643769
## 2009-06-30 0.137864968
## 2009-07-31 -0.010517338
## 2009-08-31 0.053936950
## 2009-09-30 0.043407745
## 2009-10-30 0.078149234
## 2009-11-30 0.065272625
## 2009-12-31 0.036381939
## 2010-01-29 -0.075459132
## 2010-02-26 0.022145833
## 2010-03-31 0.021625382
## 2010-04-30 0.042676679
## 2010-05-28 -0.151394439
## 2010-06-30 -0.108139445
## 2010-07-30 0.121686183
## 2010-08-31 -0.085811761
## 2010-09-30 0.043459932
## 2010-10-29 0.089015645
## 2010-11-30 -0.047048680
## 2010-12-31 0.104908952
## 2011-01-31 -0.006449389
## 2011-02-28 -0.035805808
## 2011-03-31 -0.044770583
## 2011-04-29 0.020874489
## 2011-05-31 -0.028783720
## 2011-06-30 0.039584365
## 2011-07-29 0.053846074
## 2011-08-31 -0.023069627
## 2011-09-30 -0.064285623
## 2011-10-31 0.069907567
## 2011-11-30 -0.032196137
## 2011-12-30 0.014855278
## 2012-01-31 0.137519215
## 2012-02-29 0.081915525
## 2012-03-30 0.016382866
## 2012-04-30 -0.007439554
## 2012-05-31 -0.082400419
## 2012-06-29 0.047961569
## 2012-07-31 -0.036613366
## 2012-08-31 0.052737686
## 2012-09-28 -0.034393495
## 2012-10-31 -0.040994613
## 2012-11-30 -0.059609218
## 2012-12-31 0.003380643
## 2013-01-31 0.027704947
## 2013-02-28 0.021135353
## 2013-03-28 0.029136666
## 2013-04-30 0.156938351
## 2013-05-31 0.061773873
## 2013-06-28 -0.010314996
## 2013-07-31 -0.078170232
## 2013-08-30 0.056386740
## 2013-09-30 -0.003592811
## 2013-10-31 0.064002478
## 2013-11-29 0.084981127
## 2013-12-31 -0.018882771
## 2014-01-31 0.011493871
## 2014-02-28 0.020012919
## 2014-03-31 0.069955613
## 2014-04-30 -0.014393838
## 2014-05-30 0.020515247
## 2014-06-30 0.018563648
## 2014-07-31 0.035012451
## 2014-08-29 0.059168941
## 2014-09-30 0.020470987
## 2014-10-31 0.012726466
## 2014-11-28 0.024740298
## 2014-12-31 -0.028445981
## 2015-01-30 -0.130247532
## 2015-02-27 0.093120174
## 2015-03-31 -0.072747978
## 2015-04-30 0.196261752
## 2015-05-29 -0.030334255
## 2015-06-30 -0.057831999
## 2015-07-31 0.057757807
## 2015-08-31 -0.061949025
## 2015-09-30 0.017003585
## 2015-10-30 0.189335949
## 2015-11-30 0.039444000
## 2015-12-31 0.020791349
## 2016-01-29 -0.007029610
## 2016-02-29 -0.069789292
## 2016-03-31 0.085495442
## 2016-04-29 -0.097048879
## 2016-05-31 0.070196646
## 2016-06-30 -0.034528257
## 2016-07-29 0.107680217
## 2016-08-31 0.020079979
## 2016-09-30 0.002436494
## 2016-10-31 0.040277771
## 2016-11-30 0.012468001
## 2016-12-30 0.031198124
## 2017-01-31 0.040392784
## 2017-02-28 -0.004363841
## 2017-03-31 0.029383997
## 2017-04-28 0.039477835
## 2017-05-31 0.026005294
## 2017-06-30 -0.013029869
## 2017-07-31 0.054693081
## 2017-08-31 0.033952824
## 2017-09-29 -0.003744634
## 2017-10-31 0.116659934
## 2017-11-30 0.016983753
## 2017-12-29 0.016276457
## 2018-01-31 0.110708428
## 2018-02-28 -0.008415000
## 2018-03-29 -0.026660983
## 2018-04-30 0.024652060
## 2018-05-31 0.061467173
## 2018-06-29 -0.002326936
## 2018-07-31 0.075752955
## 2018-08-31 0.062992857
## 2018-09-28 0.018160739
## 2018-10-31 -0.066101296
## 2018-11-30 0.042683795
## 2018-12-28 -0.094688401
MSFT.mon<-monthlyReturn(MSFT.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
firm3.mon<-merge(AMZN.mon, GOOG.mon, MSFT.mon)
colnames(firm3.mon)<-c("AMZN", "GOOG", "MSFG")
#Daily return
dailyReturn(AMZN.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
## daily.returns
## 2007-01-03 0.000000e+00
## 2007-01-04 5.167984e-03
## 2007-01-05 -1.362476e-02
## 2007-01-08 -2.267394e-02
## 2007-01-09 7.466640e-03
## 2007-01-10 -1.667541e-02
## 2007-01-11 6.729475e-03
## 2007-01-12 2.139035e-02
## 2007-01-16 1.204186e-02
## 2007-01-17 -2.017587e-02
## 2007-01-18 -2.375927e-02
## 2007-01-19 1.081666e-03
## 2007-01-22 -1.890843e-03
## 2007-01-23 -1.407310e-02
## 2007-01-24 2.278337e-02
## 2007-01-25 -4.830811e-03
## 2007-01-26 -6.202912e-03
## 2007-01-29 1.573954e-02
## 2007-01-30 -1.015231e-02
## 2007-01-31 1.673412e-02
## 2007-02-01 2.734279e-02
## 2007-02-02 -3.385018e-02
## 2007-02-05 -6.151351e-03
## 2007-02-06 2.987083e-02
## 2007-02-07 1.855239e-02
## 2007-02-08 3.078450e-03
## 2007-02-09 -9.718594e-03
## 2007-02-12 3.357360e-03
## 2007-02-13 1.184049e-02
## 2007-02-14 2.111417e-02
## 2007-02-15 -1.992975e-03
## 2007-02-16 6.739915e-03
## 2007-02-20 2.925852e-02
## 2007-02-21 -6.022645e-03
## 2007-02-22 -6.301454e-03
## 2007-02-23 -5.365878e-03
## 2007-02-26 2.452232e-03
## 2007-02-27 -5.014675e-02
## 2007-02-28 7.983440e-03
## 2007-03-01 -7.409326e-03
## 2007-03-02 -2.985841e-02
## 2007-03-05 -1.698063e-02
## 2007-03-06 4.129563e-02
## 2007-03-07 -5.702462e-03
## 2007-03-08 -6.777972e-03
## 2007-03-09 1.942263e-02
## 2007-03-12 -7.723738e-04
## 2007-03-13 -2.550891e-02
## 2007-03-14 6.874722e-03
## 2007-03-15 -7.878230e-03
## 2007-03-16 1.852806e-03
## 2007-03-19 1.585213e-02
## 2007-03-20 3.381040e-03
## 2007-03-21 3.162252e-02
## 2007-03-22 -7.788870e-03
## 2007-03-23 -1.291471e-02
## 2007-03-26 7.695741e-04
## 2007-03-27 9.228429e-03
## 2007-03-28 -7.619761e-04
## 2007-03-29 1.194715e-02
## 2007-03-30 -5.023863e-04
## 2007-04-02 1.583305e-02
## 2007-04-03 1.905000e-02
## 2007-04-04 8.254431e-03
## 2007-04-05 3.611871e-03
## 2007-04-09 -4.798464e-04
## 2007-04-10 4.800792e-03
## 2007-04-11 -4.300072e-03
## 2007-04-12 1.415547e-02
## 2007-04-13 3.312042e-03
## 2007-04-16 6.578639e-02
## 2007-04-17 -2.876128e-03
## 2007-04-18 -1.774972e-03
## 2007-04-19 -7.779573e-03
## 2007-04-20 6.944489e-03
## 2007-04-23 -4.004472e-03
## 2007-04-24 -4.467277e-04
## 2007-04-25 2.694972e-01
## 2007-04-26 1.050871e-01
## 2007-04-27 -2.867171e-03
## 2007-04-30 -2.028748e-02
## 2007-05-01 1.157670e-02
## 2007-05-02 -1.386204e-02
## 2007-05-03 1.650865e-02
## 2007-05-04 1.672296e-02
## 2007-05-07 -3.811482e-02
## 2007-05-08 1.660641e-02
## 2007-05-09 1.649678e-02
## 2007-05-10 -3.070804e-02
## 2007-05-11 1.050563e-02
## 2007-05-14 2.274204e-03
## 2007-05-15 -1.815233e-02
## 2007-05-16 4.357872e-02
## 2007-05-17 -1.660872e-02
## 2007-05-18 1.817599e-02
## 2007-05-21 7.898901e-02
## 2007-05-22 8.491859e-03
## 2007-05-23 1.742204e-03
## 2007-05-24 5.072435e-03
## 2007-05-25 -1.153562e-02
## 2007-05-29 1.575484e-02
## 2007-05-30 3.303232e-03
## 2007-05-31 -1.030636e-02
## 2007-06-01 -8.099465e-03
## 2007-06-04 2.682992e-02
## 2007-06-05 4.586771e-02
## 2007-06-06 -1.846573e-02
## 2007-06-07 -3.458293e-03
## 2007-06-08 1.665737e-02
## 2007-06-11 -2.826324e-02
## 2007-06-12 -1.545592e-02
## 2007-06-13 1.170257e-02
## 2007-06-14 1.481172e-02
## 2007-06-15 6.394217e-03
## 2007-06-18 -7.872928e-03
## 2007-06-19 -2.812201e-02
## 2007-06-20 -1.017046e-02
## 2007-06-21 8.248915e-03
## 2007-06-22 -1.162620e-02
## 2007-06-25 -2.904400e-03
## 2007-06-26 -1.718615e-02
## 2007-06-27 9.780616e-03
## 2007-06-28 1.100675e-02
## 2007-06-29 -6.967557e-03
## 2007-07-02 1.754125e-02
## 2007-07-03 -2.298578e-03
## 2007-07-05 -1.036708e-02
## 2007-07-06 3.491896e-03
## 2007-07-09 4.494706e-02
## 2007-07-10 -2.483698e-02
## 2007-07-11 6.403017e-03
## 2007-07-12 2.912481e-02
## 2007-07-13 3.173509e-02
## 2007-07-16 -1.877491e-02
## 2007-07-17 1.357023e-03
## 2007-07-18 -6.369440e-03
## 2007-07-19 4.091380e-04
## 2007-07-20 -2.344923e-02
## 2007-07-23 1.535683e-03
## 2007-07-24 -3.470864e-02
## 2007-07-25 2.444765e-01
## 2007-07-26 -2.517983e-02
## 2007-07-27 3.570884e-04
## 2007-07-30 -1.594484e-02
## 2007-07-31 -5.030225e-02
## 2007-08-01 -1.566085e-02
## 2007-08-02 3.104386e-02
## 2007-08-03 -3.650729e-02
## 2007-08-06 2.864579e-02
## 2007-08-07 1.772139e-03
## 2007-08-08 -1.718474e-02
## 2007-08-09 -4.718434e-02
## 2007-08-10 9.040588e-03
## 2007-08-13 1.203584e-03
## 2007-08-14 -1.896629e-02
## 2007-08-15 -1.456773e-02
## 2007-08-16 5.664604e-03
## 2007-08-17 3.063602e-02
## 2007-08-20 -4.265529e-03
## 2007-08-21 3.734941e-02
## 2007-08-22 1.303397e-02
## 2007-08-23 -1.528659e-02
## 2007-08-24 2.522635e-02
## 2007-08-27 -7.570953e-03
## 2007-08-28 -3.089639e-02
## 2007-08-29 3.712939e-02
## 2007-08-30 -4.680620e-03
## 2007-08-31 1.563299e-02
## 2007-09-04 3.491419e-02
## 2007-09-05 1.269653e-02
## 2007-09-06 2.937312e-02
## 2007-09-07 -1.960332e-02
## 2007-09-10 -1.396120e-02
## 2007-09-11 3.527722e-02
## 2007-09-12 1.182202e-02
## 2007-09-13 -4.582016e-04
## 2007-09-14 5.844545e-03
## 2007-09-17 -9.798257e-03
## 2007-09-18 2.117128e-02
## 2007-09-19 2.816901e-03
## 2007-09-20 7.303393e-03
## 2007-09-21 1.840492e-02
## 2007-09-24 1.412917e-02
## 2007-09-25 9.612345e-03
## 2007-09-26 -5.349058e-04
## 2007-09-27 -5.351921e-04
## 2007-09-28 -2.463001e-03
## 2007-10-01 2.791218e-03
## 2007-10-02 -1.124080e-02
## 2007-10-03 1.082698e-03
## 2007-10-04 -2.163065e-03
## 2007-10-05 1.268153e-02
## 2007-10-08 2.590172e-02
## 2007-10-09 -5.529452e-03
## 2007-10-10 -6.924003e-03
## 2007-10-11 -5.620122e-02
## 2007-10-12 3.391546e-02
## 2007-10-15 -1.991993e-02
## 2007-10-16 -1.104606e-02
## 2007-10-17 1.139287e-02
## 2007-10-18 -7.730591e-03
## 2007-10-19 -1.001625e-03
## 2007-10-22 1.704544e-02
## 2007-10-23 1.043926e-01
## 2007-10-24 -1.199167e-01
## 2007-10-25 -5.860520e-03
## 2007-10-26 2.029250e-02
## 2007-10-29 1.111089e-03
## 2007-10-30 -2.064373e-02
## 2007-10-31 1.031283e-02
## 2007-11-01 -1.682557e-02
## 2007-11-02 -1.905304e-02
## 2007-11-05 -1.872528e-02
## 2007-11-06 3.437233e-02
## 2007-11-07 -2.635453e-03
## 2007-11-08 -3.975183e-02
## 2007-11-09 -5.611394e-02
## 2007-11-12 -2.395740e-02
## 2007-11-13 3.714287e-02
## 2007-11-14 -1.690457e-02
## 2007-11-15 -8.406623e-03
## 2007-11-16 9.633912e-03
## 2007-11-19 7.379160e-03
## 2007-11-20 1.528162e-02
## 2007-11-21 -7.836758e-03
## 2007-11-23 2.093779e-02
## 2007-11-26 -1.596426e-03
## 2007-11-27 5.276744e-02
## 2007-11-28 5.502988e-02
## 2007-11-29 -1.273534e-02
## 2007-11-30 1.581600e-02
## 2007-12-03 3.864907e-03
## 2007-12-04 3.849961e-02
## 2007-12-05 -1.292238e-02
## 2007-12-06 1.094535e-02
## 2007-12-07 1.061448e-03
## 2007-12-10 -1.367831e-02
## 2007-12-11 -2.440332e-02
## 2007-12-12 5.840209e-03
## 2007-12-13 1.226997e-02
## 2007-12-14 -3.593074e-02
## 2007-12-17 -4.479127e-02
## 2007-12-18 2.115411e-02
## 2007-12-19 2.865690e-02
## 2007-12-20 1.342588e-02
## 2007-12-21 7.507176e-03
## 2007-12-24 -2.739426e-03
## 2007-12-26 2.021751e-02
## 2007-12-27 1.507810e-02
## 2007-12-28 2.121984e-03
## 2007-12-31 -1.916356e-02
## 2008-01-02 3.896806e-02
## 2008-01-03 -1.080521e-02
## 2008-01-04 -6.742987e-02
## 2008-01-07 3.378646e-04
## 2008-01-08 -1.058324e-02
## 2008-01-09 -3.026850e-02
## 2008-01-10 -1.126495e-02
## 2008-01-11 -3.774033e-02
## 2008-01-14 2.207697e-02
## 2008-01-15 -3.173651e-02
## 2008-01-16 1.370887e-03
## 2008-01-17 -2.862415e-03
## 2008-01-18 -4.493272e-03
## 2008-01-22 -1.604813e-02
## 2008-01-23 -5.746689e-02
## 2008-01-24 5.002024e-02
## 2008-01-25 -9.012489e-04
## 2008-01-28 -2.293812e-02
## 2008-01-29 -2.466372e-02
## 2008-01-30 3.515916e-03
## 2008-01-31 4.702868e-02
## 2008-02-01 -3.951094e-02
## 2008-02-04 -9.111618e-03
## 2008-02-05 -2.515214e-02
## 2008-02-06 -4.993755e-02
## 2008-02-07 3.533371e-02
## 2008-02-08 3.652511e-02
## 2008-02-11 2.299322e-02
## 2008-02-12 -9.841801e-03
## 2008-02-13 4.405650e-02
## 2008-02-14 -2.482954e-02
## 2008-02-15 -3.746707e-02
## 2008-02-19 -1.206136e-02
## 2008-02-20 2.164258e-02
## 2008-02-21 -5.078758e-02
## 2008-02-22 3.118741e-02
## 2008-02-25 1.650936e-02
## 2008-02-26 -2.156401e-02
## 2008-02-27 -1.143812e-02
## 2008-02-28 -4.261330e-02
## 2008-02-29 -4.981573e-02
## 2008-03-03 -3.164264e-02
## 2008-03-04 4.661214e-02
## 2008-03-05 -5.356566e-03
## 2008-03-06 -3.462065e-02
## 2008-03-07 2.151728e-02
## 2008-03-10 -9.673819e-03
## 2008-03-11 5.798016e-02
## 2008-03-12 -9.530901e-03
## 2008-03-13 2.721392e-02
## 2008-03-14 -1.463686e-03
## 2008-03-17 -2.477282e-02
## 2008-03-18 7.770928e-02
## 2008-03-19 -2.133890e-02
## 2008-03-20 4.303839e-02
## 2008-03-24 3.771000e-02
## 2008-03-25 -1.026990e-02
## 2008-03-26 -1.822529e-02
## 2008-03-27 -4.065040e-02
## 2008-03-28 -1.468928e-02
## 2008-03-31 2.207570e-02
## 2008-04-01 7.573624e-02
## 2008-04-02 8.735411e-03
## 2008-04-03 -3.140753e-02
## 2008-04-04 2.575395e-02
## 2008-04-07 3.902563e-04
## 2008-04-08 5.201573e-03
## 2008-04-09 -3.764559e-02
## 2008-04-10 5.914814e-03
## 2008-04-11 -3.795275e-02
## 2008-04-14 8.612349e-03
## 2008-04-15 -1.514957e-03
## 2008-04-16 2.882753e-02
## 2008-04-17 -7.373576e-03
## 2008-04-18 8.184761e-02
## 2008-04-21 9.987766e-04
## 2008-04-22 -7.233749e-03
## 2008-04-23 1.758797e-02
## 2008-04-24 -4.086417e-02
## 2008-04-25 4.080318e-02
## 2008-04-28 1.372743e-02
## 2008-04-29 -1.500553e-02
## 2008-04-30 -2.613328e-02
## 2008-05-01 9.284040e-03
## 2008-05-02 -2.583169e-02
## 2008-05-05 -1.797956e-02
## 2008-05-06 -2.766056e-03
## 2008-05-07 -3.341697e-02
## 2008-05-08 -5.329311e-03
## 2008-05-09 -5.220456e-03
## 2008-05-12 2.927765e-02
## 2008-05-13 4.025091e-04
## 2008-05-14 -4.828340e-03
## 2008-05-15 2.587609e-02
## 2008-05-16 4.466579e-03
## 2008-05-19 7.624905e-02
## 2008-05-20 -1.907887e-02
## 2008-05-21 -2.998015e-02
## 2008-05-22 1.226052e-02
## 2008-05-23 -1.148125e-02
## 2008-05-27 2.897262e-02
## 2008-05-28 -6.698102e-03
## 2008-05-29 3.371578e-03
## 2008-05-30 1.580591e-02
## 2008-06-02 -1.703014e-02
## 2008-06-03 -1.495725e-03
## 2008-06-04 1.735113e-02
## 2008-06-05 3.693254e-02
## 2008-06-06 -4.591178e-02
## 2008-06-09 -1.488276e-02
## 2008-06-10 2.392081e-03
## 2008-06-11 -2.938965e-02
## 2008-06-12 -1.462211e-02
## 2008-06-13 3.965852e-02
## 2008-06-16 3.195654e-02
## 2008-06-17 1.554473e-02
## 2008-06-18 -5.423695e-03
## 2008-06-19 2.108586e-02
## 2008-06-20 -3.750301e-02
## 2008-06-23 -5.178767e-03
## 2008-06-24 -1.289044e-02
## 2008-06-25 1.092420e-02
## 2008-06-26 -5.229163e-02
## 2008-06-27 -2.149409e-02
## 2008-06-30 -1.781412e-02
## 2008-07-01 3.954739e-03
## 2008-07-02 -2.961153e-02
## 2008-07-03 7.838718e-03
## 2008-07-07 6.805528e-03
## 2008-07-08 3.517731e-02
## 2008-07-09 -5.903518e-02
## 2008-07-10 2.831893e-04
## 2008-07-11 -2.959077e-02
## 2008-07-14 -3.297347e-02
## 2008-07-15 1.131563e-02
## 2008-07-16 7.175887e-02
## 2008-07-17 3.758422e-03
## 2008-07-18 -4.146440e-02
## 2008-07-21 -9.259259e-03
## 2008-07-22 -7.447459e-03
## 2008-07-23 3.781080e-02
## 2008-07-24 1.159626e-01
## 2008-07-25 -5.208371e-03
## 2008-07-28 -2.975348e-02
## 2008-07-29 2.934978e-02
## 2008-07-30 0.000000e+00
## 2008-07-31 -2.391002e-02
## 2008-08-01 -7.728531e-03
## 2008-08-04 -5.280660e-04
## 2008-08-05 4.490823e-02
## 2008-08-06 -1.289350e-02
## 2008-08-07 -1.459853e-02
## 2008-08-08 4.626387e-02
## 2008-08-11 9.414972e-02
## 2008-08-12 -9.535657e-03
## 2008-08-13 -6.418315e-03
## 2008-08-14 1.545734e-02
## 2008-08-15 -1.851638e-02
## 2008-08-18 -3.807871e-02
## 2008-08-19 -2.189869e-02
## 2008-08-20 1.033333e-02
## 2008-08-21 1.375874e-02
## 2008-08-22 2.402114e-02
## 2008-08-25 -2.826653e-02
## 2008-08-26 -1.315626e-02
## 2008-08-27 -3.669154e-04
## 2008-08-28 2.067778e-02
## 2008-08-29 -3.128746e-02
## 2008-09-02 7.424898e-03
## 2008-09-03 -7.861528e-03
## 2008-09-04 -3.392346e-02
## 2008-09-05 1.486612e-02
## 2008-09-08 2.487690e-02
## 2008-09-09 -2.612128e-02
## 2008-09-10 -2.909923e-02
## 2008-09-11 3.609596e-02
## 2008-09-12 -1.521820e-02
## 2008-09-15 -1.226063e-02
## 2008-09-16 1.797268e-02
## 2008-09-17 -9.132480e-02
## 2008-09-18 6.933183e-02
## 2008-09-19 5.882353e-02
## 2008-09-22 -7.493827e-02
## 2008-09-23 -4.230613e-02
## 2008-09-24 -2.508365e-02
## 2008-09-25 3.030307e-02
## 2008-09-26 -1.914546e-02
## 2008-09-29 -1.039604e-01
## 2008-09-30 1.485399e-01
## 2008-10-01 -4.370533e-02
## 2008-10-02 -3.190573e-02
## 2008-10-03 -5.344433e-03
## 2008-10-06 -2.641787e-02
## 2008-10-07 -1.028668e-01
## 2008-10-08 4.272044e-02
## 2008-10-09 -8.226811e-02
## 2008-10-10 4.464286e-03
## 2008-10-13 1.025778e-01
## 2008-10-14 -9.932278e-02
## 2008-10-15 -1.278195e-01
## 2008-10-16 3.222496e-02
## 2008-10-17 7.158501e-03
## 2008-10-20 4.580452e-02
## 2008-10-21 -5.172741e-02
## 2008-10-22 -4.777981e-03
## 2008-10-23 6.601280e-03
## 2008-10-24 -2.702705e-02
## 2008-10-27 1.266346e-02
## 2008-10-28 1.302944e-01
## 2008-10-29 1.516770e-02
## 2008-10-30 -3.164001e-03
## 2008-10-31 9.345847e-03
## 2008-11-03 -2.568138e-02
## 2008-11-04 4.805453e-02
## 2008-11-05 -1.106929e-01
## 2008-11-06 -9.157366e-02
## 2008-11-07 4.214312e-02
## 2008-11-10 -1.524081e-02
## 2008-11-11 -4.457284e-02
## 2008-11-12 -1.023758e-01
## 2008-11-13 8.108756e-02
## 2008-11-14 -7.077676e-02
## 2008-11-17 -4.934134e-02
## 2008-11-18 -3.149408e-02
## 2008-11-19 -6.763785e-02
## 2008-11-20 -2.260047e-02
## 2008-11-21 8.107337e-02
## 2008-11-24 1.222604e-01
## 2008-11-25 -7.294141e-03
## 2008-11-26 4.195307e-02
## 2008-11-28 -2.866238e-02
## 2008-12-01 -5.222482e-02
## 2008-12-02 1.779091e-02
## 2008-12-03 9.759651e-02
## 2008-12-04 4.667111e-02
## 2008-12-05 1.986471e-02
## 2008-12-08 6.527149e-02
## 2008-12-09 -3.112235e-03
## 2008-12-10 -3.024388e-02
## 2008-12-11 -2.917507e-02
## 2008-12-12 6.217617e-02
## 2008-12-15 -4.682931e-02
## 2008-12-16 7.737980e-02
## 2008-12-17 1.045029e-02
## 2008-12-18 -2.068443e-02
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## 2017-01-05 3.073248e-02
## 2017-01-06 1.991156e-02
## 2017-01-09 1.168348e-03
## 2017-01-10 -1.279876e-03
## 2017-01-11 3.920085e-03
## 2017-01-12 1.829741e-02
## 2017-01-13 4.301657e-03
## 2017-01-17 -9.080505e-03
## 2017-01-18 -2.766377e-03
## 2017-01-19 1.931934e-03
## 2017-01-20 -8.775351e-04
## 2017-01-23 1.181447e-02
## 2017-01-24 5.575386e-03
## 2017-01-25 1.711981e-02
## 2017-01-26 3.143982e-03
## 2017-01-27 -4.027890e-03
## 2017-01-30 -6.449160e-03
## 2017-01-31 -8.309479e-03
## 2017-02-01 1.077136e-02
## 2017-02-02 9.130818e-03
## 2017-02-03 -3.541877e-02
## 2017-02-06 -3.159710e-03
## 2017-02-07 6.017514e-03
## 2017-02-08 8.873873e-03
## 2017-02-09 2.012862e-03
## 2017-02-10 7.426752e-03
## 2017-02-13 1.096126e-02
## 2017-02-14 -1.673747e-04
## 2017-02-15 7.544324e-03
## 2017-02-16 1.708797e-03
## 2017-02-17 1.101703e-03
## 2017-02-21 1.345450e-02
## 2017-02-22 -9.691479e-04
## 2017-02-23 -3.997128e-03
## 2017-02-24 -8.155472e-03
## 2017-02-27 4.022556e-03
## 2017-02-28 -4.242125e-03
## 2017-03-01 9.514389e-03
## 2017-03-02 -4.888221e-03
## 2017-03-03 1.142679e-03
## 2017-03-06 -3.847626e-03
## 2017-03-07 -6.968557e-04
## 2017-03-08 5.295359e-03
## 2017-03-09 2.939447e-03
## 2017-03-10 -6.330340e-04
## 2017-03-13 2.498657e-03
## 2017-03-14 -2.410510e-03
## 2017-03-15 5.160428e-04
## 2017-03-16 5.275825e-04
## 2017-03-17 -1.300632e-03
## 2017-03-20 5.467463e-03
## 2017-03-21 -1.606819e-02
## 2017-03-22 5.763740e-03
## 2017-03-23 -8.018218e-04
## 2017-03-24 -2.088815e-03
## 2017-03-27 1.430946e-03
## 2017-03-28 1.084055e-02
## 2017-03-29 2.140188e-02
## 2017-03-30 2.310390e-03
## 2017-03-31 1.163926e-02
## 2017-04-03 5.606100e-03
## 2017-04-04 1.718434e-02
## 2017-04-05 2.701732e-03
## 2017-04-06 -1.209748e-02
## 2017-04-07 -3.785038e-03
## 2017-04-10 1.358838e-02
## 2017-04-11 -5.159633e-03
## 2017-04-12 -6.793303e-03
## 2017-04-13 -1.289847e-02
## 2017-04-17 1.957793e-02
## 2017-04-18 1.984544e-03
## 2017-04-19 -5.067624e-03
## 2017-04-20 3.180589e-03
## 2017-04-21 -3.913231e-03
## 2017-04-24 9.882746e-03
## 2017-04-25 2.314522e-04
## 2017-04-26 1.839958e-03
## 2017-04-27 9.996841e-03
## 2017-04-28 7.197440e-03
## 2017-05-01 2.512459e-02
## 2017-05-02 -1.360406e-03
## 2017-05-03 -6.241127e-03
## 2017-05-04 -3.719329e-03
## 2017-05-05 -3.605223e-03
## 2017-05-08 1.593957e-02
## 2017-05-09 3.983003e-03
## 2017-05-10 -4.061622e-03
## 2017-05-11 -1.401567e-03
## 2017-05-12 1.448891e-02
## 2017-05-15 -3.515894e-03
## 2017-05-16 8.455417e-03
## 2017-05-17 -2.205844e-02
## 2017-05-18 1.453277e-02
## 2017-05-19 1.408504e-03
## 2017-05-22 1.128308e-02
## 2017-05-23 8.962830e-04
## 2017-05-24 9.068076e-03
## 2017-05-25 1.329120e-02
## 2017-05-26 2.416018e-03
## 2017-05-30 9.238818e-04
## 2017-05-31 -2.086904e-03
## 2017-06-01 1.337211e-03
## 2017-06-02 1.082380e-02
## 2017-06-05 4.579229e-03
## 2017-06-06 -8.246511e-03
## 2017-06-07 7.048860e-03
## 2017-06-08 1.980189e-04
## 2017-06-09 -3.163513e-02
## 2017-06-12 -1.369712e-02
## 2017-06-13 1.645750e-02
## 2017-06-14 -4.404620e-03
## 2017-06-15 -1.259638e-02
## 2017-06-16 2.441482e-02
## 2017-06-19 7.552785e-03
## 2017-06-20 -2.592478e-03
## 2017-06-21 9.711918e-03
## 2017-06-22 -9.279228e-04
## 2017-06-23 2.436834e-03
## 2017-06-26 -9.723644e-03
## 2017-06-27 -1.730412e-02
## 2017-06-28 1.387210e-02
## 2017-06-29 -1.454063e-02
## 2017-06-30 -8.125576e-03
## 2017-07-03 -1.481408e-02
## 2017-07-05 1.860207e-02
## 2017-07-06 -6.444316e-03
## 2017-07-07 1.411194e-02
## 2017-07-10 1.809428e-02
## 2017-07-11 -2.348255e-03
## 2017-07-12 1.245310e-02
## 2017-07-13 -5.841974e-03
## 2017-07-14 1.179250e-03
## 2017-07-17 8.215111e-03
## 2017-07-18 1.426674e-02
## 2017-07-19 2.362286e-03
## 2017-07-20 1.782072e-03
## 2017-07-21 -2.945375e-03
## 2017-07-24 1.294754e-02
## 2017-07-25 8.855518e-04
## 2017-07-26 1.243430e-02
## 2017-07-27 -6.459013e-03
## 2017-07-28 -2.481838e-02
## 2017-07-31 -3.162616e-02
## 2017-08-01 8.514014e-03
## 2017-08-02 -3.011343e-04
## 2017-08-03 -9.007051e-03
## 2017-08-04 6.687817e-04
## 2017-08-07 4.748985e-03
## 2017-08-08 -2.448923e-03
## 2017-08-09 -7.910386e-03
## 2017-08-10 -2.554967e-02
## 2017-08-11 1.156837e-02
## 2017-08-14 1.581628e-02
## 2017-08-15 -5.695088e-04
## 2017-08-16 -4.640085e-03
## 2017-08-17 -1.800281e-02
## 2017-08-18 -2.186239e-03
## 2017-08-21 -5.404440e-03
## 2017-08-22 1.427692e-02
## 2017-08-23 -9.204699e-03
## 2017-08-24 -5.793307e-03
## 2017-08-25 -7.548955e-03
## 2017-08-28 8.040222e-04
## 2017-08-29 8.498740e-03
## 2017-08-30 1.418153e-02
## 2017-08-31 1.344572e-02
## 2017-09-01 -2.396468e-03
## 2017-09-05 -1.326857e-02
## 2017-09-06 2.620995e-03
## 2017-09-07 1.205826e-02
## 2017-09-08 -1.385438e-02
## 2017-09-11 1.248576e-02
## 2017-09-12 4.724114e-03
## 2017-09-13 1.732170e-02
## 2017-09-14 -7.392911e-03
## 2017-09-15 -5.462598e-03
## 2017-09-18 -1.276865e-02
## 2017-09-19 -4.444736e-03
## 2017-09-20 3.454145e-03
## 2017-09-21 -8.795633e-03
## 2017-09-22 -9.900013e-03
## 2017-09-25 -1.602973e-02
## 2017-09-26 -1.266242e-03
## 2017-09-27 1.307268e-02
## 2017-09-28 5.815757e-03
## 2017-09-29 5.175608e-03
## 2017-10-02 -2.246813e-03
## 2017-10-03 -2.178949e-03
## 2017-10-04 8.724309e-03
## 2017-10-05 1.595107e-02
## 2017-10-06 8.900486e-03
## 2017-10-09 1.424820e-03
## 2017-10-10 -3.824436e-03
## 2017-10-11 7.901122e-03
## 2017-10-12 5.959792e-03
## 2017-10-13 2.008141e-03
## 2017-10-16 3.390058e-03
## 2017-10-17 2.772401e-03
## 2017-10-18 -1.202026e-02
## 2017-10-19 -1.042128e-02
## 2017-10-20 -3.750228e-03
## 2017-10-23 -1.689879e-02
## 2017-10-24 9.934840e-03
## 2017-10-25 -3.063891e-03
## 2017-10-26 -4.933447e-04
## 2017-10-27 1.321637e-01
## 2017-10-30 8.992257e-03
## 2017-10-31 -5.014131e-03
## 2017-11-01 -1.447574e-03
## 2017-11-02 -8.571400e-03
## 2017-11-03 1.588347e-02
## 2017-11-06 8.150466e-03
## 2017-11-07 2.239760e-03
## 2017-11-08 8.645139e-03
## 2017-11-09 -3.310148e-03
## 2017-11-10 -3.347736e-03
## 2017-11-13 3.394560e-03
## 2017-11-14 6.792531e-03
## 2017-11-15 -8.928280e-03
## 2017-11-16 9.408177e-03
## 2017-11-17 -6.515518e-03
## 2017-11-20 -3.159580e-03
## 2017-11-21 1.170187e-02
## 2017-11-22 1.462939e-02
## 2017-11-24 2.580955e-02
## 2017-11-27 8.288327e-03
## 2017-11-28 -1.864797e-03
## 2017-11-29 -2.708609e-02
## 2017-11-30 1.333022e-02
## 2017-12-01 -1.223711e-02
## 2017-12-04 -2.443328e-02
## 2017-12-05 6.719869e-03
## 2017-12-06 9.443162e-03
## 2017-12-07 6.456427e-03
## 2017-12-08 1.905484e-03
## 2017-12-11 5.955287e-03
## 2017-12-12 -3.285159e-03
## 2017-12-13 -8.153526e-04
## 2017-12-14 8.701782e-03
## 2017-12-15 4.155813e-03
## 2017-12-18 9.701936e-03
## 2017-12-19 -2.687725e-03
## 2017-12-20 -8.219786e-03
## 2017-12-21 -2.428615e-03
## 2017-12-22 -5.447943e-03
## 2017-12-26 7.189586e-03
## 2017-12-27 4.673850e-03
## 2017-12-28 3.247988e-03
## 2017-12-29 -1.402074e-02
## 2018-01-02 1.670846e-02
## 2018-01-03 1.277528e-02
## 2018-01-04 4.476013e-03
## 2018-01-05 1.616254e-02
## 2018-01-08 1.442470e-02
## 2018-01-09 4.675673e-03
## 2018-01-10 1.301193e-03
## 2018-01-11 1.781836e-02
## 2018-01-12 2.233911e-02
## 2018-01-16 -2.604704e-04
## 2018-01-17 -7.556355e-03
## 2018-01-18 -1.297339e-03
## 2018-01-19 9.742446e-04
## 2018-01-22 2.528241e-02
## 2018-01-23 2.654239e-02
## 2018-01-24 -3.691656e-03
## 2018-01-25 1.505694e-02
## 2018-01-26 1.748982e-02
## 2018-01-29 1.114797e-02
## 2018-01-30 1.420623e-02
## 2018-01-31 9.090199e-03
## 2018-02-01 -4.196735e-02
## 2018-02-02 2.874097e-02
## 2018-02-05 -2.793801e-02
## 2018-02-06 3.801436e-02
## 2018-02-07 -1.806156e-02
## 2018-02-08 -4.678216e-02
## 2018-02-09 -8.071103e-03
## 2018-02-12 3.480890e-02
## 2018-02-13 2.040068e-02
## 2018-02-14 2.583229e-02
## 2018-02-15 7.380835e-03
## 2018-02-16 -8.941323e-03
## 2018-02-20 1.357091e-02
## 2018-02-21 9.922749e-03
## 2018-02-22 1.631863e-03
## 2018-02-23 9.869817e-03
## 2018-02-26 1.463330e-02
## 2018-02-27 -6.550788e-03
## 2018-02-28 3.108315e-04
## 2018-03-01 -1.256240e-02
## 2018-03-02 4.553249e-03
## 2018-03-05 1.557073e-02
## 2018-03-06 9.208413e-03
## 2018-03-07 4.786546e-03
## 2018-03-08 4.440120e-03
## 2018-03-09 1.741783e-02
## 2018-03-12 1.235045e-02
## 2018-03-13 -6.387653e-03
## 2018-03-14 1.775583e-03
## 2018-03-15 -5.455722e-03
## 2018-03-16 -6.724236e-03
## 2018-03-19 -1.702000e-02
## 2018-03-20 2.691381e-02
## 2018-03-21 -2.930977e-03
## 2018-03-22 -2.335222e-02
## 2018-03-23 -3.194986e-02
## 2018-03-26 4.031929e-02
## 2018-03-27 -3.779899e-02
## 2018-03-28 -4.383955e-02
## 2018-03-29 1.112177e-02
## 2018-04-02 -5.206101e-02
## 2018-04-03 1.462114e-02
## 2018-04-04 1.330405e-02
## 2018-04-05 2.919391e-02
## 2018-04-06 -3.204410e-02
## 2018-04-09 6.048661e-04
## 2018-04-10 2.143549e-02
## 2018-04-11 -6.384762e-03
## 2018-04-12 1.503097e-02
## 2018-04-13 -1.222641e-02
## 2018-04-16 7.485348e-03
## 2018-04-17 4.323965e-02
## 2018-04-18 1.596591e-02
## 2018-04-19 1.902691e-02
## 2018-04-20 -1.889643e-02
## 2018-04-23 -6.304464e-03
## 2018-04-24 -3.806018e-02
## 2018-04-25 5.484457e-05
## 2018-04-26 3.957753e-02
## 2018-04-27 3.600888e-02
## 2018-04-30 -4.126865e-03
## 2018-05-01 1.029928e-02
## 2018-05-02 -7.950625e-03
## 2018-05-03 1.528912e-03
## 2018-05-04 5.642203e-03
## 2018-05-07 1.213831e-02
## 2018-05-08 -4.843326e-03
## 2018-05-09 9.802865e-03
## 2018-05-10 6.716144e-04
## 2018-05-11 -3.834441e-03
## 2018-05-14 -8.546924e-04
## 2018-05-15 -1.587225e-02
## 2018-05-16 7.080701e-03
## 2018-05-17 -3.477659e-03
## 2018-05-18 -4.672020e-03
## 2018-05-21 7.044066e-03
## 2018-05-22 -2.560731e-03
## 2018-05-23 1.293788e-02
## 2018-05-24 7.553475e-04
## 2018-05-25 4.416575e-03
## 2018-05-29 1.689266e-03
## 2018-05-30 7.452566e-03
## 2018-05-31 2.910954e-03
## 2018-06-01 7.314616e-03
## 2018-06-04 1.445593e-02
## 2018-06-05 1.866361e-02
## 2018-06-06 -3.536864e-04
## 2018-06-07 -3.803598e-03
## 2018-06-08 -3.143349e-03
## 2018-06-11 3.046339e-03
## 2018-06-12 5.701196e-03
## 2018-06-13 3.596753e-03
## 2018-06-14 1.114461e-02
## 2018-06-15 -4.576946e-03
## 2018-06-18 4.557229e-03
## 2018-06-19 6.375481e-03
## 2018-06-20 8.819520e-03
## 2018-06-21 -1.134804e-02
## 2018-06-22 -8.409293e-03
## 2018-06-25 -3.061196e-02
## 2018-06-26 1.679941e-02
## 2018-06-27 -1.808299e-02
## 2018-06-28 2.465504e-02
## 2018-06-29 -9.697035e-04
## 2018-07-02 8.224485e-03
## 2018-07-03 -1.156512e-02
## 2018-07-05 3.406231e-03
## 2018-07-06 6.412798e-03
## 2018-07-09 1.659623e-02
## 2018-07-10 2.328855e-03
## 2018-07-11 6.844277e-03
## 2018-07-12 2.371510e-02
## 2018-07-13 9.133837e-03
## 2018-07-16 5.217763e-03
## 2018-07-17 1.176416e-02
## 2018-07-18 -5.477485e-04
## 2018-07-19 -1.625142e-02
## 2018-07-20 4.026432e-04
## 2018-07-23 -6.450875e-03
## 2018-07-24 1.511653e-02
## 2018-07-25 1.878922e-02
## 2018-07-26 -2.983993e-02
## 2018-07-27 5.127223e-03
## 2018-07-30 -2.093803e-02
## 2018-07-31 -1.000455e-03
## 2018-08-01 1.110029e-02
## 2018-08-02 2.067690e-02
## 2018-08-03 -6.018501e-03
## 2018-08-06 1.341529e-02
## 2018-08-07 7.971847e-03
## 2018-08-08 1.290754e-02
## 2018-08-09 6.360918e-03
## 2018-08-10 -6.436577e-03
## 2018-08-13 5.248318e-03
## 2018-08-14 1.236688e-02
## 2018-08-15 -1.928999e-02
## 2018-08-16 2.071594e-03
## 2018-08-17 -2.279355e-03
## 2018-08-20 -2.927400e-03
## 2018-08-21 3.575450e-03
## 2018-08-22 1.140477e-02
## 2018-08-23 -1.049924e-03
## 2018-08-24 1.308524e-03
## 2018-08-27 1.169841e-02
## 2018-08-28 2.666362e-03
## 2018-08-29 3.377450e-02
## 2018-08-30 2.142049e-03
## 2018-08-31 5.158839e-03
## 2018-09-04 1.331541e-02
## 2018-09-05 -2.191216e-02
## 2018-09-06 -1.830235e-02
## 2018-09-07 -3.186479e-03
## 2018-09-10 -6.690301e-03
## 2018-09-11 2.482711e-02
## 2018-09-12 1.434203e-03
## 2018-09-13 -6.532915e-05
## 2018-09-14 -9.890120e-03
## 2018-09-17 -3.155021e-02
## 2018-09-18 1.730582e-02
## 2018-09-19 -7.537160e-03
## 2018-09-20 9.281467e-03
## 2018-09-21 -1.506457e-02
## 2018-09-24 1.010437e-02
## 2018-09-25 2.077693e-02
## 2018-09-26 1.518964e-04
## 2018-09-27 1.930780e-02
## 2018-09-28 -4.957814e-03
## 2018-10-01 6.789740e-04
## 2018-10-02 -1.648902e-02
## 2018-10-03 -9.410011e-03
## 2018-10-04 -2.219421e-02
## 2018-10-05 -1.035394e-02
## 2018-10-08 -1.335167e-02
## 2018-10-09 3.164470e-03
## 2018-10-10 -6.152420e-02
## 2018-10-11 -2.044724e-02
## 2018-10-12 4.027661e-02
## 2018-10-15 -1.546454e-02
## 2018-10-16 3.351033e-02
## 2018-10-17 6.467186e-03
## 2018-10-18 -3.330732e-02
## 2018-10-19 -3.778091e-03
## 2018-10-22 1.432516e-02
## 2018-10-23 -1.151294e-02
## 2018-10-24 -5.908294e-02
## 2018-10-25 7.088697e-02
## 2018-10-26 -7.819679e-02
## 2018-10-29 -6.326359e-02
## 2018-10-30 -5.497479e-03
## 2018-10-31 4.416432e-02
## 2018-11-01 4.225256e-02
## 2018-11-02 0.000000e+00
## 2018-11-05 -2.265344e-02
## 2018-11-06 9.221040e-03
## 2018-11-07 6.858975e-02
## 2018-11-08 -3.303670e-04
## 2018-11-09 -2.420636e-02
## 2018-11-12 -4.413615e-02
## 2018-11-13 -3.470038e-03
## 2018-11-14 -1.971593e-02
## 2018-11-15 1.277661e-02
## 2018-11-16 -1.607340e-02
## 2018-11-19 -5.090968e-02
## 2018-11-20 -1.112887e-02
## 2018-11-21 1.422306e-02
## 2018-11-23 -9.672072e-03
## 2018-11-26 5.277412e-02
## 2018-11-27 5.696977e-05
## 2018-11-28 6.091358e-02
## 2018-11-29 -2.491464e-03
## 2018-11-30 9.918975e-03
## 2018-12-03 4.862821e-02
## 2018-12-04 -5.865623e-02
## 2018-12-06 1.845476e-02
## 2018-12-07 -4.123137e-02
## 2018-12-10 7.304527e-03
## 2018-12-11 1.346691e-03
## 2018-12-12 1.235367e-02
## 2018-12-13 -3.101839e-03
## 2018-12-14 -4.008127e-02
## 2018-12-17 -4.460051e-02
## 2018-12-18 2.009977e-02
## 2018-12-19 -3.635240e-02
## 2018-12-20 -2.290847e-02
## 2018-12-21 -5.707715e-02
## 2018-12-24 -2.431304e-02
## 2018-12-26 9.445227e-02
## 2018-12-27 -6.295471e-03
## 2018-12-28 1.120659e-02
AMZN.day<-dailyReturn(AMZN.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
dailyReturn(GOOG.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
## daily.returns
## 2007-01-03 0.000000e+00
## 2007-01-04 3.351230e-02
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## 2017-01-27 -1.062312e-02
## 2017-01-30 -2.549464e-02
## 2017-01-31 -6.892548e-03
## 2017-02-01 -1.374228e-03
## 2017-02-02 3.562951e-03
## 2017-02-03 3.706762e-03
## 2017-02-06 -1.871053e-04
## 2017-02-07 7.025662e-03
## 2017-02-08 1.747319e-03
## 2017-02-09 1.459701e-03
## 2017-02-10 5.076813e-03
## 2017-02-13 6.845536e-03
## 2017-02-14 1.477006e-03
## 2017-02-15 -1.791739e-03
## 2017-02-16 6.324932e-03
## 2017-02-17 4.744266e-03
## 2017-02-21 4.335341e-03
## 2017-02-22 -1.082129e-03
## 2017-02-23 6.861272e-04
## 2017-02-24 -3.235781e-03
## 2017-02-27 7.723668e-04
## 2017-02-28 -7.319611e-03
## 2017-03-01 1.461349e-02
## 2017-03-02 -5.519354e-03
## 2017-03-03 -1.866039e-03
## 2017-03-06 -1.567989e-03
## 2017-03-07 4.989181e-03
## 2017-03-08 4.159130e-03
## 2017-03-09 3.962314e-03
## 2017-03-10 5.449047e-03
## 2017-03-13 2.715657e-03
## 2017-03-14 9.463420e-05
## 2017-03-15 1.868472e-03
## 2017-03-16 1.864987e-03
## 2017-03-17 3.935020e-03
## 2017-03-20 -4.365548e-03
## 2017-03-21 -2.114569e-02
## 2017-03-22 -1.047606e-03
## 2017-03-23 -1.447704e-02
## 2017-03-24 -3.852863e-03
## 2017-03-27 6.237512e-03
## 2017-03-28 1.720507e-03
## 2017-03-29 1.277833e-02
## 2017-03-30 1.082823e-04
## 2017-03-31 -2.333135e-03
## 2017-04-03 1.083706e-02
## 2017-04-04 -4.746266e-03
## 2017-04-05 -3.786422e-03
## 2017-04-06 -4.245761e-03
## 2017-04-07 -3.877400e-03
## 2017-04-10 7.275274e-05
## 2017-04-11 -1.673280e-03
## 2017-04-12 1.178151e-03
## 2017-04-13 -9.219830e-04
## 2017-04-17 1.652580e-02
## 2017-04-18 -4.180465e-04
## 2017-04-19 1.661068e-03
## 2017-04-20 4.103986e-03
## 2017-04-21 1.829713e-03
## 2017-04-24 2.320949e-02
## 2017-04-25 1.105751e-02
## 2017-04-26 -6.534541e-04
## 2017-04-27 2.890826e-03
## 2017-04-28 3.627111e-02
## 2017-05-01 7.296111e-03
## 2017-05-02 4.240765e-03
## 2017-05-03 1.156647e-02
## 2017-05-04 4.983598e-03
## 2017-05-05 -4.862255e-03
## 2017-05-08 7.733525e-03
## 2017-05-09 -2.279787e-03
## 2017-05-10 -3.636626e-03
## 2017-05-11 1.959503e-03
## 2017-05-12 1.740807e-03
## 2017-05-15 5.213411e-03
## 2017-05-16 6.317479e-03
## 2017-05-17 -2.479322e-02
## 2017-05-18 1.154824e-02
## 2017-05-19 4.052739e-03
## 2017-05-22 8.404594e-03
## 2017-05-23 7.389657e-03
## 2017-05-24 6.471212e-03
## 2017-05-25 1.526761e-02
## 2017-05-26 1.990628e-03
## 2017-05-30 4.539547e-03
## 2017-05-31 -1.129239e-02
## 2017-06-01 2.166145e-03
## 2017-06-02 8.945617e-03
## 2017-06-05 8.282100e-03
## 2017-06-06 -7.227946e-03
## 2017-06-07 4.474840e-03
## 2017-06-08 2.517963e-03
## 2017-06-09 -3.414645e-02
## 2017-06-12 -7.296035e-03
## 2017-06-13 1.113586e-02
## 2017-06-14 -2.769052e-03
## 2017-06-15 -8.887639e-03
## 2017-06-16 -2.684858e-03
## 2017-06-19 1.871711e-02
## 2017-06-20 -7.040110e-03
## 2017-06-21 9.278065e-03
## 2017-06-22 -2.459727e-03
## 2017-06-23 8.881087e-03
## 2017-06-26 -1.379468e-02
## 2017-06-27 -2.619005e-02
## 2017-06-28 1.419125e-02
## 2017-06-29 -2.413637e-02
## 2017-06-30 -9.871537e-03
## 2017-07-03 -1.103735e-02
## 2017-07-05 1.447648e-02
## 2017-07-06 -5.506159e-03
## 2017-07-07 1.312469e-02
## 2017-07-10 1.111482e-02
## 2017-07-11 1.388931e-03
## 2017-07-12 1.477275e-02
## 2017-07-13 3.528131e-03
## 2017-07-14 9.322625e-03
## 2017-07-17 -2.688320e-03
## 2017-07-18 1.256533e-02
## 2017-07-19 5.686753e-03
## 2017-07-20 -2.822144e-03
## 2017-07-21 4.926880e-03
## 2017-07-24 7.626572e-03
## 2017-07-25 -3.023442e-02
## 2017-07-26 -3.050409e-03
## 2017-07-27 -1.446504e-02
## 2017-07-28 7.964973e-03
## 2017-07-31 -1.171501e-02
## 2017-08-01 3.546663e-04
## 2017-08-02 -4.726986e-04
## 2017-08-03 -7.244264e-03
## 2017-08-04 4.666267e-03
## 2017-08-07 1.508646e-03
## 2017-08-08 -2.765351e-03
## 2017-08-09 -4.197234e-03
## 2017-08-10 -1.696829e-02
## 2017-08-11 7.881073e-03
## 2017-08-14 9.055182e-03
## 2017-08-15 -4.877280e-04
## 2017-08-16 5.139827e-03
## 2017-08-17 -1.723919e-02
## 2017-08-18 -3.402896e-04
## 2017-08-21 -4.403362e-03
## 2017-08-22 1.988621e-02
## 2017-08-23 2.498132e-03
## 2017-08-24 -6.170411e-03
## 2017-08-25 -5.850571e-03
## 2017-08-28 -2.271034e-03
## 2017-08-29 8.185487e-03
## 2017-08-30 8.987430e-03
## 2017-08-31 1.049949e-02
## 2017-09-01 -2.118521e-03
## 2017-09-05 -9.484301e-03
## 2017-09-06 -6.893360e-04
## 2017-09-07 8.773363e-03
## 2017-09-08 -1.009671e-02
## 2017-09-11 2.784692e-03
## 2017-09-12 3.218227e-03
## 2017-09-13 3.240121e-03
## 2017-09-14 -1.067281e-02
## 2017-09-15 -5.210199e-03
## 2017-09-18 -5.748164e-03
## 2017-09-19 7.442621e-03
## 2017-09-20 1.059873e-02
## 2017-09-21 9.338919e-04
## 2017-09-22 -4.203960e-03
## 2017-09-25 -8.141964e-03
## 2017-09-26 4.223823e-03
## 2017-09-27 2.122484e-02
## 2017-09-28 5.304461e-03
## 2017-09-29 1.012110e-02
## 2017-10-02 -6.088942e-03
## 2017-10-03 4.741530e-03
## 2017-10-04 -6.379253e-03
## 2017-10-05 1.920817e-02
## 2017-10-06 9.206558e-03
## 2017-10-09 -1.930774e-03
## 2017-10-10 -4.503607e-03
## 2017-10-11 1.711909e-02
## 2017-10-12 -1.435414e-03
## 2017-10-13 1.872768e-03
## 2017-10-16 2.344199e-03
## 2017-10-17 1.814446e-04
## 2017-10-18 6.349705e-04
## 2017-10-19 -8.420530e-03
## 2017-10-20 3.809234e-03
## 2017-10-23 -1.998583e-02
## 2017-10-24 2.158053e-03
## 2017-10-25 2.874729e-03
## 2017-10-26 -7.911181e-04
## 2017-10-27 4.802791e-02
## 2017-10-30 -2.119198e-03
## 2017-10-31 -4.620641e-04
## 2017-11-01 8.714968e-03
## 2017-11-02 7.796782e-05
## 2017-11-03 6.727924e-03
## 2017-11-06 -6.372962e-03
## 2017-11-07 7.242355e-03
## 2017-11-08 6.309717e-03
## 2017-11-09 -8.260774e-03
## 2017-11-10 -3.093365e-03
## 2017-11-13 -2.256603e-03
## 2017-11-14 2.437241e-04
## 2017-11-15 -4.961040e-03
## 2017-11-16 1.135264e-02
## 2017-11-17 -1.298787e-02
## 2017-11-20 -6.967216e-04
## 2017-11-21 1.581923e-02
## 2017-11-22 1.420962e-03
## 2017-11-24 4.488614e-03
## 2017-11-27 1.306923e-02
## 2017-11-28 -6.450259e-03
## 2017-11-29 -2.458451e-02
## 2017-11-30 -2.446998e-04
## 2017-12-01 -1.100439e-02
## 2017-12-04 -1.137431e-02
## 2017-12-05 6.478583e-03
## 2017-12-06 1.316220e-02
## 2017-12-07 1.232354e-02
## 2017-12-08 5.936382e-03
## 2017-12-11 3.905238e-03
## 2017-12-12 -5.955201e-04
## 2017-12-13 1.249471e-04
## 2017-12-14 8.206762e-03
## 2017-12-15 1.433533e-02
## 2017-12-18 1.216895e-02
## 2017-12-19 -5.997327e-03
## 2017-12-20 -5.351835e-03
## 2017-12-21 -1.239444e-03
## 2017-12-22 -3.300029e-03
## 2017-12-26 -3.188323e-03
## 2017-12-27 -6.974275e-03
## 2017-12-28 -1.172113e-03
## 2017-12-29 -1.660075e-03
## 2018-01-02 1.777521e-02
## 2018-01-03 1.641313e-02
## 2018-01-04 3.621355e-03
## 2018-01-05 1.457102e-02
## 2018-01-08 4.273120e-03
## 2018-01-09 -6.142438e-04
## 2018-01-10 -3.299428e-03
## 2018-01-11 2.639224e-03
## 2018-01-12 1.514219e-02
## 2018-01-16 -4.455296e-04
## 2018-01-17 9.110656e-03
## 2018-01-18 -1.934611e-03
## 2018-01-19 6.833102e-03
## 2018-01-22 1.608781e-02
## 2018-01-23 1.225107e-02
## 2018-01-24 -4.897545e-03
## 2018-01-25 5.265242e-03
## 2018-01-26 4.673711e-03
## 2018-01-29 -2.211270e-04
## 2018-01-30 -1.011417e-02
## 2018-01-31 5.370846e-03
## 2018-02-01 -1.914620e-03
## 2018-02-02 -4.778619e-02
## 2018-02-05 -5.045415e-02
## 2018-02-06 2.348923e-02
## 2018-02-07 -2.963171e-02
## 2018-02-08 -4.487968e-02
## 2018-02-09 3.620498e-02
## 2018-02-12 1.364443e-02
## 2018-02-13 1.521332e-04
## 2018-02-14 1.672842e-02
## 2018-02-15 1.852862e-02
## 2018-02-16 4.846197e-03
## 2018-02-20 6.996631e-03
## 2018-02-21 8.054719e-03
## 2018-02-22 -4.238092e-03
## 2018-02-23 1.821750e-02
## 2018-02-26 1.505157e-02
## 2018-02-27 -2.226008e-02
## 2018-02-28 -1.212571e-02
## 2018-03-01 -3.187201e-02
## 2018-03-02 8.789012e-03
## 2018-03-05 1.113151e-02
## 2018-03-06 3.785765e-03
## 2018-03-07 1.331430e-02
## 2018-03-08 1.474351e-02
## 2018-03-09 3.023094e-02
## 2018-03-12 3.844661e-03
## 2018-03-13 -2.261052e-02
## 2018-03-14 9.945742e-03
## 2018-03-15 7.826601e-05
## 2018-03-16 -1.204786e-02
## 2018-03-19 -3.161846e-02
## 2018-03-20 -1.918482e-03
## 2018-03-21 -6.222004e-03
## 2018-03-22 -3.831773e-02
## 2018-03-23 -2.622293e-02
## 2018-03-26 3.097189e-02
## 2018-03-27 -4.567939e-02
## 2018-03-28 -5.372381e-04
## 2018-03-29 2.710644e-02
## 2018-04-02 -2.453994e-02
## 2018-04-03 6.895389e-03
## 2018-04-04 1.157482e-02
## 2018-04-05 2.604565e-03
## 2018-04-06 -2.020809e-02
## 2018-04-09 8.351241e-03
## 2018-04-10 1.594367e-02
## 2018-04-11 -1.131213e-02
## 2018-04-12 1.229452e-02
## 2018-04-13 -3.137974e-03
## 2018-04-16 8.462269e-03
## 2018-04-17 3.485622e-02
## 2018-04-18 -1.936469e-03
## 2018-04-19 1.456980e-02
## 2018-04-20 -1.355152e-02
## 2018-04-23 -5.135336e-03
## 2018-04-24 -4.447044e-02
## 2018-04-25 1.176506e-03
## 2018-04-26 1.846888e-02
## 2018-04-27 -9.605390e-03
## 2018-04-30 -1.234895e-02
## 2018-05-01 1.963969e-02
## 2018-05-02 -1.246498e-02
## 2018-05-03 -6.443253e-04
## 2018-05-04 2.392255e-02
## 2018-05-07 6.277443e-03
## 2018-05-08 -8.342940e-04
## 2018-05-09 2.737423e-02
## 2018-05-10 1.367795e-02
## 2018-05-11 6.287198e-04
## 2018-05-14 1.766377e-03
## 2018-05-15 -1.906015e-02
## 2018-05-16 2.353567e-03
## 2018-05-17 -2.939677e-03
## 2018-05-18 -1.133886e-02
## 2018-05-21 1.239729e-02
## 2018-05-22 -9.123897e-03
## 2018-05-23 9.310724e-03
## 2018-05-24 -4.167409e-04
## 2018-05-25 -3.317108e-03
## 2018-05-29 -1.426109e-02
## 2018-05-30 7.054572e-03
## 2018-05-31 1.609846e-02
## 2018-06-01 3.180675e-02
## 2018-06-04 1.767757e-02
## 2018-06-05 3.247593e-04
## 2018-06-06 -2.439349e-03
## 2018-06-07 -1.145241e-02
## 2018-06-08 -2.660465e-03
## 2018-06-11 8.136532e-03
## 2018-06-12 8.256671e-03
## 2018-06-13 -3.975974e-03
## 2018-06-14 1.527151e-02
## 2018-06-15 1.215281e-04
## 2018-06-18 1.839858e-02
## 2018-06-19 -4.601693e-03
## 2018-06-20 1.523815e-03
## 2018-06-21 -1.041162e-02
## 2018-06-22 -1.883156e-03
## 2018-06-25 -2.654301e-02
## 2018-06-26 -5.645485e-03
## 2018-06-27 -1.294636e-02
## 2018-06-28 9.275522e-03
## 2018-06-29 1.283457e-03
## 2018-07-02 1.058570e-02
## 2018-07-03 -2.179230e-02
## 2018-07-05 1.938544e-02
## 2018-07-06 1.414253e-02
## 2018-07-09 1.217363e-02
## 2018-07-10 -1.048553e-03
## 2018-07-11 9.195188e-04
## 2018-07-12 2.563477e-02
## 2018-07-13 4.512088e-03
## 2018-07-16 -4.172172e-03
## 2018-07-17 1.261979e-02
## 2018-07-18 -2.435806e-03
## 2018-07-19 -7.458979e-03
## 2018-07-20 -1.727040e-03
## 2018-07-23 1.737682e-02
## 2018-07-24 3.532141e-02
## 2018-07-25 1.251522e-02
## 2018-07-26 3.663848e-03
## 2018-07-27 -2.351908e-02
## 2018-07-30 -1.514736e-02
## 2018-07-31 -2.033204e-03
## 2018-08-01 2.259172e-03
## 2018-08-02 5.032757e-03
## 2018-08-03 -1.990020e-03
## 2018-08-06 8.662665e-04
## 2018-08-07 1.424753e-02
## 2018-08-08 2.728997e-03
## 2018-08-09 2.801833e-03
## 2018-08-10 -9.198616e-03
## 2018-08-13 -2.100803e-03
## 2018-08-14 5.740817e-03
## 2018-08-15 -2.231702e-02
## 2018-08-16 -6.497155e-03
## 2018-08-17 -4.583568e-03
## 2018-08-20 5.670513e-03
## 2018-08-21 -5.092050e-03
## 2018-08-22 4.751886e-03
## 2018-08-23 -1.615094e-03
## 2018-08-24 1.266822e-02
## 2018-08-27 1.734315e-02
## 2018-08-28 -8.592165e-03
## 2018-08-29 1.474233e-02
## 2018-08-30 -8.148606e-03
## 2018-08-31 -1.689106e-02
## 2018-09-04 -1.739461e-02
## 2018-09-05 -8.788655e-03
## 2018-09-06 -1.267618e-02
## 2018-09-07 -5.642615e-03
## 2018-09-10 -1.630633e-04
## 2018-09-11 1.092180e-02
## 2018-09-12 -1.234970e-02
## 2018-09-13 1.075834e-02
## 2018-09-14 -2.382248e-03
## 2018-09-17 -1.405506e-02
## 2018-09-18 4.472057e-03
## 2018-09-19 8.499677e-03
## 2018-09-20 1.347465e-02
## 2018-09-21 -1.750826e-02
## 2018-09-24 6.243111e-03
## 2018-09-25 9.613361e-03
## 2018-09-26 -3.511614e-03
## 2018-09-27 1.198657e-02
## 2018-09-28 -9.794114e-04
## 2018-10-01 1.541797e-03
## 2018-10-02 4.015633e-03
## 2018-10-03 2.366421e-03
## 2018-10-04 -2.889564e-02
## 2018-10-05 -9.279283e-03
## 2018-10-08 -7.240684e-03
## 2018-10-09 -8.834021e-03
## 2018-10-10 -5.057865e-02
## 2018-10-11 -1.757297e-03
## 2018-10-12 2.849944e-02
## 2018-10-15 -1.606187e-02
## 2018-10-16 2.657819e-02
## 2018-10-17 -4.985452e-03
## 2018-10-18 -2.484559e-02
## 2018-10-19 7.803515e-03
## 2018-10-22 4.286589e-03
## 2018-10-23 2.297493e-03
## 2018-10-24 -4.800259e-02
## 2018-10-25 4.269493e-02
## 2018-10-26 -2.199766e-02
## 2018-10-29 -4.796210e-02
## 2018-10-30 1.581243e-02
## 2018-10-31 3.914270e-02
## 2018-11-01 -6.287341e-03
## 2018-11-02 -1.141118e-02
## 2018-11-05 -1.673307e-02
## 2018-11-06 1.511417e-02
## 2018-11-07 3.559348e-02
## 2018-11-08 -1.005130e-02
## 2018-11-09 -1.501293e-02
## 2018-11-12 -2.581252e-02
## 2018-11-13 -2.483999e-03
## 2018-11-14 7.345191e-03
## 2018-11-15 2.016933e-02
## 2018-11-16 -3.024271e-03
## 2018-11-19 -3.908656e-02
## 2018-11-20 5.647069e-03
## 2018-11-21 1.155239e-02
## 2018-11-23 -1.323231e-02
## 2018-11-26 2.416298e-02
## 2018-11-27 -4.014763e-03
## 2018-11-28 4.004169e-02
## 2018-11-29 1.905737e-03
## 2018-11-30 5.632642e-03
## 2018-12-03 1.096461e-02
## 2018-12-04 -5.026084e-02
## 2018-12-06 1.704387e-02
## 2018-12-07 -3.008246e-02
## 2018-12-10 2.865281e-03
## 2018-12-11 1.173580e-02
## 2018-12-12 1.134305e-02
## 2018-12-13 -1.673464e-03
## 2018-12-14 -1.864587e-02
## 2018-12-17 -2.453694e-02
## 2018-12-18 1.198187e-02
## 2018-12-19 -5.540873e-03
## 2018-12-20 -1.329414e-02
## 2018-12-21 -2.959154e-02
## 2018-12-24 -3.389353e-03
## 2018-12-26 6.478047e-02
## 2018-12-27 4.252250e-03
## 2018-12-28 -6.514206e-03
GOOG.day<-dailyReturn(GOOG.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
dailyReturn(MSFT.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
## daily.returns
## 2007-01-03 0.000000e+00
## 2007-01-04 -1.674776e-03
## 2007-01-05 -5.702640e-03
## 2007-01-08 9.783980e-03
## 2007-01-09 1.002462e-03
## 2007-01-10 -1.001352e-02
## 2007-01-11 3.506439e-02
## 2007-01-12 1.661230e-02
## 2007-01-16 -1.602162e-03
## 2007-01-17 -1.925868e-03
## 2007-01-18 -3.215105e-03
## 2007-01-19 3.548567e-03
## 2007-01-22 -1.253629e-02
## 2007-01-23 6.509488e-04
## 2007-01-24 1.138609e-02
## 2007-01-25 -2.058579e-02
## 2007-01-26 4.926584e-03
## 2007-01-29 -2.287862e-03
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## 2017-02-23 4.039701e-03
## 2017-02-24 0.000000e+00
## 2017-02-27 -6.035163e-03
## 2017-02-28 -3.892321e-03
## 2017-03-01 1.500478e-02
## 2017-03-02 -1.432106e-02
## 2017-03-03 3.749397e-03
## 2017-03-06 3.112907e-04
## 2017-03-07 2.022849e-03
## 2017-03-08 9.161387e-03
## 2017-03-09 -4.000669e-03
## 2017-03-10 3.089759e-03
## 2017-03-13 -3.388193e-03
## 2017-03-14 -4.636039e-03
## 2017-03-15 5.278635e-03
## 2017-03-16 -1.698742e-03
## 2017-03-17 3.558091e-03
## 2017-03-20 9.248505e-04
## 2017-03-21 -1.108877e-02
## 2017-03-22 1.277053e-02
## 2017-03-23 -2.460360e-03
## 2017-03-24 1.695727e-03
## 2017-03-27 1.846634e-03
## 2017-03-28 2.918593e-03
## 2017-03-29 2.756878e-03
## 2017-03-30 3.666038e-03
## 2017-03-31 2.282466e-03
## 2017-04-03 -4.706748e-03
## 2017-04-04 2.746070e-03
## 2017-04-05 -2.586464e-03
## 2017-04-06 2.593171e-03
## 2017-04-07 -7.606169e-04
## 2017-04-10 -2.283999e-03
## 2017-04-11 -7.629860e-04
## 2017-04-12 -3.818017e-03
## 2017-04-13 -4.292532e-03
## 2017-04-17 8.160210e-03
## 2017-04-18 -1.374392e-03
## 2017-04-19 -5.352511e-03
## 2017-04-20 7.072561e-03
## 2017-04-21 1.374037e-02
## 2017-04-24 1.701805e-02
## 2017-04-25 5.775265e-03
## 2017-04-26 -1.325109e-03
## 2017-04-27 6.486791e-03
## 2017-04-28 2.783073e-03
## 2017-05-01 1.387685e-02
## 2017-05-02 -1.584917e-03
## 2017-05-03 -3.174431e-03
## 2017-05-04 -3.908722e-03
## 2017-05-05 2.761233e-03
## 2017-05-08 -8.694333e-04
## 2017-05-09 1.450613e-03
## 2017-05-10 3.910641e-03
## 2017-05-11 -1.226379e-02
## 2017-05-12 -1.168666e-03
## 2017-05-15 7.312616e-04
## 2017-05-16 2.013542e-02
## 2017-05-17 -2.780593e-02
## 2017-05-18 3.408362e-03
## 2017-05-19 -2.951942e-04
## 2017-05-22 1.122731e-02
## 2017-05-23 3.360409e-03
## 2017-05-24 1.310221e-03
## 2017-05-25 1.236030e-02
## 2017-05-26 4.883443e-03
## 2017-05-30 6.432339e-03
## 2017-05-31 -8.095399e-03
## 2017-06-01 3.722704e-03
## 2017-06-02 2.368065e-02
## 2017-06-05 7.246213e-03
## 2017-06-06 3.320276e-03
## 2017-06-07 -1.792288e-03
## 2017-06-08 -6.078354e-03
## 2017-06-09 -2.265473e-02
## 2017-06-12 -7.679059e-03
## 2017-06-13 1.246773e-02
## 2017-06-14 -5.378521e-03
## 2017-06-15 -5.265394e-03
## 2017-06-16 1.430555e-03
## 2017-06-19 1.242854e-02
## 2017-06-20 -1.354592e-02
## 2017-06-21 5.149548e-03
## 2017-06-22 -1.423302e-04
## 2017-06-23 1.352106e-02
## 2017-06-26 -9.549027e-03
## 2017-06-27 -1.871550e-02
## 2017-06-28 8.524901e-03
## 2017-06-29 -1.876806e-02
## 2017-06-30 6.424246e-03
## 2017-07-03 -1.102570e-02
## 2017-07-05 1.334919e-02
## 2017-07-06 -7.382881e-03
## 2017-07-07 1.297935e-02
## 2017-07-10 7.486601e-03
## 2017-07-11 1.426987e-04
## 2017-07-12 1.657389e-02
## 2017-07-13 8.713746e-03
## 2017-07-14 1.407286e-02
## 2017-07-17 7.831782e-03
## 2017-07-18 -6.815855e-04
## 2017-07-19 7.639775e-03
## 2017-07-20 4.874153e-03
## 2017-07-21 -5.793618e-03
## 2017-07-24 -2.574824e-03
## 2017-07-25 8.016208e-03
## 2017-07-26 -1.886976e-03
## 2017-07-27 -1.201872e-02
## 2017-07-28 -1.640451e-03
## 2017-07-31 -4.655094e-03
## 2017-08-01 -1.650178e-03
## 2017-08-02 -4.409109e-03
## 2017-08-03 -1.522244e-03
## 2017-08-04 7.345565e-03
## 2017-08-07 -3.852374e-03
## 2017-08-08 5.386786e-03
## 2017-08-09 -4.396177e-03
## 2017-08-10 -1.462689e-02
## 2017-08-11 1.526398e-02
## 2017-08-14 1.503448e-02
## 2017-08-15 2.731225e-04
## 2017-08-16 5.872851e-03
## 2017-08-17 -1.697208e-02
## 2017-08-18 1.243022e-03
## 2017-08-21 -4.690315e-03
## 2017-08-22 1.399860e-02
## 2017-08-23 -6.014310e-03
## 2017-08-24 -4.124797e-04
## 2017-08-25 1.788324e-03
## 2017-08-28 1.373796e-04
## 2017-08-29 3.020781e-03
## 2017-08-30 1.314173e-02
## 2017-08-31 1.026878e-02
## 2017-09-01 -1.110053e-02
## 2017-09-05 -4.463259e-03
## 2017-09-06 -2.852755e-03
## 2017-09-07 1.280659e-02
## 2017-09-08 -4.842720e-03
## 2017-09-11 1.054338e-02
## 2017-09-12 -1.070078e-03
## 2017-09-13 7.096859e-03
## 2017-09-14 -5.850269e-03
## 2017-09-15 7.222210e-03
## 2017-09-18 -1.991675e-03
## 2017-09-19 3.725408e-03
## 2017-09-20 -6.627851e-03
## 2017-09-21 -9.741293e-03
## 2017-09-22 2.695215e-03
## 2017-09-25 -1.545508e-02
## 2017-09-26 0.000000e+00
## 2017-09-27 8.053732e-03
## 2017-09-28 2.708020e-04
## 2017-09-29 8.393172e-03
## 2017-10-02 1.610921e-03
## 2017-10-03 -4.691016e-03
## 2017-10-04 5.790297e-03
## 2017-10-05 1.713768e-02
## 2017-10-06 3.948337e-04
## 2017-10-09 3.815756e-03
## 2017-10-10 0.000000e+00
## 2017-10-11 1.703936e-03
## 2017-10-12 9.160035e-03
## 2017-10-13 4.797672e-03
## 2017-10-16 2.064744e-03
## 2017-10-17 -7.727943e-04
## 2017-10-18 2.578679e-04
## 2017-10-19 3.865606e-03
## 2017-10-20 1.155165e-02
## 2017-10-23 2.538760e-04
## 2017-10-24 3.805089e-04
## 2017-10-25 -2.916746e-03
## 2017-10-26 1.653528e-03
## 2017-10-27 6.411887e-02
## 2017-10-30 9.543322e-04
## 2017-10-31 -8.463238e-03
## 2017-11-01 0.000000e+00
## 2017-11-02 1.045916e-02
## 2017-11-03 1.070729e-03
## 2017-11-06 3.922096e-03
## 2017-11-07 -2.367748e-03
## 2017-11-08 3.441289e-03
## 2017-11-09 -5.558212e-03
## 2017-11-10 -2.616090e-03
## 2017-11-13 7.152860e-04
## 2017-11-14 1.429819e-03
## 2017-11-15 -7.772330e-03
## 2017-11-16 2.651183e-03
## 2017-11-17 -9.615305e-03
## 2017-11-20 1.577566e-03
## 2017-11-21 1.441904e-02
## 2017-11-22 -7.286084e-03
## 2017-11-24 1.804745e-03
## 2017-11-27 7.326522e-03
## 2017-11-28 1.204230e-02
## 2017-11-29 -1.814314e-02
## 2017-11-30 9.959220e-03
## 2017-12-01 1.069140e-03
## 2017-12-04 -3.774034e-02
## 2017-12-05 6.290014e-03
## 2017-12-06 1.458516e-02
## 2017-12-07 -3.503239e-03
## 2017-12-08 2.024503e-02
## 2017-12-11 1.271385e-02
## 2017-12-12 4.106462e-03
## 2017-12-13 -2.687488e-03
## 2017-12-14 -7.732792e-03
## 2017-12-15 2.550465e-02
## 2017-12-18 -5.411706e-03
## 2017-12-19 -6.367077e-03
## 2017-12-20 -3.611970e-03
## 2017-12-21 -2.337910e-04
## 2017-12-22 1.170543e-04
## 2017-12-26 -1.286455e-03
## 2017-12-27 3.629965e-03
## 2017-12-28 1.167794e-04
## 2017-12-29 -2.099972e-03
## 2018-01-02 4.793136e-03
## 2018-01-03 4.653830e-03
## 2018-01-04 8.801457e-03
## 2018-01-05 1.239810e-02
## 2018-01-08 1.020486e-03
## 2018-01-09 -6.795956e-04
## 2018-01-10 -4.534174e-03
## 2018-01-11 2.960580e-03
## 2018-01-12 1.725718e-02
## 2018-01-16 -1.395097e-02
## 2018-01-17 2.026036e-02
## 2018-01-18 -4.437754e-04
## 2018-01-19 -1.109931e-03
## 2018-01-22 1.788890e-02
## 2018-01-23 3.165494e-03
## 2018-01-24 -8.703865e-04
## 2018-01-25 5.554361e-03
## 2018-01-26 1.873713e-02
## 2018-01-29 -1.488396e-03
## 2018-01-30 -1.256401e-02
## 2018-01-31 2.447706e-02
## 2018-02-01 -7.893881e-03
## 2018-02-02 -2.631026e-02
## 2018-02-05 -4.118535e-02
## 2018-02-06 3.784092e-02
## 2018-02-07 -1.883280e-02
## 2018-02-08 -5.133355e-02
## 2018-02-09 3.728982e-02
## 2018-02-12 1.077324e-02
## 2018-02-13 7.853730e-03
## 2018-02-14 1.565822e-02
## 2018-02-15 2.037235e-02
## 2018-02-16 -7.122927e-03
## 2018-02-20 7.826134e-03
## 2018-02-21 -1.326579e-02
## 2018-02-22 2.623313e-03
## 2018-02-23 2.540059e-02
## 2018-02-26 1.445869e-02
## 2018-02-27 -1.278546e-02
## 2018-02-28 -4.564719e-03
## 2018-03-01 -9.811349e-03
## 2018-03-02 2.154152e-03
## 2018-03-05 6.340605e-03
## 2018-03-06 -3.417350e-03
## 2018-03-07 5.786622e-03
## 2018-03-08 6.072792e-03
## 2018-03-09 2.234466e-02
## 2018-03-12 2.382345e-03
## 2018-03-13 -2.438762e-02
## 2018-03-14 -5.931665e-03
## 2018-03-15 3.516343e-03
## 2018-03-16 4.459508e-03
## 2018-03-19 -1.807621e-02
## 2018-03-20 2.583775e-03
## 2018-03-21 -6.979527e-03
## 2018-03-22 -2.908735e-02
## 2018-03-23 -2.906787e-02
## 2018-03-26 7.570546e-02
## 2018-03-27 -4.595853e-02
## 2018-03-28 -8.942671e-04
## 2018-03-29 2.103152e-02
## 2018-04-02 -3.013047e-02
## 2018-04-03 1.344323e-02
## 2018-04-04 2.920527e-02
## 2018-04-05 5.415573e-04
## 2018-04-06 -2.327335e-02
## 2018-04-09 5.984699e-03
## 2018-04-10 2.324546e-02
## 2018-04-11 -1.098189e-02
## 2018-04-12 1.872417e-02
## 2018-04-13 -5.343006e-03
## 2018-04-16 1.171027e-02
## 2018-04-17 2.017636e-02
## 2018-04-18 3.851386e-03
## 2018-04-19 -3.421908e-03
## 2018-04-20 -1.154928e-02
## 2018-04-23 3.684239e-03
## 2018-04-24 -2.338754e-02
## 2018-04-25 -8.698456e-03
## 2018-04-26 2.112466e-02
## 2018-04-27 1.654986e-02
## 2018-04-30 -2.400338e-02
## 2018-05-01 1.582544e-02
## 2018-05-02 -1.568409e-02
## 2018-05-03 5.988593e-03
## 2018-05-04 1.158712e-02
## 2018-05-07 1.113921e-02
## 2018-05-08 -4.261117e-03
## 2018-05-09 1.179427e-02
## 2018-05-10 1.000623e-02
## 2018-05-11 -2.144959e-03
## 2018-05-14 3.377704e-03
## 2018-05-15 -7.242653e-03
## 2018-05-16 2.579918e-03
## 2018-05-17 -9.984534e-03
## 2018-05-18 1.871497e-03
## 2018-05-21 1.286839e-02
## 2018-05-22 -1.024545e-03
## 2018-05-23 1.189737e-02
## 2018-05-24 -3.547515e-03
## 2018-05-25 5.086141e-04
## 2018-05-29 -3.558334e-03
## 2018-05-30 9.590800e-03
## 2018-05-31 -1.111673e-03
## 2018-06-01 1.972891e-02
## 2018-06-04 8.730996e-03
## 2018-06-05 5.114696e-03
## 2018-06-06 2.935588e-03
## 2018-06-07 -1.570888e-02
## 2018-06-08 7.434550e-03
## 2018-06-11 -5.706829e-03
## 2018-06-12 2.572888e-03
## 2018-06-13 -4.540497e-03
## 2018-06-14 5.651927e-03
## 2018-06-15 -1.271931e-02
## 2018-06-18 7.290509e-03
## 2018-06-19 0.000000e+00
## 2018-06-20 1.001391e-02
## 2018-06-21 -7.166131e-03
## 2018-06-22 -7.217625e-03
## 2018-06-25 -2.011752e-02
## 2018-06-26 7.012838e-03
## 2018-06-27 -1.554294e-02
## 2018-06-28 1.117490e-02
## 2018-06-29 -2.027650e-04
## 2018-07-02 1.419733e-02
## 2018-07-03 -9.599051e-03
## 2018-07-05 7.168096e-03
## 2018-07-06 1.403367e-02
## 2018-07-09 6.820960e-03
## 2018-07-10 2.650886e-03
## 2018-07-11 -1.370878e-03
## 2018-07-12 2.167086e-02
## 2018-07-13 1.190132e-02
## 2018-07-16 -4.932135e-03
## 2018-07-17 9.913172e-03
## 2018-07-18 -7.833840e-03
## 2018-07-19 -6.849337e-03
## 2018-07-20 1.791188e-02
## 2018-07-23 1.599695e-02
## 2018-07-24 -2.871096e-03
## 2018-07-25 2.944452e-02
## 2018-07-26 -1.091758e-02
## 2018-07-27 -1.769759e-02
## 2018-07-30 -2.145230e-02
## 2018-07-31 6.738073e-03
## 2018-08-01 1.885372e-03
## 2018-08-02 1.213767e-02
## 2018-08-03 4.369259e-03
## 2018-08-06 8.331025e-04
## 2018-08-07 6.936006e-03
## 2018-08-08 5.602604e-03
## 2018-08-09 1.643917e-03
## 2018-08-10 -6.109177e-03
## 2018-08-13 -7.247742e-03
## 2018-08-14 1.247573e-02
## 2018-08-15 -1.356052e-02
## 2018-08-16 -1.857673e-04
## 2018-08-17 -5.573962e-04
## 2018-08-20 -6.599752e-03
## 2018-08-21 -8.327854e-03
## 2018-08-22 1.019049e-02
## 2018-08-23 4.670306e-03
## 2018-08-24 7.809689e-03
## 2018-08-27 1.107005e-02
## 2018-08-28 6.021894e-03
## 2018-08-29 1.596230e-02
## 2018-08-30 -6.249109e-04
## 2018-08-31 3.394423e-03
## 2018-09-04 -5.519516e-03
## 2018-09-05 -2.882462e-02
## 2018-09-06 2.304341e-03
## 2018-09-07 -4.874002e-03
## 2018-09-10 1.081230e-02
## 2018-09-11 1.700494e-02
## 2018-09-12 4.225097e-03
## 2018-09-13 1.074218e-02
## 2018-09-14 4.073938e-03
## 2018-09-17 -1.084940e-02
## 2018-09-18 9.541656e-03
## 2018-09-19 -1.333809e-02
## 2018-09-20 1.674131e-02
## 2018-09-21 6.075563e-03
## 2018-09-24 3.588322e-03
## 2018-09-25 -1.918574e-03
## 2018-09-26 -4.106525e-03
## 2018-09-27 3.772533e-03
## 2018-09-28 -3.496148e-04
## 2018-10-01 1.084201e-02
## 2018-10-02 -3.978863e-03
## 2018-10-03 1.736139e-04
## 2018-10-04 -2.066512e-02
## 2018-10-05 -5.851508e-03
## 2018-10-08 -1.141538e-02
## 2018-10-09 1.271989e-02
## 2018-10-10 -5.433811e-02
## 2018-10-11 -2.354916e-03
## 2018-10-12 3.455759e-02
## 2018-10-15 -1.797931e-02
## 2018-10-16 3.159852e-02
## 2018-10-17 -2.612652e-03
## 2018-10-18 -1.996209e-02
## 2018-10-19 1.474689e-03
## 2018-10-22 8.926879e-03
## 2018-10-23 -1.395600e-02
## 2018-10-24 -5.346897e-02
## 2018-10-25 5.844408e-02
## 2018-10-26 -1.237309e-02
## 2018-10-29 -2.907626e-02
## 2018-10-30 -1.155409e-03
## 2018-10-31 2.969233e-02
## 2018-11-01 -8.332533e-03
## 2018-11-02 2.265876e-03
## 2018-11-05 1.271667e-02
## 2018-11-06 1.953293e-03
## 2018-11-07 3.936127e-02
## 2018-11-08 -1.875584e-03
## 2018-11-09 -1.950790e-02
## 2018-11-12 -2.464173e-02
## 2018-11-13 6.550156e-04
## 2018-11-14 -1.418106e-02
## 2018-11-15 2.200623e-02
## 2018-11-16 9.414636e-03
## 2018-11-19 -3.389044e-02
## 2018-11-20 -2.781499e-02
## 2018-11-21 1.376459e-02
## 2018-11-23 -3.878875e-04
## 2018-11-26 3.298732e-02
## 2018-11-27 6.292798e-03
## 2018-11-28 3.714772e-02
## 2018-11-29 -8.369356e-03
## 2018-11-30 6.352643e-03
## 2018-12-03 1.082150e-02
## 2018-12-04 -3.184940e-02
## 2018-12-06 6.174063e-03
## 2018-12-07 -4.002206e-02
## 2018-12-10 2.642622e-02
## 2018-12-11 9.294568e-03
## 2018-12-12 4.512449e-03
## 2018-12-13 3.391973e-03
## 2018-12-14 -3.124714e-02
## 2018-12-17 -2.961427e-02
## 2018-12-18 1.049666e-02
## 2018-12-19 -2.693082e-03
## 2018-12-20 -2.102422e-02
## 2018-12-21 -3.231201e-02
## 2018-12-24 -4.173886e-02
## 2018-12-26 6.830978e-02
## 2018-12-27 6.165469e-03
## 2018-12-28 -7.807823e-03
MSFT.day<-dailyReturn(MSFT.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
firm3.day<-merge(AMZN.day, GOOG.day, MSFT.day)
colnames(firm3.day)<-c("AMZN", "GOOG", "MSFG")
#Weekly return
weeklyReturn(AMZN.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
## weekly.returns
## 2007-01-05 -0.0085271832
## 2007-01-12 -0.0044304927
## 2007-01-19 -0.0308900777
## 2007-01-26 -0.0045921664
## 2007-02-02 0.0146540306
## 2007-02-09 0.0355710627
## 2007-02-16 0.0415806033
## 2007-02-23 0.0111578720
## 2007-03-02 -0.0757724393
## 2007-03-09 0.0305120995
## 2007-03-16 -0.0254892379
## 2007-03-23 0.0298547440
## 2007-03-30 0.0207799128
## 2007-04-05 0.0474993454
## 2007-04-13 0.0175143954
## 2007-04-20 0.0598915586
## 2007-04-27 0.3926584340
## 2007-05-04 0.0100639300
## 2007-05-11 -0.0264114977
## 2007-05-18 0.0282650743
## 2007-05-25 0.0829384531
## 2007-06-01 0.0004376222
## 2007-06-08 0.0679497793
## 2007-06-15 -0.0114690882
## 2007-06-22 -0.0488950401
## 2007-06-29 -0.0065349549
## 2007-07-06 0.0081858934
## 2007-07-13 0.0888791781
## 2007-07-20 -0.0462050745
## 2007-07-27 0.1732514941
## 2007-08-03 -0.0861494278
## 2007-08-10 -0.0263021344
## 2007-08-17 0.0032093876
## 2007-08-24 0.0563850063
## 2007-08-31 0.0083281262
## 2007-09-07 0.0576898107
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## 2018-05-11 0.0138904353
## 2018-05-18 -0.0178051409
## 2018-05-25 0.0227265694
## 2018-06-01 0.0194950871
## 2018-06-08 0.0258598328
## 2018-06-15 0.0189906004
## 2018-06-22 -0.0001747857
## 2018-06-29 -0.0092500274
## 2018-07-06 0.0063713117
## 2018-07-13 0.0598610007
## 2018-07-20 0.0003695041
## 2018-07-27 0.0019683901
## 2018-08-03 0.0033126717
## 2018-08-10 0.0345584129
## 2018-08-17 -0.0021630058
## 2018-08-24 0.0123099555
## 2018-08-31 0.0563243982
## 2018-09-07 -0.0301285412
## 2018-09-14 0.0092824517
## 2018-09-21 -0.0280074169
## 2018-09-28 0.0459475353
## 2018-10-05 -0.0565901028
## 2018-10-12 -0.0534702393
## 2018-10-19 -0.0137424907
## 2018-10-26 -0.0687176341
## 2018-11-02 0.0138299433
## 2018-11-09 0.0281592191
## 2018-11-16 -0.0695035804
## 2018-11-23 -0.0573298605
## 2018-11-30 0.1252346628
## 2018-12-07 -0.0361147325
## 2018-12-14 -0.0228465321
## 2018-12-21 -0.1347187205
## 2018-12-28 0.0730117773
AMZN.week<-weeklyReturn(AMZN.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
weeklyReturn(GOOG.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
## weekly.returns
## 2007-01-05 4.191709e-02
## 2007-01-12 3.655659e-02
## 2007-01-19 -3.019803e-02
## 2007-01-26 1.243488e-02
## 2007-02-02 -2.892058e-02
## 2007-02-09 -4.072689e-02
## 2007-02-16 1.742840e-02
## 2007-02-23 1.446976e-03
## 2007-03-02 -6.786794e-02
## 2007-03-09 3.255218e-02
## 2007-03-16 -2.673524e-02
## 2007-03-23 4.758987e-02
## 2007-03-30 -7.946616e-03
## 2007-04-05 2.913829e-02
## 2007-04-13 -1.107084e-02
## 2007-04-20 3.472090e-02
## 2007-04-27 -7.191998e-03
## 2007-05-04 -1.647148e-02
## 2007-05-11 -9.296968e-03
## 2007-05-18 7.670197e-03
## 2007-05-25 2.806596e-02
## 2007-06-01 3.491068e-02
## 2007-06-08 3.015582e-02
## 2007-06-15 -1.862299e-02
## 2007-06-22 3.773548e-02
## 2007-06-29 -4.343010e-03
## 2007-07-06 3.194941e-02
## 2007-07-13 2.365592e-02
## 2007-07-20 -5.802664e-02
## 2007-07-27 -1.582327e-02
## 2007-08-03 -1.736701e-02
## 2007-08-10 2.534796e-02
## 2007-08-17 -3.046051e-02
## 2007-08-24 2.991757e-02
## 2007-08-31 4.854320e-04
## 2007-09-07 7.957326e-03
## 2007-09-14 1.809950e-02
## 2007-09-21 5.929087e-02
## 2007-09-28 1.280127e-02
## 2007-10-05 4.720853e-02
## 2007-10-12 7.295682e-02
## 2007-10-19 1.148434e-02
## 2007-10-26 4.636191e-02
## 2007-11-02 5.432846e-02
## 2007-11-09 -6.647445e-02
## 2007-11-16 -4.569489e-02
## 2007-11-23 6.797343e-02
## 2007-11-30 2.408753e-02
## 2007-12-07 3.155839e-02
## 2007-12-14 -3.484549e-02
## 2007-12-21 9.754208e-03
## 2007-12-28 8.382471e-03
## 2008-01-04 -6.480861e-02
## 2008-01-11 -2.853883e-02
## 2008-01-18 -5.953782e-02
## 2008-01-25 -5.639311e-02
## 2008-02-01 -8.915967e-02
## 2008-02-08 1.531338e-03
## 2008-02-15 2.506341e-02
## 2008-02-22 -4.123558e-02
## 2008-02-29 -7.211501e-02
## 2008-03-07 -8.028779e-02
## 2008-03-14 1.054574e-02
## 2008-03-20 -9.979003e-03
## 2008-03-28 1.044863e-02
## 2008-04-04 7.535154e-02
## 2008-04-11 -2.895411e-02
## 2008-04-18 1.791671e-01
## 2008-04-25 8.620497e-03
## 2008-05-02 6.843000e-02
## 2008-05-09 -1.391732e-02
## 2008-05-16 1.198537e-02
## 2008-05-23 -6.111336e-02
## 2008-05-30 7.561233e-02
## 2008-06-06 -3.209278e-02
## 2008-06-13 7.954105e-03
## 2008-06-20 -4.388370e-02
## 2008-06-27 -3.359998e-02
## 2008-07-03 1.691068e-02
## 2008-07-11 -5.959032e-03
## 2008-07-18 -9.831397e-02
## 2008-07-25 2.214739e-02
## 2008-08-01 -4.902633e-02
## 2008-08-08 5.803016e-02
## 2008-08-15 3.058520e-02
## 2008-08-22 -3.834165e-02
## 2008-08-29 -5.564730e-02
## 2008-09-05 -4.109737e-02
## 2008-09-12 -1.483394e-02
## 2008-09-19 2.625323e-02
## 2008-09-26 -4.032063e-02
## 2008-10-03 -1.023803e-01
## 2008-10-10 -1.419193e-01
## 2008-10-17 1.221084e-01
## 2008-10-24 -8.925213e-02
## 2008-10-31 5.915294e-02
## 2008-11-07 -7.852846e-02
## 2008-11-14 -6.377967e-02
## 2008-11-21 -1.535063e-01
## 2008-11-28 1.163359e-01
## 2008-12-05 -3.061856e-02
## 2008-12-12 1.118701e-01
## 2008-12-19 -1.770328e-02
## 2008-12-26 -3.162783e-02
## 2009-01-02 6.978292e-02
## 2009-01-09 -1.945096e-02
## 2009-01-16 -4.887810e-02
## 2009-01-23 8.352521e-02
## 2009-01-30 4.259317e-02
## 2009-02-06 9.674186e-02
## 2009-02-13 -3.663003e-02
## 2009-02-20 -3.139680e-02
## 2009-02-27 -2.441912e-02
## 2009-03-06 -8.704400e-02
## 2009-03-13 5.136601e-02
## 2009-03-20 1.769303e-02
## 2009-03-27 5.312579e-02
## 2009-04-03 6.350301e-02
## 2009-04-09 7.355727e-03
## 2009-04-17 5.299333e-02
## 2009-04-24 -7.011035e-03
## 2009-05-01 1.078331e-02
## 2009-05-08 3.464661e-02
## 2009-05-15 -4.254537e-02
## 2009-05-22 8.974367e-03
## 2009-05-29 6.030489e-02
## 2009-06-05 6.492823e-02
## 2009-06-12 -4.384222e-02
## 2009-06-19 -1.118074e-02
## 2009-06-26 1.244977e-02
## 2009-07-02 -3.957022e-02
## 2009-07-10 1.446788e-02
## 2009-07-17 3.824810e-02
## 2009-07-24 3.828003e-02
## 2009-07-31 -8.215405e-03
## 2009-08-07 3.171197e-02
## 2009-08-14 6.344336e-03
## 2009-08-21 1.139132e-02
## 2009-08-28 -1.053182e-03
## 2009-09-04 -7.423406e-03
## 2009-09-11 2.349882e-02
## 2009-09-18 4.092008e-02
## 2009-09-25 2.075423e-03
## 2009-10-02 -1.604124e-02
## 2009-10-09 6.535560e-02
## 2009-10-16 6.508474e-02
## 2009-10-23 6.983719e-03
## 2009-10-30 -3.173259e-02
## 2009-11-06 2.794158e-02
## 2009-11-13 3.801480e-02
## 2009-11-20 -3.653498e-03
## 2009-11-27 1.719423e-02
## 2009-12-04 9.055456e-03
## 2009-12-11 9.401475e-03
## 2009-12-18 1.000833e-02
## 2009-12-24 3.698741e-02
## 2009-12-31 2.425283e-03
## 2010-01-08 -2.896866e-02
## 2010-01-15 -3.657692e-02
## 2010-01-22 -5.170690e-02
## 2010-01-29 -3.649025e-02
## 2010-02-05 2.547522e-03
## 2010-02-12 3.444449e-03
## 2010-02-19 1.433075e-02
## 2010-02-26 -2.581556e-02
## 2010-03-05 7.101370e-02
## 2010-03-12 2.717066e-02
## 2010-03-19 -3.371633e-02
## 2010-03-26 4.803555e-03
## 2010-04-01 1.085852e-02
## 2010-04-09 -4.535805e-03
## 2010-04-16 -2.838125e-02
## 2010-04-23 -9.379246e-03
## 2010-04-30 -3.539514e-02
## 2010-05-07 -6.193643e-02
## 2010-05-14 2.918033e-02
## 2010-05-21 -6.990721e-02
## 2010-05-28 2.876814e-02
## 2010-06-04 2.695466e-02
## 2010-06-11 -2.049241e-02
## 2010-06-18 2.360283e-02
## 2010-06-25 -5.469669e-02
## 2010-07-02 -7.643653e-02
## 2010-07-09 7.087394e-02
## 2010-07-16 -1.685602e-02
## 2010-07-23 6.625183e-02
## 2010-07-30 -1.063135e-02
## 2010-08-06 3.170055e-02
## 2010-08-13 -2.772779e-02
## 2010-08-20 -5.002572e-02
## 2010-08-27 -6.904432e-03
## 2010-09-03 2.499835e-02
## 2010-09-10 1.241757e-02
## 2010-09-17 2.942411e-02
## 2010-09-24 7.577271e-02
## 2010-10-01 -3.167083e-03
## 2010-10-08 2.041395e-02
## 2010-10-15 1.213760e-01
## 2010-10-22 1.842218e-02
## 2010-10-29 1.910069e-03
## 2010-11-05 1.854326e-02
## 2010-11-12 -3.485950e-02
## 2010-11-19 -2.065347e-02
## 2010-11-26 -1.404717e-03
## 2010-12-03 -2.881364e-02
## 2010-12-10 3.352533e-02
## 2010-12-17 -2.380898e-03
## 2010-12-23 2.273187e-02
## 2010-12-31 -1.698023e-02
## 2011-01-07 3.783014e-02
## 2011-01-14 1.255600e-02
## 2011-01-21 -1.978597e-02
## 2011-01-28 -1.771735e-02
## 2011-02-04 1.662263e-02
## 2011-02-11 2.212836e-02
## 2011-02-18 8.935151e-03
## 2011-02-25 -3.180552e-02
## 2011-03-04 -1.544161e-02
## 2011-03-11 -3.980887e-02
## 2011-03-18 -2.713662e-02
## 2011-03-25 3.329408e-02
## 2011-04-01 2.080241e-02
## 2011-04-08 -2.304826e-02
## 2011-04-15 -8.208801e-02
## 2011-04-21 -1.055216e-02
## 2011-04-29 3.618365e-02
## 2011-05-06 -1.617355e-02
## 2011-05-13 -1.074162e-02
## 2011-05-20 -1.042391e-02
## 2011-05-27 -5.972994e-03
## 2011-06-03 4.185028e-03
## 2011-06-10 -2.594248e-02
## 2011-06-17 -4.806575e-02
## 2011-06-24 -2.090639e-02
## 2011-07-01 9.718244e-02
## 2011-07-08 2.103535e-02
## 2011-07-15 1.233669e-01
## 2011-07-22 3.448678e-02
## 2011-07-29 -2.351876e-02
## 2011-08-05 -4.083223e-02
## 2011-08-12 -2.637124e-02
## 2011-08-19 -1.292193e-01
## 2011-08-26 7.320950e-02
## 2011-09-02 -3.834057e-03
## 2011-09-09 1.908146e-05
## 2011-09-16 4.159277e-02
## 2011-09-23 -3.872467e-02
## 2011-09-30 -1.992345e-02
## 2011-10-07 1.552983e-04
## 2011-10-14 1.486256e-01
## 2011-10-21 -2.011225e-03
## 2011-10-28 1.634237e-02
## 2011-11-04 -6.665162e-03
## 2011-11-11 2.048178e-02
## 2011-11-18 -2.214183e-02
## 2011-11-25 -5.359067e-02
## 2011-12-02 1.018828e-01
## 2011-12-09 1.138043e-02
## 2011-12-16 -2.326981e-03
## 2011-12-23 1.147039e-02
## 2011-12-30 2.015353e-02
## 2012-01-06 6.378708e-03
## 2012-01-13 -3.850655e-02
## 2012-01-20 -6.240101e-02
## 2012-01-27 -1.025609e-02
## 2012-02-03 2.819059e-02
## 2012-02-10 1.606498e-02
## 2012-02-17 -2.096098e-03
## 2012-02-24 8.699399e-03
## 2012-03-02 1.860963e-02
## 2012-03-09 -3.380285e-02
## 2012-03-16 4.129949e-02
## 2012-03-23 2.807819e-02
## 2012-03-30 -2.100829e-03
## 2012-04-05 -1.391056e-02
## 2012-04-13 -1.220900e-02
## 2012-04-20 -4.569327e-02
## 2012-04-27 3.174176e-02
## 2012-05-04 -2.928550e-02
## 2012-05-11 1.383651e-02
## 2012-05-18 -7.980403e-03
## 2012-05-25 -1.477348e-02
## 2012-06-01 -3.474037e-02
## 2012-06-08 1.658554e-02
## 2012-06-15 -2.746152e-02
## 2012-06-22 1.234704e-02
## 2012-06-29 1.503113e-02
## 2012-07-06 1.018845e-02
## 2012-07-13 -1.614399e-02
## 2012-07-20 5.949493e-02
## 2012-07-27 3.952065e-02
## 2012-08-03 1.003216e-02
## 2012-08-10 1.044672e-03
## 2012-08-17 5.473526e-02
## 2012-08-24 2.200393e-03
## 2012-08-31 9.519206e-03
## 2012-09-07 3.074046e-02
## 2012-09-14 4.998956e-03
## 2012-09-21 3.425485e-02
## 2012-09-28 2.794313e-02
## 2012-10-05 1.742881e-02
## 2012-10-12 -2.983130e-02
## 2012-10-19 -8.453844e-02
## 2012-10-26 -9.739092e-03
## 2012-11-02 1.891435e-02
## 2012-11-09 -3.618157e-02
## 2012-11-16 -2.390538e-02
## 2012-11-23 3.212396e-02
## 2012-11-30 4.551102e-02
## 2012-12-07 -2.027576e-02
## 2012-12-14 2.594235e-02
## 2012-12-21 1.947405e-02
## 2012-12-28 -2.182698e-02
## 2013-01-04 5.422782e-02
## 2013-01-11 2.737254e-03
## 2013-01-18 -4.794660e-02
## 2013-01-25 6.977902e-02
## 2013-02-01 2.909759e-02
## 2013-02-08 1.259668e-02
## 2013-02-15 9.575144e-03
## 2013-02-22 8.601459e-03
## 2013-03-01 8.102917e-03
## 2013-03-08 3.141940e-02
## 2013-03-15 -2.070911e-02
## 2013-03-22 -4.899859e-03
## 2013-03-28 -1.989367e-02
## 2013-04-05 -1.402684e-02
## 2013-04-12 8.939411e-03
## 2013-04-19 1.242958e-02
## 2013-04-26 1.937807e-03
## 2013-05-03 5.527689e-02
## 2013-05-10 4.080546e-02
## 2013-05-17 3.288915e-02
## 2013-05-24 -3.944216e-02
## 2013-05-31 -2.404613e-03
## 2013-06-07 9.767923e-03
## 2013-06-14 -5.331152e-03
## 2013-06-21 6.731108e-03
## 2013-06-28 -6.357086e-04
## 2013-07-05 1.490282e-02
## 2013-07-12 3.302782e-02
## 2013-07-19 -2.860241e-02
## 2013-07-26 -1.254741e-02
## 2013-08-02 2.396793e-02
## 2013-08-09 -1.782539e-02
## 2013-08-16 -3.762317e-02
## 2013-08-23 1.552088e-02
## 2013-08-30 -2.678663e-02
## 2013-09-06 3.858778e-02
## 2013-09-13 1.078928e-02
## 2013-09-20 1.579179e-02
## 2013-09-27 -2.958668e-02
## 2013-10-04 -4.609777e-03
## 2013-10-11 -4.126695e-04
## 2013-10-18 1.598871e-01
## 2013-10-25 3.747237e-03
## 2013-11-01 1.166273e-02
## 2013-11-08 -1.072012e-02
## 2013-11-15 1.725339e-02
## 2013-11-22 -1.615747e-03
## 2013-11-29 2.684394e-02
## 2013-12-06 9.701915e-03
## 2013-12-13 -8.487047e-03
## 2013-12-20 3.754750e-02
## 2013-12-27 1.615447e-02
## 2014-01-03 -1.198135e-02
## 2014-01-10 2.278726e-02
## 2014-01-17 1.800599e-02
## 2014-01-24 -2.320670e-02
## 2014-01-31 5.084409e-02
## 2014-02-07 -2.989081e-03
## 2014-02-14 2.153819e-02
## 2014-02-21 8.231125e-04
## 2014-02-28 9.852188e-03
## 2014-03-07 -7.073803e-04
## 2014-03-14 -3.456572e-02
## 2014-03-21 8.731241e-03
## 2014-03-28 -5.235658e-02
## 2014-04-04 -3.008985e-02
## 2014-04-11 -2.308799e-02
## 2014-04-17 1.036560e-02
## 2014-04-25 -3.715719e-02
## 2014-05-02 2.276335e-02
## 2014-05-09 -1.742661e-02
## 2014-05-16 3.662866e-03
## 2014-05-23 6.159838e-02
## 2014-05-30 1.300889e-02
## 2014-06-06 -6.358383e-03
## 2014-06-13 -8.214502e-03
## 2014-06-20 8.336929e-03
## 2014-06-27 3.752964e-02
## 2014-07-03 1.297553e-02
## 2014-07-11 -9.491567e-03
## 2014-07-18 2.745260e-02
## 2014-07-25 -1.018350e-02
## 2014-08-01 -3.896296e-02
## 2014-08-08 4.769740e-03
## 2014-08-15 8.280957e-03
## 2014-08-22 1.583314e-02
## 2014-08-29 -1.881344e-02
## 2014-09-05 2.533240e-02
## 2014-09-12 -1.784745e-02
## 2014-09-19 3.554434e-02
## 2014-09-26 -3.184138e-02
## 2014-10-03 -3.153720e-03
## 2014-10-10 -5.352179e-02
## 2014-10-17 -6.119482e-02
## 2014-10-24 5.596965e-02
## 2014-10-31 3.575531e-02
## 2014-11-07 -3.232097e-02
## 2014-11-14 6.266054e-03
## 2014-11-21 -1.267457e-02
## 2014-11-28 8.055840e-03
## 2014-12-05 -3.058152e-02
## 2014-12-12 -1.256520e-02
## 2014-12-19 -4.453775e-03
## 2014-12-26 3.424033e-02
## 2015-01-02 -1.726938e-02
## 2015-01-09 -5.457211e-02
## 2015-01-16 2.400387e-02
## 2015-01-23 6.272630e-02
## 2015-01-30 -1.005646e-02
## 2015-02-06 -6.585341e-03
## 2015-02-13 3.391715e-02
## 2015-02-20 -1.832390e-02
## 2015-02-27 3.608872e-02
## 2015-03-06 1.662788e-02
## 2015-03-13 -3.587376e-02
## 2015-03-20 2.382517e-02
## 2015-03-27 -2.145051e-02
## 2015-04-02 -2.336149e-02
## 2015-04-10 8.365589e-03
## 2015-04-17 -2.955506e-02
## 2015-04-24 7.825595e-02
## 2015-05-01 -4.282711e-02
## 2015-05-08 5.948076e-04
## 2015-05-15 -8.119348e-03
## 2015-05-22 1.172616e-02
## 2015-05-29 -1.481180e-02
## 2015-06-05 2.292819e-03
## 2015-06-12 -1.875012e-03
## 2015-06-19 8.190380e-03
## 2015-06-26 -9.316365e-03
## 2015-07-02 -1.559175e-02
## 2015-07-10 1.285820e-02
## 2015-07-17 2.693679e-01
## 2015-07-24 -7.336572e-02
## 2015-07-31 3.287554e-03
## 2015-08-07 1.548889e-02
## 2015-08-14 3.434599e-02
## 2015-08-21 -6.793282e-02
## 2015-08-28 2.922549e-02
## 2015-09-04 -4.708270e-02
## 2015-09-11 4.173466e-02
## 2015-09-18 5.561117e-03
## 2015-09-25 -2.746131e-02
## 2015-10-02 2.441297e-02
## 2015-10-09 2.663861e-02
## 2015-10-16 2.888399e-02
## 2015-10-23 6.010267e-02
## 2015-10-30 1.254985e-02
## 2015-11-06 3.228713e-02
## 2015-11-13 -2.284127e-02
## 2015-11-20 5.523009e-02
## 2015-11-27 -8.379548e-03
## 2015-12-04 2.205900e-02
## 2015-12-11 -3.643667e-02
## 2015-12-18 5.955080e-04
## 2015-12-24 1.229528e-02
## 2015-12-31 1.400318e-02
## 2016-01-08 -5.852050e-02
## 2016-01-15 -2.802071e-02
## 2016-01-22 4.435163e-02
## 2016-01-29 2.440539e-02
## 2016-02-05 -7.992463e-02
## 2016-02-12 -1.711577e-03
## 2016-02-19 2.712478e-02
## 2016-02-26 5.935190e-03
## 2016-03-04 8.254511e-03
## 2016-03-11 2.240852e-02
## 2016-03-18 1.483169e-02
## 2016-03-24 -3.118205e-03
## 2016-04-01 1.986942e-02
## 2016-04-08 -1.434832e-02
## 2016-04-15 2.685514e-02
## 2016-04-22 -5.300393e-02
## 2016-04-29 -3.583902e-02
## 2016-05-06 2.613236e-02
## 2016-05-13 -4.077765e-04
## 2016-05-20 -1.533457e-03
## 2016-05-27 3.229349e-02
## 2016-06-03 -1.408559e-02
## 2016-06-10 -4.056336e-03
## 2016-06-17 -3.848988e-02
## 2016-06-24 -2.385358e-02
## 2016-07-01 3.552924e-02
## 2016-07-08 9.181766e-03
## 2016-07-15 2.015216e-02
## 2016-07-22 3.179831e-02
## 2016-07-29 3.507282e-02
## 2016-08-05 1.746900e-02
## 2016-08-12 1.278413e-03
## 2016-08-19 -9.958873e-03
## 2016-08-26 -7.582994e-03
## 2016-09-02 2.495054e-03
## 2016-09-09 -1.529574e-02
## 2016-09-16 1.213705e-02
## 2016-09-23 2.343671e-02
## 2016-09-30 -1.221254e-02
## 2016-10-07 -2.843162e-03
## 2016-10-14 4.451169e-03
## 2016-10-21 2.676835e-02
## 2016-10-28 -5.003941e-03
## 2016-11-04 -4.193014e-02
## 2016-11-11 -1.049841e-02
## 2016-11-18 8.646930e-03
## 2016-11-25 1.498955e-03
## 2016-12-02 -1.467807e-02
## 2016-12-09 5.168551e-02
## 2016-12-16 1.913125e-03
## 2016-12-23 -1.125462e-03
## 2016-12-30 -2.290130e-02
## 2017-01-06 4.447930e-02
## 2017-01-13 2.145979e-03
## 2017-01-20 -3.540111e-03
## 2017-01-27 2.271990e-02
## 2017-02-03 -2.650279e-02
## 2017-02-10 1.519669e-02
## 2017-02-17 1.769762e-02
## 2017-02-24 6.883573e-04
## 2017-03-03 5.309929e-04
## 2017-03-10 1.709121e-02
## 2017-03-17 1.051882e-02
## 2017-03-24 -4.423086e-02
## 2017-03-31 1.857742e-02
## 2017-04-07 -5.894709e-03
## 2017-04-13 -1.345975e-03
## 2017-04-21 2.383555e-02
## 2017-04-28 7.444351e-02
## 2017-05-05 2.336746e-02
## 2017-05-12 5.490024e-03
## 2017-05-19 1.920189e-03
## 2017-05-26 4.010659e-02
## 2017-06-02 4.251295e-03
## 2017-06-09 -2.641447e-02
## 2017-06-16 -1.058083e-02
## 2017-06-23 2.746387e-02
## 2017-06-30 -5.888632e-02
## 2017-07-07 1.085036e-02
## 2017-07-14 4.071453e-02
## 2017-07-21 1.770938e-02
## 2017-07-28 -3.226365e-02
## 2017-08-04 -1.441272e-02
## 2017-08-11 -1.462348e-02
## 2017-08-18 -4.068321e-03
## 2017-08-25 5.732079e-03
## 2017-09-01 2.341986e-02
## 2017-09-08 -1.156467e-02
## 2017-09-15 -6.702668e-03
## 2017-09-22 8.953755e-03
## 2017-09-29 3.293373e-02
## 2017-10-06 2.062332e-02
## 2017-10-13 1.102267e-02
## 2017-10-20 -1.495414e-03
## 2017-10-27 3.144101e-02
## 2017-11-03 1.296022e-02
## 2017-11-10 -4.271302e-03
## 2017-11-17 -8.734735e-03
## 2017-11-24 2.111684e-02
## 2017-12-01 -2.925208e-02
## 2017-12-08 2.660945e-02
## 2017-12-15 2.617028e-02
## 2017-12-22 -3.824454e-03
## 2017-12-29 -1.294190e-02
## 2018-01-05 5.335431e-02
## 2018-01-12 1.817228e-02
## 2018-01-19 1.358865e-02
## 2018-01-26 3.369637e-02
## 2018-02-02 -5.437810e-02
## 2018-02-09 -6.666066e-02
## 2018-02-16 5.494423e-02
## 2018-02-23 2.921994e-02
## 2018-03-02 -4.248351e-02
## 2018-03-09 7.518629e-02
## 2018-03-16 -2.095622e-02
## 2018-03-23 -1.005168e-01
## 2018-03-29 1.000424e-02
## 2018-04-06 -2.398750e-02
## 2018-04-13 2.207464e-02
## 2018-04-20 4.244750e-02
## 2018-04-27 -3.999209e-02
## 2018-05-04 1.763013e-02
## 2018-05-11 4.774811e-02
## 2018-05-18 -2.904597e-02
## 2018-05-25 8.721303e-03
## 2018-06-01 4.075634e-02
## 2018-06-08 1.223756e-03
## 2018-06-15 2.800505e-02
## 2018-06-22 2.794482e-03
## 2018-06-29 -3.447049e-02
## 2018-07-06 2.197824e-02
## 2018-07-13 4.266899e-02
## 2018-07-20 -3.288902e-03
## 2018-07-27 4.522703e-02
## 2018-08-03 -1.194190e-02
## 2018-08-10 1.135892e-02
## 2018-08-17 -2.961355e-02
## 2018-08-24 1.639527e-02
## 2018-08-31 -2.015388e-03
## 2018-09-07 -4.380268e-02
## 2018-09-14 6.610470e-03
## 2018-09-21 -5.492450e-03
## 2018-09-28 2.348018e-02
## 2018-10-05 -3.026469e-02
## 2018-10-12 -4.084332e-02
## 2018-10-19 -1.226938e-02
## 2018-10-26 -2.279152e-02
## 2018-11-02 -1.276744e-02
## 2018-11-09 7.903256e-03
## 2018-11-16 -4.370899e-03
## 2018-11-23 -3.543131e-02
## 2018-11-30 6.890461e-02
## 2018-12-07 -5.285865e-02
## 2018-12-14 5.325224e-03
## 2018-12-21 -6.003263e-02
## 2018-12-28 5.874184e-02
GOOG.week<-weeklyReturn(GOOG.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
weeklyReturn(MSFT.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
## weekly.returns
## 2007-01-05 -0.0073678650
## 2007-01-12 0.0529690684
## 2007-01-19 -0.0032040269
## 2007-01-26 -0.0163933215
## 2007-02-02 -0.0133992519
## 2007-02-09 -0.0400792898
## 2007-02-16 -0.0048429717
## 2007-02-23 0.0055673467
## 2007-03-02 -0.0394465410
## 2007-03-09 -0.0169306802
## 2007-03-16 0.0014657040
## 2007-03-23 0.0252467297
## 2007-03-30 -0.0053531006
## 2007-04-05 0.0243991376
## 2007-04-13 0.0021013413
## 2007-04-20 0.0143310141
## 2007-04-27 0.0379047730
## 2007-05-04 0.0146079342
## 2007-05-11 0.0107986118
## 2007-05-18 0.0012908160
## 2007-05-25 -0.0113526774
## 2007-06-01 0.0036088319
## 2007-06-08 -0.0176526580
## 2007-06-15 0.0146421521
## 2007-06-22 -0.0327976064
## 2007-06-29 -0.0006782275
## 2007-07-06 0.0169663451
## 2007-07-13 -0.0050048419
## 2007-07-20 0.0449362462
## 2007-07-27 -0.0568037770
## 2007-08-03 -0.0146306114
## 2007-08-10 -0.0086328608
## 2007-08-17 -0.0125731830
## 2007-08-24 0.0198232027
## 2007-08-31 -0.0027770554
## 2007-09-07 -0.0100939273
## 2007-09-14 0.0210970150
## 2007-09-21 -0.0134296963
## 2007-09-28 0.0282724288
## 2007-10-05 0.0128984849
## 2007-10-12 0.0110590282
## 2007-10-19 0.0000000000
## 2007-10-26 0.1610873344
## 2007-11-02 0.0579501804
## 2007-11-09 -0.0898541099
## 2007-11-16 0.0140144891
## 2007-11-23 0.0005865780
## 2007-11-30 -0.0149514682
## 2007-12-07 0.0276785642
## 2007-12-14 0.0225890215
## 2007-12-21 0.0212402287
## 2007-12-28 0.0016639615
## 2008-01-04 -0.0481728353
## 2008-01-11 -0.0136705986
## 2008-01-18 -0.0265408421
## 2008-01-25 -0.0021206691
## 2008-02-01 -0.0755921270
## 2008-02-08 -0.0620687972
## 2008-02-15 -0.0049017784
## 2008-02-22 -0.0222537907
## 2008-02-29 -0.0173407965
## 2008-03-07 0.0246321432
## 2008-03-14 0.0032293240
## 2008-03-20 0.0436338315
## 2008-03-28 -0.0435231126
## 2008-04-04 0.0447869341
## 2008-04-11 -0.0301783984
## 2008-04-18 0.0608200599
## 2008-04-25 -0.0056662738
## 2008-05-02 -0.0197788216
## 2008-05-09 0.0051299116
## 2008-05-16 0.0241717238
## 2008-05-23 -0.0646881633
## 2008-05-30 0.0096254127
## 2008-06-06 -0.0293073680
## 2008-06-13 0.0574750838
## 2008-06-20 -0.0288958523
## 2008-06-27 -0.0212536995
## 2008-07-03 -0.0597178432
## 2008-07-11 -0.0280988417
## 2008-07-18 0.0241590175
## 2008-07-25 0.0116005662
## 2008-08-01 -0.0275228528
## 2008-08-08 0.1057388923
## 2008-08-15 -0.0113759626
## 2008-08-22 0.0050717253
## 2008-08-29 -0.0197557132
## 2008-09-05 -0.0600955405
## 2008-09-12 0.0768033927
## 2008-09-19 -0.0890658243
## 2008-09-26 0.0890297674
## 2008-10-03 -0.0394158004
## 2008-10-10 -0.1831307440
## 2008-10-17 0.1130233959
## 2008-10-24 -0.0823236607
## 2008-10-31 0.0168486363
## 2008-11-07 -0.0371694498
## 2008-11-14 -0.0669768741
## 2008-11-21 -0.0122969805
## 2008-11-28 0.0274392528
## 2008-12-05 -0.0173093034
## 2008-12-12 -0.0256670780
## 2008-12-19 -0.0123967719
## 2008-12-26 0.0005229345
## 2009-01-02 0.0627287652
## 2009-01-09 -0.0398429852
## 2009-01-16 0.0097338729
## 2009-01-23 -0.1273465504
## 2009-01-30 -0.0058137608
## 2009-02-06 0.1497072471
## 2009-02-13 -0.0289926872
## 2009-02-20 -0.0506328858
## 2009-02-27 -0.1027778695
## 2009-03-06 -0.0538700992
## 2009-03-13 0.0896598321
## 2009-03-20 0.0246244654
## 2009-03-27 0.0627201091
## 2009-04-03 0.0341970122
## 2009-04-09 0.0490667121
## 2009-04-17 -0.0238938250
## 2009-04-24 0.0890621263
## 2009-05-01 -0.0320419967
## 2009-05-08 -0.0405135752
## 2009-05-15 0.0411942902
## 2009-05-22 -0.0170408135
## 2009-05-29 0.0577211178
## 2009-06-05 0.0598374655
## 2009-06-12 0.0537485984
## 2009-06-19 0.0317184009
## 2009-06-26 -0.0299123243
## 2009-07-02 0.0008571151
## 2009-07-10 -0.0419344703
## 2009-07-17 0.0848593622
## 2009-07-24 -0.0345819686
## 2009-07-31 0.0029847531
## 2009-08-07 0.0017006519
## 2009-08-14 0.0055176810
## 2009-08-21 0.0361865407
## 2009-08-28 0.0110610931
## 2009-09-04 -0.0024310956
## 2009-09-11 0.0097482349
## 2009-09-18 0.0160899870
## 2009-09-25 0.0114804617
## 2009-10-02 -0.0230918803
## 2009-10-09 0.0236377197
## 2009-10-16 0.0371820179
## 2009-10-23 0.0573584087
## 2009-10-30 -0.0103498963
## 2009-11-06 0.0284894139
## 2009-11-13 0.0389196033
## 2009-11-20 0.0040817090
## 2009-11-27 -0.0135045437
## 2009-12-04 0.0260100137
## 2009-12-11 -0.0043366711
## 2009-12-18 0.0170854366
## 2009-12-24 0.0210803657
## 2009-12-31 -0.0167743077
## 2010-01-08 0.0059055400
## 2010-01-15 0.0065231107
## 2010-01-22 -0.0615680389
## 2010-01-29 -0.0269338355
## 2010-02-05 -0.0056775836
## 2010-02-12 -0.0032120952
## 2010-02-19 0.0348918025
## 2010-02-26 -0.0034756259
## 2010-03-05 -0.0027902071
## 2010-03-12 0.0237841490
## 2010-03-19 0.0109328596
## 2010-03-26 0.0023656133
## 2010-04-01 -0.0168579744
## 2010-04-09 0.0404667986
## 2010-04-16 0.0108768200
## 2010-04-23 0.0094555982
## 2010-04-30 -0.0135661219
## 2010-05-07 -0.0762934299
## 2010-05-14 0.0255229436
## 2010-05-21 -0.0680573633
## 2010-05-28 -0.0387479513
## 2010-06-04 -0.0003875652
## 2010-06-11 -0.0050409297
## 2010-06-18 0.0303977968
## 2010-06-25 -0.0722391102
## 2010-07-02 -0.0513656444
## 2010-07-09 0.0429735944
## 2010-07-16 0.0255461177
## 2010-07-23 0.0369626695
## 2010-07-30 0.0000000000
## 2010-08-06 -0.0100736122
## 2010-08-13 -0.0450096659
## 2010-08-20 -0.0016699989
## 2010-08-27 -0.0123813850
## 2010-09-03 0.0150438749
## 2010-09-10 -0.0181144581
## 2010-09-17 0.0574424566
## 2010-09-24 -0.0174467225
## 2010-10-01 -0.0161420549
## 2010-10-08 0.0077933760
## 2010-10-15 0.0394793969
## 2010-10-22 -0.0062651866
## 2010-10-29 0.0508275261
## 2010-11-05 0.0067491326
## 2010-11-12 -0.0216013784
## 2010-11-19 -0.0160696223
## 2010-11-26 -0.0171276001
## 2010-12-03 0.0700992312
## 2010-12-10 0.0118430443
## 2010-12-17 0.0204828058
## 2010-12-23 0.0143367324
## 2010-12-31 -0.0137805670
## 2011-01-07 0.0247222387
## 2011-01-14 -0.0104897832
## 2011-01-21 -0.0098934927
## 2011-01-28 -0.0096362578
## 2011-02-04 0.0007207158
## 2011-02-11 -0.0187252047
## 2011-02-18 -0.0011031699
## 2011-02-25 -0.0188469069
## 2011-03-04 -0.0225989326
## 2011-03-11 -0.0104046632
## 2011-03-18 -0.0342675884
## 2011-03-25 0.0330641325
## 2011-04-01 -0.0054643566
## 2011-04-08 0.0231555797
## 2011-04-15 -0.0268510602
## 2011-04-21 0.0059127535
## 2011-04-29 0.0156739427
## 2011-05-06 -0.0019291907
## 2011-05-13 -0.0324700124
## 2011-05-20 -0.0151606170
## 2011-05-27 0.0110249280
## 2011-06-03 -0.0343296068
## 2011-06-10 -0.0083649782
## 2011-06-17 0.0231971357
## 2011-06-24 0.0016488394
## 2011-07-01 0.0707817310
## 2011-07-08 0.0345888333
## 2011-07-15 -0.0052006366
## 2011-07-22 0.0280059662
## 2011-07-29 -0.0047220999
## 2011-08-05 -0.0627737201
## 2011-08-12 -0.0225855559
## 2011-08-19 -0.0357852862
## 2011-08-26 0.0498964402
## 2011-09-02 0.0217818677
## 2011-09-09 -0.0023253113
## 2011-09-16 0.0536130110
## 2011-09-23 -0.0759586429
## 2011-09-30 -0.0067837733
## 2011-10-07 0.0546401776
## 2011-10-14 0.0388572802
## 2011-10-21 -0.0040338660
## 2011-10-28 -0.0066271574
## 2011-11-04 -0.0270573126
## 2011-11-11 0.0251428377
## 2011-11-18 -0.0527494664
## 2011-11-25 -0.0395255335
## 2011-12-02 0.0378601102
## 2011-12-09 0.0190324550
## 2011-12-16 0.0116730288
## 2011-12-23 0.0011541572
## 2011-12-30 -0.0026895139
## 2012-01-06 0.0828197691
## 2012-01-13 0.0049803250
## 2012-01-20 0.0516814615
## 2012-01-27 -0.0161560085
## 2012-02-03 0.0345536137
## 2012-02-10 0.0085977393
## 2012-02-17 0.0313354707
## 2012-02-24 0.0073596803
## 2012-03-02 0.0190600856
## 2012-03-09 -0.0028056486
## 2012-03-16 0.0190684932
## 2012-03-23 -0.0180980919
## 2012-03-30 0.0078099615
## 2012-04-05 -0.0229386164
## 2012-04-13 -0.0225251792
## 2012-04-20 0.0522556527
## 2012-04-27 -0.0135718872
## 2012-05-04 -0.0312694873
## 2012-05-11 0.0058101132
## 2012-05-18 -0.0544911304
## 2012-05-25 -0.0071746564
## 2012-06-01 -0.0209907246
## 2012-06-08 0.0421791740
## 2012-06-15 0.0124786419
## 2012-06-22 0.0226519697
## 2012-06-29 -0.0035832378
## 2012-07-06 -0.0130762465
## 2012-07-13 -0.0264989221
## 2012-07-20 0.0248383742
## 2012-07-27 -0.0119522605
## 2012-08-03 -0.0003357560
## 2012-08-10 0.0225211190
## 2012-08-17 0.0225082200
## 2012-08-24 -0.0110032352
## 2012-08-31 0.0085079273
## 2012-09-07 0.0042181147
## 2012-09-14 0.0084005659
## 2012-09-21 -0.0006408490
## 2012-09-28 -0.0458482362
## 2012-10-05 0.0030243694
## 2012-10-12 -0.0217756154
## 2012-10-19 -0.0191781387
## 2012-10-26 -0.0150139441
## 2012-11-02 0.0457283125
## 2012-11-09 -0.0227116534
## 2012-11-16 -0.0725660234
## 2012-11-23 0.0444944816
## 2012-11-30 -0.0389887261
## 2012-12-07 -0.0060107135
## 2012-12-14 0.0132274050
## 2012-12-21 0.0238716883
## 2012-12-28 -0.0327868330
## 2013-01-04 0.0071562682
## 2013-01-11 0.0033657781
## 2013-01-18 0.0156540435
## 2013-01-25 0.0231192855
## 2013-02-01 0.0017935114
## 2013-02-08 -0.0136053643
## 2013-02-15 0.0166968022
## 2013-02-22 -0.0007199068
## 2013-03-01 0.0068443333
## 2013-03-08 0.0017890687
## 2013-03-15 0.0014283765
## 2013-03-22 0.0074892609
## 2013-03-28 0.0127433477
## 2013-04-05 0.0031458810
## 2013-04-12 0.0031359348
## 2013-04-19 0.0340393169
## 2013-04-26 0.0678536590
## 2013-05-03 0.0534761700
## 2013-05-10 -0.0238878554
## 2013-05-17 0.0741666548
## 2013-05-24 -0.0172063965
## 2013-05-31 0.0183830386
## 2013-06-07 0.0220631481
## 2013-06-14 -0.0356039297
## 2013-06-21 -0.0328491804
## 2013-06-28 0.0381727464
## 2013-07-05 -0.0095540485
## 2013-07-12 0.0426773964
## 2013-07-19 -0.1197083593
## 2013-07-26 0.0070064608
## 2013-08-02 0.0085386944
## 2013-08-09 0.0253999640
## 2013-08-16 -0.0206704364
## 2013-08-23 0.0927673047
## 2013-08-30 -0.0388488843
## 2013-09-06 -0.0673652718
## 2013-09-13 0.0603532664
## 2013-09-20 -0.0072661482
## 2013-09-27 0.0146383499
## 2013-10-04 0.0183348783
## 2013-10-11 0.0073791691
## 2013-10-18 0.0243187334
## 2013-10-25 0.0220251931
## 2013-11-01 -0.0055975101
## 2013-11-08 0.0633269566
## 2013-11-15 0.0015878379
## 2013-11-22 0.0003943549
## 2013-11-29 0.0149059668
## 2013-12-06 0.0060316838
## 2013-12-13 -0.0435348757
## 2013-12-20 0.0029981592
## 2013-12-27 0.0133154222
## 2014-01-03 -0.0101904123
## 2014-01-10 -0.0235708785
## 2014-01-17 0.0094338884
## 2014-01-24 0.0118197571
## 2014-01-31 0.0279811621
## 2014-02-07 -0.0338262924
## 2014-02-14 0.0289934271
## 2014-02-21 0.0171398558
## 2014-02-28 0.0086887674
## 2014-03-07 -0.0107021174
## 2014-03-14 -0.0052771831
## 2014-03-21 0.0652516361
## 2014-03-28 0.0034862187
## 2014-04-04 -0.0106699303
## 2014-04-11 -0.0165537446
## 2014-04-17 0.0204029813
## 2014-04-25 -0.0024993428
## 2014-05-02 -0.0055126468
## 2014-05-09 -0.0037791139
## 2014-05-16 0.0144406046
## 2014-05-23 0.0072811293
## 2014-05-30 0.0204386717
## 2014-06-06 0.0131899041
## 2014-06-13 -0.0060268850
## 2014-06-20 0.0109143880
## 2014-06-27 0.0136756482
## 2014-07-03 -0.0106507867
## 2014-07-11 0.0069375730
## 2014-07-18 0.0617723956
## 2014-07-25 -0.0042512936
## 2014-08-01 -0.0368539317
## 2014-08-08 0.0079328478
## 2014-08-15 0.0368052914
## 2014-08-22 0.0143335514
## 2014-08-29 0.0062016148
## 2014-09-05 0.0105658285
## 2014-09-12 0.0172073716
## 2014-09-19 0.0175589895
## 2014-09-26 -0.0233586356
## 2014-10-03 -0.0068948913
## 2014-10-10 -0.0446953949
## 2014-10-17 -0.0090845865
## 2014-10-24 0.0573002732
## 2014-10-31 0.0177754920
## 2014-11-07 0.0368478787
## 2014-11-14 0.0184880715
## 2014-11-21 -0.0261673637
## 2014-11-28 -0.0035431434
## 2014-12-05 0.0127587722
## 2014-12-12 -0.0303594417
## 2014-12-19 0.0151225274
## 2014-12-26 0.0046158244
## 2015-01-02 -0.0233915723
## 2015-01-09 0.0091958415
## 2015-01-16 -0.0201312977
## 2015-01-23 0.0203286441
## 2015-01-30 -0.1437048782
## 2015-02-06 0.0497524203
## 2015-02-13 0.0344257480
## 2015-02-20 0.0068871693
## 2015-02-27 -0.0002281692
## 2015-03-06 -0.0339795127
## 2015-03-13 -0.0231349526
## 2015-03-20 0.0362495092
## 2015-03-27 -0.0445428890
## 2015-04-02 -0.0165976192
## 2015-04-10 0.0354925768
## 2015-04-17 -0.0023970253
## 2015-04-24 0.1501684119
## 2015-05-01 0.0165029501
## 2015-05-08 -0.0187011216
## 2015-05-15 0.0115184628
## 2015-05-22 -0.0226750450
## 2015-05-29 -0.0008528534
## 2015-06-05 -0.0153649518
## 2015-06-12 -0.0036844894
## 2015-06-19 0.0028281026
## 2015-06-26 -0.0182213335
## 2015-07-02 -0.0190013789
## 2015-07-10 0.0047297560
## 2015-07-17 0.0450570250
## 2015-07-24 -0.0145858907
## 2015-07-31 0.0165433279
## 2015-08-07 0.0008565990
## 2015-08-14 0.0055625813
## 2015-08-21 -0.0775741518
## 2015-08-28 0.0199674552
## 2015-09-04 -0.0300477100
## 2015-09-11 0.0204177478
## 2015-09-18 0.0000000000
## 2015-09-25 0.0105796193
## 2015-10-02 0.0370959689
## 2015-10-09 0.0337941779
## 2015-10-16 0.0084908733
## 2015-10-23 0.1128182312
## 2015-10-30 -0.0043502596
## 2015-11-06 0.0433129228
## 2015-11-13 -0.0378731380
## 2015-11-20 0.0324614162
## 2015-11-27 -0.0047980864
## 2015-12-04 0.0367142723
## 2015-12-11 -0.0330887153
## 2015-12-18 0.0012948011
## 2015-12-24 0.0284499986
## 2015-12-31 -0.0034128842
## 2016-01-08 -0.0567773148
## 2016-01-15 -0.0256066150
## 2016-01-22 0.0254952501
## 2016-01-29 0.0535474024
## 2016-02-05 -0.0894899170
## 2016-02-12 0.0067782098
## 2016-02-19 0.0335062622
## 2016-02-26 -0.0100348458
## 2016-03-04 0.0142300379
## 2016-03-11 0.0199885871
## 2016-03-18 0.0079139733
## 2016-03-24 0.0134605658
## 2016-04-01 0.0250876052
## 2016-04-08 -0.0206946713
## 2016-04-15 0.0226021437
## 2016-04-22 -0.0695419444
## 2016-04-29 -0.0368868964
## 2016-05-06 0.0104271409
## 2016-05-13 0.0136933136
## 2016-05-20 -0.0020742621
## 2016-05-27 0.0335836943
## 2016-06-03 -0.0101299434
## 2016-06-10 -0.0059857912
## 2016-06-17 -0.0262236241
## 2016-06-24 -0.0059844822
## 2016-07-01 0.0266906775
## 2016-07-08 0.0222829847
## 2016-07-15 0.0267687255
## 2016-07-22 0.0534450120
## 2016-07-29 0.0019444918
## 2016-08-05 0.0225829079
## 2016-08-12 -0.0003449889
## 2016-08-19 0.0006751684
## 2016-08-26 0.0071156180
## 2016-09-02 -0.0062037752
## 2016-09-09 -0.0253162810
## 2016-09-16 0.0185021097
## 2016-09-23 0.0031439007
## 2016-09-30 0.0029602888
## 2016-10-07 0.0034720923
## 2016-10-14 -0.0065744276
## 2016-10-21 0.0390108896
## 2016-10-28 0.0035198916
## 2016-11-04 -0.0193752510
## 2016-11-11 0.0052802774
## 2016-11-18 0.0294424770
## 2016-11-25 0.0029824714
## 2016-12-02 -0.0211465049
## 2016-12-09 0.0459072253
## 2016-12-16 0.0053250517
## 2016-12-23 0.0150884089
## 2016-12-30 -0.0173941438
## 2017-01-06 0.0112649279
## 2017-01-13 -0.0022277722
## 2017-01-20 0.0006379251
## 2017-01-27 0.0484539982
## 2017-02-03 -0.0319245998
## 2017-02-10 0.0050250920
## 2017-02-17 0.0158086285
## 2017-02-24 0.0000000000
## 2017-03-03 -0.0057257994
## 2017-03-10 0.0105836415
## 2017-03-17 -0.0009239959
## 2017-03-24 0.0016957272
## 2017-03-31 0.0135424376
## 2017-04-07 -0.0027327190
## 2017-04-13 -0.0111147531
## 2017-04-21 0.0223249193
## 2017-04-28 0.0310241018
## 2017-05-05 0.0078877889
## 2017-05-12 -0.0089855789
## 2017-05-19 -0.0044163402
## 2017-05-26 0.0335350177
## 2017-06-02 0.0257292244
## 2017-06-09 -0.0200671471
## 2017-06-16 -0.0045504765
## 2017-06-23 0.0172855920
## 2017-06-30 -0.0320179281
## 2017-07-07 0.0076889177
## 2017-07-14 0.0477973556
## 2017-07-21 0.0138774515
## 2017-07-28 -0.0101639794
## 2017-08-04 -0.0049288595
## 2017-08-11 -0.0024765373
## 2017-08-18 0.0051892504
## 2017-08-25 0.0045521965
## 2017-09-01 0.0153806250
## 2017-09-08 0.0005408613
## 2017-09-15 0.0179778321
## 2017-09-22 -0.0119505658
## 2017-09-29 0.0010752076
## 2017-10-06 0.0202711315
## 2017-10-13 0.0196052224
## 2017-10-20 0.0170344042
## 2017-10-27 0.0634438294
## 2017-11-03 0.0039373552
## 2017-11-10 -0.0032088248
## 2017-11-17 -0.0125930549
## 2017-11-24 0.0104368470
## 2017-12-01 0.0120105064
## 2017-12-08 -0.0011866778
## 2017-12-15 0.0319628238
## 2017-12-22 -0.0154288518
## 2017-12-29 0.0003507633
## 2018-01-05 0.0309797289
## 2018-01-12 0.0159882952
## 2018-01-19 0.0044641570
## 2018-01-26 0.0451111617
## 2018-02-02 -0.0242399647
## 2018-02-09 -0.0392240441
## 2018-02-16 0.0482213439
## 2018-02-23 0.0223913476
## 2018-03-02 -0.0107378046
## 2018-03-09 0.0375066977
## 2018-03-16 -0.0200953073
## 2018-03-23 -0.0784356065
## 2018-03-29 0.0469145245
## 2018-04-06 -0.0113947507
## 2018-04-13 0.0315859019
## 2018-04-20 0.0206273305
## 2018-04-27 0.0086316672
## 2018-05-04 -0.0068879502
## 2018-05-11 0.0266919143
## 2018-05-18 -0.0094405210
## 2018-05-25 0.0207555015
## 2018-06-01 0.0247051836
## 2018-06-08 0.0083340667
## 2018-06-15 -0.0147593014
## 2018-06-22 0.0027963367
## 2018-06-29 -0.0179264990
## 2018-07-06 0.0258594173
## 2018-07-13 0.0422103612
## 2018-07-20 0.0079673594
## 2018-07-27 0.0132680485
## 2018-08-03 0.0033432503
## 2018-08-10 0.0088856836
## 2018-08-17 -0.0092293721
## 2018-08-24 0.0076222560
## 2018-08-31 0.0362546057
## 2018-09-07 -0.0366777008
## 2018-09-14 0.0476850242
## 2018-09-21 0.0078504445
## 2018-09-28 0.0009627248
## 2018-10-05 -0.0195855384
## 2018-10-12 -0.0228307009
## 2018-10-19 -0.0083051613
## 2018-10-26 -0.0156451758
## 2018-11-02 -0.0074793904
## 2018-11-09 0.0321212969
## 2018-11-16 -0.0074123990
## 2018-11-23 -0.0482038814
## 2018-11-30 0.0758707464
## 2018-12-07 -0.0547389488
## 2018-12-14 0.0115436236
## 2018-12-21 -0.0735640184
## 2018-12-28 0.0219891615
MSFT.week<-weeklyReturn(MSFT.ad, subset=NULL, type='arithmetic',
leading=TRUE, from = "2007-01-01", to = "2018-12-31")
firm3.week<-merge(AMZN.week, GOOG.week, MSFT.week)
colnames(firm3.week)<-c("AMZN", "GOOG", "MSFG")