rm(list=ls())
#setInternet2(TRUE)
con = gzcon(url('https://github.com/systematicinvestor/SIT/raw/master/sit.gz', 'rb'))
source(con)
close(con)
load.packages('quantmod,quadprog,lpSolve')
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
##
## Attaching package: 'TTR'
## The following object is masked _by_ '.GlobalEnv':
##
## DVI
## Version 0.4-0 included new data defaults. See ?getSymbols.
tickers = spl('MSFT,GOOG,AMZN')
data <- new.env()
getSymbols(tickers, src = 'yahoo', from = '2010-01-01', env = data, auto.assign = T)
## '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] "MSFT" "GOOG" "AMZN"
for(i in ls(data)) data[[i]] = adjustOHLC(data[[i]], use.Adjusted=T)
firm.monthly <- new.env()
for(i in tickers) firm.monthly[[i]] = to.monthly(data[[i]], indexAt='endof')
firm.monthly
## <environment: 0x7fefbf8b94b0>
bt.prep(data, align='remove.na', dates='2010::2018')
bt.prep(firm.monthly, align='remove.na', dates='2010::2018')
prices = data$prices
n = ncol(prices)
n
## [1] 3
#week end
month.ends = endpoints(prices, 'months')
month.ends = month.ends[month.ends > 0]
#Equal Weight 1/N Benchmark
data$weight[] = NA
data$weight[month.ends,] = ntop(prices[month.ends,], n)
capital = 100000
data$weight[] = (capital / prices) * data$weight
equal.weight = bt.run(data, type='share')
## Latest weights :
## AMZN GOOG MSFT
## 2018-12-31 08:00:00 32.06 34.74 33.19
##
## Performance summary :
## CAGR Best Worst
## 23.3 9.4 -5.5
names(equal.weight)
## [1] "weight" "type" "share" "capital" "ret"
## [6] "best" "worst" "equity" "cagr" "dates.index"
equal.weight$equity
## AMZN
## 2010-01-04 08:00:00 1.0000000
## 2010-01-05 08:00:00 1.0000000
## 2010-01-06 08:00:00 1.0000000
## 2010-01-07 08:00:00 1.0000000
## 2010-01-08 08:00:00 1.0000000
## 2010-01-11 08:00:00 1.0000000
## 2010-01-12 08:00:00 1.0000000
## 2010-01-13 08:00:00 1.0000000
## 2010-01-14 08:00:00 1.0000000
## 2010-01-15 08:00:00 1.0000000
## 2010-01-19 08:00:00 1.0000000
## 2010-01-20 08:00:00 1.0000000
## 2010-01-21 08:00:00 1.0000000
## 2010-01-22 08:00:00 1.0000000
## 2010-01-25 08:00:00 1.0000000
## 2010-01-26 08:00:00 1.0000000
## 2010-01-27 08:00:00 1.0000000
## 2010-01-28 08:00:00 1.0000000
## 2010-01-29 08:00:00 1.0000000
## 2010-02-01 08:00:00 0.9872749
## 2010-02-02 08:00:00 0.9846779
## 2010-02-03 08:00:00 0.9953948
## 2010-02-04 08:00:00 0.9688198
## 2010-02-05 08:00:00 0.9776399
## 2010-02-08 08:00:00 0.9739740
## 2010-02-09 08:00:00 0.9824620
## 2010-02-10 08:00:00 0.9791929
## 2010-02-11 08:00:00 0.9892134
## 2010-02-12 08:00:00 0.9837599
## 2010-02-16 08:00:00 0.9897799
## 2010-02-17 08:00:00 0.9874458
## 2010-02-18 08:00:00 0.9998175
## 2010-02-19 08:00:00 0.9944049
## 2010-02-22 08:00:00 0.9965151
## 2010-02-23 08:00:00 0.9848527
## 2010-02-24 08:00:00 0.9927452
## 2010-02-25 08:00:00 0.9851784
## 2010-02-26 08:00:00 0.9867747
## 2010-03-01 08:00:00 1.0115252
## 2010-03-02 08:00:00 1.0130768
## 2010-03-03 08:00:00 1.0167367
## 2010-03-04 08:00:00 1.0318093
## 2010-03-05 08:00:00 1.0384127
## 2010-03-08 08:00:00 1.0411251
## 2010-03-09 08:00:00 1.0380619
## 2010-03-10 08:00:00 1.0548596
## 2010-03-11 08:00:00 1.0687260
## 2010-03-12 08:00:00 1.0638701
## 2010-03-15 08:00:00 1.0519678
## 2010-03-16 08:00:00 1.0559805
## 2010-03-17 08:00:00 1.0579379
## 2010-03-18 08:00:00 1.0621779
## 2010-03-19 08:00:00 1.0512572
## 2010-03-22 08:00:00 1.0501444
## 2010-03-23 08:00:00 1.0446880
## 2010-03-24 08:00:00 1.0438611
## 2010-03-25 08:00:00 1.0700421
## 2010-03-26 08:00:00 1.0668246
## 2010-03-29 08:00:00 1.0660384
## 2010-03-30 08:00:00 1.0748194
## 2010-03-31 08:00:00 1.0673182
## 2010-04-01 08:00:00 1.0564161
## 2010-04-05 08:00:00 1.0583002
## 2010-04-06 08:00:00 1.0678224
## 2010-04-07 08:00:00 1.0634426
## 2010-04-08 08:00:00 1.0888026
## 2010-04-09 08:00:00 1.0907490
## 2010-04-12 08:00:00 1.0975772
## 2010-04-13 08:00:00 1.1052388
## 2010-04-14 08:00:00 1.1219282
## 2010-04-15 08:00:00 1.1305231
## 2010-04-16 08:00:00 1.0902052
## 2010-04-19 08:00:00 1.0953493
## 2010-04-20 08:00:00 1.1069734
## 2010-04-21 08:00:00 1.1119883
## 2010-04-22 08:00:00 1.1177659
## 2010-04-23 08:00:00 1.0943166
## 2010-04-26 08:00:00 1.0968825
## 2010-04-27 08:00:00 1.0787681
## 2010-04-28 08:00:00 1.0725819
## 2010-04-29 08:00:00 1.0816745
## 2010-04-30 08:00:00 1.0600024
## 2010-05-03 08:00:00 1.0680032
## 2010-05-04 08:00:00 1.0235306
## 2010-05-05 08:00:00 1.0254045
## 2010-05-06 08:00:00 1.0021638
## 2010-05-07 08:00:00 0.9799254
## 2010-05-10 08:00:00 1.0237955
## 2010-05-11 08:00:00 1.0124935
## 2010-05-12 08:00:00 1.0253008
## 2010-05-13 08:00:00 1.0204916
## 2010-05-14 08:00:00 1.0070764
## 2010-05-17 08:00:00 1.0084672
## 2010-05-18 08:00:00 0.9927962
## 2010-05-19 08:00:00 0.9816086
## 2010-05-20 08:00:00 0.9428468
## 2010-05-21 08:00:00 0.9454767
## 2010-05-24 08:00:00 0.9407407
## 2010-05-25 08:00:00 0.9454173
## 2010-05-26 08:00:00 0.9277704
## 2010-05-27 08:00:00 0.9583455
## 2010-05-28 08:00:00 0.9495791
## 2010-06-01 08:00:00 0.9429575
## 2010-06-02 08:00:00 0.9648657
## 2010-06-03 08:00:00 0.9839254
## 2010-06-04 08:00:00 0.9512016
## 2010-06-07 08:00:00 0.9345464
## 2010-06-08 08:00:00 0.9238581
## 2010-06-09 08:00:00 0.9105727
## 2010-06-10 08:00:00 0.9349872
## 2010-06-11 08:00:00 0.9436014
## 2010-06-14 08:00:00 0.9401958
## 2010-06-15 08:00:00 0.9706862
## 2010-06-16 08:00:00 0.9697856
## 2010-06-17 08:00:00 0.9670753
## 2010-06-18 08:00:00 0.9677501
## 2010-06-21 08:00:00 0.9459874
## 2010-06-22 08:00:00 0.9416679
## 2010-06-23 08:00:00 0.9311172
## 2010-06-24 08:00:00 0.9149125
## 2010-06-25 08:00:00 0.9143053
## 2010-06-28 08:00:00 0.9031418
## 2010-06-29 08:00:00 0.8560729
## 2010-06-30 08:00:00 0.8479641
## 2010-07-01 08:00:00 0.8507362
## 2010-07-02 08:00:00 0.8455114
## 2010-07-06 08:00:00 0.8543426
## 2010-07-07 08:00:00 0.8779333
## 2010-07-08 08:00:00 0.8905423
## 2010-07-09 08:00:00 0.8984563
## 2010-07-12 08:00:00 0.9164542
## 2010-07-13 08:00:00 0.9393428
## 2010-07-14 08:00:00 0.9436048
## 2010-07-15 08:00:00 0.9429593
## 2010-07-16 08:00:00 0.9042487
## 2010-07-19 08:00:00 0.9163500
## 2010-07-20 08:00:00 0.9296241
## 2010-07-21 08:00:00 0.9156965
## 2010-07-22 08:00:00 0.9360142
## 2010-07-23 08:00:00 0.9358764
## 2010-07-26 08:00:00 0.9375304
## 2010-07-27 08:00:00 0.9373070
## 2010-07-28 08:00:00 0.9294675
## 2010-07-29 08:00:00 0.9301583
## 2010-07-30 08:00:00 0.9300315
## 2010-08-02 08:00:00 0.9455650
## 2010-08-03 08:00:00 0.9493319
## 2010-08-04 08:00:00 0.9682797
## 2010-08-05 08:00:00 0.9657513
## 2010-08-06 08:00:00 0.9641634
## 2010-08-09 08:00:00 0.9695053
## 2010-08-10 08:00:00 0.9650472
## 2010-08-11 08:00:00 0.9440636
## 2010-08-12 08:00:00 0.9415539
## 2010-08-13 08:00:00 0.9319364
## 2010-08-16 08:00:00 0.9362805
## 2010-08-17 08:00:00 0.9508751
## 2010-08-18 08:00:00 0.9489290
## 2010-08-19 08:00:00 0.9298041
## 2010-08-20 08:00:00 0.9239636
## 2010-08-23 08:00:00 0.9228277
## 2010-08-24 08:00:00 0.9063787
## 2010-08-25 08:00:00 0.9152692
## 2010-08-26 08:00:00 0.9043278
## 2010-08-27 08:00:00 0.9153561
## 2010-08-30 08:00:00 0.9004338
## 2010-08-31 08:00:00 0.8994087
## 2010-09-01 08:00:00 0.9301669
## 2010-09-02 08:00:00 0.9391091
## 2010-09-03 08:00:00 0.9569213
## 2010-09-07 08:00:00 0.9450047
## 2010-09-08 08:00:00 0.9533499
## 2010-09-09 08:00:00 0.9610805
## 2010-09-10 08:00:00 0.9639576
## 2010-09-13 08:00:00 0.9904530
## 2010-09-14 08:00:00 0.9898384
## 2010-09-15 08:00:00 0.9904074
## 2010-09-16 08:00:00 0.9998063
## 2010-09-17 08:00:00 1.0049132
## 2010-09-20 08:00:00 1.0268309
## 2010-09-21 08:00:00 1.0253362
## 2010-09-22 08:00:00 1.0227723
## 2010-09-23 08:00:00 1.0212439
## 2010-09-24 08:00:00 1.0538402
## 2010-09-27 08:00:00 1.0520138
## 2010-09-28 08:00:00 1.0500093
## 2010-09-29 08:00:00 1.0463511
## 2010-09-30 08:00:00 1.0403224
## 2010-10-01 08:00:00 1.0312561
## 2010-10-04 08:00:00 1.0261536
## 2010-10-05 08:00:00 1.0549567
## 2010-10-06 08:00:00 1.0414532
## 2010-10-07 08:00:00 1.0419278
## 2010-10-08 08:00:00 1.0450858
## 2010-10-11 08:00:00 1.0414473
## 2010-10-12 08:00:00 1.0541448
## 2010-10-13 08:00:00 1.0597336
## 2010-10-14 08:00:00 1.0574078
## 2010-10-15 08:00:00 1.1218262
## 2010-10-18 08:00:00 1.1341304
## 2010-10-19 08:00:00 1.1066224
## 2010-10-20 08:00:00 1.1096949
## 2010-10-21 08:00:00 1.1278070
## 2010-10-22 08:00:00 1.1367816
## 2010-10-25 08:00:00 1.1364226
## 2010-10-26 08:00:00 1.1499585
## 2010-10-27 08:00:00 1.1452904
## 2010-10-28 08:00:00 1.1484595
## 2010-10-29 08:00:00 1.1472086
## 2010-11-01 08:00:00 1.1459003
## 2010-11-02 08:00:00 1.1572814
## 2010-11-03 08:00:00 1.1639067
## 2010-11-04 08:00:00 1.1690971
## 2010-11-05 08:00:00 1.1697021
## 2010-11-08 08:00:00 1.1730052
## 2010-11-09 08:00:00 1.1698167
## 2010-11-10 08:00:00 1.1755465
## 2010-11-11 08:00:00 1.1614225
## 2010-11-12 08:00:00 1.1360282
## 2010-11-15 08:00:00 1.1144603
## 2010-11-16 08:00:00 1.1012286
## 2010-11-17 08:00:00 1.0989796
## 2010-11-18 08:00:00 1.1244510
## 2010-11-19 08:00:00 1.1202210
## 2010-11-22 08:00:00 1.1339320
## 2010-11-23 08:00:00 1.1149478
## 2010-11-24 08:00:00 1.1469518
## 2010-11-26 08:00:00 1.1420079
## 2010-11-29 08:00:00 1.1432572
## 2010-11-30 08:00:00 1.1166200
## 2010-12-01 08:00:00 1.1363405
## 2010-12-02 08:00:00 1.1538263
## 2010-12-03 08:00:00 1.1547283
## 2010-12-06 08:00:00 1.1606952
## 2010-12-07 08:00:00 1.1643019
## 2010-12-08 08:00:00 1.1708652
## 2010-12-09 08:00:00 1.1662423
## 2010-12-10 08:00:00 1.1721828
## 2010-12-13 08:00:00 1.1695637
## 2010-12-14 08:00:00 1.1745521
## 2010-12-15 08:00:00 1.1783123
## 2010-12-16 08:00:00 1.1865611
## 2010-12-17 08:00:00 1.1836492
## 2010-12-20 08:00:00 1.1972933
## 2010-12-21 08:00:00 1.2095875
## 2010-12-22 08:00:00 1.2129978
## 2010-12-23 08:00:00 1.2091698
## 2010-12-27 08:00:00 1.2035868
## 2010-12-28 08:00:00 1.1981572
## 2010-12-29 08:00:00 1.2037992
## 2010-12-30 08:00:00 1.1992820
## 2010-12-31 08:00:00 1.1910552
## 2011-01-03 08:00:00 1.2082970
## 2011-01-04 08:00:00 1.2101136
## 2011-01-05 08:00:00 1.2187944
## 2011-01-06 08:00:00 1.2299791
## 2011-01-07 08:00:00 1.2279987
## 2011-01-10 08:00:00 1.2193161
## 2011-01-11 08:00:00 1.2182046
## 2011-01-12 08:00:00 1.2244651
## 2011-01-13 08:00:00 1.2224218
## 2011-01-14 08:00:00 1.2360951
## 2011-01-18 08:00:00 1.2570574
## 2011-01-19 08:00:00 1.2394266
## 2011-01-20 08:00:00 1.2235612
## 2011-01-21 08:00:00 1.1988673
## 2011-01-24 08:00:00 1.2022297
## 2011-01-25 08:00:00 1.2087966
## 2011-01-26 08:00:00 1.2083222
## 2011-01-27 08:00:00 1.2297795
## 2011-01-28 08:00:00 1.1739293
## 2011-01-31 08:00:00 1.1699152
## 2011-02-01 08:00:00 1.1861871
## 2011-02-02 08:00:00 1.1893719
## 2011-02-03 08:00:00 1.1845057
## 2011-02-04 08:00:00 1.1918357
## 2011-02-07 08:00:00 1.2011823
## 2011-02-08 08:00:00 1.2202052
## 2011-02-09 08:00:00 1.2197739
## 2011-02-10 08:00:00 1.2152172
## 2011-02-11 08:00:00 1.2239252
## 2011-02-14 08:00:00 1.2287045
## 2011-02-15 08:00:00 1.2213547
## 2011-02-16 08:00:00 1.2167088
## 2011-02-17 08:00:00 1.2226929
## 2011-02-18 08:00:00 1.2208053
## 2011-02-22 08:00:00 1.1872729
## 2011-02-23 08:00:00 1.1793963
## 2011-02-24 08:00:00 1.1827785
## 2011-02-25 08:00:00 1.1792864
## 2011-02-28 08:00:00 1.1728130
## 2011-03-01 08:00:00 1.1498943
## 2011-03-02 08:00:00 1.1545572
## 2011-03-03 08:00:00 1.1636486
## 2011-03-04 08:00:00 1.1517472
## 2011-03-07 08:00:00 1.1368109
## 2011-03-08 08:00:00 1.1350792
## 2011-03-09 08:00:00 1.1393138
## 2011-03-10 08:00:00 1.1183789
## 2011-03-11 08:00:00 1.1244160
## 2011-03-14 08:00:00 1.1172573
## 2011-03-15 08:00:00 1.1088484
## 2011-03-16 08:00:00 1.0912253
## 2011-03-17 08:00:00 1.0853784
## 2011-03-18 08:00:00 1.0873991
## 2011-03-21 08:00:00 1.1111258
## 2011-03-22 08:00:00 1.1068755
## 2011-03-23 08:00:00 1.1196264
## 2011-03-24 08:00:00 1.1396518
## 2011-03-25 08:00:00 1.1320295
## 2011-03-28 08:00:00 1.1224722
## 2011-03-29 08:00:00 1.1395975
## 2011-03-30 08:00:00 1.1522613
## 2011-03-31 08:00:00 1.1537629
## 2011-04-01 08:00:00 1.1584296
## 2011-04-04 08:00:00 1.1627889
## 2011-04-05 08:00:00 1.1591056
## 2011-04-06 08:00:00 1.1626445
## 2011-04-07 08:00:00 1.1718069
## 2011-04-08 08:00:00 1.1682049
## 2011-04-11 08:00:00 1.1648933
## 2011-04-12 08:00:00 1.1477116
## 2011-04-13 08:00:00 1.1551410
## 2011-04-14 08:00:00 1.1524181
## 2011-04-15 08:00:00 1.1164596
## 2011-04-18 08:00:00 1.1059714
## 2011-04-19 08:00:00 1.1045761
## 2011-04-20 08:00:00 1.1273508
## 2011-04-21 08:00:00 1.1276154
## 2011-04-25 08:00:00 1.1279424
## 2011-04-26 08:00:00 1.1351591
## 2011-04-27 08:00:00 1.1718703
## 2011-04-28 08:00:00 1.1736759
## 2011-04-29 08:00:00 1.1673075
## 2011-05-02 08:00:00 1.1701334
## 2011-05-03 08:00:00 1.1636008
## 2011-05-04 08:00:00 1.1717329
## 2011-05-05 08:00:00 1.1609094
## 2011-05-06 08:00:00 1.1638206
## 2011-05-09 08:00:00 1.1712812
## 2011-05-10 08:00:00 1.1786802
## 2011-05-11 08:00:00 1.1697450
## 2011-05-12 08:00:00 1.1722165
## 2011-05-13 08:00:00 1.1569551
## 2011-05-16 08:00:00 1.1221195
## 2011-05-17 08:00:00 1.1369622
## 2011-05-18 08:00:00 1.1435967
## 2011-05-19 08:00:00 1.1484779
## 2011-05-20 08:00:00 1.1395413
## 2011-05-23 08:00:00 1.1258440
## 2011-05-24 08:00:00 1.1195868
## 2011-05-25 08:00:00 1.1191925
## 2011-05-26 08:00:00 1.1307887
## 2011-05-27 08:00:00 1.1324008
## 2011-05-31 08:00:00 1.1470721
## 2011-06-01 08:00:00 1.1273936
## 2011-06-02 08:00:00 1.1283910
## 2011-06-03 08:00:00 1.1096911
## 2011-06-06 08:00:00 1.1046472
## 2011-06-07 08:00:00 1.1075602
## 2011-06-08 08:00:00 1.1067988
## 2011-06-09 08:00:00 1.1085097
## 2011-06-10 08:00:00 1.0933457
## 2011-06-13 08:00:00 1.0944695
## 2011-06-14 08:00:00 1.1069866
## 2011-06-15 08:00:00 1.0879939
## 2011-06-16 08:00:00 1.0855746
## 2011-06-17 08:00:00 1.0837427
## 2011-06-20 08:00:00 1.0892596
## 2011-06-21 08:00:00 1.1124341
## 2011-06-22 08:00:00 1.1013686
## 2011-06-23 08:00:00 1.1010735
## 2011-06-24 08:00:00 1.0890391
## 2011-06-27 08:00:00 1.1254353
## 2011-06-28 08:00:00 1.1445885
## 2011-06-29 08:00:00 1.1482273
## 2011-06-30 08:00:00 1.1610070
## 2011-07-01 08:00:00 1.1819636
## 2011-07-05 08:00:00 1.1978350
## 2011-07-06 08:00:00 1.2064244
## 2011-07-07 08:00:00 1.2263900
## 2011-07-08 08:00:00 1.2203714
## 2011-07-11 08:00:00 1.2016110
## 2011-07-12 08:00:00 1.2029167
## 2011-07-13 08:00:00 1.2118003
## 2011-07-14 08:00:00 1.1963913
## 2011-07-15 08:00:00 1.2582068
## 2011-07-18 08:00:00 1.2507946
## 2011-07-19 08:00:00 1.2831092
## 2011-07-20 08:00:00 1.2657117
## 2011-07-21 08:00:00 1.2707744
## 2011-07-22 08:00:00 1.2920293
## 2011-07-25 08:00:00 1.2925243
## 2011-07-26 08:00:00 1.2990661
## 2011-07-27 08:00:00 1.2919931
## 2011-07-28 08:00:00 1.3032529
## 2011-07-29 08:00:00 1.2903372
## 2011-08-01 08:00:00 1.2881715
## 2011-08-02 08:00:00 1.2519607
## 2011-08-03 08:00:00 1.2567296
## 2011-08-04 08:00:00 1.2081049
## 2011-08-05 08:00:00 1.2074646
## 2011-08-08 08:00:00 1.1477054
## 2011-08-09 08:00:00 1.2065033
## 2011-08-10 08:00:00 1.1462716
## 2011-08-11 08:00:00 1.1793361
## 2011-08-12 08:00:00 1.1867075
## 2011-08-15 08:00:00 1.1897402
## 2011-08-16 08:00:00 1.1665654
## 2011-08-17 08:00:00 1.1574353
## 2011-08-18 08:00:00 1.1022111
## 2011-08-19 08:00:00 1.0755319
## 2011-08-22 08:00:00 1.0769049
## 2011-08-23 08:00:00 1.1342529
## 2011-08-24 08:00:00 1.1406291
## 2011-08-25 08:00:00 1.1298146
## 2011-08-26 08:00:00 1.1594098
## 2011-08-29 08:00:00 1.1914690
## 2011-08-30 08:00:00 1.2072695
## 2011-08-31 08:00:00 1.2216303
## 2011-09-01 08:00:00 1.2042022
## 2011-09-02 08:00:00 1.1873539
## 2011-09-06 08:00:00 1.1926046
## 2011-09-07 08:00:00 1.2160640
## 2011-09-08 08:00:00 1.2151373
## 2011-09-09 08:00:00 1.1890729
## 2011-09-12 08:00:00 1.2051176
## 2011-09-13 08:00:00 1.2125815
## 2011-09-14 08:00:00 1.2272947
## 2011-09-15 08:00:00 1.2506574
## 2011-09-16 08:00:00 1.2794365
## 2011-09-19 08:00:00 1.2853284
## 2011-09-20 08:00:00 1.2658092
## 2011-09-21 08:00:00 1.2424497
## 2011-09-22 08:00:00 1.1979099
## 2011-09-23 08:00:00 1.2022798
## 2011-09-26 08:00:00 1.2247055
## 2011-09-27 08:00:00 1.2231638
## 2011-09-28 08:00:00 1.2242878
## 2011-09-29 08:00:00 1.2075345
## 2011-09-30 08:00:00 1.1778332
## 2011-10-03 08:00:00 1.1495578
## 2011-10-04 08:00:00 1.1681422
## 2011-10-05 08:00:00 1.1916622
## 2011-10-06 08:00:00 1.2100405
## 2011-10-07 08:00:00 1.2147982
## 2011-10-10 08:00:00 1.2544381
## 2011-10-11 08:00:00 1.2675193
## 2011-10-12 08:00:00 1.2733585
## 2011-10-13 08:00:00 1.2836269
## 2011-10-14 08:00:00 1.3291398
## 2011-10-17 08:00:00 1.3095462
## 2011-10-18 08:00:00 1.3237403
## 2011-10-19 08:00:00 1.2909990
## 2011-10-20 08:00:00 1.2956200
## 2011-10-21 08:00:00 1.3048361
## 2011-10-24 08:00:00 1.3149682
## 2011-10-25 08:00:00 1.2798738
## 2011-10-26 08:00:00 1.2266031
## 2011-10-27 08:00:00 1.2616514
## 2011-10-28 08:00:00 1.2776507
## 2011-10-31 08:00:00 1.2594948
## 2011-11-01 08:00:00 1.2367218
## 2011-11-02 08:00:00 1.2483294
## 2011-11-03 08:00:00 1.2707602
## 2011-11-04 08:00:00 1.2618233
## 2011-11-07 08:00:00 1.2801523
## 2011-11-08 08:00:00 1.2906152
## 2011-11-09 08:00:00 1.2540996
## 2011-11-10 08:00:00 1.2503569
## 2011-11-11 08:00:00 1.2826675
## 2011-11-14 08:00:00 1.2866249
## 2011-11-15 08:00:00 1.2898431
## 2011-11-16 08:00:00 1.2641116
## 2011-11-17 08:00:00 1.2334954
## 2011-11-18 08:00:00 1.2109282
## 2011-11-21 08:00:00 1.1807735
## 2011-11-22 08:00:00 1.1828479
## 2011-11-23 08:00:00 1.1641716
## 2011-11-25 08:00:00 1.1434764
## 2011-11-28 08:00:00 1.1934795
## 2011-11-29 08:00:00 1.1779508
## 2011-11-30 08:00:00 1.2090340
## 2011-12-01 08:00:00 1.2241201
## 2011-12-02 08:00:00 1.2253004
## 2011-12-05 08:00:00 1.2368597
## 2011-12-06 08:00:00 1.2260581
## 2011-12-07 08:00:00 1.2318364
## 2011-12-08 08:00:00 1.2136062
## 2011-12-09 08:00:00 1.2313221
## 2011-12-12 08:00:00 1.2196073
## 2011-12-13 08:00:00 1.2048238
## 2011-12-14 08:00:00 1.1964336
## 2011-12-15 08:00:00 1.1991499
## 2011-12-16 08:00:00 1.2103987
## 2011-12-19 08:00:00 1.1961720
## 2011-12-20 08:00:00 1.2164774
## 2011-12-21 08:00:00 1.1920411
## 2011-12-22 08:00:00 1.2052462
## 2011-12-23 08:00:00 1.2073576
## 2011-12-27 08:00:00 1.2101787
## 2011-12-28 08:00:00 1.2013548
## 2011-12-29 08:00:00 1.2062582
## 2011-12-30 08:00:00 1.2060734
## 2012-01-03 08:00:00 1.2445333
## 2012-01-04 08:00:00 1.2525458
## 2012-01-05 08:00:00 1.2513443
## 2012-01-06 08:00:00 1.2640203
## 2012-01-09 08:00:00 1.2317302
## 2012-01-10 08:00:00 1.2355137
## 2012-01-11 08:00:00 1.2343886
## 2012-01-12 08:00:00 1.2341175
## 2012-01-13 08:00:00 1.2408777
## 2012-01-17 08:00:00 1.2507921
## 2012-01-18 08:00:00 1.2710917
## 2012-01-19 08:00:00 1.2851692
## 2012-01-20 08:00:00 1.2682676
## 2012-01-23 08:00:00 1.2570440
## 2012-01-24 08:00:00 1.2502608
## 2012-01-25 08:00:00 1.2484054
## 2012-01-26 08:00:00 1.2594311
## 2012-01-27 08:00:00 1.2674054
## 2012-01-30 08:00:00 1.2643864
## 2012-01-31 08:00:00 1.2699722
## 2012-02-01 08:00:00 1.2430448
## 2012-02-02 08:00:00 1.2519487
## 2012-02-03 08:00:00 1.2772692
## 2012-02-06 08:00:00 1.2761229
## 2012-02-07 08:00:00 1.2788662
## 2012-02-08 08:00:00 1.2883662
## 2012-02-09 08:00:00 1.2900294
## 2012-02-10 08:00:00 1.2833281
## 2012-02-13 08:00:00 1.3022366
## 2012-02-14 08:00:00 1.2979489
## 2012-02-15 08:00:00 1.2771281
## 2012-02-16 08:00:00 1.2858374
## 2012-02-17 08:00:00 1.2894835
## 2012-02-21 08:00:00 1.2985330
## 2012-02-22 08:00:00 1.2880001
## 2012-02-23 08:00:00 1.2844283
## 2012-02-24 08:00:00 1.2893037
## 2012-02-27 08:00:00 1.2856910
## 2012-02-28 08:00:00 1.3112941
## 2012-02-29 08:00:00 1.3003681
## 2012-03-01 08:00:00 1.3116329
## 2012-03-02 08:00:00 1.3061738
## 2012-03-05 08:00:00 1.2997579
## 2012-03-06 08:00:00 1.2919693
## 2012-03-07 08:00:00 1.3035480
## 2012-03-08 08:00:00 1.3154434
## 2012-03-09 08:00:00 1.3023309
## 2012-03-12 08:00:00 1.3042058
## 2012-03-13 08:00:00 1.3245590
## 2012-03-14 08:00:00 1.3190491
## 2012-03-15 08:00:00 1.3289799
## 2012-03-16 08:00:00 1.3298026
## 2012-03-19 08:00:00 1.3317417
## 2012-03-20 08:00:00 1.3449576
## 2012-03-21 08:00:00 1.3469679
## 2012-03-22 08:00:00 1.3540689
## 2012-03-23 08:00:00 1.3581480
## 2012-03-26 08:00:00 1.3896820
## 2012-03-27 08:00:00 1.3933059
## 2012-03-28 08:00:00 1.3846026
## 2012-03-29 08:00:00 1.3868158
## 2012-03-30 08:00:00 1.3786350
## 2012-04-02 08:00:00 1.3730122
## 2012-04-03 08:00:00 1.3685983
## 2012-04-04 08:00:00 1.3399794
## 2012-04-05 08:00:00 1.3432749
## 2012-04-09 08:00:00 1.3305128
## 2012-04-10 08:00:00 1.3075895
## 2012-04-11 08:00:00 1.3146483
## 2012-04-12 08:00:00 1.3405806
## 2012-04-13 08:00:00 1.3141719
## 2012-04-16 08:00:00 1.2980214
## 2012-04-17 08:00:00 1.3122161
## 2012-04-18 08:00:00 1.3125048
## 2012-04-19 08:00:00 1.3048803
## 2012-04-20 08:00:00 1.3201024
## 2012-04-23 08:00:00 1.3129840
## 2012-04-24 08:00:00 1.3175078
## 2012-04-25 08:00:00 1.3368333
## 2012-04-26 08:00:00 1.3432348
## 2012-04-27 08:00:00 1.4110607
## 2012-04-30 08:00:00 1.4158304
## 2012-05-01 08:00:00 1.4115701
## 2012-05-02 08:00:00 1.4111104
## 2012-05-03 08:00:00 1.4118265
## 2012-05-04 08:00:00 1.3782557
## 2012-05-07 08:00:00 1.3840280
## 2012-05-08 08:00:00 1.3833415
## 2012-05-09 08:00:00 1.3824612
## 2012-05-10 08:00:00 1.3932357
## 2012-05-11 08:00:00 1.3948632
## 2012-05-14 08:00:00 1.3771620
## 2012-05-15 08:00:00 1.3816752
## 2012-05-16 08:00:00 1.3903089
## 2012-05-17 08:00:00 1.3714504
## 2012-05-18 08:00:00 1.3379229
## 2012-05-21 08:00:00 1.3644111
## 2012-05-22 08:00:00 1.3485164
## 2012-05-23 08:00:00 1.3495988
## 2012-05-24 08:00:00 1.3403282
## 2012-05-25 08:00:00 1.3259326
## 2012-05-29 08:00:00 1.3393284
## 2012-05-30 08:00:00 1.3200633
## 2012-05-31 08:00:00 1.3195767
## 2012-06-01 08:00:00 1.2912549
## 2012-06-04 08:00:00 1.3116431
## 2012-06-05 08:00:00 1.3020364
## 2012-06-06 08:00:00 1.3315399
## 2012-06-07 08:00:00 1.3303562
## 2012-06-08 08:00:00 1.3377052
## 2012-06-11 08:00:00 1.3132637
## 2012-06-12 08:00:00 1.3164006
## 2012-06-13 08:00:00 1.3074616
## 2012-06-14 08:00:00 1.3085028
## 2012-06-15 08:00:00 1.3309413
## 2012-06-18 08:00:00 1.3419342
## 2012-06-19 08:00:00 1.3658113
## 2012-06-20 08:00:00 1.3641463
## 2012-06-21 08:00:00 1.3378661
## 2012-06-22 08:00:00 1.3543376
## 2012-06-25 08:00:00 1.3293494
## 2012-06-26 08:00:00 1.3460687
## 2012-06-27 08:00:00 1.3518482
## 2012-06-28 08:00:00 1.3352476
## 2012-06-29 08:00:00 1.3719729
## 2012-07-02 08:00:00 1.3737825
## 2012-07-03 08:00:00 1.3829956
## 2012-07-05 08:00:00 1.3835300
## 2012-07-06 08:00:00 1.3640432
## 2012-07-09 08:00:00 1.3612263
## 2012-07-10 08:00:00 1.3428262
## 2012-07-11 08:00:00 1.3256989
## 2012-07-12 08:00:00 1.3090943
## 2012-07-13 08:00:00 1.3312866
## 2012-07-16 08:00:00 1.3260062
## 2012-07-17 08:00:00 1.3325648
## 2012-07-18 08:00:00 1.3486341
## 2012-07-19 08:00:00 1.3790442
## 2012-07-20 08:00:00 1.3890692
## 2012-07-23 08:00:00 1.3756425
## 2012-07-24 08:00:00 1.3614910
## 2012-07-25 08:00:00 1.3450418
## 2012-07-26 08:00:00 1.3601369
## 2012-07-27 08:00:00 1.4208037
## 2012-07-30 08:00:00 1.4144491
## 2012-07-31 08:00:00 1.4068483
## 2012-08-01 08:00:00 1.4032466
## 2012-08-02 08:00:00 1.3942612
## 2012-08-03 08:00:00 1.4208545
## 2012-08-06 08:00:00 1.4231711
## 2012-08-07 08:00:00 1.4315807
## 2012-08-08 08:00:00 1.4295646
## 2012-08-09 08:00:00 1.4317156
## 2012-08-10 08:00:00 1.4275501
## 2012-08-13 08:00:00 1.4397926
## 2012-08-14 08:00:00 1.4467476
## 2012-08-15 08:00:00 1.4555417
## 2012-08-16 08:00:00 1.4770828
## 2012-08-17 08:00:00 1.4814046
## 2012-08-20 08:00:00 1.4760081
## 2012-08-21 08:00:00 1.4706926
## 2012-08-22 08:00:00 1.4795472
## 2012-08-23 08:00:00 1.4709614
## 2012-08-24 08:00:00 1.4862483
## 2012-08-27 08:00:00 1.4777007
## 2012-08-28 08:00:00 1.4870909
## 2012-08-29 08:00:00 1.4974132
## 2012-08-30 08:00:00 1.4856284
## 2012-08-31 08:00:00 1.5002846
## 2012-09-04 08:00:00 1.4895653
## 2012-09-05 08:00:00 1.4859879
## 2012-09-06 08:00:00 1.5255949
## 2012-09-07 08:00:00 1.5396629
## 2012-09-10 08:00:00 1.5278742
## 2012-09-11 08:00:00 1.5198864
## 2012-09-12 08:00:00 1.5186875
## 2012-09-13 08:00:00 1.5416358
## 2012-09-14 08:00:00 1.5507489
## 2012-09-17 08:00:00 1.5443811
## 2012-09-18 08:00:00 1.5514638
## 2012-09-19 08:00:00 1.5619865
## 2012-09-20 08:00:00 1.5671773
## 2012-09-21 08:00:00 1.5605156
## 2012-09-24 08:00:00 1.5597188
## 2012-09-25 08:00:00 1.5485164
## 2012-09-26 08:00:00 1.5424654
## 2012-09-27 08:00:00 1.5584614
## 2012-09-28 08:00:00 1.5459384
## 2012-10-01 08:00:00 1.5415546
## 2012-10-02 08:00:00 1.5383700
## 2012-10-03 08:00:00 1.5563759
## 2012-10-04 08:00:00 1.5723295
## 2012-10-05 08:00:00 1.5649681
## 2012-10-08 08:00:00 1.5581703
## 2012-10-09 08:00:00 1.5237090
## 2012-10-10 08:00:00 1.5067387
## 2012-10-11 08:00:00 1.5093852
## 2012-10-12 08:00:00 1.5053488
## 2012-10-15 08:00:00 1.5118296
## 2012-10-16 08:00:00 1.5135375
## 2012-10-17 08:00:00 1.5298318
## 2012-10-18 08:00:00 1.4816102
## 2012-10-19 08:00:00 1.4478693
## 2012-10-22 08:00:00 1.4220532
## 2012-10-23 08:00:00 1.4251404
## 2012-10-24 08:00:00 1.4086672
## 2012-10-25 08:00:00 1.3973489
## 2012-10-26 08:00:00 1.4323224
## 2012-10-31 08:00:00 1.4307135
## 2012-11-01 08:00:00 1.4506640
## 2012-11-02 08:00:00 1.4511345
## 2012-11-05 08:00:00 1.4537410
## 2012-11-06 08:00:00 1.4633294
## 2012-11-07 08:00:00 1.4287979
## 2012-11-08 08:00:00 1.4042452
## 2012-11-09 08:00:00 1.4099785
## 2012-11-12 08:00:00 1.4021249
## 2012-11-13 08:00:00 1.3824266
## 2012-11-14 08:00:00 1.3661837
## 2012-11-15 08:00:00 1.3546306
## 2012-11-16 08:00:00 1.3616971
## 2012-11-19 08:00:00 1.3891514
## 2012-11-20 08:00:00 1.3983827
## 2012-11-21 08:00:00 1.4082549
## 2012-11-23 08:00:00 1.4261509
## 2012-11-26 08:00:00 1.4238059
## 2012-11-27 08:00:00 1.4248345
## 2012-11-28 08:00:00 1.4462343
## 2012-11-29 08:00:00 1.4536079
## 2012-11-30 08:00:00 1.4541883
## 2012-12-03 08:00:00 1.4452550
## 2012-12-04 08:00:00 1.4453875
## 2012-12-05 08:00:00 1.4514492
## 2012-12-06 08:00:00 1.4537045
## 2012-12-07 08:00:00 1.4437927
## 2012-12-10 08:00:00 1.4427955
## 2012-12-11 08:00:00 1.4632850
## 2012-12-12 08:00:00 1.4643580
## 2012-12-13 08:00:00 1.4645775
## 2012-12-14 08:00:00 1.4546395
## 2012-12-17 08:00:00 1.4819640
## 2012-12-18 08:00:00 1.5031189
## 2012-12-19 08:00:00 1.4932653
## 2012-12-20 08:00:00 1.5083149
## 2012-12-21 08:00:00 1.4906475
## 2012-12-24 08:00:00 1.4825605
## 2012-12-26 08:00:00 1.4592691
## 2012-12-27 08:00:00 1.4586837
## 2012-12-28 08:00:00 1.4408398
## 2012-12-31 08:00:00 1.4598114
## 2013-01-02 08:00:00 1.4997982
## 2013-01-03 08:00:00 1.4956158
## 2013-01-04 08:00:00 1.4974611
## 2013-01-07 08:00:00 1.5123934
## 2013-01-08 08:00:00 1.5048110
## 2013-01-09 08:00:00 1.5108011
## 2013-01-10 08:00:00 1.5067811
## 2013-01-11 08:00:00 1.5175399
## 2013-01-14 08:00:00 1.5164087
## 2013-01-15 08:00:00 1.5217842
## 2013-01-16 08:00:00 1.5062261
## 2013-01-17 08:00:00 1.5103963
## 2013-01-18 08:00:00 1.5088927
## 2013-01-22 08:00:00 1.5021993
## 2013-01-23 08:00:00 1.5331184
## 2013-01-24 08:00:00 1.5526031
## 2013-01-25 08:00:00 1.5772109
## 2013-01-28 08:00:00 1.5603148
## 2013-01-29 08:00:00 1.5337325
## 2013-01-30 08:00:00 1.5549920
## 2013-01-31 08:00:00 1.5349023
## 2013-02-01 08:00:00 1.5563653
## 2013-02-04 08:00:00 1.5263331
## 2013-02-05 08:00:00 1.5453172
## 2013-02-06 08:00:00 1.5363348
## 2013-02-07 08:00:00 1.5339409
## 2013-02-08 08:00:00 1.5500198
## 2013-02-11 08:00:00 1.5446663
## 2013-02-12 08:00:00 1.5467458
## 2013-02-13 08:00:00 1.5717585
## 2013-02-14 08:00:00 1.5748597
## 2013-02-15 08:00:00 1.5697359
## 2013-02-19 08:00:00 1.5932416
## 2013-02-20 08:00:00 1.5736799
## 2013-02-21 08:00:00 1.5677114
## 2013-02-22 08:00:00 1.5746135
## 2013-02-25 08:00:00 1.5505362
## 2013-02-26 08:00:00 1.5491201
## 2013-02-27 08:00:00 1.5714187
## 2013-02-28 08:00:00 1.5741577
## 2013-03-01 08:00:00 1.5831758
## 2013-03-04 08:00:00 1.6116110
## 2013-03-05 08:00:00 1.6315091
## 2013-03-06 08:00:00 1.6182993
## 2013-03-07 08:00:00 1.6202207
## 2013-03-08 08:00:00 1.6174865
## 2013-03-11 08:00:00 1.6113366
## 2013-03-12 08:00:00 1.6131077
## 2013-03-13 08:00:00 1.6137163
## 2013-03-14 08:00:00 1.5968150
## 2013-03-15 08:00:00 1.5824026
## 2013-03-18 08:00:00 1.5714684
## 2013-03-19 08:00:00 1.5723516
## 2013-03-20 08:00:00 1.5789417
## 2013-03-21 08:00:00 1.5649948
## 2013-03-22 08:00:00 1.5756720
## 2013-03-25 08:00:00 1.5700994
## 2013-03-26 08:00:00 1.5804380
## 2013-03-27 08:00:00 1.5879176
## 2013-03-28 08:00:00 1.5892632
## 2013-04-01 08:00:00 1.5842316
## 2013-04-02 08:00:00 1.5990534
## 2013-04-03 08:00:00 1.5815189
## 2013-04-04 08:00:00 1.5749348
## 2013-04-05 08:00:00 1.5616123
## 2013-04-08 08:00:00 1.5610038
## 2013-04-09 08:00:00 1.5861118
## 2013-04-10 08:00:00 1.6140917
## 2013-04-11 08:00:00 1.5995183
## 2013-04-12 08:00:00 1.6025176
## 2013-04-15 08:00:00 1.5850118
## 2013-04-16 08:00:00 1.6070115
## 2013-04-17 08:00:00 1.5873883
## 2013-04-18 08:00:00 1.5596781
## 2013-04-19 08:00:00 1.6022657
## 2013-04-22 08:00:00 1.6284742
## 2013-04-23 08:00:00 1.6400469
## 2013-04-24 08:00:00 1.6649894
## 2013-04-25 08:00:00 1.6771891
## 2013-04-26 08:00:00 1.6297495
## 2013-04-29 08:00:00 1.6466209
## 2013-04-30 08:00:00 1.6674601
## 2013-05-01 08:00:00 1.6460687
## 2013-05-02 08:00:00 1.6691058
## 2013-05-03 08:00:00 1.6975509
## 2013-05-06 08:00:00 1.7074849
## 2013-05-07 08:00:00 1.7015861
## 2013-05-08 08:00:00 1.7093478
## 2013-05-09 08:00:00 1.7055981
## 2013-05-10 08:00:00 1.7195991
## 2013-05-13 08:00:00 1.7254155
## 2013-05-14 08:00:00 1.7525759
## 2013-05-15 08:00:00 1.7735176
## 2013-05-16 08:00:00 1.7639613
## 2013-05-17 08:00:00 1.7935568
## 2013-05-20 08:00:00 1.7916990
## 2013-05-21 08:00:00 1.7894514
## 2013-05-22 08:00:00 1.7606428
## 2013-05-23 08:00:00 1.7458548
## 2013-05-24 08:00:00 1.7413692
## 2013-05-28 08:00:00 1.7715645
## 2013-05-29 08:00:00 1.7566068
## 2013-05-30 08:00:00 1.7636415
## 2013-05-31 08:00:00 1.7669434
## 2013-06-03 08:00:00 1.7710854
## 2013-06-04 08:00:00 1.7526112
## 2013-06-05 08:00:00 1.7526890
## 2013-06-06 08:00:00 1.7605104
## 2013-06-07 08:00:00 1.8024724
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## 2013-12-16 08:00:00 2.2057822
## 2013-12-17 08:00:00 2.1938910
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## 2013-12-19 08:00:00 2.2143373
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## 2013-12-26 08:00:00 2.2768070
## 2013-12-27 08:00:00 2.2626304
## 2013-12-30 08:00:00 2.2474686
## 2013-12-31 08:00:00 2.2679296
## 2014-01-02 08:00:00 2.2562032
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## 2014-01-10 08:00:00 2.2444906
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## 2014-01-15 08:00:00 2.2680855
## 2014-01-16 08:00:00 2.2757067
## 2014-01-17 08:00:00 2.2687849
## 2014-01-21 08:00:00 2.2875288
## 2014-01-22 08:00:00 2.2788112
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## 2014-01-24 08:00:00 2.2366968
## 2014-01-27 08:00:00 2.2031876
## 2014-01-28 08:00:00 2.2381788
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## 2014-01-30 08:00:00 2.2747173
## 2014-01-31 08:00:00 2.2412505
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## 2014-03-19 08:00:00 2.3174688
## 2014-03-20 08:00:00 2.3282741
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## 2014-03-25 08:00:00 2.2743871
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## 2014-04-11 08:00:00 2.0999159
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## 2014-04-17 08:00:00 2.1506925
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## 2014-04-23 08:00:00 2.1320078
## 2014-04-24 08:00:00 2.1603829
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## 2014-04-30 08:00:00 2.0994445
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## 2014-05-09 08:00:00 2.0466507
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## 2014-05-14 08:00:00 2.0865972
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## 2014-05-20 08:00:00 2.0891889
## 2014-05-21 08:00:00 2.1218514
## 2014-05-22 08:00:00 2.1253923
## 2014-05-23 08:00:00 2.1527598
## 2014-05-27 08:00:00 2.1683198
## 2014-05-28 08:00:00 2.1579872
## 2014-05-29 08:00:00 2.1699475
## 2014-05-30 08:00:00 2.1773314
## 2014-06-02 08:00:00 2.1583314
## 2014-06-03 08:00:00 2.1339823
## 2014-06-04 08:00:00 2.1331991
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## 2014-06-06 08:00:00 2.2220442
## 2014-06-09 08:00:00 2.2207880
## 2014-06-10 08:00:00 2.2273179
## 2014-06-11 08:00:00 2.2271481
## 2014-06-12 08:00:00 2.1909027
## 2014-06-13 08:00:00 2.2037931
## 2014-06-16 08:00:00 2.2020185
## 2014-06-17 08:00:00 2.1989188
## 2014-06-18 08:00:00 2.2321584
## 2014-06-19 08:00:00 2.2145223
## 2014-06-20 08:00:00 2.2129268
## 2014-06-23 08:00:00 2.2366166
## 2014-06-24 08:00:00 2.2247821
## 2014-06-25 08:00:00 2.2555493
## 2014-06-26 08:00:00 2.2425549
## 2014-06-27 08:00:00 2.2509573
## 2014-06-30 08:00:00 2.2391538
## 2014-07-01 08:00:00 2.2692735
## 2014-07-02 08:00:00 2.2704329
## 2014-07-03 08:00:00 2.2824137
## 2014-07-07 08:00:00 2.2735421
## 2014-07-08 08:00:00 2.2329203
## 2014-07-09 08:00:00 2.2515822
## 2014-07-10 08:00:00 2.2407676
## 2014-07-11 08:00:00 2.3004202
## 2014-07-14 08:00:00 2.3296563
## 2014-07-15 08:00:00 2.3330660
## 2014-07-16 08:00:00 2.3628460
## 2014-07-17 08:00:00 2.3513858
## 2014-07-18 08:00:00 2.3962210
## 2014-07-21 08:00:00 2.3941553
## 2014-07-22 08:00:00 2.4032958
## 2014-07-23 08:00:00 2.3994154
## 2014-07-24 08:00:00 2.3886710
## 2014-07-25 08:00:00 2.3053280
## 2014-07-28 08:00:00 2.2896183
## 2014-07-29 08:00:00 2.2807697
## 2014-07-30 08:00:00 2.2833379
## 2014-07-31 08:00:00 2.2334171
## 2014-08-01 08:00:00 2.2069348
## 2014-08-04 08:00:00 2.2406279
## 2014-08-05 08:00:00 2.2219383
## 2014-08-06 08:00:00 2.2215066
## 2014-08-07 08:00:00 2.2202293
## 2014-08-08 08:00:00 2.2394835
## 2014-08-11 08:00:00 2.2419635
## 2014-08-12 08:00:00 2.2431305
## 2014-08-13 08:00:00 2.2850392
## 2014-08-14 08:00:00 2.3046306
## 2014-08-15 08:00:00 2.3130754
## 2014-08-18 08:00:00 2.3320412
## 2014-08-19 08:00:00 2.3482681
## 2014-08-20 08:00:00 2.3401318
## 2014-08-21 08:00:00 2.3365328
## 2014-08-22 08:00:00 2.3311231
## 2014-08-25 08:00:00 2.3341764
## 2014-08-26 08:00:00 2.3469284
## 2014-08-27 08:00:00 2.3387747
## 2014-08-28 08:00:00 2.3290876
## 2014-08-29 08:00:00 2.3394289
## 2014-09-02 08:00:00 2.3490921
## 2014-09-03 08:00:00 2.3399186
## 2014-09-04 08:00:00 2.3665651
## 2014-09-05 08:00:00 2.3843050
## 2014-09-08 08:00:00 2.3895910
## 2014-09-09 08:00:00 2.3537287
## 2014-09-10 08:00:00 2.3615869
## 2014-09-11 08:00:00 2.3600830
## 2014-09-12 08:00:00 2.3486573
## 2014-09-15 08:00:00 2.3205333
## 2014-09-16 08:00:00 2.3477055
## 2014-09-17 08:00:00 2.3415134
## 2014-09-18 08:00:00 2.3526991
## 2014-09-19 08:00:00 2.3909445
## 2014-09-22 08:00:00 2.3554794
## 2014-09-23 08:00:00 2.3363830
## 2014-09-24 08:00:00 2.3652019
## 2014-09-25 08:00:00 2.3152660
## 2014-09-26 08:00:00 2.3273442
## 2014-09-29 08:00:00 2.3236524
## 2014-09-30 08:00:00 2.3250695
## 2014-10-01 08:00:00 2.2932077
## 2014-10-02 08:00:00 2.2955802
## 2014-10-03 08:00:00 2.3184850
## 2014-10-06 08:00:00 2.3199657
## 2014-10-07 08:00:00 2.2797874
## 2014-10-08 08:00:00 2.3261922
## 2014-10-09 08:00:00 2.2774281
## 2014-10-10 08:00:00 2.2154345
## 2014-10-13 08:00:00 2.1820663
## 2014-10-14 08:00:00 2.1942238
## 2014-10-15 08:00:00 2.1694555
## 2014-10-16 08:00:00 2.1465459
## 2014-10-17 08:00:00 2.1453923
## 2014-10-20 08:00:00 2.1720731
## 2014-10-21 08:00:00 2.2150193
## 2014-10-22 08:00:00 2.2092705
## 2014-10-23 08:00:00 2.2356028
## 2014-10-24 08:00:00 2.1857390
## 2014-10-27 08:00:00 2.1903845
## 2014-10-28 08:00:00 2.2245021
## 2014-10-29 08:00:00 2.2237193
## 2014-10-30 08:00:00 2.2274040
## 2014-10-31 08:00:00 2.2695811
## 2014-11-03 08:00:00 2.2728974
## 2014-11-04 08:00:00 2.2662833
## 2014-11-05 08:00:00 2.2442951
## 2014-11-06 08:00:00 2.2528776
## 2014-11-07 08:00:00 2.2591364
## 2014-11-10 08:00:00 2.2842912
## 2014-11-11 08:00:00 2.3048470
## 2014-11-12 08:00:00 2.2981261
## 2014-11-13 08:00:00 2.3211977
## 2014-11-14 08:00:00 2.3474738
## 2014-11-17 08:00:00 2.3230499
## 2014-11-18 08:00:00 2.3190552
## 2014-11-19 08:00:00 2.3172630
## 2014-11-20 08:00:00 2.3320302
## 2014-11-21 08:00:00 2.3291445
## 2014-11-24 08:00:00 2.3326705
## 2014-11-25 08:00:00 2.3316878
## 2014-11-26 08:00:00 2.3316265
## 2014-11-28 08:00:00 2.3471321
## 2014-12-01 08:00:00 2.3195892
## 2014-12-02 08:00:00 2.3176149
## 2014-12-03 08:00:00 2.2852231
## 2014-12-04 08:00:00 2.3073028
## 2014-12-05 08:00:00 2.2730957
## 2014-12-08 08:00:00 2.2499579
## 2014-12-09 08:00:00 2.2709234
## 2014-12-10 08:00:00 2.2336896
## 2014-12-11 08:00:00 2.2449121
## 2014-12-12 08:00:00 2.2272420
## 2014-12-15 08:00:00 2.2127545
## 2014-12-16 08:00:00 2.1360242
## 2014-12-17 08:00:00 2.1680587
## 2014-12-18 08:00:00 2.2034972
## 2014-12-19 08:00:00 2.2183824
## 2014-12-22 08:00:00 2.2512623
## 2014-12-23 08:00:00 2.2666353
## 2014-12-24 08:00:00 2.2514026
## 2014-12-26 08:00:00 2.2687436
## 2014-12-29 08:00:00 2.2631800
## 2014-12-30 08:00:00 2.2522531
## 2014-12-31 08:00:00 2.2372366
## 2015-01-02 08:00:00 2.2355602
## 2015-01-05 08:00:00 2.1979477
## 2015-01-06 08:00:00 2.1535775
## 2015-01-07 08:00:00 2.1691923
## 2015-01-08 08:00:00 2.1981670
## 2015-01-09 08:00:00 2.1740402
## 2015-01-12 08:00:00 2.1461753
## 2015-01-13 08:00:00 2.1554664
## 2015-01-14 08:00:00 2.1521564
## 2015-01-15 08:00:00 2.1305672
## 2015-01-16 08:00:00 2.1607868
## 2015-01-20 08:00:00 2.1583994
## 2015-01-21 08:00:00 2.1854022
## 2015-01-22 08:00:00 2.2593976
## 2015-01-23 08:00:00 2.2730512
## 2015-01-26 08:00:00 2.2570468
## 2015-01-27 08:00:00 2.1567272
## 2015-01-28 08:00:00 2.1140764
## 2015-01-29 08:00:00 2.1470873
## 2015-01-30 08:00:00 2.2577660
## 2015-02-02 08:00:00 2.2867552
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## 2015-02-04 08:00:00 2.2897281
## 2015-02-05 08:00:00 2.3272798
## 2015-02-06 08:00:00 2.3321779
## 2015-02-09 08:00:00 2.3188862
## 2015-02-10 08:00:00 2.3413635
## 2015-02-11 08:00:00 2.3404424
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## 2015-02-13 08:00:00 2.4007599
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## 2015-02-18 08:00:00 2.3691301
## 2015-02-19 08:00:00 2.3849854
## 2015-02-20 08:00:00 2.3961088
## 2015-02-23 08:00:00 2.3841651
## 2015-02-24 08:00:00 2.3856344
## 2015-02-25 08:00:00 2.4091048
## 2015-02-26 08:00:00 2.4255547
## 2015-02-27 08:00:00 2.4158764
## 2015-03-02 08:00:00 2.4467393
## 2015-03-03 08:00:00 2.4368132
## 2015-03-04 08:00:00 2.4283801
## 2015-03-05 08:00:00 2.4429494
## 2015-03-06 08:00:00 2.4017550
## 2015-03-09 08:00:00 2.4091928
## 2015-03-10 08:00:00 2.3550039
## 2015-03-11 08:00:00 2.3419107
## 2015-03-12 08:00:00 2.3471963
## 2015-03-13 08:00:00 2.3342434
## 2015-03-16 08:00:00 2.3537857
## 2015-03-17 08:00:00 2.3480351
## 2015-03-18 08:00:00 2.3820367
## 2015-03-19 08:00:00 2.3719776
## 2015-03-20 08:00:00 2.3973518
## 2015-03-23 08:00:00 2.3875892
## 2015-03-24 08:00:00 2.4025747
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## 2016-12-30 08:00:00 3.9183657
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## 2017-10-30 08:00:00 5.4559900
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## 2017-11-09 08:00:00 5.5150620
## 2017-11-10 08:00:00 5.4984049
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## 2017-11-16 08:00:00 5.5203585
## 2017-11-17 08:00:00 5.4668521
## 2017-11-20 08:00:00 5.4625846
## 2017-11-21 08:00:00 5.5388767
## 2017-11-22 08:00:00 5.5554530
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## 2017-11-28 08:00:00 5.6758621
## 2017-11-29 08:00:00 5.5433913
## 2017-11-30 08:00:00 5.5864490
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## 2017-12-05 08:00:00 5.4440550
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## 2017-12-08 08:00:00 5.5914003
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## 2017-12-12 08:00:00 5.6339428
## 2017-12-13 08:00:00 5.6275882
## 2017-12-14 08:00:00 5.6445864
## 2017-12-15 08:00:00 5.7275152
## 2017-12-18 08:00:00 5.7588296
## 2017-12-19 08:00:00 5.7298208
## 2017-12-20 08:00:00 5.6970708
## 2017-12-21 08:00:00 5.6896962
## 2017-12-22 08:00:00 5.6733907
## 2017-12-26 08:00:00 5.6780875
## 2017-12-27 08:00:00 5.6802130
## 2017-12-28 08:00:00 5.6842686
## 2017-12-29 08:00:00 5.6507977
## 2018-01-02 08:00:00 5.7247795
## 2018-01-03 08:00:00 5.7895183
## 2018-01-04 08:00:00 5.8219915
## 2018-01-05 08:00:00 5.9057564
## 2018-01-08 08:00:00 5.9447731
## 2018-01-09 08:00:00 5.9516181
## 2018-01-10 08:00:00 5.9388650
## 2018-01-11 08:00:00 5.9858265
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## 2018-01-23 08:00:00 6.3242477
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## 2018-02-08 08:00:00 5.8413976
## 2018-02-09 08:00:00 5.9652254
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## 2018-02-23 08:00:00 6.5167172
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## 2018-03-01 08:00:00 6.3703459
## 2018-03-02 08:00:00 6.4030825
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## 2018-03-06 08:00:00 6.4943653
## 2018-03-07 08:00:00 6.5458835
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## 2018-03-09 08:00:00 6.7548075
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## 2018-03-13 08:00:00 6.6761567
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## 2018-03-15 08:00:00 6.6848088
## 2018-03-16 08:00:00 6.6521697
## 2018-03-19 08:00:00 6.5041896
## 2018-03-20 08:00:00 6.5650468
## 2018-03-21 08:00:00 6.5300376
## 2018-03-22 08:00:00 6.3333568
## 2018-03-23 08:00:00 6.1487358
## 2018-03-26 08:00:00 6.4491023
## 2018-03-27 08:00:00 6.1714384
## 2018-03-28 08:00:00 6.0746962
## 2018-03-29 08:00:00 6.1941202
## 2018-04-02 08:00:00 5.9737511
## 2018-04-03 08:00:00 6.0431754
## 2018-04-04 08:00:00 6.1523376
## 2018-04-05 08:00:00 6.2175572
## 2018-04-06 08:00:00 6.0609941
## 2018-04-09 08:00:00 6.0912517
## 2018-04-10 08:00:00 6.2143779
## 2018-04-11 08:00:00 6.1548693
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## 2018-04-13 08:00:00 6.2064137
## 2018-04-16 08:00:00 6.2637792
## 2018-04-17 08:00:00 6.4680777
## 2018-04-18 08:00:00 6.5065370
## 2018-04-19 08:00:00 6.5717986
## 2018-04-20 08:00:00 6.4752229
## 2018-04-23 08:00:00 6.4583769
## 2018-04-24 08:00:00 6.2305261
## 2018-04-25 08:00:00 6.2147179
## 2018-04-26 08:00:00 6.3790121
## 2018-04-27 08:00:00 6.4722867
## 2018-04-30 08:00:00 6.3855439
## 2018-05-01 08:00:00 6.4829541
## 2018-05-02 08:00:00 6.4048916
## 2018-05-03 08:00:00 6.4195178
## 2018-05-04 08:00:00 6.5076207
## 2018-05-07 08:00:00 6.5715947
## 2018-05-08 08:00:00 6.5498888
## 2018-05-09 08:00:00 6.6571848
## 2018-05-10 08:00:00 6.7117160
## 2018-05-11 08:00:00 6.6999944
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## 2018-05-15 08:00:00 6.6151199
## 2018-05-16 08:00:00 6.6413163
## 2018-05-17 08:00:00 6.6049878
## 2018-05-18 08:00:00 6.5734704
## 2018-05-21 08:00:00 6.6445469
## 2018-05-22 08:00:00 6.6161347
## 2018-05-23 08:00:00 6.6912963
## 2018-05-24 08:00:00 6.6839989
## 2018-05-25 08:00:00 6.6872741
## 2018-05-29 08:00:00 6.6508750
## 2018-05-30 08:00:00 6.7043485
## 2018-05-31 08:00:00 6.7442283
## 2018-06-01 08:00:00 6.8765282
## 2018-06-04 08:00:00 6.9702837
## 2018-06-05 08:00:00 7.0257528
## 2018-06-06 08:00:00 7.0259881
## 2018-06-07 08:00:00 6.9534943
## 2018-06-08 08:00:00 6.9570322
## 2018-06-11 08:00:00 6.9698140
## 2018-06-12 08:00:00 7.0083435
## 2018-06-13 08:00:00 6.9969240
## 2018-06-14 08:00:00 7.0720063
## 2018-06-15 08:00:00 7.0320717
## 2018-06-18 08:00:00 7.1033889
## 2018-06-19 08:00:00 7.1073612
## 2018-06-20 08:00:00 7.1551277
## 2018-06-21 08:00:00 7.0858902
## 2018-06-22 08:00:00 7.0446981
## 2018-06-25 08:00:00 6.8627547
## 2018-06-26 08:00:00 6.9038345
## 2018-06-27 08:00:00 6.7966204
## 2018-06-28 08:00:00 6.8991061
## 2018-06-29 08:00:00 6.8993382
## 2018-07-02 08:00:00 6.9752482
## 2018-07-03 08:00:00 6.8753951
## 2018-07-05 08:00:00 6.9438327
## 2018-07-06 08:00:00 7.0240068
## 2018-07-09 08:00:00 7.1071220
## 2018-07-10 08:00:00 7.1164038
## 2018-07-11 08:00:00 7.1314650
## 2018-07-12 08:00:00 7.3002926
## 2018-07-13 08:00:00 7.3624218
## 2018-07-16 08:00:00 7.3528692
## 2018-07-17 08:00:00 7.4369288
## 2018-07-18 08:00:00 7.4101858
## 2018-07-19 08:00:00 7.3344848
## 2018-07-20 08:00:00 7.3748588
## 2018-07-23 08:00:00 7.4411202
## 2018-07-24 08:00:00 7.5585189
## 2018-07-25 08:00:00 7.7111498
## 2018-07-26 08:00:00 7.6172359
## 2018-07-27 08:00:00 7.5230422
## 2018-07-30 08:00:00 7.3790167
## 2018-07-31 08:00:00 7.3880546
## 2018-08-01 08:00:00 7.4255978
## 2018-08-02 08:00:00 7.5194535
## 2018-08-03 08:00:00 7.5101321
## 2018-08-06 08:00:00 7.5482562
## 2018-08-07 08:00:00 7.6213798
## 2018-08-08 08:00:00 7.6757080
## 2018-08-09 08:00:00 7.7035736
## 2018-08-10 08:00:00 7.6478426
## 2018-08-13 08:00:00 7.6379588
## 2018-08-14 08:00:00 7.7161341
## 2018-08-15 08:00:00 7.5742559
## 2018-08-16 08:00:00 7.5632308
## 2018-08-17 08:00:00 7.5446868
## 2018-08-20 08:00:00 7.5342839
## 2018-08-21 08:00:00 7.5103974
## 2018-08-22 08:00:00 7.5768792
## 2018-08-23 08:00:00 7.5818156
## 2018-08-24 08:00:00 7.6357350
## 2018-08-27 08:00:00 7.7374136
## 2018-08-28 08:00:00 7.7383294
## 2018-08-29 08:00:00 7.9065127
## 2018-08-30 08:00:00 7.8902158
## 2018-08-31 08:00:00 7.8710397
## 2018-09-04 08:00:00 7.8458557
## 2018-09-05 08:00:00 7.6897331
## 2018-09-06 08:00:00 7.6155870
## 2018-09-07 08:00:00 7.5808373
## 2018-09-10 08:00:00 7.5907314
## 2018-09-11 08:00:00 7.7243241
## 2018-09-12 08:00:00 7.7077013
## 2018-09-13 08:00:00 7.7625038
## 2018-09-14 08:00:00 7.7415633
## 2018-09-17 08:00:00 7.5963116
## 2018-09-18 08:00:00 7.6754817
## 2018-09-19 08:00:00 7.6423992
## 2018-09-20 08:00:00 7.7433705
## 2018-09-21 08:00:00 7.6765506
## 2018-09-24 08:00:00 7.7270301
## 2018-09-25 08:00:00 7.7985759
## 2018-09-26 08:00:00 7.7790296
## 2018-09-27 08:00:00 7.8692532
## 2018-09-28 08:00:00 7.8527895
## 2018-10-01 08:00:00 7.8869826
## 2018-10-02 08:00:00 7.8437912
## 2018-10-03 08:00:00 7.8262356
## 2018-10-04 08:00:00 7.6388881
## 2018-10-05 08:00:00 7.5741717
## 2018-10-08 08:00:00 7.4935250
## 2018-10-09 08:00:00 7.5112443
## 2018-10-10 08:00:00 7.0949233
## 2018-10-11 08:00:00 7.0381319
## 2018-10-12 08:00:00 7.2798619
## 2018-10-15 08:00:00 7.1595215
## 2018-10-16 08:00:00 7.3781247
## 2018-10-17 08:00:00 7.3746083
## 2018-10-18 08:00:00 7.1835003
## 2018-10-19 08:00:00 7.1970404
## 2018-10-22 08:00:00 7.2625731
## 2018-10-23 08:00:00 7.2061837
## 2018-10-24 08:00:00 6.8211327
## 2018-10-25 08:00:00 7.2105551
## 2018-10-26 08:00:00 6.9449077
## 2018-10-29 08:00:00 6.6251974
## 2018-10-30 08:00:00 6.6467727
## 2018-10-31 08:00:00 6.8945527
## 2018-11-01 08:00:00 6.9580577
## 2018-11-02 08:00:00 6.9371616
## 2018-11-05 08:00:00 6.8741697
## 2018-11-06 08:00:00 6.9338267
## 2018-11-07 08:00:00 7.2673160
## 2018-11-08 08:00:00 7.2385074
## 2018-11-09 08:00:00 7.0958255
## 2018-11-12 08:00:00 6.8702982
## 2018-11-13 08:00:00 6.8581293
## 2018-11-14 08:00:00 6.7954901
## 2018-11-15 08:00:00 6.9197169
## 2018-11-16 08:00:00 6.8972350
## 2018-11-19 08:00:00 6.6127118
## 2018-11-20 08:00:00 6.5379175
## 2018-11-21 08:00:00 6.6240521
## 2018-11-23 08:00:00 6.5727859
## 2018-11-26 08:00:00 6.8130640
## 2018-11-27 08:00:00 6.8186863
## 2018-11-28 08:00:00 7.1324873
## 2018-11-29 08:00:00 7.1107970
## 2018-11-30 08:00:00 7.1628806
## 2018-12-03 08:00:00 7.3310037
## 2018-12-04 08:00:00 6.9859568
## 2018-12-06 08:00:00 7.0829515
## 2018-12-07 08:00:00 6.8197492
## 2018-12-10 08:00:00 6.9026815
## 2018-12-11 08:00:00 6.9539506
## 2018-12-12 08:00:00 7.0192050
## 2018-12-13 08:00:00 7.0159988
## 2018-12-14 08:00:00 6.8052659
## 2018-12-17 08:00:00 6.5815747
## 2018-12-18 08:00:00 6.6745855
## 2018-12-19 08:00:00 6.5764478
## 2018-12-20 08:00:00 6.4514556
## 2018-12-21 08:00:00 6.1978804
## 2018-12-24 08:00:00 6.0550484
## 2018-12-26 08:00:00 6.5107838
## 2018-12-27 08:00:00 6.5206949
## 2018-12-28 08:00:00 6.5119893
## 2018-12-31 08:00:00 6.5680225
head(equal.weight$equity)
## AMZN
## 2010-01-04 08:00:00 1
## 2010-01-05 08:00:00 1
## 2010-01-06 08:00:00 1
## 2010-01-07 08:00:00 1
## 2010-01-08 08:00:00 1
## 2010-01-11 08:00:00 1
constraints = new.constraints(n, lb = -Inf, ub = +Inf)
constraints = add.constraints(rep(1, n), 1, type = '=', constraints)
ret = prices / mlag(prices) - 1
weight = coredata(prices)
weight[] = NA
for( i in month.ends[month.ends >= (36 + 1)] ) {
hist = ret[ (i- 36 +1):i, ]
ia = create.historical.ia(hist, 252)
weight[i,] = min.risk.portfolio(ia, constraints)
}
tail(weight,1)
## AMZN GOOG MSFT
## [2264,] -0.9399443 1.318365 0.6215795
# Minimum Variance
data$weight[] = weight
capital = 100000
data$weight[] = (capital / prices) * data$weight
min.var.monthly = bt.run(data, type='share', capital=capital)
## Latest weights :
## AMZN GOOG MSFT
## 2018-12-31 08:00:00 -58.6 96.94 61.66
##
## Performance summary :
## CAGR Best Worst
## 21.8 11.8 -5.8