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('SBUX,MSFT,GOOG')
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] "SBUX" "MSFT" "GOOG"
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: 0x7fec74fc5eb0>
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$weight
equal.weight = bt.run(data, type='share')
## Latest weights :
## GOOG MSFT SBUX
## 2018-12-31 08:00:00 33.81 32.3 33.9
##
## Performance summary :
## CAGR Best Worst
## 20.9 6.5 -6
names(equal.weight)
## [1] "weight" "type" "share" "capital" "ret"
## [6] "best" "worst" "equity" "cagr" "dates.index"
equal.weight$equity
## GOOG
## 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 1.0113888
## 2010-02-02 08:00:00 1.0141507
## 2010-02-03 08:00:00 1.0219568
## 2010-02-04 08:00:00 0.9942966
## 2010-02-05 08:00:00 0.9975799
## 2010-02-08 08:00:00 0.9986149
## 2010-02-09 08:00:00 1.0081967
## 2010-02-10 08:00:00 1.0094619
## 2010-02-11 08:00:00 1.0151327
## 2010-02-12 08:00:00 1.0114342
## 2010-02-16 08:00:00 1.0273988
## 2010-02-17 08:00:00 1.0324378
## 2010-02-18 08:00:00 1.0417877
## 2010-02-19 08:00:00 1.0393932
## 2010-02-22 08:00:00 1.0331642
## 2010-02-23 08:00:00 1.0201829
## 2010-02-24 08:00:00 1.0276029
## 2010-02-25 08:00:00 1.0213225
## 2010-02-26 08:00:00 1.0225401
## 2010-03-01 08:00:00 1.0361655
## 2010-03-02 08:00:00 1.0355184
## 2010-03-03 08:00:00 1.0342579
## 2010-03-04 08:00:00 1.0401938
## 2010-03-05 08:00:00 1.0526377
## 2010-03-08 08:00:00 1.0512499
## 2010-03-09 08:00:00 1.0562525
## 2010-03-10 08:00:00 1.0778694
## 2010-03-11 08:00:00 1.0839956
## 2010-03-12 08:00:00 1.0841791
## 2010-03-15 08:00:00 1.0759146
## 2010-03-16 08:00:00 1.0911163
## 2010-03-17 08:00:00 1.0984572
## 2010-03-18 08:00:00 1.0907289
## 2010-03-19 08:00:00 1.0856064
## 2010-03-22 08:00:00 1.0881248
## 2010-03-23 08:00:00 1.0884830
## 2010-03-24 08:00:00 1.0893530
## 2010-03-25 08:00:00 1.0811561
## 2010-03-26 08:00:00 1.0825255
## 2010-03-29 08:00:00 1.0818356
## 2010-03-30 08:00:00 1.0859880
## 2010-03-31 08:00:00 1.0762322
## 2010-04-01 08:00:00 1.0752592
## 2010-04-05 08:00:00 1.0864999
## 2010-04-06 08:00:00 1.0851986
## 2010-04-07 08:00:00 1.0872257
## 2010-04-08 08:00:00 1.0955137
## 2010-04-09 08:00:00 1.0982148
## 2010-04-12 08:00:00 1.0986598
## 2010-04-13 08:00:00 1.1127104
## 2010-04-14 08:00:00 1.1202924
## 2010-04-15 08:00:00 1.1292123
## 2010-04-16 08:00:00 1.0956682
## 2010-04-19 08:00:00 1.0992741
## 2010-04-20 08:00:00 1.1116839
## 2010-04-21 08:00:00 1.1127859
## 2010-04-22 08:00:00 1.1366632
## 2010-04-23 08:00:00 1.1302363
## 2010-04-26 08:00:00 1.1255661
## 2010-04-27 08:00:00 1.1079318
## 2010-04-28 08:00:00 1.1041285
## 2010-04-29 08:00:00 1.1126721
## 2010-04-30 08:00:00 1.0938122
## 2010-05-03 08:00:00 1.1178718
## 2010-05-04 08:00:00 1.0762125
## 2010-05-05 08:00:00 1.0778873
## 2010-05-06 08:00:00 1.0512485
## 2010-05-07 08:00:00 1.0359749
## 2010-05-10 08:00:00 1.0867776
## 2010-05-11 08:00:00 1.0725507
## 2010-05-12 08:00:00 1.0928373
## 2010-05-13 08:00:00 1.0885032
## 2010-05-14 08:00:00 1.0694271
## 2010-05-17 08:00:00 1.0754653
## 2010-05-18 08:00:00 1.0616574
## 2010-05-19 08:00:00 1.0491342
## 2010-05-20 08:00:00 1.0068168
## 2010-05-21 08:00:00 1.0041923
## 2010-05-24 08:00:00 0.9978133
## 2010-05-25 08:00:00 0.9932474
## 2010-05-26 08:00:00 0.9764784
## 2010-05-27 08:00:00 1.0171319
## 2010-05-28 08:00:00 1.0095592
## 2010-06-01 08:00:00 1.0060043
## 2010-06-02 08:00:00 1.0324999
## 2010-06-03 08:00:00 1.0498315
## 2010-06-04 08:00:00 1.0218790
## 2010-06-07 08:00:00 0.9982814
## 2010-06-08 08:00:00 0.9994503
## 2010-06-09 08:00:00 0.9937992
## 2010-06-10 08:00:00 1.0142485
## 2010-06-11 08:00:00 1.0260993
## 2010-06-14 08:00:00 1.0243622
## 2010-06-15 08:00:00 1.0548140
## 2010-06-16 08:00:00 1.0544754
## 2010-06-17 08:00:00 1.0541730
## 2010-06-18 08:00:00 1.0564813
## 2010-06-21 08:00:00 1.0412318
## 2010-06-22 08:00:00 1.0270149
## 2010-06-23 08:00:00 1.0192742
## 2010-06-24 08:00:00 1.0019661
## 2010-06-25 08:00:00 0.9959785
## 2010-06-28 08:00:00 0.9872339
## 2010-06-29 08:00:00 0.9439049
## 2010-06-30 08:00:00 0.9243117
## 2010-07-01 08:00:00 0.9271041
## 2010-07-02 08:00:00 0.9226105
## 2010-07-06 08:00:00 0.9202600
## 2010-07-07 08:00:00 0.9464881
## 2010-07-08 08:00:00 0.9579437
## 2010-07-09 08:00:00 0.9694700
## 2010-07-12 08:00:00 0.9823631
## 2010-07-13 08:00:00 1.0041331
## 2010-07-14 08:00:00 1.0105265
## 2010-07-15 08:00:00 1.0149679
## 2010-07-16 08:00:00 0.9729492
## 2010-07-19 08:00:00 0.9838264
## 2010-07-20 08:00:00 1.0013946
## 2010-07-21 08:00:00 0.9861347
## 2010-07-22 08:00:00 1.0005836
## 2010-07-23 08:00:00 1.0067335
## 2010-07-26 08:00:00 1.0099885
## 2010-07-27 08:00:00 1.0106637
## 2010-07-28 08:00:00 0.9997095
## 2010-07-29 08:00:00 0.9990683
## 2010-07-30 08:00:00 0.9964058
## 2010-08-02 08:00:00 1.0081218
## 2010-08-03 08:00:00 1.0060771
## 2010-08-04 08:00:00 1.0180529
## 2010-08-05 08:00:00 1.0146397
## 2010-08-06 08:00:00 1.0135842
## 2010-08-09 08:00:00 1.0223276
## 2010-08-10 08:00:00 1.0107433
## 2010-08-11 08:00:00 0.9898462
## 2010-08-12 08:00:00 0.9825684
## 2010-08-13 08:00:00 0.9711847
## 2010-08-16 08:00:00 0.9696548
## 2010-08-17 08:00:00 0.9839139
## 2010-08-18 08:00:00 0.9823046
## 2010-08-19 08:00:00 0.9614617
## 2010-08-20 08:00:00 0.9548041
## 2010-08-23 08:00:00 0.9518577
## 2010-08-24 08:00:00 0.9284508
## 2010-08-25 08:00:00 0.9387332
## 2010-08-26 08:00:00 0.9314018
## 2010-08-27 08:00:00 0.9409037
## 2010-08-30 08:00:00 0.9324056
## 2010-08-31 08:00:00 0.9222992
## 2010-09-01 08:00:00 0.9443398
## 2010-09-02 08:00:00 0.9599214
## 2010-09-03 08:00:00 0.9748553
## 2010-09-07 08:00:00 0.9638263
## 2010-09-08 08:00:00 0.9664512
## 2010-09-09 08:00:00 0.9719938
## 2010-09-10 08:00:00 0.9774962
## 2010-09-13 08:00:00 1.0028711
## 2010-09-14 08:00:00 1.0009675
## 2010-09-15 08:00:00 1.0018885
## 2010-09-16 08:00:00 1.0046587
## 2010-09-17 08:00:00 1.0067520
## 2010-09-20 08:00:00 1.0319220
## 2010-09-21 08:00:00 1.0301877
## 2010-09-22 08:00:00 1.0217724
## 2010-09-23 08:00:00 1.0112714
## 2010-09-24 08:00:00 1.0343876
## 2010-09-27 08:00:00 1.0361318
## 2010-09-28 08:00:00 1.0331297
## 2010-09-29 08:00:00 1.0265784
## 2010-09-30 08:00:00 1.0218049
## 2010-10-01 08:00:00 1.0253639
## 2010-10-04 08:00:00 1.0133762
## 2010-10-05 08:00:00 1.0372480
## 2010-10-06 08:00:00 1.0338475
## 2010-10-07 08:00:00 1.0320269
## 2010-10-08 08:00:00 1.0366901
## 2010-10-11 08:00:00 1.0375149
## 2010-10-12 08:00:00 1.0578350
## 2010-10-13 08:00:00 1.0677649
## 2010-10-14 08:00:00 1.0669661
## 2010-10-15 08:00:00 1.1119482
## 2010-10-18 08:00:00 1.1238426
## 2010-10-19 08:00:00 1.1038295
## 2010-10-20 08:00:00 1.1117797
## 2010-10-21 08:00:00 1.1137742
## 2010-10-22 08:00:00 1.1295646
## 2010-10-25 08:00:00 1.1281609
## 2010-10-26 08:00:00 1.1412619
## 2010-10-27 08:00:00 1.1383691
## 2010-10-28 08:00:00 1.1425347
## 2010-10-29 08:00:00 1.1491967
## 2010-11-01 08:00:00 1.1573829
## 2010-11-02 08:00:00 1.1650164
## 2010-11-03 08:00:00 1.1656550
## 2010-11-04 08:00:00 1.1785063
## 2010-11-05 08:00:00 1.1898687
## 2010-11-08 08:00:00 1.1871300
## 2010-11-09 08:00:00 1.1817538
## 2010-11-10 08:00:00 1.1844230
## 2010-11-11 08:00:00 1.1807585
## 2010-11-12 08:00:00 1.1588164
## 2010-11-15 08:00:00 1.1609772
## 2010-11-16 08:00:00 1.1409857
## 2010-11-17 08:00:00 1.1394402
## 2010-11-18 08:00:00 1.1594438
## 2010-11-19 08:00:00 1.1561343
## 2010-11-22 08:00:00 1.1584437
## 2010-11-23 08:00:00 1.1381462
## 2010-11-24 08:00:00 1.1638334
## 2010-11-26 08:00:00 1.1543977
## 2010-11-29 08:00:00 1.1456056
## 2010-11-30 08:00:00 1.1258343
## 2010-12-01 08:00:00 1.1567475
## 2010-12-02 08:00:00 1.1874201
## 2010-12-03 08:00:00 1.1896576
## 2010-12-06 08:00:00 1.1906030
## 2010-12-07 08:00:00 1.1977140
## 2010-12-08 08:00:00 1.2029057
## 2010-12-09 08:00:00 1.1991181
## 2010-12-10 08:00:00 1.2057903
## 2010-12-13 08:00:00 1.1987223
## 2010-12-14 08:00:00 1.2058868
## 2010-12-15 08:00:00 1.2032473
## 2010-12-16 08:00:00 1.2151095
## 2010-12-17 08:00:00 1.2156106
## 2010-12-20 08:00:00 1.2188674
## 2010-12-21 08:00:00 1.2272807
## 2010-12-22 08:00:00 1.2315563
## 2010-12-23 08:00:00 1.2286604
## 2010-12-27 08:00:00 1.2220318
## 2010-12-28 08:00:00 1.2178228
## 2010-12-29 08:00:00 1.2201049
## 2010-12-30 08:00:00 1.2156505
## 2010-12-31 08:00:00 1.2098057
## 2011-01-03 08:00:00 1.2319219
## 2011-01-04 08:00:00 1.2223327
## 2011-01-05 08:00:00 1.2241193
## 2011-01-06 08:00:00 1.2340801
## 2011-01-07 08:00:00 1.2431894
## 2011-01-10 08:00:00 1.2360593
## 2011-01-11 08:00:00 1.2292910
## 2011-01-12 08:00:00 1.2354794
## 2011-01-13 08:00:00 1.2327912
## 2011-01-14 08:00:00 1.2431056
## 2011-01-18 08:00:00 1.2625621
## 2011-01-19 08:00:00 1.2545923
## 2011-01-20 08:00:00 1.2516111
## 2011-01-21 08:00:00 1.2369508
## 2011-01-24 08:00:00 1.2452829
## 2011-01-25 08:00:00 1.2542976
## 2011-01-26 08:00:00 1.2494708
## 2011-01-27 08:00:00 1.2504660
## 2011-01-28 08:00:00 1.2072395
## 2011-01-31 08:00:00 1.2040126
## 2011-02-01 08:00:00 1.2240799
## 2011-02-02 08:00:00 1.2233616
## 2011-02-03 08:00:00 1.2199643
## 2011-02-04 08:00:00 1.2250562
## 2011-02-07 08:00:00 1.2338773
## 2011-02-08 08:00:00 1.2476491
## 2011-02-09 08:00:00 1.2402378
## 2011-02-10 08:00:00 1.2355765
## 2011-02-11 08:00:00 1.2397842
## 2011-02-14 08:00:00 1.2448860
## 2011-02-15 08:00:00 1.2354781
## 2011-02-16 08:00:00 1.2414025
## 2011-02-17 08:00:00 1.2439657
## 2011-02-18 08:00:00 1.2514197
## 2011-02-22 08:00:00 1.2155118
## 2011-02-23 08:00:00 1.2052191
## 2011-02-24 08:00:00 1.2061684
## 2011-02-25 08:00:00 1.2113513
## 2011-02-28 08:00:00 1.2201933
## 2011-03-01 08:00:00 1.1981088
## 2011-03-02 08:00:00 1.1948080
## 2011-03-03 08:00:00 1.2122023
## 2011-03-04 08:00:00 1.2038054
## 2011-03-07 08:00:00 1.2002642
## 2011-03-08 08:00:00 1.2086593
## 2011-03-09 08:00:00 1.2145315
## 2011-03-10 08:00:00 1.2418818
## 2011-03-11 08:00:00 1.2262439
## 2011-03-14 08:00:00 1.2117052
## 2011-03-15 08:00:00 1.2067059
## 2011-03-16 08:00:00 1.1803832
## 2011-03-17 08:00:00 1.1841648
## 2011-03-18 08:00:00 1.1826689
## 2011-03-21 08:00:00 1.2053333
## 2011-03-22 08:00:00 1.2009782
## 2011-03-23 08:00:00 1.2293187
## 2011-03-24 08:00:00 1.2475628
## 2011-03-25 08:00:00 1.2315282
## 2011-03-28 08:00:00 1.2251638
## 2011-03-29 08:00:00 1.2303650
## 2011-03-30 08:00:00 1.2305475
## 2011-03-31 08:00:00 1.2332800
## 2011-04-01 08:00:00 1.2416061
## 2011-04-04 08:00:00 1.2340675
## 2011-04-05 08:00:00 1.2210957
## 2011-04-06 08:00:00 1.2305412
## 2011-04-07 08:00:00 1.2299768
## 2011-04-08 08:00:00 1.2251366
## 2011-04-11 08:00:00 1.2200105
## 2011-04-12 08:00:00 1.2128847
## 2011-04-13 08:00:00 1.2171403
## 2011-04-14 08:00:00 1.2170825
## 2011-04-15 08:00:00 1.1873381
## 2011-04-18 08:00:00 1.1735967
## 2011-04-19 08:00:00 1.1749038
## 2011-04-20 08:00:00 1.1958446
## 2011-04-21 08:00:00 1.1927412
## 2011-04-25 08:00:00 1.1927171
## 2011-04-26 08:00:00 1.2045478
## 2011-04-27 08:00:00 1.2176492
## 2011-04-28 08:00:00 1.2196905
## 2011-04-29 08:00:00 1.2036289
## 2011-05-02 08:00:00 1.2008392
## 2011-05-03 08:00:00 1.1955057
## 2011-05-04 08:00:00 1.2037692
## 2011-05-05 08:00:00 1.1976931
## 2011-05-06 08:00:00 1.2000233
## 2011-05-09 08:00:00 1.1994850
## 2011-05-10 08:00:00 1.2019082
## 2011-05-11 08:00:00 1.1868820
## 2011-05-12 08:00:00 1.1933349
## 2011-05-13 08:00:00 1.1814418
## 2011-05-16 08:00:00 1.1550635
## 2011-05-17 08:00:00 1.1672181
## 2011-05-18 08:00:00 1.1840104
## 2011-05-19 08:00:00 1.1914558
## 2011-05-20 08:00:00 1.1766324
## 2011-05-23 08:00:00 1.1655903
## 2011-05-24 08:00:00 1.1635084
## 2011-05-25 08:00:00 1.1632738
## 2011-05-26 08:00:00 1.1731886
## 2011-05-27 08:00:00 1.1768566
## 2011-05-31 08:00:00 1.1904230
## 2011-06-01 08:00:00 1.1699189
## 2011-06-02 08:00:00 1.1677851
## 2011-06-03 08:00:00 1.1509342
## 2011-06-06 08:00:00 1.1572612
## 2011-06-07 08:00:00 1.1585812
## 2011-06-08 08:00:00 1.1547330
## 2011-06-09 08:00:00 1.1509551
## 2011-06-10 08:00:00 1.1371508
## 2011-06-13 08:00:00 1.1364283
## 2011-06-14 08:00:00 1.1460053
## 2011-06-15 08:00:00 1.1299021
## 2011-06-16 08:00:00 1.1351120
## 2011-06-17 08:00:00 1.1309592
## 2011-06-20 08:00:00 1.1381675
## 2011-06-21 08:00:00 1.1587913
## 2011-06-22 08:00:00 1.1584851
## 2011-06-23 08:00:00 1.1579284
## 2011-06-24 08:00:00 1.1445887
## 2011-06-27 08:00:00 1.1717117
## 2011-06-28 08:00:00 1.2029597
## 2011-06-29 08:00:00 1.2049854
## 2011-06-30 08:00:00 1.2182698
## 2011-07-01 08:00:00 1.2375291
## 2011-07-05 08:00:00 1.2546509
## 2011-07-06 08:00:00 1.2562280
## 2011-07-07 08:00:00 1.2710859
## 2011-07-08 08:00:00 1.2620208
## 2011-07-11 08:00:00 1.2474414
## 2011-07-12 08:00:00 1.2496846
## 2011-07-13 08:00:00 1.2546013
## 2011-07-14 08:00:00 1.2400004
## 2011-07-15 08:00:00 1.3068101
## 2011-07-18 08:00:00 1.2975799
## 2011-07-19 08:00:00 1.3279813
## 2011-07-20 08:00:00 1.3096715
## 2011-07-21 08:00:00 1.3252867
## 2011-07-22 08:00:00 1.3407081
## 2011-07-25 08:00:00 1.3477588
## 2011-07-26 08:00:00 1.3509909
## 2011-07-27 08:00:00 1.3145639
## 2011-07-28 08:00:00 1.3340248
## 2011-07-29 08:00:00 1.3243438
## 2011-08-01 08:00:00 1.3213083
## 2011-08-02 08:00:00 1.2901244
## 2011-08-03 08:00:00 1.3058483
## 2011-08-04 08:00:00 1.2465581
## 2011-08-05 08:00:00 1.2414986
## 2011-08-08 08:00:00 1.1712925
## 2011-08-09 08:00:00 1.2311129
## 2011-08-10 08:00:00 1.1768415
## 2011-08-11 08:00:00 1.2284472
## 2011-08-12 08:00:00 1.2309690
## 2011-08-15 08:00:00 1.2445474
## 2011-08-16 08:00:00 1.2364290
## 2011-08-17 08:00:00 1.2284231
## 2011-08-18 08:00:00 1.1545416
## 2011-08-19 08:00:00 1.1381628
## 2011-08-22 08:00:00 1.1400005
## 2011-08-23 08:00:00 1.1875039
## 2011-08-24 08:00:00 1.2007886
## 2011-08-25 08:00:00 1.1825263
## 2011-08-26 08:00:00 1.2092955
## 2011-08-29 08:00:00 1.2351162
## 2011-08-30 08:00:00 1.2476144
## 2011-08-31 08:00:00 1.2551342
## 2011-09-01 08:00:00 1.2377987
## 2011-09-02 08:00:00 1.2178428
## 2011-09-06 08:00:00 1.2140408
## 2011-09-07 08:00:00 1.2464040
## 2011-09-08 08:00:00 1.2477670
## 2011-09-09 08:00:00 1.2149569
## 2011-09-12 08:00:00 1.2250750
## 2011-09-13 08:00:00 1.2328202
## 2011-09-14 08:00:00 1.2459276
## 2011-09-15 08:00:00 1.2673805
## 2011-09-16 08:00:00 1.2740202
## 2011-09-19 08:00:00 1.2966610
## 2011-09-20 08:00:00 1.2921459
## 2011-09-21 08:00:00 1.2580452
## 2011-09-22 08:00:00 1.2151042
## 2011-09-23 08:00:00 1.2199383
## 2011-09-26 08:00:00 1.2392993
## 2011-09-27 08:00:00 1.2525786
## 2011-09-28 08:00:00 1.2384922
## 2011-09-29 08:00:00 1.2217616
## 2011-09-30 08:00:00 1.1937838
## 2011-10-03 08:00:00 1.1613153
## 2011-10-04 08:00:00 1.1903991
## 2011-10-05 08:00:00 1.2098924
## 2011-10-06 08:00:00 1.2296227
## 2011-10-07 08:00:00 1.2366108
## 2011-10-10 08:00:00 1.2823924
## 2011-10-11 08:00:00 1.2923702
## 2011-10-12 08:00:00 1.2977619
## 2011-10-13 08:00:00 1.3049019
## 2011-10-14 08:00:00 1.3436561
## 2011-10-17 08:00:00 1.3205463
## 2011-10-18 08:00:00 1.3458459
## 2011-10-19 08:00:00 1.3190619
## 2011-10-20 08:00:00 1.3206648
## 2011-10-21 08:00:00 1.3395908
## 2011-10-24 08:00:00 1.3494541
## 2011-10-25 08:00:00 1.3196882
## 2011-10-26 08:00:00 1.3198853
## 2011-10-27 08:00:00 1.3578074
## 2011-10-28 08:00:00 1.3485441
## 2011-10-31 08:00:00 1.3356598
## 2011-11-01 08:00:00 1.3025732
## 2011-11-02 08:00:00 1.3070171
## 2011-11-03 08:00:00 1.3275491
## 2011-11-04 08:00:00 1.3511700
## 2011-11-07 08:00:00 1.3699434
## 2011-11-08 08:00:00 1.3803411
## 2011-11-09 08:00:00 1.3409147
## 2011-11-10 08:00:00 1.3438334
## 2011-11-11 08:00:00 1.3729536
## 2011-11-14 08:00:00 1.3665819
## 2011-11-15 08:00:00 1.3800214
## 2011-11-16 08:00:00 1.3542128
## 2011-11-17 08:00:00 1.3268347
## 2011-11-18 08:00:00 1.3181862
## 2011-11-21 08:00:00 1.2990588
## 2011-11-22 08:00:00 1.3011711
## 2011-11-23 08:00:00 1.2774402
## 2011-11-25 08:00:00 1.2648922
## 2011-11-28 08:00:00 1.3041162
## 2011-11-29 08:00:00 1.3034730
## 2011-11-30 08:00:00 1.3417565
## 2011-12-01 08:00:00 1.3483726
## 2011-12-02 08:00:00 1.3555326
## 2011-12-05 08:00:00 1.3708554
## 2011-12-06 08:00:00 1.3639186
## 2011-12-07 08:00:00 1.3641289
## 2011-12-08 08:00:00 1.3446629
## 2011-12-09 08:00:00 1.3697074
## 2011-12-12 08:00:00 1.3652821
## 2011-12-13 08:00:00 1.3658207
## 2011-12-14 08:00:00 1.3518582
## 2011-12-15 08:00:00 1.3556194
## 2011-12-16 08:00:00 1.3689259
## 2011-12-19 08:00:00 1.3590666
## 2011-12-20 08:00:00 1.3889936
## 2011-12-21 08:00:00 1.3827292
## 2011-12-22 08:00:00 1.3840299
## 2011-12-23 08:00:00 1.3950723
## 2011-12-27 08:00:00 1.4055926
## 2011-12-28 08:00:00 1.3996900
## 2011-12-29 08:00:00 1.4120933
## 2011-12-30 08:00:00 1.4091298
## 2012-01-03 08:00:00 1.4306232
## 2012-01-04 08:00:00 1.4530932
## 2012-01-05 08:00:00 1.4533578
## 2012-01-06 08:00:00 1.4582755
## 2012-01-09 08:00:00 1.4302116
## 2012-01-10 08:00:00 1.4348636
## 2012-01-11 08:00:00 1.4378057
## 2012-01-12 08:00:00 1.4504482
## 2012-01-13 08:00:00 1.4491399
## 2012-01-17 08:00:00 1.4555048
## 2012-01-18 08:00:00 1.4614800
## 2012-01-19 08:00:00 1.4641286
## 2012-01-20 08:00:00 1.4552602
## 2012-01-23 08:00:00 1.4470111
## 2012-01-24 08:00:00 1.4397814
## 2012-01-25 08:00:00 1.4366678
## 2012-01-26 08:00:00 1.4403904
## 2012-01-27 08:00:00 1.4391420
## 2012-01-30 08:00:00 1.4507840
## 2012-01-31 08:00:00 1.4453792
## 2012-02-01 08:00:00 1.4550681
## 2012-02-02 08:00:00 1.4537705
## 2012-02-03 08:00:00 1.4744561
## 2012-02-06 08:00:00 1.4875397
## 2012-02-07 08:00:00 1.4892751
## 2012-02-08 08:00:00 1.5000298
## 2012-02-09 08:00:00 1.5080217
## 2012-02-10 08:00:00 1.4951597
## 2012-02-13 08:00:00 1.5060428
## 2012-02-14 08:00:00 1.5005650
## 2012-02-15 08:00:00 1.4873120
## 2012-02-16 08:00:00 1.5088788
## 2012-02-17 08:00:00 1.5059515
## 2012-02-21 08:00:00 1.5149218
## 2012-02-22 08:00:00 1.5078058
## 2012-02-23 08:00:00 1.5092445
## 2012-02-24 08:00:00 1.5125783
## 2012-02-27 08:00:00 1.5092447
## 2012-02-28 08:00:00 1.5322111
## 2012-02-29 08:00:00 1.5264161
## 2012-03-01 08:00:00 1.5402195
## 2012-03-02 08:00:00 1.5377929
## 2012-03-05 08:00:00 1.5291153
## 2012-03-06 08:00:00 1.5101832
## 2012-03-07 08:00:00 1.5283403
## 2012-03-08 08:00:00 1.5405658
## 2012-03-09 08:00:00 1.5499772
## 2012-03-12 08:00:00 1.5471624
## 2012-03-13 08:00:00 1.5805437
## 2012-03-14 08:00:00 1.5842361
## 2012-03-15 08:00:00 1.5938350
## 2012-03-16 08:00:00 1.5945121
## 2012-03-19 08:00:00 1.5990198
## 2012-03-20 08:00:00 1.5971362
## 2012-03-21 08:00:00 1.6020331
## 2012-03-22 08:00:00 1.6231404
## 2012-03-23 08:00:00 1.6219201
## 2012-03-26 08:00:00 1.6426322
## 2012-03-27 08:00:00 1.6432760
## 2012-03-28 08:00:00 1.6427691
## 2012-03-29 08:00:00 1.6324547
## 2012-03-30 08:00:00 1.6304748
## 2012-04-02 08:00:00 1.6433793
## 2012-04-03 08:00:00 1.6361721
## 2012-04-04 08:00:00 1.6180285
## 2012-04-05 08:00:00 1.6327161
## 2012-04-09 08:00:00 1.6169954
## 2012-04-10 08:00:00 1.5967847
## 2012-04-11 08:00:00 1.6268840
## 2012-04-12 08:00:00 1.6632843
## 2012-04-13 08:00:00 1.6481493
## 2012-04-16 08:00:00 1.6173496
## 2012-04-17 08:00:00 1.6167540
## 2012-04-18 08:00:00 1.6261425
## 2012-04-19 08:00:00 1.6022638
## 2012-04-20 08:00:00 1.6266759
## 2012-04-23 08:00:00 1.6170923
## 2012-04-24 08:00:00 1.6118741
## 2012-04-25 08:00:00 1.6378534
## 2012-04-26 08:00:00 1.6524911
## 2012-04-27 08:00:00 1.6184759
## 2012-04-30 08:00:00 1.6099804
## 2012-05-01 08:00:00 1.6121531
## 2012-05-02 08:00:00 1.6135765
## 2012-05-03 08:00:00 1.6043621
## 2012-05-04 08:00:00 1.5686271
## 2012-05-07 08:00:00 1.5749303
## 2012-05-08 08:00:00 1.5649243
## 2012-05-09 08:00:00 1.5652051
## 2012-05-10 08:00:00 1.5759304
## 2012-05-11 08:00:00 1.5769960
## 2012-05-14 08:00:00 1.5552477
## 2012-05-15 08:00:00 1.5538953
## 2012-05-16 08:00:00 1.5614647
## 2012-05-17 08:00:00 1.5405049
## 2012-05-18 08:00:00 1.5114991
## 2012-05-21 08:00:00 1.5521852
## 2012-05-22 08:00:00 1.5374383
## 2012-05-23 08:00:00 1.5522274
## 2012-05-24 08:00:00 1.5414183
## 2012-05-25 08:00:00 1.5286046
## 2012-05-29 08:00:00 1.5491331
## 2012-05-30 08:00:00 1.5320002
## 2012-05-31 08:00:00 1.5244368
## 2012-06-01 08:00:00 1.4775460
## 2012-06-04 08:00:00 1.5021448
## 2012-06-05 08:00:00 1.4804986
## 2012-06-06 08:00:00 1.5138226
## 2012-06-07 08:00:00 1.5094088
## 2012-06-08 08:00:00 1.5200511
## 2012-06-11 08:00:00 1.4895051
## 2012-06-12 08:00:00 1.4952639
## 2012-06-13 08:00:00 1.4725849
## 2012-06-14 08:00:00 1.4842689
## 2012-06-15 08:00:00 1.5028270
## 2012-06-18 08:00:00 1.5204224
## 2012-06-19 08:00:00 1.5534384
## 2012-06-20 08:00:00 1.5587395
## 2012-06-21 08:00:00 1.5196924
## 2012-06-22 08:00:00 1.5402031
## 2012-06-25 08:00:00 1.5038260
## 2012-06-26 08:00:00 1.5160289
## 2012-06-27 08:00:00 1.5115726
## 2012-06-28 08:00:00 1.4965714
## 2012-06-29 08:00:00 1.5335828
## 2012-07-02 08:00:00 1.5283527
## 2012-07-03 08:00:00 1.5300318
## 2012-07-05 08:00:00 1.5405688
## 2012-07-06 08:00:00 1.5191637
## 2012-07-09 08:00:00 1.5200417
## 2012-07-10 08:00:00 1.5114192
## 2012-07-11 08:00:00 1.4930784
## 2012-07-12 08:00:00 1.4862418
## 2012-07-13 08:00:00 1.5131811
## 2012-07-16 08:00:00 1.5057998
## 2012-07-17 08:00:00 1.5190288
## 2012-07-18 08:00:00 1.5316594
## 2012-07-19 08:00:00 1.5548041
## 2012-07-20 08:00:00 1.5397885
## 2012-07-23 08:00:00 1.5168456
## 2012-07-24 08:00:00 1.5065254
## 2012-07-25 08:00:00 1.5008770
## 2012-07-26 08:00:00 1.5302026
## 2012-07-27 08:00:00 1.5119992
## 2012-07-30 08:00:00 1.5019933
## 2012-07-31 08:00:00 1.4844032
## 2012-08-01 08:00:00 1.4667778
## 2012-08-02 08:00:00 1.4532368
## 2012-08-03 08:00:00 1.4806688
## 2012-08-06 08:00:00 1.4842002
## 2012-08-07 08:00:00 1.5077765
## 2012-08-08 08:00:00 1.5100526
## 2012-08-09 08:00:00 1.5110186
## 2012-08-10 08:00:00 1.5144676
## 2012-08-13 08:00:00 1.5339894
## 2012-08-14 08:00:00 1.5432615
## 2012-08-15 08:00:00 1.5619604
## 2012-08-16 08:00:00 1.5792335
## 2012-08-17 08:00:00 1.5826172
## 2012-08-20 08:00:00 1.5767902
## 2012-08-21 08:00:00 1.5735310
## 2012-08-22 08:00:00 1.5754630
## 2012-08-23 08:00:00 1.5680106
## 2012-08-24 08:00:00 1.5833218
## 2012-08-27 08:00:00 1.5830086
## 2012-08-28 08:00:00 1.5906946
## 2012-08-29 08:00:00 1.5973511
## 2012-08-30 08:00:00 1.5927726
## 2012-08-31 08:00:00 1.6027877
## 2012-09-04 08:00:00 1.5910983
## 2012-09-05 08:00:00 1.5939718
## 2012-09-06 08:00:00 1.6363809
## 2012-09-07 08:00:00 1.6382648
## 2012-09-10 08:00:00 1.6264207
## 2012-09-11 08:00:00 1.6198659
## 2012-09-12 08:00:00 1.6234096
## 2012-09-13 08:00:00 1.6439285
## 2012-09-14 08:00:00 1.6378785
## 2012-09-17 08:00:00 1.6294969
## 2012-09-18 08:00:00 1.6310343
## 2012-09-19 08:00:00 1.6452323
## 2012-09-20 08:00:00 1.6642806
## 2012-09-21 08:00:00 1.6630590
## 2012-09-24 08:00:00 1.6689227
## 2012-09-25 08:00:00 1.6552058
## 2012-09-26 08:00:00 1.6501147
## 2012-09-27 08:00:00 1.6624351
## 2012-09-28 08:00:00 1.6503875
## 2012-10-01 08:00:00 1.6446293
## 2012-10-02 08:00:00 1.6350583
## 2012-10-03 08:00:00 1.6448341
## 2012-10-04 08:00:00 1.6477924
## 2012-10-05 08:00:00 1.6402679
## 2012-10-08 08:00:00 1.6320380
## 2012-10-09 08:00:00 1.5974732
## 2012-10-10 08:00:00 1.5879309
## 2012-10-11 08:00:00 1.5947001
## 2012-10-12 08:00:00 1.5946314
## 2012-10-15 08:00:00 1.6029288
## 2012-10-16 08:00:00 1.6192660
## 2012-10-17 08:00:00 1.6227983
## 2012-10-18 08:00:00 1.5663978
## 2012-10-19 08:00:00 1.5222091
## 2012-10-22 08:00:00 1.5038724
## 2012-10-23 08:00:00 1.5024417
## 2012-10-24 08:00:00 1.5005910
## 2012-10-25 08:00:00 1.5112970
## 2012-10-26 08:00:00 1.5113716
## 2012-10-31 08:00:00 1.5215522
## 2012-11-01 08:00:00 1.5523587
## 2012-11-02 08:00:00 1.5988792
## 2012-11-05 08:00:00 1.5993701
## 2012-11-06 08:00:00 1.6102679
## 2012-11-07 08:00:00 1.5866267
## 2012-11-08 08:00:00 1.5602752
## 2012-11-09 08:00:00 1.5697424
## 2012-11-12 08:00:00 1.5579477
## 2012-11-13 08:00:00 1.5372728
## 2012-11-14 08:00:00 1.5115685
## 2012-11-15 08:00:00 1.4998316
## 2012-11-16 08:00:00 1.5009404
## 2012-11-19 08:00:00 1.5313008
## 2012-11-20 08:00:00 1.5358198
## 2012-11-21 08:00:00 1.5420772
## 2012-11-23 08:00:00 1.5646571
## 2012-11-26 08:00:00 1.5506760
## 2012-11-27 08:00:00 1.5446723
## 2012-11-28 08:00:00 1.5722758
## 2012-11-29 08:00:00 1.5758494
## 2012-11-30 08:00:00 1.5755478
## 2012-12-03 08:00:00 1.5686429
## 2012-12-04 08:00:00 1.5575020
## 2012-12-05 08:00:00 1.5576654
## 2012-12-06 08:00:00 1.5908020
## 2012-12-07 08:00:00 1.5796639
## 2012-12-10 08:00:00 1.5831585
## 2012-12-11 08:00:00 1.6016024
## 2012-12-12 08:00:00 1.6046866
## 2012-12-13 08:00:00 1.6017346
## 2012-12-14 08:00:00 1.5970821
## 2012-12-17 08:00:00 1.6293088
## 2012-12-18 08:00:00 1.6361722
## 2012-12-19 08:00:00 1.6298092
## 2012-12-20 08:00:00 1.6381935
## 2012-12-21 08:00:00 1.6224185
## 2012-12-24 08:00:00 1.6110258
## 2012-12-26 08:00:00 1.6009361
## 2012-12-27 08:00:00 1.6020825
## 2012-12-28 08:00:00 1.5831961
## 2012-12-31 08:00:00 1.6019188
## 2013-01-02 08:00:00 1.6457314
## 2013-01-03 08:00:00 1.6423354
## 2013-01-04 08:00:00 1.6461204
## 2013-01-07 08:00:00 1.6429890
## 2013-01-08 08:00:00 1.6381000
## 2013-01-09 08:00:00 1.6348799
## 2013-01-10 08:00:00 1.6317223
## 2013-01-11 08:00:00 1.6426739
## 2013-01-14 08:00:00 1.6278518
## 2013-01-15 08:00:00 1.6336257
## 2013-01-16 08:00:00 1.6215802
## 2013-01-17 08:00:00 1.6243506
## 2013-01-18 08:00:00 1.6222967
## 2013-01-22 08:00:00 1.6208518
## 2013-01-23 08:00:00 1.6539311
## 2013-01-24 08:00:00 1.6650204
## 2013-01-25 08:00:00 1.6919135
## 2013-01-28 08:00:00 1.6824283
## 2013-01-29 08:00:00 1.6824724
## 2013-01-30 08:00:00 1.6833695
## 2013-01-31 08:00:00 1.6779718
## 2013-02-01 08:00:00 1.7098641
## 2013-02-04 08:00:00 1.6799337
## 2013-02-05 08:00:00 1.6914524
## 2013-02-06 08:00:00 1.6899646
## 2013-02-07 08:00:00 1.6896319
## 2013-02-08 08:00:00 1.7087074
## 2013-02-11 08:00:00 1.7105310
## 2013-02-12 08:00:00 1.7108703
## 2013-02-13 08:00:00 1.7112076
## 2013-02-14 08:00:00 1.7122708
## 2013-02-15 08:00:00 1.7032615
## 2013-02-19 08:00:00 1.7202457
## 2013-02-20 08:00:00 1.6944493
## 2013-02-21 08:00:00 1.6893162
## 2013-02-22 08:00:00 1.7061914
## 2013-02-25 08:00:00 1.6819219
## 2013-02-26 08:00:00 1.6821511
## 2013-02-27 08:00:00 1.7112870
## 2013-02-28 08:00:00 1.7149443
## 2013-03-01 08:00:00 1.7217975
## 2013-03-04 08:00:00 1.7454839
## 2013-03-05 08:00:00 1.7702390
## 2013-03-06 08:00:00 1.7658902
## 2013-03-07 08:00:00 1.7797742
## 2013-03-08 08:00:00 1.7805022
## 2013-03-11 08:00:00 1.7795580
## 2013-03-12 08:00:00 1.7717969
## 2013-03-13 08:00:00 1.7735926
## 2013-03-14 08:00:00 1.7659424
## 2013-03-15 08:00:00 1.7585120
## 2013-03-18 08:00:00 1.7474929
## 2013-03-19 08:00:00 1.7506144
## 2013-03-20 08:00:00 1.7621652
## 2013-03-21 08:00:00 1.7514251
## 2013-03-22 08:00:00 1.7570652
## 2013-03-25 08:00:00 1.7475453
## 2013-03-26 08:00:00 1.7532807
## 2013-03-27 08:00:00 1.7491761
## 2013-03-28 08:00:00 1.7484849
## 2013-04-01 08:00:00 1.7528032
## 2013-04-02 08:00:00 1.7795954
## 2013-04-03 08:00:00 1.7639556
## 2013-04-04 08:00:00 1.7607984
## 2013-04-05 08:00:00 1.7508420
## 2013-04-08 08:00:00 1.7458585
## 2013-04-09 08:00:00 1.7614260
## 2013-04-10 08:00:00 1.7882615
## 2013-04-11 08:00:00 1.7691003
## 2013-04-12 08:00:00 1.7710145
## 2013-04-15 08:00:00 1.7488953
## 2013-04-16 08:00:00 1.7716939
## 2013-04-17 08:00:00 1.7569174
## 2013-04-18 08:00:00 1.7392783
## 2013-04-19 08:00:00 1.7911235
## 2013-04-22 08:00:00 1.8153497
## 2013-04-23 08:00:00 1.8240566
## 2013-04-24 08:00:00 1.8562635
## 2013-04-25 08:00:00 1.8635948
## 2013-04-26 08:00:00 1.8497859
## 2013-04-29 08:00:00 1.8853717
## 2013-04-30 08:00:00 1.9020583
## 2013-05-01 08:00:00 1.8843014
## 2013-05-02 08:00:00 1.9022891
## 2013-05-03 08:00:00 1.9365248
## 2013-05-06 08:00:00 1.9600337
## 2013-05-07 08:00:00 1.9496477
## 2013-05-08 08:00:00 1.9584365
## 2013-05-09 08:00:00 1.9499377
## 2013-05-10 08:00:00 1.9650041
## 2013-05-13 08:00:00 1.9665029
## 2013-05-14 08:00:00 1.9952865
## 2013-05-15 08:00:00 2.0293663
## 2013-05-16 08:00:00 2.0191051
## 2013-05-17 08:00:00 2.0445110
## 2013-05-20 08:00:00 2.0449149
## 2013-05-21 08:00:00 2.0436849
## 2013-05-22 08:00:00 2.0245122
## 2013-05-23 08:00:00 2.0039318
## 2013-05-24 08:00:00 1.9972864
## 2013-05-28 08:00:00 2.0273083
## 2013-05-29 08:00:00 2.0080330
## 2013-05-30 08:00:00 2.0111314
## 2013-05-31 08:00:00 2.0055152
## 2013-06-03 08:00:00 2.0193658
## 2013-06-04 08:00:00 1.9999512
## 2013-06-05 08:00:00 1.9859071
## 2013-06-06 08:00:00 2.0003453
## 2013-06-07 08:00:00 2.0469110
## 2013-06-10 08:00:00 2.0624581
## 2013-06-11 08:00:00 2.0350972
## 2013-06-12 08:00:00 2.0218839
## 2013-06-13 08:00:00 2.0364658
## 2013-06-14 08:00:00 2.0249148
## 2013-06-17 08:00:00 2.0495622
## 2013-06-18 08:00:00 2.0715341
## 2013-06-19 08:00:00 2.0568042
## 2013-06-20 08:00:00 2.0109037
## 2013-06-21 08:00:00 1.9981544
## 2013-06-24 08:00:00 1.9910265
## 2013-06-25 08:00:00 1.9950430
## 2013-06-26 08:00:00 2.0250079
## 2013-06-27 08:00:00 2.0316393
## 2013-06-28 08:00:00 2.0307332
## 2013-07-01 08:00:00 2.0405233
## 2013-07-02 08:00:00 2.0336925
## 2013-07-03 08:00:00 2.0435020
## 2013-07-05 08:00:00 2.0571897
## 2013-07-08 08:00:00 2.0743503
## 2013-07-09 08:00:00 2.0732043
## 2013-07-10 08:00:00 2.0803302
## 2013-07-11 08:00:00 2.1235018
## 2013-07-12 08:00:00 2.1291585
## 2013-07-15 08:00:00 2.1396368
## 2013-07-16 08:00:00 2.1362440
## 2013-07-17 08:00:00 2.1114028
## 2013-07-18 08:00:00 2.1023654
## 2013-07-19 08:00:00 2.0155673
## 2013-07-22 08:00:00 2.0407398
## 2013-07-23 08:00:00 2.0176582
## 2013-07-24 08:00:00 2.0088601
## 2013-07-25 08:00:00 2.0021216
## 2013-07-26 08:00:00 2.0584502
## 2013-07-29 08:00:00 2.0451112
## 2013-07-30 08:00:00 2.0524643
## 2013-07-31 08:00:00 2.0432179
## 2013-08-01 08:00:00 2.0731395
## 2013-08-02 08:00:00 2.0868133
## 2013-08-05 08:00:00 2.0790607
## 2013-08-06 08:00:00 2.0628206
## 2013-08-07 08:00:00 2.0626852
## 2013-08-08 08:00:00 2.0891873
## 2013-08-09 08:00:00 2.0820520
## 2013-08-12 08:00:00 2.0831779
## 2013-08-13 08:00:00 2.0682916
## 2013-08-14 08:00:00 2.0545097
## 2013-08-15 08:00:00 2.0239944
## 2013-08-16 08:00:00 2.0218119
## 2013-08-19 08:00:00 2.0156496
## 2013-08-20 08:00:00 2.0239829
## 2013-08-21 08:00:00 2.0272477
## 2013-08-22 08:00:00 2.0588435
## 2013-08-23 08:00:00 2.1076681
## 2013-08-26 08:00:00 2.0909480
## 2013-08-27 08:00:00 2.0427914
## 2013-08-28 08:00:00 2.0440806
## 2013-08-29 08:00:00 2.0628893
## 2013-08-30 08:00:00 2.0467727
## 2013-09-03 08:00:00 2.0370319
## 2013-09-04 08:00:00 2.0374289
## 2013-09-05 08:00:00 2.0435594
## 2013-09-06 08:00:00 2.0372975
## 2013-09-09 08:00:00 2.0629553
## 2013-09-10 08:00:00 2.0955875
## 2013-09-11 08:00:00 2.1201142
## 2013-09-12 08:00:00 2.1192802
## 2013-09-13 08:00:00 2.1220438
## 2013-09-16 08:00:00 2.1130974
## 2013-09-17 08:00:00 2.1221636
## 2013-09-18 08:00:00 2.1564743
## 2013-09-19 08:00:00 2.1495584
## 2013-09-20 08:00:00 2.1337728
## 2013-09-23 08:00:00 2.1120178
## 2013-09-24 08:00:00 2.1178811
## 2013-09-25 08:00:00 2.1093331
## 2013-09-26 08:00:00 2.1235277
## 2013-09-27 08:00:00 2.1337583
## 2013-09-30 08:00:00 2.1300934
## 2013-10-01 08:00:00 2.1472363
## 2013-10-02 08:00:00 2.1555694
## 2013-10-03 08:00:00 2.1416912
## 2013-10-04 08:00:00 2.1439750
## 2013-10-07 08:00:00 2.1212615
## 2013-10-08 08:00:00 2.0930208
## 2013-10-09 08:00:00 2.0935858
## 2013-10-10 08:00:00 2.1355004
## 2013-10-11 08:00:00 2.1528915
## 2013-10-14 08:00:00 2.1656416
## 2013-10-15 08:00:00 2.1584552
## 2013-10-16 08:00:00 2.1869104
## 2013-10-17 08:00:00 2.1918514
## 2013-10-18 08:00:00 2.2973612
## 2013-10-21 08:00:00 2.2928110
## 2013-10-22 08:00:00 2.3003465
## 2013-10-23 08:00:00 2.2947980
## 2013-10-24 08:00:00 2.2799696
## 2013-10-25 08:00:00 2.3228576
## 2013-10-28 08:00:00 2.3077510
## 2013-10-29 08:00:00 2.3322965
## 2013-10-30 08:00:00 2.3391674
## 2013-10-31 08:00:00 2.3385529
## 2013-11-01 08:00:00 2.3319768
## 2013-11-04 08:00:00 2.3402991
## 2013-11-05 08:00:00 2.3678181
## 2013-11-06 08:00:00 2.3943785
## 2013-11-07 08:00:00 2.3484020
## 2013-11-08 08:00:00 2.3811637
## 2013-11-11 08:00:00 2.3708463
## 2013-11-12 08:00:00 2.3680384
## 2013-11-13 08:00:00 2.4095270
## 2013-11-14 08:00:00 2.4054351
## 2013-11-15 08:00:00 2.4006934
## 2013-11-18 08:00:00 2.3787926
## 2013-11-19 08:00:00 2.3639951
## 2013-11-20 08:00:00 2.3671244
## 2013-11-21 08:00:00 2.4009282
## 2013-11-22 08:00:00 2.4013076
## 2013-11-25 08:00:00 2.4072852
## 2013-11-26 08:00:00 2.4180364
## 2013-11-27 08:00:00 2.4282013
## 2013-11-29 08:00:00 2.4357459
## 2013-12-02 08:00:00 2.4347569
## 2013-12-03 08:00:00 2.4256583
## 2013-12-04 08:00:00 2.4323779
## 2013-12-05 08:00:00 2.4139108
## 2013-12-06 08:00:00 2.4333704
## 2013-12-09 08:00:00 2.4450670
## 2013-12-10 08:00:00 2.4138644
## 2013-12-11 08:00:00 2.3878028
## 2013-12-12 08:00:00 2.3746788
## 2013-12-13 08:00:00 2.3550712
## 2013-12-16 08:00:00 2.3697674
## 2013-12-17 08:00:00 2.3558100
## 2013-12-18 08:00:00 2.3843448
## 2013-12-19 08:00:00 2.3731619
## 2013-12-20 08:00:00 2.4009907
## 2013-12-23 08:00:00 2.4148315
## 2013-12-24 08:00:00 2.4246200
## 2013-12-26 08:00:00 2.4396816
## 2013-12-27 08:00:00 2.4341182
## 2013-12-30 08:00:00 2.4270685
## 2013-12-31 08:00:00 2.4366495
## 2014-01-02 08:00:00 2.4130801
## 2014-01-03 08:00:00 2.3994881
## 2014-01-06 08:00:00 2.3834004
## 2014-01-07 08:00:00 2.4158656
## 2014-01-08 08:00:00 2.4119674
## 2014-01-09 08:00:00 2.3945537
## 2014-01-10 08:00:00 2.4063083
## 2014-01-13 08:00:00 2.3516552
## 2014-01-14 08:00:00 2.3916945
## 2014-01-15 08:00:00 2.4199694
## 2014-01-16 08:00:00 2.4189751
## 2014-01-17 08:00:00 2.3997376
## 2014-01-21 08:00:00 2.3917715
## 2014-01-22 08:00:00 2.3869994
## 2014-01-23 08:00:00 2.3840806
## 2014-01-24 08:00:00 2.3905522
## 2014-01-27 08:00:00 2.3492604
## 2014-01-28 08:00:00 2.3669399
## 2014-01-29 08:00:00 2.3396047
## 2014-01-30 08:00:00 2.3682066
## 2014-01-31 08:00:00 2.4143314
## 2014-02-03 08:00:00 2.3286818
## 2014-02-04 08:00:00 2.3542241
## 2014-02-05 08:00:00 2.3445622
## 2014-02-06 08:00:00 2.3849611
## 2014-02-07 08:00:00 2.4241100
## 2014-02-10 08:00:00 2.4348062
## 2014-02-11 08:00:00 2.4510095
## 2014-02-12 08:00:00 2.4482849
## 2014-02-13 08:00:00 2.4691577
## 2014-02-14 08:00:00 2.4752232
## 2014-02-18 08:00:00 2.4703578
## 2014-02-19 08:00:00 2.4590554
## 2014-02-20 08:00:00 2.4680266
## 2014-02-21 08:00:00 2.4614491
## 2014-02-24 08:00:00 2.4611773
## 2014-02-25 08:00:00 2.4401497
## 2014-02-26 08:00:00 2.4527900
## 2014-02-27 08:00:00 2.4651671
## 2014-02-28 08:00:00 2.4583596
## 2014-03-03 08:00:00 2.4326280
## 2014-03-04 08:00:00 2.4680830
## 2014-03-05 08:00:00 2.4597674
## 2014-03-06 08:00:00 2.4775848
## 2014-03-07 08:00:00 2.4733764
## 2014-03-10 08:00:00 2.4751530
## 2014-03-11 08:00:00 2.4886008
## 2014-03-12 08:00:00 2.5058048
## 2014-03-13 08:00:00 2.4715235
## 2014-03-14 08:00:00 2.4546512
## 2014-03-17 08:00:00 2.4741080
## 2014-03-18 08:00:00 2.5239590
## 2014-03-19 08:00:00 2.5250022
## 2014-03-20 08:00:00 2.5583918
## 2014-03-21 08:00:00 2.5423502
## 2014-03-24 08:00:00 2.5218415
## 2014-03-25 08:00:00 2.5055560
## 2014-03-26 08:00:00 2.4634029
## 2014-03-27 08:00:00 2.4431965
## 2014-03-28 08:00:00 2.4688323
## 2014-03-31 08:00:00 2.4758207
## 2014-04-01 08:00:00 2.5066620
## 2014-04-02 08:00:00 2.5011918
## 2014-04-03 08:00:00 2.4918832
## 2014-04-04 08:00:00 2.4121977
## 2014-04-07 08:00:00 2.3907986
## 2014-04-08 08:00:00 2.4278291
## 2014-04-09 08:00:00 2.4658535
## 2014-04-10 08:00:00 2.3837269
## 2014-04-11 08:00:00 2.3486136
## 2014-04-14 08:00:00 2.3573773
## 2014-04-15 08:00:00 2.3699381
## 2014-04-16 08:00:00 2.4341762
## 2014-04-17 08:00:00 2.3888397
## 2014-04-21 08:00:00 2.3800586
## 2014-04-22 08:00:00 2.3977724
## 2014-04-23 08:00:00 2.3715238
## 2014-04-24 08:00:00 2.3801816
## 2014-04-25 08:00:00 2.3719313
## 2014-04-28 08:00:00 2.3868483
## 2014-04-29 08:00:00 2.3919709
## 2014-04-30 08:00:00 2.3879904
## 2014-05-01 08:00:00 2.3928335
## 2014-05-02 08:00:00 2.3756954
## 2014-05-05 08:00:00 2.3739986
## 2014-05-06 08:00:00 2.3382480
## 2014-05-07 08:00:00 2.3393282
## 2014-05-08 08:00:00 2.3434182
## 2014-05-09 08:00:00 2.3611929
## 2014-05-12 08:00:00 2.3963428
## 2014-05-13 08:00:00 2.4157324
## 2014-05-14 08:00:00 2.3911861
## 2014-05-15 08:00:00 2.3647725
## 2014-05-16 08:00:00 2.3826953
## 2014-05-19 08:00:00 2.3944551
## 2014-05-20 08:00:00 2.3854713
## 2014-05-21 08:00:00 2.4145553
## 2014-05-22 08:00:00 2.4301995
## 2014-05-23 08:00:00 2.4487293
## 2014-05-27 08:00:00 2.4892207
## 2014-05-28 08:00:00 2.4747668
## 2014-05-29 08:00:00 2.4770795
## 2014-05-30 08:00:00 2.4901736
## 2014-06-02 08:00:00 2.4852098
## 2014-06-03 08:00:00 2.4654844
## 2014-06-04 08:00:00 2.4712305
## 2014-06-05 08:00:00 2.5035409
## 2014-06-06 08:00:00 2.5195311
## 2014-06-09 08:00:00 2.5221573
## 2014-06-10 08:00:00 2.5100122
## 2014-06-11 08:00:00 2.5046753
## 2014-06-12 08:00:00 2.4783739
## 2014-06-13 08:00:00 2.5004337
## 2014-06-16 08:00:00 2.4993525
## 2014-06-17 08:00:00 2.5036122
## 2014-06-18 08:00:00 2.5211965
## 2014-06-19 08:00:00 2.5395527
## 2014-06-20 08:00:00 2.5380240
## 2014-06-23 08:00:00 2.5585175
## 2014-06-24 08:00:00 2.5610957
## 2014-06-25 08:00:00 2.5953928
## 2014-06-26 08:00:00 2.5844989
## 2014-06-27 08:00:00 2.5957228
## 2014-06-30 08:00:00 2.5753190
## 2014-07-01 08:00:00 2.5976118
## 2014-07-02 08:00:00 2.5989500
## 2014-07-03 08:00:00 2.6101170
## 2014-07-07 08:00:00 2.6062227
## 2014-07-08 08:00:00 2.5838043
## 2014-07-09 08:00:00 2.5988597
## 2014-07-10 08:00:00 2.5851837
## 2014-07-11 08:00:00 2.6027016
## 2014-07-14 08:00:00 2.6117778
## 2014-07-15 08:00:00 2.6216865
## 2014-07-16 08:00:00 2.6503032
## 2014-07-17 08:00:00 2.6297118
## 2014-07-18 08:00:00 2.6726297
## 2014-07-21 08:00:00 2.6636855
## 2014-07-22 08:00:00 2.6838797
## 2014-07-23 08:00:00 2.6909906
## 2014-07-24 08:00:00 2.6919241
## 2014-07-25 08:00:00 2.6685509
## 2014-07-28 08:00:00 2.6557824
## 2014-07-29 08:00:00 2.6499061
## 2014-07-30 08:00:00 2.6489989
## 2014-07-31 08:00:00 2.6032120
## 2014-08-01 08:00:00 2.5809658
## 2014-08-04 08:00:00 2.6081114
## 2014-08-05 08:00:00 2.5875405
## 2014-08-06 08:00:00 2.5865081
## 2014-08-07 08:00:00 2.5870605
## 2014-08-08 08:00:00 2.6049043
## 2014-08-11 08:00:00 2.6063647
## 2014-08-12 08:00:00 2.6044180
## 2014-08-13 08:00:00 2.6274469
## 2014-08-14 08:00:00 2.6240968
## 2014-08-15 08:00:00 2.6360368
## 2014-08-18 08:00:00 2.6632950
## 2014-08-19 08:00:00 2.6865056
## 2014-08-20 08:00:00 2.6742078
## 2014-08-21 08:00:00 2.6716719
## 2014-08-22 08:00:00 2.6668895
## 2014-08-25 08:00:00 2.6714714
## 2014-08-26 08:00:00 2.6626577
## 2014-08-27 08:00:00 2.6508730
## 2014-08-28 08:00:00 2.6471059
## 2014-08-29 08:00:00 2.6618764
## 2014-09-02 08:00:00 2.6603675
## 2014-09-03 08:00:00 2.6509070
## 2014-09-04 08:00:00 2.6672566
## 2014-09-05 08:00:00 2.6953249
## 2014-09-08 08:00:00 2.7087198
## 2014-09-09 08:00:00 2.6945914
## 2014-09-10 08:00:00 2.7004241
## 2014-09-11 08:00:00 2.6884033
## 2014-09-12 08:00:00 2.6662369
## 2014-09-15 08:00:00 2.6470695
## 2014-09-16 08:00:00 2.6697974
## 2014-09-17 08:00:00 2.6754426
## 2014-09-18 08:00:00 2.6900003
## 2014-09-19 08:00:00 2.7208545
## 2014-09-22 08:00:00 2.6815867
## 2014-09-23 08:00:00 2.6548371
## 2014-09-24 08:00:00 2.6911504
## 2014-09-25 08:00:00 2.6370830
## 2014-09-26 08:00:00 2.6594495
## 2014-09-29 08:00:00 2.6600268
## 2014-09-30 08:00:00 2.6621837
## 2014-10-01 08:00:00 2.6294117
## 2014-10-02 08:00:00 2.6276320
## 2014-10-03 08:00:00 2.6588754
## 2014-10-06 08:00:00 2.6533548
## 2014-10-07 08:00:00 2.6087813
## 2014-10-08 08:00:00 2.6604014
## 2014-10-09 08:00:00 2.6155674
## 2014-10-10 08:00:00 2.5553035
## 2014-10-13 08:00:00 2.5039980
## 2014-10-14 08:00:00 2.5192670
## 2014-10-15 08:00:00 2.4931137
## 2014-10-16 08:00:00 2.4784994
## 2014-10-17 08:00:00 2.4856154
## 2014-10-20 08:00:00 2.5227335
## 2014-10-21 08:00:00 2.5428088
## 2014-10-22 08:00:00 2.5455437
## 2014-10-23 08:00:00 2.5779386
## 2014-10-24 08:00:00 2.6041373
## 2014-10-27 08:00:00 2.6033293
## 2014-10-28 08:00:00 2.6396272
## 2014-10-29 08:00:00 2.6367791
## 2014-10-30 08:00:00 2.6365476
## 2014-10-31 08:00:00 2.6465567
## 2014-11-03 08:00:00 2.6559776
## 2014-11-04 08:00:00 2.6637910
## 2014-11-05 08:00:00 2.6557327
## 2014-11-06 08:00:00 2.6746176
## 2014-11-07 08:00:00 2.6765862
## 2014-11-10 08:00:00 2.6966431
## 2014-11-11 08:00:00 2.7016275
## 2014-11-12 08:00:00 2.6966467
## 2014-11-13 08:00:00 2.7096677
## 2014-11-14 08:00:00 2.7102654
## 2014-11-17 08:00:00 2.6921469
## 2014-11-18 08:00:00 2.6789982
## 2014-11-19 08:00:00 2.6752015
## 2014-11-20 08:00:00 2.6853428
## 2014-11-21 08:00:00 2.6943063
## 2014-11-24 08:00:00 2.6986717
## 2014-11-25 08:00:00 2.6956093
## 2014-11-26 08:00:00 2.6937793
## 2014-11-28 08:00:00 2.7149940
## 2014-12-01 08:00:00 2.7129023
## 2014-12-02 08:00:00 2.7044413
## 2014-12-03 08:00:00 2.6943039
## 2014-12-04 08:00:00 2.7280556
## 2014-12-05 08:00:00 2.7251641
## 2014-12-08 08:00:00 2.7169710
## 2014-12-09 08:00:00 2.7169810
## 2014-12-10 08:00:00 2.6875869
## 2014-12-11 08:00:00 2.7016325
## 2014-12-12 08:00:00 2.6827485
## 2014-12-15 08:00:00 2.6430313
## 2014-12-16 08:00:00 2.5640854
## 2014-12-17 08:00:00 2.6055304
## 2014-12-18 08:00:00 2.6450273
## 2014-12-19 08:00:00 2.6498716
## 2014-12-22 08:00:00 2.6824180
## 2014-12-23 08:00:00 2.7107864
## 2014-12-24 08:00:00 2.7000955
## 2014-12-26 08:00:00 2.7101998
## 2014-12-29 08:00:00 2.7020098
## 2014-12-30 08:00:00 2.6874455
## 2014-12-31 08:00:00 2.6728392
## 2015-01-02 08:00:00 2.6694664
## 2015-01-05 08:00:00 2.6257630
## 2015-01-06 08:00:00 2.5855040
## 2015-01-07 08:00:00 2.6163478
## 2015-01-08 08:00:00 2.6593323
## 2015-01-09 08:00:00 2.6113235
## 2015-01-12 08:00:00 2.5986577
## 2015-01-13 08:00:00 2.6071477
## 2015-01-14 08:00:00 2.6025270
## 2015-01-15 08:00:00 2.5857563
## 2015-01-16 08:00:00 2.6221641
## 2015-01-20 08:00:00 2.6296675
## 2015-01-21 08:00:00 2.6402671
## 2015-01-22 08:00:00 2.7068936
## 2015-01-23 08:00:00 2.7767680
## 2015-01-26 08:00:00 2.7643989
## 2015-01-27 08:00:00 2.6552896
## 2015-01-28 08:00:00 2.6041264
## 2015-01-29 08:00:00 2.6370425
## 2015-01-30 08:00:00 2.6300399
## 2015-02-02 08:00:00 2.6438365
## 2015-02-03 08:00:00 2.6635288
## 2015-02-04 08:00:00 2.6602276
## 2015-02-05 08:00:00 2.6908536
## 2015-02-06 08:00:00 2.6891380
## 2015-02-09 08:00:00 2.6810373
## 2015-02-10 08:00:00 2.7249978
## 2015-02-11 08:00:00 2.7146981
## 2015-02-12 08:00:00 2.7520130
## 2015-02-13 08:00:00 2.7763885
## 2015-02-17 08:00:00 2.7712464
## 2015-02-18 08:00:00 2.7747896
## 2015-02-19 08:00:00 2.7810525
## 2015-02-20 08:00:00 2.7859174
## 2015-02-23 08:00:00 2.7814149
## 2015-02-24 08:00:00 2.7856477
## 2015-02-25 08:00:00 2.8043945
## 2015-02-26 08:00:00 2.8278922
## 2015-02-27 08:00:00 2.8173973
## 2015-03-02 08:00:00 2.8472362
## 2015-03-03 08:00:00 2.8359440
## 2015-03-04 08:00:00 2.8213355
## 2015-03-05 08:00:00 2.8314286
## 2015-03-06 08:00:00 2.7883444
## 2015-03-09 08:00:00 2.8090350
## 2015-03-10 08:00:00 2.7595578
## 2015-03-11 08:00:00 2.7444109
## 2015-03-12 08:00:00 2.7508221
## 2015-03-13 08:00:00 2.7438538
## 2015-03-16 08:00:00 2.7674357
## 2015-03-17 08:00:00 2.7676772
## 2015-03-18 08:00:00 2.8139411
## 2015-03-19 08:00:00 2.8261910
## 2015-03-20 08:00:00 2.8397992
## 2015-03-23 08:00:00 2.8358599
## 2015-03-24 08:00:00 2.8613807
## 2015-03-25 08:00:00 2.7897617
## 2015-03-26 08:00:00 2.7713964
## 2015-03-27 08:00:00 2.7546689
## 2015-03-30 08:00:00 2.7698022
## 2015-03-31 08:00:00 2.7437411
## 2015-04-01 08:00:00 2.7197866
## 2015-04-02 08:00:00 2.7116129
## 2015-04-06 08:00:00 2.7432714
## 2015-04-07 08:00:00 2.7389008
## 2015-04-08 08:00:00 2.7552901
## 2015-04-09 08:00:00 2.7619183
## 2015-04-10 08:00:00 2.7700877
## 2015-04-13 08:00:00 2.7759597
## 2015-04-14 08:00:00 2.7549690
## 2015-04-15 08:00:00 2.7691751
## 2015-04-16 08:00:00 2.7711663
## 2015-04-17 08:00:00 2.7305784
## 2015-04-20 08:00:00 2.7852645
## 2015-04-21 08:00:00 2.7845685
## 2015-04-22 08:00:00 2.8008619
## 2015-04-23 08:00:00 2.8425304
## 2015-04-24 08:00:00 3.0211162
## 2015-04-27 08:00:00 2.9949080
## 2015-04-28 08:00:00 3.0124674
## 2015-04-29 08:00:00 3.0032715
## 2015-04-30 08:00:00 2.9534556
## 2015-05-01 08:00:00 2.9689843
## 2015-05-04 08:00:00 2.9689375
## 2015-05-05 08:00:00 2.9201692
## 2015-05-06 08:00:00 2.8718352
## 2015-05-07 08:00:00 2.9005747
## 2015-05-08 08:00:00 2.9441699
## 2015-05-11 08:00:00 2.9262845
## 2015-05-12 08:00:00 2.9178605
## 2015-05-13 08:00:00 2.9222001
## 2015-05-14 08:00:00 2.9796703
## 2015-05-15 08:00:00 2.9676139
## 2015-05-18 08:00:00 2.9664740
## 2015-05-19 08:00:00 2.9780806
## 2015-05-20 08:00:00 2.9738114
## 2015-05-21 08:00:00 2.9824641
## 2015-05-22 08:00:00 2.9704613
## 2015-05-26 08:00:00 2.9371253
## 2015-05-27 08:00:00 2.9865303
## 2015-05-28 08:00:00 2.9876350
## 2015-05-29 08:00:00 2.9645507
## 2015-06-01 08:00:00 2.9807892
## 2015-06-02 08:00:00 2.9745717
## 2015-06-03 08:00:00 2.9826111
## 2015-06-04 08:00:00 2.9579666
## 2015-06-05 08:00:00 2.9560073
## 2015-06-08 08:00:00 2.9227381
## 2015-06-09 08:00:00 2.9209813
## 2015-06-10 08:00:00 2.9816676
## 2015-06-11 08:00:00 2.9704159
## 2015-06-12 08:00:00 2.9589333
## 2015-06-15 08:00:00 2.9322268
## 2015-06-16 08:00:00 2.9546845
## 2015-06-17 08:00:00 2.9648329
## 2015-06-18 08:00:00 3.0110674
## 2015-06-19 08:00:00 2.9944952
## 2015-06-22 08:00:00 2.9994520
## 2015-06-23 08:00:00 3.0011403
## 2015-06-24 08:00:00 2.9827465
## 2015-06-25 08:00:00 2.9849567
## 2015-06-26 08:00:00 2.9806184
## 2015-06-29 08:00:00 2.9226139
## 2015-06-30 08:00:00 2.9174299
## 2015-07-01 08:00:00 2.9314199
## 2015-07-02 08:00:00 2.9395809
## 2015-07-06 08:00:00 2.9396210
## 2015-07-07 08:00:00 2.9429439
## 2015-07-08 08:00:00 2.9083656
## 2015-07-09 08:00:00 2.9336963
## 2015-07-10 08:00:00 2.9627653
## 2015-07-13 08:00:00 3.0344219
## 2015-07-14 08:00:00 3.0642749
## 2015-07-15 08:00:00 3.0582785
## 2015-07-16 08:00:00 3.1220319
## 2015-07-17 08:00:00 3.2941467
## 2015-07-20 08:00:00 3.2916709
## 2015-07-21 08:00:00 3.2980738
## 2015-07-22 08:00:00 3.2682607
## 2015-07-23 08:00:00 3.2451649
## 2015-07-24 08:00:00 3.2159483
## 2015-07-27 08:00:00 3.2042431
## 2015-07-28 08:00:00 3.2083073
## 2015-07-29 08:00:00 3.2432854
## 2015-07-30 08:00:00 3.2674897
## 2015-07-31 08:00:00 3.2481261
## 2015-08-03 08:00:00 3.2652274
## 2015-08-04 08:00:00 3.2913165
## 2015-08-05 08:00:00 3.3232000
## 2015-08-06 08:00:00 3.2656796
## 2015-08-07 08:00:00 3.2551274
## 2015-08-10 08:00:00 3.2486595
## 2015-08-11 08:00:00 3.2756430
## 2015-08-12 08:00:00 3.2817451
## 2015-08-13 08:00:00 3.2849391
## 2015-08-14 08:00:00 3.2970437
## 2015-08-17 08:00:00 3.3229472
## 2015-08-18 08:00:00 3.3224984
## 2015-08-19 08:00:00 3.3108534
## 2015-08-20 08:00:00 3.2309725
## 2015-08-21 08:00:00 3.0554193
## 2015-08-24 08:00:00 2.9365470
## 2015-08-25 08:00:00 2.9092987
## 2015-08-26 08:00:00 3.0959409
## 2015-08-27 08:00:00 3.1765665
## 2015-08-28 08:00:00 3.1587567
## 2015-08-31 08:00:00 3.1109534
## 2015-09-01 08:00:00 3.0131945
## 2015-09-02 08:00:00 3.1110077
## 2015-09-03 08:00:00 3.0899706
## 2015-09-04 08:00:00 3.0516835
## 2015-09-08 08:00:00 3.1232253
## 2015-09-09 08:00:00 3.0905763
## 2015-09-10 08:00:00 3.1231827
## 2015-09-11 08:00:00 3.1571102
## 2015-09-14 08:00:00 3.1378337
## 2015-09-15 08:00:00 3.1919431
## 2015-09-16 08:00:00 3.2076108
## 2015-09-17 08:00:00 3.2184054
## 2015-09-18 08:00:00 3.1688231
## 2015-09-21 08:00:00 3.2074850
## 2015-09-22 08:00:00 3.1731350
## 2015-09-23 08:00:00 3.1845657
## 2015-09-24 08:00:00 3.2022822
## 2015-09-25 08:00:00 3.1725976
## 2015-09-28 08:00:00 3.0863832
## 2015-09-29 08:00:00 3.0891438
## 2015-09-30 08:00:00 3.1524706
## 2015-10-01 08:00:00 3.1775692
## 2015-10-02 08:00:00 3.2384319
## 2015-10-05 08:00:00 3.3064935
## 2015-10-06 08:00:00 3.3097287
## 2015-10-07 08:00:00 3.3072600
## 2015-10-08 08:00:00 3.3297370
## 2015-10-09 08:00:00 3.3406277
## 2015-10-12 08:00:00 3.3519903
## 2015-10-13 08:00:00 3.3520772
## 2015-10-14 08:00:00 3.3203493
## 2015-10-15 08:00:00 3.3625411
## 2015-10-16 08:00:00 3.3796438
## 2015-10-19 08:00:00 3.4082180
## 2015-10-20 08:00:00 3.3827927
## 2015-10-21 08:00:00 3.3495416
## 2015-10-22 08:00:00 3.4028504
## 2015-10-23 08:00:00 3.6251876
## 2015-10-26 08:00:00 3.6917301
## 2015-10-27 08:00:00 3.6577138
## 2015-10-28 08:00:00 3.6870921
## 2015-10-29 08:00:00 3.6605564
## 2015-10-30 08:00:00 3.6342033
## 2015-11-02 08:00:00 3.6591759
## 2015-11-03 08:00:00 3.6927495
## 2015-11-04 08:00:00 3.6923799
## 2015-11-05 08:00:00 3.7034665
## 2015-11-06 08:00:00 3.7141690
## 2015-11-09 08:00:00 3.6732105
## 2015-11-10 08:00:00 3.6804134
## 2015-11-11 08:00:00 3.6896801
## 2015-11-12 08:00:00 3.6594404
## 2015-11-13 08:00:00 3.5983094
## 2015-11-16 08:00:00 3.6583523
## 2015-11-17 08:00:00 3.6393957
## 2015-11-18 08:00:00 3.7091153
## 2015-11-19 08:00:00 3.7018869
## 2015-11-20 08:00:00 3.7489738
## 2015-11-23 08:00:00 3.7605421
## 2015-11-24 08:00:00 3.7356019
## 2015-11-25 08:00:00 3.7268734
## 2015-11-27 08:00:00 3.7358353
## 2015-11-30 08:00:00 3.7171668
## 2015-12-01 08:00:00 3.7773764
## 2015-12-02 08:00:00 3.7663457
## 2015-12-03 08:00:00 3.6931953
## 2015-12-04 08:00:00 3.8003926
## 2015-12-07 08:00:00 3.7949984
## 2015-12-08 08:00:00 3.7985239
## 2015-12-09 08:00:00 3.7423244
## 2015-12-10 08:00:00 3.7592750
## 2015-12-11 08:00:00 3.6726442
## 2015-12-14 08:00:00 3.7141342
## 2015-12-15 08:00:00 3.7094213
## 2015-12-16 08:00:00 3.7626018
## 2015-12-17 08:00:00 3.7215971
## 2015-12-18 08:00:00 3.6507542
## 2015-12-21 08:00:00 3.6993971
## 2015-12-22 08:00:00 3.7240552
## 2015-12-23 08:00:00 3.7423513
## 2015-12-24 08:00:00 3.7353414
## 2015-12-28 08:00:00 3.7626439
## 2015-12-29 08:00:00 3.8188044
## 2015-12-30 08:00:00 3.7977325
## 2015-12-31 08:00:00 3.7426429
## 2016-01-04 08:00:00 3.6625550
## 2016-01-05 08:00:00 3.6774983
## 2016-01-06 08:00:00 3.6459149
## 2016-01-07 08:00:00 3.5453893
## 2016-01-08 08:00:00 3.5281443
## 2016-01-11 08:00:00 3.5547650
## 2016-01-12 08:00:00 3.6161461
## 2016-01-13 08:00:00 3.5155315
## 2016-01-14 08:00:00 3.5949326
## 2016-01-15 08:00:00 3.4935726
## 2016-01-19 08:00:00 3.5073999
## 2016-01-20 08:00:00 3.4732063
## 2016-01-21 08:00:00 3.5234672
## 2016-01-22 08:00:00 3.5977532
## 2016-01-25 08:00:00 3.5338434
## 2016-01-26 08:00:00 3.5633441
## 2016-01-27 08:00:00 3.5001626
## 2016-01-28 08:00:00 3.6044619
## 2016-01-29 08:00:00 3.7230640
## 2016-02-01 08:00:00 3.7424864
## 2016-02-02 08:00:00 3.7148514
## 2016-02-03 08:00:00 3.6089831
## 2016-02-04 08:00:00 3.5483359
## 2016-02-05 08:00:00 3.3882057
## 2016-02-08 08:00:00 3.3627530
## 2016-02-09 08:00:00 3.3578273
## 2016-02-10 08:00:00 3.3923046
## 2016-02-11 08:00:00 3.3856595
## 2016-02-12 08:00:00 3.4219798
## 2016-02-16 08:00:00 3.4691678
## 2016-02-17 08:00:00 3.5534052
## 2016-02-18 08:00:00 3.5160013
## 2016-02-19 08:00:00 3.5280999
## 2016-02-22 08:00:00 3.5807882
## 2016-02-23 08:00:00 3.5213126
## 2016-02-24 08:00:00 3.5244229
## 2016-02-25 08:00:00 3.5646649
## 2016-02-26 08:00:00 3.5369775
## 2016-02-29 08:00:00 3.5125909
## 2016-03-01 08:00:00 3.6238266
## 2016-03-02 08:00:00 3.6227532
## 2016-03-03 08:00:00 3.5876968
## 2016-03-04 08:00:00 3.5709267
## 2016-03-07 08:00:00 3.5074392
## 2016-03-08 08:00:00 3.5116643
## 2016-03-09 08:00:00 3.5472995
## 2016-03-10 08:00:00 3.5508905
## 2016-03-11 08:00:00 3.5992632
## 2016-03-14 08:00:00 3.6290439
## 2016-03-15 08:00:00 3.6437338
## 2016-03-16 08:00:00 3.6861119
## 2016-03-17 08:00:00 3.6936676
## 2016-03-18 08:00:00 3.6694584
## 2016-03-21 08:00:00 3.6734388
## 2016-03-22 08:00:00 3.6816548
## 2016-03-23 08:00:00 3.6637767
## 2016-03-24 08:00:00 3.6552147
## 2016-03-28 08:00:00 3.6488950
## 2016-03-29 08:00:00 3.7065475
## 2016-03-30 08:00:00 3.7332899
## 2016-03-31 08:00:00 3.7218334
## 2016-04-01 08:00:00 3.7651614
## 2016-04-04 08:00:00 3.7383216
## 2016-04-05 08:00:00 3.7019412
## 2016-04-06 08:00:00 3.7440767
## 2016-04-07 08:00:00 3.7273075
## 2016-04-08 08:00:00 3.7218257
## 2016-04-11 08:00:00 3.7113663
## 2016-04-12 08:00:00 3.7015513
## 2016-04-13 08:00:00 3.7464015
## 2016-04-14 08:00:00 3.7474285
## 2016-04-15 08:00:00 3.7714985
## 2016-04-18 08:00:00 3.8102633
## 2016-04-19 08:00:00 3.7877817
## 2016-04-20 08:00:00 3.7677134
## 2016-04-21 08:00:00 3.7773531
## 2016-04-22 08:00:00 3.5587611
## 2016-04-25 08:00:00 3.5753381
## 2016-04-26 08:00:00 3.5342523
## 2016-04-27 08:00:00 3.5021502
## 2016-04-28 08:00:00 3.4441335
## 2016-04-29 08:00:00 3.4428255
## 2016-05-02 08:00:00 3.4915280
## 2016-05-03 08:00:00 3.4441030
## 2016-05-04 08:00:00 3.4545722
## 2016-05-05 08:00:00 3.4628049
## 2016-05-06 08:00:00 3.4904353
## 2016-05-09 08:00:00 3.4927779
## 2016-05-10 08:00:00 3.5490714
## 2016-05-11 08:00:00 3.5108904
## 2016-05-12 08:00:00 3.5196306
## 2016-05-13 08:00:00 3.4957981
## 2016-05-16 08:00:00 3.5164903
## 2016-05-17 08:00:00 3.4639417
## 2016-05-18 08:00:00 3.4699176
## 2016-05-19 08:00:00 3.4429934
## 2016-05-20 08:00:00 3.4669780
## 2016-05-23 08:00:00 3.4437884
## 2016-05-24 08:00:00 3.5233895
## 2016-05-25 08:00:00 3.5383098
## 2016-05-26 08:00:00 3.5339427
## 2016-05-27 08:00:00 3.5551820
## 2016-05-31 08:00:00 3.5706819
## 2016-06-01 08:00:00 3.5632557
## 2016-06-02 08:00:00 3.5445432
## 2016-06-03 08:00:00 3.5157917
## 2016-06-06 08:00:00 3.5353101
## 2016-06-07 08:00:00 3.5285099
## 2016-06-08 08:00:00 3.5442426
## 2016-06-09 08:00:00 3.5431020
## 2016-06-10 08:00:00 3.5097275
## 2016-06-13 08:00:00 3.4816225
## 2016-06-14 08:00:00 3.4860078
## 2016-06-15 08:00:00 3.4791448
## 2016-06-16 08:00:00 3.4849195
## 2016-06-17 08:00:00 3.4441553
## 2016-06-20 08:00:00 3.4475448
## 2016-06-21 08:00:00 3.4856290
## 2016-06-22 08:00:00 3.4792596
## 2016-06-23 08:00:00 3.5183300
## 2016-06-24 08:00:00 3.3970640
## 2016-06-27 08:00:00 3.3328970
## 2016-06-28 08:00:00 3.3997896
## 2016-06-29 08:00:00 3.4720594
## 2016-06-30 08:00:00 3.5073731
## 2016-07-01 08:00:00 3.5164944
## 2016-07-05 08:00:00 3.5050238
## 2016-07-06 08:00:00 3.5141762
## 2016-07-07 08:00:00 3.5133799
## 2016-07-08 08:00:00 3.5435611
## 2016-07-11 08:00:00 3.5622786
## 2016-07-12 08:00:00 3.6095624
## 2016-07-13 08:00:00 3.5897659
## 2016-07-14 08:00:00 3.6244465
## 2016-07-15 08:00:00 3.6179903
## 2016-07-18 08:00:00 3.6374326
## 2016-07-19 08:00:00 3.6196519
## 2016-07-20 08:00:00 3.7071933
## 2016-07-21 08:00:00 3.7015837
## 2016-07-22 08:00:00 3.7322596
## 2016-07-25 08:00:00 3.7319216
## 2016-07-26 08:00:00 3.7376950
## 2016-07-27 08:00:00 3.7209155
## 2016-07-28 08:00:00 3.7357345
## 2016-07-29 08:00:00 3.7818476
## 2016-08-01 08:00:00 3.7772095
## 2016-08-02 08:00:00 3.7589873
## 2016-08-03 08:00:00 3.7539057
## 2016-08-04 08:00:00 3.7493409
## 2016-08-05 08:00:00 3.7898760
## 2016-08-08 08:00:00 3.7795784
## 2016-08-09 08:00:00 3.7833049
## 2016-08-10 08:00:00 3.7891428
## 2016-08-11 08:00:00 3.7923801
## 2016-08-12 08:00:00 3.7817006
## 2016-08-15 08:00:00 3.7796307
## 2016-08-16 08:00:00 3.7663935
## 2016-08-17 08:00:00 3.7829917
## 2016-08-18 08:00:00 3.7740514
## 2016-08-19 08:00:00 3.7582310
## 2016-08-22 08:00:00 3.7738184
## 2016-08-23 08:00:00 3.7906126
## 2016-08-24 08:00:00 3.8029908
## 2016-08-25 08:00:00 3.8118954
## 2016-08-26 08:00:00 3.8089755
## 2016-08-29 08:00:00 3.8041436
## 2016-08-30 08:00:00 3.7857098
## 2016-08-31 08:00:00 3.7690371
## 2016-09-01 08:00:00 3.7765004
## 2016-09-02 08:00:00 3.7797346
## 2016-09-06 08:00:00 3.7889665
## 2016-09-07 08:00:00 3.7972047
## 2016-09-08 08:00:00 3.7611475
## 2016-09-09 08:00:00 3.6875974
## 2016-09-12 08:00:00 3.7293379
## 2016-09-13 08:00:00 3.6863765
## 2016-09-14 08:00:00 3.6832714
## 2016-09-15 08:00:00 3.7234809
## 2016-09-16 08:00:00 3.7118091
## 2016-09-19 08:00:00 3.6832931
## 2016-09-20 08:00:00 3.6965012
## 2016-09-21 08:00:00 3.7403444
## 2016-09-22 08:00:00 3.7688169
## 2016-09-23 08:00:00 3.7606759
## 2016-09-26 08:00:00 3.7195893
## 2016-09-27 08:00:00 3.7603118
## 2016-09-28 08:00:00 3.7549942
## 2016-09-29 08:00:00 3.7186494
## 2016-09-30 08:00:00 3.7421734
## 2016-10-03 08:00:00 3.7237723
## 2016-10-04 08:00:00 3.7189425
## 2016-10-05 08:00:00 3.7235219
## 2016-10-06 08:00:00 3.7214750
## 2016-10-07 08:00:00 3.7272907
## 2016-10-10 08:00:00 3.7462297
## 2016-10-11 08:00:00 3.7144610
## 2016-10-12 08:00:00 3.7231849
## 2016-10-13 08:00:00 3.7014740
## 2016-10-14 08:00:00 3.7158425
## 2016-10-17 08:00:00 3.7064334
## 2016-10-18 08:00:00 3.7370595
## 2016-10-19 08:00:00 3.7566998
## 2016-10-20 08:00:00 3.7535041
## 2016-10-21 08:00:00 3.8104683
## 2016-10-24 08:00:00 3.8742093
## 2016-10-25 08:00:00 3.8535125
## 2016-10-26 08:00:00 3.8309933
## 2016-10-27 08:00:00 3.8126240
## 2016-10-28 08:00:00 3.8062928
## 2016-10-31 08:00:00 3.7793974
## 2016-11-01 08:00:00 3.7618502
## 2016-11-02 08:00:00 3.7415231
## 2016-11-03 08:00:00 3.6976241
## 2016-11-04 08:00:00 3.7101990
## 2016-11-07 08:00:00 3.8203745
## 2016-11-08 08:00:00 3.8373419
## 2016-11-09 08:00:00 3.8217350
## 2016-11-10 08:00:00 3.7303216
## 2016-11-11 08:00:00 3.7318817
## 2016-11-14 08:00:00 3.6910359
## 2016-11-15 08:00:00 3.7659376
## 2016-11-16 08:00:00 3.8123373
## 2016-11-17 08:00:00 3.8539093
## 2016-11-18 08:00:00 3.8286973
## 2016-11-21 08:00:00 3.8612682
## 2016-11-22 08:00:00 3.8896037
## 2016-11-23 08:00:00 3.8738823
## 2016-11-25 08:00:00 3.8739260
## 2016-11-28 08:00:00 3.8899691
## 2016-11-29 08:00:00 3.9181363
## 2016-11-30 08:00:00 3.8752442
## 2016-12-01 08:00:00 3.8473093
## 2016-12-02 08:00:00 3.8238099
## 2016-12-05 08:00:00 3.8715480
## 2016-12-06 08:00:00 3.8586123
## 2016-12-07 08:00:00 3.9390506
## 2016-12-08 08:00:00 3.9377947
## 2016-12-09 08:00:00 3.9825329
## 2016-12-12 08:00:00 3.9872318
## 2016-12-13 08:00:00 4.0282667
## 2016-12-14 08:00:00 4.0110102
## 2016-12-15 08:00:00 3.9870215
## 2016-12-16 08:00:00 3.9678915
## 2016-12-19 08:00:00 4.0017584
## 2016-12-20 08:00:00 4.0049407
## 2016-12-21 08:00:00 3.9959775
## 2016-12-22 08:00:00 3.9832152
## 2016-12-23 08:00:00 3.9720411
## 2016-12-27 08:00:00 3.9723507
## 2016-12-28 08:00:00 3.9436933
## 2016-12-29 08:00:00 3.9372445
## 2016-12-30 08:00:00 3.8844327
## 2017-01-03 08:00:00 3.9136598
## 2017-01-04 08:00:00 3.9240262
## 2017-01-05 08:00:00 3.9469318
## 2017-01-06 08:00:00 3.9941588
## 2017-01-09 08:00:00 4.0157842
## 2017-01-10 08:00:00 4.0047841
## 2017-01-11 08:00:00 4.0270259
## 2017-01-12 08:00:00 4.0107078
## 2017-01-13 08:00:00 4.0109352
## 2017-01-17 08:00:00 4.0054054
## 2017-01-18 08:00:00 4.0177243
## 2017-01-19 08:00:00 3.9939625
## 2017-01-20 08:00:00 4.0025399
## 2017-01-23 08:00:00 4.0334290
## 2017-01-24 08:00:00 4.0686064
## 2017-01-25 08:00:00 4.0977997
## 2017-01-26 08:00:00 4.0985909
## 2017-01-27 08:00:00 4.0606525
## 2017-01-30 08:00:00 4.0067647
## 2017-01-31 08:00:00 3.9716272
## 2017-02-01 08:00:00 3.9162507
## 2017-02-02 08:00:00 3.9118456
## 2017-02-03 08:00:00 3.9557372
## 2017-02-06 08:00:00 3.9707317
## 2017-02-07 08:00:00 3.9700060
## 2017-02-08 08:00:00 3.9700240
## 2017-02-09 08:00:00 4.0009372
## 2017-02-10 08:00:00 4.0164113
## 2017-02-13 08:00:00 4.0377607
## 2017-02-14 08:00:00 4.0560344
## 2017-02-15 08:00:00 4.0595110
## 2017-02-16 08:00:00 4.0647808
## 2017-02-17 08:00:00 4.0882688
## 2017-02-21 08:00:00 4.0961310
## 2017-02-22 08:00:00 4.0926800
## 2017-02-23 08:00:00 4.1006691
## 2017-02-24 08:00:00 4.0923465
## 2017-02-27 08:00:00 4.0685177
## 2017-02-28 08:00:00 4.0554489
## 2017-03-01 08:00:00 4.1019056
## 2017-03-02 08:00:00 4.0742101
## 2017-03-03 08:00:00 4.0762601
## 2017-03-06 08:00:00 4.0645646
## 2017-03-07 08:00:00 4.0626835
## 2017-03-08 08:00:00 4.0698969
## 2017-03-09 08:00:00 4.0567651
## 2017-03-10 08:00:00 4.0528069
## 2017-03-13 08:00:00 4.0542962
## 2017-03-14 08:00:00 4.0395317
## 2017-03-15 08:00:00 4.0557281
## 2017-03-16 08:00:00 4.0621789
## 2017-03-17 08:00:00 4.0958178
## 2017-03-20 08:00:00 4.0916900
## 2017-03-21 08:00:00 4.0405996
## 2017-03-22 08:00:00 4.0648161
## 2017-03-23 08:00:00 4.0407627
## 2017-03-24 08:00:00 4.0607338
## 2017-03-27 08:00:00 4.0815944
## 2017-03-28 08:00:00 4.0907769
## 2017-03-29 08:00:00 4.1163222
## 2017-03-30 08:00:00 4.1362788
## 2017-03-31 08:00:00 4.1417292
## 2017-04-03 08:00:00 4.1513747
## 2017-04-04 08:00:00 4.1456871
## 2017-04-05 08:00:00 4.1344999
## 2017-04-06 08:00:00 4.1250956
## 2017-04-07 08:00:00 4.1210701
## 2017-04-10 08:00:00 4.1163703
## 2017-04-11 08:00:00 4.1113704
## 2017-04-12 08:00:00 4.1006509
## 2017-04-13 08:00:00 4.0918614
## 2017-04-17 08:00:00 4.1390989
## 2017-04-18 08:00:00 4.1430137
## 2017-04-19 08:00:00 4.1543047
## 2017-04-20 08:00:00 4.1942620
## 2017-04-21 08:00:00 4.2282223
## 2017-04-24 08:00:00 4.2963005
## 2017-04-25 08:00:00 4.3168060
## 2017-04-26 08:00:00 4.3281572
## 2017-04-27 08:00:00 4.3354270
## 2017-04-28 08:00:00 4.3628638
## 2017-05-01 08:00:00 4.3965613
## 2017-05-02 08:00:00 4.4081849
## 2017-05-03 08:00:00 4.4227067
## 2017-05-04 08:00:00 4.4301982
## 2017-05-05 08:00:00 4.4298685
## 2017-05-08 08:00:00 4.4398614
## 2017-05-09 08:00:00 4.4456177
## 2017-05-10 08:00:00 4.4381309
## 2017-05-11 08:00:00 4.4135137
## 2017-05-12 08:00:00 4.4061479
## 2017-05-15 08:00:00 4.4276548
## 2017-05-16 08:00:00 4.4550002
## 2017-05-17 08:00:00 4.3701573
## 2017-05-18 08:00:00 4.3943070
## 2017-05-19 08:00:00 4.4373748
## 2017-05-22 08:00:00 4.4630517
## 2017-05-23 08:00:00 4.4771935
## 2017-05-24 08:00:00 4.5069642
## 2017-05-25 08:00:00 4.5730858
## 2017-05-26 08:00:00 4.5931729
## 2017-05-30 08:00:00 4.6088938
## 2017-05-31 08:00:00 4.5875361
## 2017-06-01 08:00:00 4.5999067
## 2017-06-02 08:00:00 4.6696753
## 2017-06-05 08:00:00 4.6866545
## 2017-06-06 08:00:00 4.6779965
## 2017-06-07 08:00:00 4.6662101
## 2017-06-08 08:00:00 4.6302000
## 2017-06-09 08:00:00 4.5400883
## 2017-06-12 08:00:00 4.4956461
## 2017-06-13 08:00:00 4.5224414
## 2017-06-14 08:00:00 4.4943114
## 2017-06-15 08:00:00 4.4684907
## 2017-06-16 08:00:00 4.4678724
## 2017-06-19 08:00:00 4.5330696
## 2017-06-20 08:00:00 4.4763664
## 2017-06-21 08:00:00 4.5006313
## 2017-06-22 08:00:00 4.4858541
## 2017-06-23 08:00:00 4.5273380
## 2017-06-26 08:00:00 4.4872522
## 2017-06-27 08:00:00 4.4024762
## 2017-06-28 08:00:00 4.4415405
## 2017-06-29 08:00:00 4.3571678
## 2017-06-30 08:00:00 4.3512408
## 2017-07-03 08:00:00 4.3177477
## 2017-07-05 08:00:00 4.3499501
## 2017-07-06 08:00:00 4.3227490
## 2017-07-07 08:00:00 4.3714144
## 2017-07-10 08:00:00 4.3929315
## 2017-07-11 08:00:00 4.3974392
## 2017-07-12 08:00:00 4.4596975
## 2017-07-13 08:00:00 4.4740784
## 2017-07-14 08:00:00 4.5188764
## 2017-07-17 08:00:00 4.5160725
## 2017-07-18 08:00:00 4.5311566
## 2017-07-19 08:00:00 4.5492152
## 2017-07-20 08:00:00 4.5504272
## 2017-07-21 08:00:00 4.5477487
## 2017-07-24 08:00:00 4.5565887
## 2017-07-25 08:00:00 4.5348784
## 2017-07-26 08:00:00 4.5121307
## 2017-07-27 08:00:00 4.5103253
## 2017-07-28 08:00:00 4.3828669
## 2017-07-31 08:00:00 4.3576100
## 2017-08-01 08:00:00 4.3759100
## 2017-08-02 08:00:00 4.3876653
## 2017-08-03 08:00:00 4.3816734
## 2017-08-04 08:00:00 4.3925325
## 2017-08-07 08:00:00 4.3942363
## 2017-08-08 08:00:00 4.3747705
## 2017-08-09 08:00:00 4.3412210
## 2017-08-10 08:00:00 4.2774862
## 2017-08-11 08:00:00 4.3133991
## 2017-08-14 08:00:00 4.3491837
## 2017-08-15 08:00:00 4.3469907
## 2017-08-16 08:00:00 4.3724877
## 2017-08-17 08:00:00 4.3100008
## 2017-08-18 08:00:00 4.3021343
## 2017-08-21 08:00:00 4.3012089
## 2017-08-22 08:00:00 4.3847807
## 2017-08-23 08:00:00 4.3695473
## 2017-08-24 08:00:00 4.3562315
## 2017-08-25 08:00:00 4.3617813
## 2017-08-28 08:00:00 4.3598166
## 2017-08-29 08:00:00 4.3678029
## 2017-08-30 08:00:00 4.4113639
## 2017-08-31 08:00:00 4.4510553
## 2017-09-01 08:00:00 4.4333357
## 2017-09-05 08:00:00 4.4181543
## 2017-09-06 08:00:00 4.3907996
## 2017-09-07 08:00:00 4.3995917
## 2017-09-08 08:00:00 4.3780626
## 2017-09-11 08:00:00 4.4119493
## 2017-09-12 08:00:00 4.4021030
## 2017-09-13 08:00:00 4.4376737
## 2017-09-14 08:00:00 4.4196697
## 2017-09-15 08:00:00 4.4265582
## 2017-09-18 08:00:00 4.4157673
## 2017-09-19 08:00:00 4.4301867
## 2017-09-20 08:00:00 4.4500308
## 2017-09-21 08:00:00 4.4331327
## 2017-09-22 08:00:00 4.4330737
## 2017-09-25 08:00:00 4.3945260
## 2017-09-26 08:00:00 4.4055385
## 2017-09-27 08:00:00 4.4444659
## 2017-09-28 08:00:00 4.4395241
## 2017-09-29 08:00:00 4.4456406
## 2017-10-02 08:00:00 4.4417639
## 2017-10-03 08:00:00 4.4467509
## 2017-10-04 08:00:00 4.4442092
## 2017-10-05 08:00:00 4.5164026
## 2017-10-06 08:00:00 4.5465234
## 2017-10-09 08:00:00 4.5452336
## 2017-10-10 08:00:00 4.5494714
## 2017-10-11 08:00:00 4.5838525
## 2017-10-12 08:00:00 4.6046893
## 2017-10-13 08:00:00 4.6080106
## 2017-10-16 08:00:00 4.5924299
## 2017-10-17 08:00:00 4.5804780
## 2017-10-18 08:00:00 4.6011626
## 2017-10-19 08:00:00 4.5994567
## 2017-10-20 08:00:00 4.6002546
## 2017-10-23 08:00:00 4.5618607
## 2017-10-24 08:00:00 4.5659622
## 2017-10-25 08:00:00 4.5623864
## 2017-10-26 08:00:00 4.5844761
## 2017-10-27 08:00:00 4.7562811
## 2017-10-30 08:00:00 4.7625362
## 2017-10-31 08:00:00 4.7385810
## 2017-11-01 08:00:00 4.7606994
## 2017-11-02 08:00:00 4.7698552
## 2017-11-03 08:00:00 4.8156954
## 2017-11-06 08:00:00 4.8272924
## 2017-11-07 08:00:00 4.8537598
## 2017-11-08 08:00:00 4.8892701
## 2017-11-09 08:00:00 4.8511579
## 2017-11-10 08:00:00 4.8328073
## 2017-11-13 08:00:00 4.8188212
## 2017-11-14 08:00:00 4.8298412
## 2017-11-15 08:00:00 4.8115546
## 2017-11-16 08:00:00 4.8493961
## 2017-11-17 08:00:00 4.8043177
## 2017-11-20 08:00:00 4.8022208
## 2017-11-21 08:00:00 4.8629910
## 2017-11-22 08:00:00 4.8501587
## 2017-11-24 08:00:00 4.8504012
## 2017-11-27 08:00:00 4.8574030
## 2017-11-28 08:00:00 4.8878295
## 2017-11-29 08:00:00 4.8430439
## 2017-11-30 08:00:00 4.8674718
## 2017-12-01 08:00:00 4.8373217
## 2017-12-04 08:00:00 4.7981790
## 2017-12-05 08:00:00 4.8345628
## 2017-12-06 08:00:00 4.8768336
## 2017-12-07 08:00:00 4.8872506
## 2017-12-08 08:00:00 4.9142913
## 2017-12-11 08:00:00 4.9542584
## 2017-12-12 08:00:00 4.9656323
## 2017-12-13 08:00:00 4.9675787
## 2017-12-14 08:00:00 4.9743149
## 2017-12-15 08:00:00 5.0002764
## 2017-12-18 08:00:00 5.0044913
## 2017-12-19 08:00:00 4.9830668
## 2017-12-20 08:00:00 4.9601316
## 2017-12-21 08:00:00 4.9534404
## 2017-12-22 08:00:00 4.9402005
## 2017-12-26 08:00:00 4.9282212
## 2017-12-27 08:00:00 4.9261377
## 2017-12-28 08:00:00 4.9395298
## 2017-12-29 08:00:00 4.9226328
## 2018-01-02 08:00:00 4.9653790
## 2018-01-03 08:00:00 5.0313201
## 2018-01-04 08:00:00 5.0583318
## 2018-01-05 08:00:00 5.1233011
## 2018-01-08 08:00:00 5.1238416
## 2018-01-09 08:00:00 5.1179104
## 2018-01-10 08:00:00 5.1227996
## 2018-01-11 08:00:00 5.1374931
## 2018-01-12 08:00:00 5.2043299
## 2018-01-16 08:00:00 5.1841389
## 2018-01-17 08:00:00 5.2373590
## 2018-01-18 08:00:00 5.2454434
## 2018-01-19 08:00:00 5.2604881
## 2018-01-22 08:00:00 5.3243544
## 2018-01-23 08:00:00 5.3601217
## 2018-01-24 08:00:00 5.3250303
## 2018-01-25 08:00:00 5.3364259
## 2018-01-26 08:00:00 5.3050458
## 2018-01-29 08:00:00 5.2742377
## 2018-01-30 08:00:00 5.2378142
## 2018-01-31 08:00:00 5.2803023
## 2018-02-01 08:00:00 5.2379426
## 2018-02-02 08:00:00 5.1009261
## 2018-02-05 08:00:00 4.9130405
## 2018-02-06 08:00:00 5.0405438
## 2018-02-07 08:00:00 4.9340301
## 2018-02-08 08:00:00 4.7565208
## 2018-02-09 08:00:00 4.8950293
## 2018-02-12 08:00:00 4.9588511
## 2018-02-13 08:00:00 4.9810931
## 2018-02-14 08:00:00 5.0435968
## 2018-02-15 08:00:00 5.1262269
## 2018-02-16 08:00:00 5.1187708
## 2018-02-20 08:00:00 5.1278090
## 2018-02-21 08:00:00 5.1223246
## 2018-02-22 08:00:00 5.0979008
## 2018-02-23 08:00:00 5.1946483
## 2018-02-26 08:00:00 5.2775609
## 2018-02-27 08:00:00 5.1978609
## 2018-02-28 08:00:00 5.1859669
## 2018-03-01 08:00:00 5.0857559
## 2018-03-02 08:00:00 5.1271605
## 2018-03-05 08:00:00 5.1586465
## 2018-03-06 08:00:00 5.1604206
## 2018-03-07 08:00:00 5.1931901
## 2018-03-08 08:00:00 5.2426184
## 2018-03-09 08:00:00 5.3647530
## 2018-03-12 08:00:00 5.4044294
## 2018-03-13 08:00:00 5.3091264
## 2018-03-14 08:00:00 5.3098557
## 2018-03-15 08:00:00 5.3324280
## 2018-03-16 08:00:00 5.3072971
## 2018-03-19 08:00:00 5.1983899
## 2018-03-20 08:00:00 5.2104115
## 2018-03-21 08:00:00 5.1819893
## 2018-03-22 08:00:00 5.0457992
## 2018-03-23 08:00:00 4.9104365
## 2018-03-26 08:00:00 5.1267258
## 2018-03-27 08:00:00 4.9616963
## 2018-03-28 08:00:00 4.9726971
## 2018-03-29 08:00:00 5.0496611
## 2018-04-02 08:00:00 4.9096633
## 2018-04-03 08:00:00 4.9941050
## 2018-04-04 08:00:00 5.0856930
## 2018-04-05 08:00:00 5.0999844
## 2018-04-06 08:00:00 5.0031894
## 2018-04-09 08:00:00 5.0373354
## 2018-04-10 08:00:00 5.1233042
## 2018-04-11 08:00:00 5.0857457
## 2018-04-12 08:00:00 5.1382146
## 2018-04-13 08:00:00 5.1181833
## 2018-04-16 08:00:00 5.1580188
## 2018-04-17 08:00:00 5.2637123
## 2018-04-18 08:00:00 5.2575475
## 2018-04-19 08:00:00 5.2688018
## 2018-04-20 08:00:00 5.1888118
## 2018-04-23 08:00:00 5.1909300
## 2018-04-24 08:00:00 5.0621867
## 2018-04-25 08:00:00 5.0462985
## 2018-04-26 08:00:00 5.1615858
## 2018-04-27 08:00:00 5.1444005
## 2018-04-30 08:00:00 5.0582621
## 2018-05-01 08:00:00 5.1344607
## 2018-05-02 08:00:00 5.0442862
## 2018-05-03 08:00:00 5.0365946
## 2018-05-04 08:00:00 5.1422312
## 2018-05-07 08:00:00 5.1655116
## 2018-05-08 08:00:00 5.1631042
## 2018-05-09 08:00:00 5.2215768
## 2018-05-10 08:00:00 5.2815696
## 2018-05-11 08:00:00 5.2677395
## 2018-05-14 08:00:00 5.2727826
## 2018-05-15 08:00:00 5.2108011
## 2018-05-16 08:00:00 5.2345523
## 2018-05-17 08:00:00 5.2131898
## 2018-05-18 08:00:00 5.1950020
## 2018-05-21 08:00:00 5.2446647
## 2018-05-22 08:00:00 5.2153415
## 2018-05-23 08:00:00 5.2684567
## 2018-05-24 08:00:00 5.2669673
## 2018-05-25 08:00:00 5.2690051
## 2018-05-29 08:00:00 5.2169294
## 2018-05-30 08:00:00 5.2537074
## 2018-05-31 08:00:00 5.2563586
## 2018-06-01 08:00:00 5.3540757
## 2018-06-04 08:00:00 5.4065805
## 2018-06-05 08:00:00 5.3734201
## 2018-06-06 08:00:00 5.4203163
## 2018-06-07 08:00:00 5.3698230
## 2018-06-08 08:00:00 5.3615939
## 2018-06-11 08:00:00 5.3623301
## 2018-06-12 08:00:00 5.3820056
## 2018-06-13 08:00:00 5.3581882
## 2018-06-14 08:00:00 5.4213216
## 2018-06-15 08:00:00 5.4014629
## 2018-06-18 08:00:00 5.4520396
## 2018-06-19 08:00:00 5.4498122
## 2018-06-20 08:00:00 5.3095083
## 2018-06-21 08:00:00 5.2274296
## 2018-06-22 08:00:00 5.2301378
## 2018-06-25 08:00:00 5.1268693
## 2018-06-26 08:00:00 5.1201892
## 2018-06-27 08:00:00 5.0528108
## 2018-06-28 08:00:00 5.0484761
## 2018-06-29 08:00:00 5.0600154
## 2018-07-02 08:00:00 5.1090671
## 2018-07-03 08:00:00 5.0454882
## 2018-07-05 08:00:00 5.0844309
## 2018-07-06 08:00:00 5.1451904
## 2018-07-09 08:00:00 5.2097423
## 2018-07-10 08:00:00 5.2304851
## 2018-07-11 08:00:00 5.2200255
## 2018-07-12 08:00:00 5.3063442
## 2018-07-13 08:00:00 5.3829296
## 2018-07-16 08:00:00 5.3430580
## 2018-07-17 08:00:00 5.3951727
## 2018-07-18 08:00:00 5.3720729
## 2018-07-19 08:00:00 5.3528323
## 2018-07-20 08:00:00 5.3668717
## 2018-07-23 08:00:00 5.4367454
## 2018-07-24 08:00:00 5.4951260
## 2018-07-25 08:00:00 5.5884995
## 2018-07-26 08:00:00 5.5689333
## 2018-07-27 08:00:00 5.5148220
## 2018-07-30 08:00:00 5.4383171
## 2018-07-31 08:00:00 5.4636302
## 2018-08-01 08:00:00 5.4551876
## 2018-08-02 08:00:00 5.4778304
## 2018-08-03 08:00:00 5.5013681
## 2018-08-06 08:00:00 5.4989375
## 2018-08-07 08:00:00 5.5379213
## 2018-08-08 08:00:00 5.5478654
## 2018-08-09 08:00:00 5.5691287
## 2018-08-10 08:00:00 5.5260834
## 2018-08-13 08:00:00 5.5191319
## 2018-08-14 08:00:00 5.5802203
## 2018-08-15 08:00:00 5.5188410
## 2018-08-16 08:00:00 5.5168429
## 2018-08-17 08:00:00 5.5257375
## 2018-08-20 08:00:00 5.5362916
## 2018-08-21 08:00:00 5.5145520
## 2018-08-22 08:00:00 5.5004025
## 2018-08-23 08:00:00 5.5005015
## 2018-08-24 08:00:00 5.5409754
## 2018-08-27 08:00:00 5.6010310
## 2018-08-28 08:00:00 5.5992421
## 2018-08-29 08:00:00 5.6637308
## 2018-08-30 08:00:00 5.6420426
## 2018-08-31 08:00:00 5.6295288
## 2018-09-04 08:00:00 5.5893388
## 2018-09-05 08:00:00 5.5284707
## 2018-09-06 08:00:00 5.5242243
## 2018-09-07 08:00:00 5.5280085
## 2018-09-10 08:00:00 5.5511230
## 2018-09-11 08:00:00 5.6070549
## 2018-09-12 08:00:00 5.5872428
## 2018-09-13 08:00:00 5.6237512
## 2018-09-14 08:00:00 5.6222073
## 2018-09-17 08:00:00 5.5699546
## 2018-09-18 08:00:00 5.6133469
## 2018-09-19 08:00:00 5.6159645
## 2018-09-20 08:00:00 5.7066189
## 2018-09-21 08:00:00 5.7219458
## 2018-09-24 08:00:00 5.7133273
## 2018-09-25 08:00:00 5.7344007
## 2018-09-26 08:00:00 5.7331310
## 2018-09-27 08:00:00 5.7645685
## 2018-09-28 08:00:00 5.7445441
## 2018-10-01 08:00:00 5.7258099
## 2018-10-02 08:00:00 5.7261463
## 2018-10-03 08:00:00 5.7269951
## 2018-10-04 08:00:00 5.6455264
## 2018-10-05 08:00:00 5.6127049
## 2018-10-08 08:00:00 5.6041061
## 2018-10-09 08:00:00 5.6508434
## 2018-10-10 08:00:00 5.3990279
## 2018-10-11 08:00:00 5.3530523
## 2018-10-12 08:00:00 5.5172471
## 2018-10-15 08:00:00 5.4657638
## 2018-10-16 08:00:00 5.6049752
## 2018-10-17 08:00:00 5.6346086
## 2018-10-18 08:00:00 5.5376360
## 2018-10-19 08:00:00 5.5546103
## 2018-10-22 08:00:00 5.5864767
## 2018-10-23 08:00:00 5.5618878
## 2018-10-24 08:00:00 5.3548464
## 2018-10-25 08:00:00 5.5572615
## 2018-10-26 08:00:00 5.4661768
## 2018-10-29 08:00:00 5.3417620
## 2018-10-30 08:00:00 5.3730441
## 2018-10-31 08:00:00 5.4789067
## 2018-11-01 08:00:00 5.4634896
## 2018-11-02 08:00:00 5.6252203
## 2018-11-05 08:00:00 5.6232973
## 2018-11-06 08:00:00 5.7015041
## 2018-11-07 08:00:00 5.9051268
## 2018-11-08 08:00:00 5.9004476
## 2018-11-09 08:00:00 5.8318498
## 2018-11-12 08:00:00 5.7173813
## 2018-11-13 08:00:00 5.6985312
## 2018-11-14 08:00:00 5.6851929
## 2018-11-15 08:00:00 5.7788401
## 2018-11-16 08:00:00 5.8077385
## 2018-11-19 08:00:00 5.6664670
## 2018-11-20 08:00:00 5.6032620
## 2018-11-21 08:00:00 5.6344827
## 2018-11-23 08:00:00 5.5767925
## 2018-11-26 08:00:00 5.6768254
## 2018-11-27 08:00:00 5.6934795
## 2018-11-28 08:00:00 5.8560740
## 2018-11-29 08:00:00 5.8455051
## 2018-11-30 08:00:00 5.8628814
## 2018-12-03 08:00:00 5.9283047
## 2018-12-04 08:00:00 5.7411895
## 2018-12-06 08:00:00 5.7820499
## 2018-12-07 08:00:00 5.6159904
## 2018-12-10 08:00:00 5.6706973
## 2018-12-11 08:00:00 5.7227012
## 2018-12-12 08:00:00 5.7587914
## 2018-12-13 08:00:00 5.7849807
## 2018-12-14 08:00:00 5.6433640
## 2018-12-17 08:00:00 5.5168830
## 2018-12-18 08:00:00 5.5708469
## 2018-12-19 08:00:00 5.5305437
## 2018-12-20 08:00:00 5.4118932
## 2018-12-21 08:00:00 5.2784883
## 2018-12-24 08:00:00 5.1759910
## 2018-12-26 08:00:00 5.4760506
## 2018-12-27 08:00:00 5.4983850
## 2018-12-28 08:00:00 5.4778849
## 2018-12-31 08:00:00 5.5256400
head(equal.weight$equity)
## GOOG
## 2010-01-04 08:00:00 1
## 2010-01-05 08:00:00 1
## 2010-01-06 08:00:00 1
## 2010-01-07 08:00:00 1
## 2010-01-08 08:00:00 1
## 2010-01-11 08:00:00 1
constraints = new.constraints(n, lb = -Inf, ub = +Inf)
constraints = add.constraints(rep(1, n), 1, type = '=', constraints)
ret = prices / mlag(prices) - 1
weight = coredata(prices)
weight[] = NA
for( i in month.ends[month.ends >= (36 + 1)] ) {
hist = ret[ (i- 36 +1):i, ]
ia = create.historical.ia(hist, 252)
weight[i,] = min.risk.portfolio(ia, constraints)
}
tail(weight,1)
## GOOG MSFT SBUX
## [2264,] 0.2086326 -0.439652 1.231019
# Minimum Variance
data$weight[] = weight
capital = 100000
data$weight[] = (capital / prices) * data$weight
min.var.monthly = bt.run(data, type='share', capital=capital)
## Latest weights :
## GOOG MSFT SBUX
## 2018-12-31 08:00:00 45.41 -5.68 60.27
##
## Performance summary :
## CAGR Best Worst
## 20.2 10.6 -6.3