final ip

library(tidyquant)

## Loading required package: lubridate

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## Loading required package: PerformanceAnalytics

## Loading required package: xts

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## Loading required package: quantmod

## Loading required package: TTR

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library(PerformanceAnalytics)
library(xts)
library(readr)
library(dplyr)

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library(lubridate)
library(timetk)
library(purrr)
library(tibble)

library(kableExtra)

## 
## Attaching package: 'kableExtra'

## The following object is masked from 'package:dplyr':
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##     group_rows

#Define the symbols we want to take 
symbols <- c("SPY", "QQQ", "EEM", "IWM", "EFA", "TLT", "IYR", "GLD")

#Extract data from yahoo finance and feed the data in prices
prices <- 
  getSymbols(symbols, src = 'yahoo', from = "2010-01-01", 
             auto.assign = TRUE, warnings = FALSE) %>% 
  map(~Ad(get(.))) %>% 
  reduce(merge) %>%
  `colnames<-`(symbols)

#Show the data prices
head(prices)

##                 SPY      QQQ      EEM      IWM      EFA      TLT      IYR
## 2010-01-04 88.11789 41.00547 32.42903 53.08980 37.99448 63.06120 28.77183
## 2010-01-05 88.35115 41.00547 32.66440 52.90723 38.02796 63.46839 28.84092
## 2010-01-06 88.41335 40.75812 32.73273 52.85744 38.18871 62.61874 28.82836
## 2010-01-07 88.78659 40.78462 32.54291 53.24745 38.04136 62.72410 29.08587
## 2010-01-08 89.08203 41.12030 32.80107 53.53788 38.34275 62.69602 28.89117
## 2010-01-11 89.20645 40.95247 32.73273 53.32213 38.65754 62.35190 29.02934
##               GLD
## 2010-01-04 109.80
## 2010-01-05 109.70
## 2010-01-06 111.51
## 2010-01-07 110.82
## 2010-01-08 111.37
## 2010-01-11 112.85

#Question 2: Calculate weekly and monthly returns using log returns

#Change data from daily to weekly
prices_weekly <- to.weekly(prices, indexAt = "last", OHLC = FALSE)

#Change data from daily to monthly
prices_monthly <- to.monthly(prices, indexAt = "last", OHLC = FALSE)

#Calculate weekly retun
asset_returns_wk_xts <- na.omit(Return.calculate(prices_weekly))

#Calculate monthly return
asset_returns_mon_xts <- na.omit(Return.calculate(prices_monthly))

#Weekly return
head(asset_returns_wk_xts)

##                     SPY          QQQ         EEM         IWM          EFA
## 2010-01-15 -0.008117480 -0.015037607 -0.02893499 -0.01301936 -0.003493770
## 2010-01-22 -0.038982577 -0.036859501 -0.05578101 -0.03062198 -0.055740179
## 2010-01-29 -0.016665009 -0.031023488 -0.03357713 -0.02624306 -0.025802877
## 2010-02-05 -0.006797249  0.004440319 -0.02821328 -0.01397438 -0.019054885
## 2010-02-12  0.012937861  0.018148459  0.03333289  0.02952562  0.005244577
## 2010-02-19  0.028692986  0.024451286  0.02445426  0.03343163  0.022995059
##                      TLT          IYR          GLD
## 2010-01-15  2.004735e-02 -0.006304691 -0.004579349
## 2010-01-22  1.010088e-02 -0.041785188 -0.033285246
## 2010-01-29  3.369038e-03 -0.008446874 -0.011290465
## 2010-02-05 -5.355693e-05  0.003223196 -0.012080019
## 2010-02-12 -1.946104e-02 -0.007573856  0.022544905
## 2010-02-19 -8.204828e-03  0.050184729  0.022701796

#Monthly return
head(asset_returns_mon_xts)

##                    SPY         QQQ          EEM         IWM          EFA
## 2010-02-26  0.03119487  0.04603871  0.017763332  0.04475091  0.002667829
## 2010-03-31  0.06087940  0.07710942  0.081109252  0.08230708  0.063853861
## 2010-04-30  0.01547042  0.02242541 -0.001662106  0.05678491 -0.028045809
## 2010-05-28 -0.07945485 -0.07392377 -0.093935515 -0.07536635 -0.111927878
## 2010-06-30 -0.05174107 -0.05975702 -0.013986696 -0.07743413 -0.020619519
## 2010-07-30  0.06830090  0.07258260  0.109324882  0.06730903  0.116104218
##                     TLT         IYR          GLD
## 2010-02-26 -0.003424230  0.05456987  0.032748219
## 2010-03-31 -0.020573101  0.09748540 -0.004386396
## 2010-04-30  0.033217934  0.06388083  0.058834363
## 2010-05-28  0.051083515 -0.05683532  0.030513147
## 2010-06-30  0.057977875 -0.04670118  0.023553189
## 2010-07-30 -0.009463553  0.09404760 -0.050871157

#Question 3: Convert weekly,monthly returns into tibble format.

#Weekly return to tibble format
weekly_return <- as_tibble(asset_returns_wk_xts)

kbl(weekly_return, caption = "Weekly return of portfilio")%>%
  row_spec(row =0, bold= TRUE, color = "#34495E", background = "#BFC9CA") %>%
  kable_styling(bootstrap_options = "striped", full_width = F, position = "center")

Weekly return of portfilio

SPY	QQQ	EEM	IWM	EFA	TLT	IYR	GLD
-0.0081175	-0.0150376	-0.0289350	-0.0130194	-0.0034938	0.0200474	-0.0063047	-0.0045793
-0.0389826	-0.0368595	-0.0557810	-0.0306220	-0.0557402	0.0101009	-0.0417852	-0.0332852
-0.0166650	-0.0310235	-0.0335771	-0.0262431	-0.0258029	0.0033690	-0.0084469	-0.0112905
-0.0067972	0.0044403	-0.0282133	-0.0139744	-0.0190549	-0.0000536	0.0032232	-0.0120800
0.0129379	0.0181485	0.0333329	0.0295256	0.0052446	-0.0194610	-0.0075739	0.0225449
0.0286930	0.0244513	0.0244543	0.0334316	0.0229951	-0.0082048	0.0501847	0.0227018
-0.0035988	-0.0015618	-0.0106658	-0.0041231	-0.0060441	0.0248180	0.0085882	-0.0003654
0.0316957	0.0375334	0.0510785	0.0608283	0.0448498	-0.0121472	0.0358081	0.0126108
0.0105909	0.0198109	0.0102562	0.0165115	0.0123680	0.0023264	0.0339371	-0.0258100
0.0085533	0.0038151	-0.0043506	-0.0045772	-0.0052104	0.0086209	0.0226306	0.0030570
0.0052596	0.0107390	-0.0021853	0.0084388	0.0025287	-0.0253116	0.0087324	0.0028629
0.0104651	0.0033336	0.0515814	0.0091432	0.0263017	0.0037232	-0.0019960	0.0153790
0.0148554	0.0180644	0.0129570	0.0265964	0.0031593	0.0003365	0.0355931	0.0306548
-0.0015892	0.0101978	-0.0301509	0.0172244	-0.0075241	0.0098896	-0.0289630	-0.0211193
0.0205262	0.0199883	0.0141313	0.0373636	-0.0045840	0.0027827	0.0674089	0.0175297
-0.0246281	-0.0253364	-0.0234560	-0.0334544	-0.0363088	0.0224167	-0.0134127	0.0191713
-0.0635471	-0.0777825	-0.0917956	-0.0877880	-0.0955704	0.0410628	-0.0632554	0.0252253
0.0236384	0.0334727	0.0340410	0.0642593	0.0158505	-0.0073236	0.0370895	0.0177560
-0.0419703	-0.0445342	-0.0544444	-0.0645485	-0.0274057	0.0374160	-0.0520894	-0.0427848
0.0023829	0.0169492	0.0203536	0.0181346	-0.0061703	-0.0196082	0.0241952	0.0317653
-0.0233153	-0.0111839	-0.0236222	-0.0406039	-0.0298013	0.0168030	-0.0546547	0.0026077
0.0267737	0.0090921	0.0419355	0.0217117	0.0433019	-0.0038864	0.0709444	0.0068798
0.0235375	0.0349253	0.0299274	0.0286418	0.0347577	0.0028752	0.0249158	0.0234980
-0.0345473	-0.0349143	-0.0057336	-0.0324851	-0.0178896	0.0139220	-0.0302932	-0.0005699
-0.0525633	-0.0618513	-0.0426073	-0.0713785	-0.0360283	0.0206757	-0.0724464	-0.0347834
0.0563600	0.0506240	0.0588079	0.0521568	0.0630701	-0.0155770	0.0519254	-0.0010971
-0.0120415	-0.0062754	-0.0330250	-0.0297109	-0.0095880	0.0159248	-0.0137804	-0.0142785
0.0351584	0.0387911	0.0646832	0.0640249	0.0405405	-0.0101189	0.0575601	-0.0049713
-0.0012680	-0.0054277	0.0060752	0.0006156	0.0062026	0.0070147	0.0185365	-0.0051684
0.0192254	0.0207379	0.0164252	0.0018455	0.0354458	-0.0005584	0.0121977	0.0203481
-0.0363025	-0.0436269	-0.0332699	-0.0624807	-0.0565582	0.0218784	-0.0353865	0.0076375
-0.0072012	0.0044720	0.0083578	0.0013100	-0.0078879	0.0366598	-0.0031725	0.0103588
-0.0062307	-0.0189222	-0.0129204	0.0081766	0.0041742	-0.0065071	0.0141236	0.0086688
0.0377129	0.0440212	0.0380341	0.0434713	0.0389944	-0.0138763	0.0582578	0.0070242
0.0053205	0.0128229	0.0054722	-0.0094823	0.0060964	-0.0121643	-0.0168670	-0.0010668
0.0144617	0.0322397	0.0179840	0.0233836	0.0155271	-0.0063524	0.0180994	0.0230839
0.0207132	0.0347994	0.0255693	0.0298773	0.0326309	0.0179999	0.0001098	0.0172635
-0.0018286	-0.0130894	0.0296921	0.0129868	0.0016255	0.0144930	-0.0074707	0.0175231
0.0168391	0.0150991	0.0176093	0.0209256	0.0252386	-0.0037281	0.0222054	0.0213327
0.0099538	0.0349749	0.0105993	0.0145781	0.0116055	-0.0379012	0.0134390	0.0153425
0.0055225	0.0029131	-0.0147691	0.0004267	-0.0041716	0.0110707	0.0179833	-0.0295482
0.0011829	0.0104571	0.0019557	-0.0002839	-0.0048874	-0.0094688	-0.0192717	0.0222770
0.0356992	0.0285549	0.0513874	0.0493597	0.0384141	-0.0211890	0.0483988	0.0283518
-0.0205345	-0.0216137	-0.0428955	-0.0235868	-0.0297295	-0.0221471	-0.0461645	-0.0197243
0.0007486	-0.0007615	0.0021547	0.0058307	0.0057450	0.0081407	-0.0223801	-0.0111452
-0.0123867	0.0057175	-0.0367663	0.0106281	-0.0415440	0.0049696	0.0111672	0.0068835
0.0344277	0.0208453	0.0522327	0.0334608	0.0368431	-0.0190685	0.0182218	0.0372625
0.0129385	0.0115089	-0.0116678	0.0274876	0.0038319	-0.0183374	-0.0117494	-0.0192656
0.0038055	0.0025346	-0.0040781	0.0034728	-0.0010410	0.0009660	-0.0084145	-0.0089359
0.0104582	0.0040352	0.0123945	0.0135406	0.0120418	-0.0033247	0.0264583	0.0034278
0.0011945	-0.0051152	0.0226482	-0.0060975	0.0086627	0.0162741	0.0165304	0.0301500
0.0110535	0.0258906	-0.0081864	0.0035787	-0.0145999	-0.0188057	-0.0041103	-0.0370531
0.0169893	0.0202254	0.0143915	0.0257260	0.0362559	-0.0055233	0.0120227	-0.0066627
-0.0071923	-0.0231576	-0.0302525	-0.0415940	-0.0035323	-0.0034838	-0.0008866	-0.0125104
-0.0050637	0.0008978	-0.0247417	0.0028501	-0.0052330	0.0043709	0.0165037	-0.0057239
0.0268555	0.0296069	0.0258105	0.0317789	0.0315630	-0.0304321	0.0101257	0.0105926
0.0149449	0.0184734	-0.0187097	0.0275444	0.0006578	0.0073187	0.0259248	0.0050129
0.0106678	0.0049623	0.0149025	0.0155965	0.0179188	0.0003351	0.0045484	0.0233524
-0.0163532	-0.0183893	-0.0170591	-0.0140371	-0.0148581	0.0311766	-0.0048634	0.0145484
0.0010580	0.0055508	0.0303160	0.0031636	0.0037708	-0.0127564	-0.0089312	0.0143398
-0.0123047	-0.0255306	-0.0185498	-0.0274139	-0.0308675	0.0081493	0.0020402	-0.0081091
-0.0192984	-0.0347523	-0.0173797	-0.0089799	-0.0239300	0.0208631	-0.0108601	0.0010852
0.0277084	0.0438935	0.0466504	0.0368951	0.0252074	-0.0138036	0.0040410	0.0064320
0.0140896	0.0109078	0.0445713	0.0282168	0.0213876	0.0044255	0.0261979	-0.0004308
-0.0021780	-0.0088761	0.0119310	-0.0066241	0.0103876	-0.0250566	-0.0183067	0.0320403
-0.0061717	-0.0052673	-0.0181851	-0.0055967	-0.0053851	0.0310412	0.0203589	0.0096756
0.0131774	0.0298319	0.0213716	0.0112562	0.0183756	-0.0007556	0.0165997	0.0116512
0.0198091	0.0126844	-0.0035872	0.0229726	0.0223942	0.0139315	0.0253999	0.0383671
-0.0163456	-0.0103247	-0.0350000	-0.0361155	-0.0293099	0.0168999	-0.0191412	-0.0464002
-0.0011922	-0.0010264	-0.0275646	0.0028819	-0.0160714	0.0001050	-0.0027878	0.0022712
-0.0032081	-0.0109571	0.0031968	-0.0077832	-0.0021450	0.0025252	0.0036178	0.0127721
-0.0007485	-0.0058853	0.0144467	0.0095340	0.0052912	0.0120638	0.0113060	0.0149840
-0.0231444	-0.0188056	0.0025131	-0.0331137	0.0021381	0.0021974	-0.0132859	0.0034736
-0.0216224	-0.0303459	-0.0292459	-0.0356086	-0.0295420	0.0084080	-0.0397373	-0.0065237
0.0006260	-0.0133489	-0.0146332	0.0029488	-0.0079488	-0.0024705	0.0164160	0.0046904
-0.0018890	0.0109687	0.0036037	0.0218586	-0.0076792	0.0008261	-0.0024327	-0.0245432
0.0560679	0.0649138	0.0584617	0.0519139	0.0647988	-0.0312490	0.0445886	-0.0090934
0.0035843	0.0193401	-0.0047759	0.0154104	-0.0159539	0.0185842	0.0215052	0.0367074
-0.0201635	-0.0199900	-0.0264970	-0.0272522	-0.0275785	0.0083877	-0.0240827	0.0329451
0.0219455	0.0302506	0.0212175	0.0149741	0.0343762	-0.0012477	0.0274553	0.0059278
-0.0390106	-0.0268455	-0.0113328	-0.0512785	-0.0244267	0.0194688	-0.0388102	0.0138996
-0.0715221	-0.0718966	-0.0961580	-0.1054682	-0.0846531	0.0484153	-0.1128580	0.0218587
-0.0163225	-0.0048300	-0.0307652	-0.0215898	-0.0156313	0.0317625	0.0201458	0.0508192
-0.0463937	-0.0660817	-0.0385269	-0.0646226	-0.0516068	0.0533295	-0.0310847	0.0587162
0.0473191	0.0619628	0.0211692	0.0586702	0.0302972	-0.0243703	0.0313270	-0.0137816
-0.0010173	0.0028231	0.0256665	-0.0094052	0.0007738	0.0401831	0.0045742	0.0325126
-0.0163767	-0.0018771	-0.0372957	-0.0140230	-0.0576070	0.0106659	-0.0049178	-0.0138616
0.0537328	0.0660957	0.0129969	0.0595556	0.0441025	-0.0129275	0.0377082	-0.0258439
-0.0656684	-0.0431167	-0.1147296	-0.0856744	-0.0728877	0.0765323	-0.0854930	-0.0922002
-0.0034347	-0.0306560	-0.0217392	-0.0128950	0.0125022	-0.0002483	-0.0140377	-0.0108886
0.0226248	0.0301010	0.0381764	0.0186623	0.0251153	-0.0187066	-0.0199725	0.0070859
0.0592859	0.0760126	0.0864437	0.0861064	0.0641080	-0.0362817	0.0623489	0.0265109
0.0114221	-0.0151255	-0.0184392	-0.0001402	-0.0007676	-0.0071963	0.0324787	-0.0237453
0.0373479	0.0286212	0.0910963	0.0688880	0.0608680	-0.0147620	0.0669609	0.0633149
-0.0242613	-0.0193418	-0.0285376	-0.0188082	-0.0624434	0.0477424	-0.0234482	0.0072516
0.0094037	0.0008654	-0.0097112	-0.0029493	0.0000000	-0.0071255	-0.0051203	0.0182031
-0.0369491	-0.0423511	-0.0551605	-0.0322666	-0.0463322	0.0319061	-0.0315884	-0.0364452
-0.0462374	-0.0454872	-0.0633111	-0.0744650	-0.0597166	0.0122336	-0.0544256	-0.0251760
0.0732337	0.0707264	0.1016620	0.1032720	0.0934341	-0.0154583	0.0594966	0.0392902
0.0095308	0.0070643	-0.0100576	0.0141493	0.0049222	-0.0162677	0.0135357	-0.0201390
-0.0292649	-0.0350430	-0.0469902	-0.0305874	-0.0528996	0.0480681	0.0007218	-0.0671274
0.0394768	0.0222381	0.0356854	0.0367240	0.0365188	-0.0331099	0.0407208	0.0069574
-0.0070417	-0.0035871	-0.0142895	-0.0107311	0.0004038	0.0285014	-0.0052530	-0.0276373
0.0176096	0.0354646	0.0073803	0.0141016	-0.0076719	-0.0207836	0.0003522	0.0342785
0.0088481	0.0064005	0.0279960	0.0213932	0.0091555	0.0181078	0.0151326	0.0131043
0.0241383	0.0273290	0.0531940	0.0243484	0.0469758	-0.0322630	0.0228808	0.0176442
-0.0009851	0.0105402	0.0236831	0.0187865	0.0107839	0.0094028	0.0299951	0.0425742
0.0206341	0.0273177	0.0358830	0.0405167	0.0268625	-0.0104212	0.0204013	-0.0078712
-0.0013376	0.0067692	-0.0218782	-0.0202530	-0.0116886	0.0036028	-0.0204773	-0.0029826
0.0152573	0.0153673	0.0235326	0.0187027	0.0234654	-0.0035050	0.0062550	0.0012565
0.0038119	0.0083554	0.0059185	-0.0018117	0.0115555	0.0078922	-0.0062161	0.0291604
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-0.0066471	-0.0161391	-0.0046713	-0.0091085	-0.0007862	-0.0261029	-0.0092696	-0.0215596
-0.0247930	-0.0509938	-0.0660525	-0.0305519	-0.0293769	-0.0010469	-0.0153309	-0.0311358
0.0085972	-0.0173809	0.0018613	-0.0027484	0.0083769	-0.0282482	-0.0116771	-0.0165008
0.0271876	0.0219645	0.0029722	0.0729409	0.0221091	-0.0205168	0.0525888	0.0147669
-0.0083853	-0.0073542	0.0016671	-0.0284686	0.0019663	-0.0096281	-0.0091339	0.0108366
0.0166889	0.0104077	-0.0149779	-0.0260647	0.0022242	0.0141746	0.0350687	-0.0061259
0.0116924	0.0271204	0.0110756	0.0141880	0.0033942	0.0075954	0.0090575	-0.0016026
0.0271586	0.0386357	-0.0057556	-0.0051399	0.0147020	0.0000000	0.0040606	0.0079640
0.0140222	0.0145354	0.0149392	0.0092547	0.0166689	0.0127265	0.0251173	0.0188645
-0.0012463	-0.0075729	0.0051518	0.0049408	-0.0027748	0.0057447	0.0195181	0.0003005
0.0013438	-0.0042131	-0.0118982	-0.0038535	-0.0121411	-0.0101383	0.0100816	-0.0044471
0.0115506	-0.0112132	0.0131530	0.0022233	0.0294458	0.0057285	-0.0060491	0.0357962
-0.0131243	-0.0233693	-0.0318157	-0.0193886	-0.0105707	-0.0154425	-0.0127803	0.0064107
-0.0039368	0.0018997	0.0035883	-0.0047509	0.0059074	0.0043041	0.0100688	0.0193989
0.0122910	0.0211614	0.0325556	0.0251398	0.0099963	0.0055933	0.0191234	0.0132925
0.0060946	0.0050012	0.0204119	0.0084257	0.0105159	0.0120006	0.0260504	-0.0068393
0.0040464	0.0168055	-0.0081783	0.0204401	0.0052355	0.0172265	0.0211609	-0.0080153
-0.0189309	0.0040735	-0.0191717	-0.0413033	-0.0306173	0.0240323	-0.0291049	-0.0615114
0.0281740	0.0211171	0.0234188	0.0456939	0.0185940	-0.0255266	0.0179469	0.0100649
0.0166663	0.0262691	-0.0129731	-0.0133029	-0.0080020	0.0226680	-0.0053278	0.0042019
0.0041501	0.0066083	-0.0224534	-0.0122606	0.0027728	0.0102731	0.0264900	0.0114772
-0.0095976	-0.0094457	0.0007470	-0.0504904	-0.0155857	0.0114656	0.0036053	0.0011819
0.0199378	0.0296421	-0.0201530	0.0214004	0.0114913	0.0019563	0.0044431	-0.0050174
-0.0032504	-0.0098590	-0.0173300	0.0068321	0.0034081	0.0068689	0.0044235	0.0074751
0.0090760	0.0095456	0.0065891	0.0105859	0.0103159	-0.0104327	0.0033734	-0.0305029
0.0077518	0.0020922	-0.0040430	-0.0101169	0.0138214	0.0052106	-0.0002802	0.0106293
-0.0057410	-0.0029554	-0.0431085	-0.0253697	-0.0241956	0.0134634	-0.0004670	0.0018631
0.0155405	0.0225982	0.0422222	0.0505289	0.0157330	-0.0072400	0.0015889	0.0209358
0.0062853	0.0147059	0.0296570	0.0068460	0.0169766	-0.0073036	0.0382568	0.0051119
-0.0168623	-0.0130515	-0.0118600	-0.0278119	-0.0110881	0.0014845	-0.0379257	-0.0226821
-0.0058951	-0.0073289	-0.0213375	0.0038804	-0.0081320	0.0051886	-0.0024288	-0.0203971
0.0056866	-0.0002302	-0.0114852	0.0055994	-0.0024845	-0.0151502	-0.0104251	-0.0028699
-0.0217840	-0.0352236	-0.0088617	-0.0034522	-0.0261519	-0.0093625	-0.0148021	0.0078995
0.0083364	0.0027209	0.0097356	-0.0031491	-0.0028133	-0.0238733	-0.0048157	-0.0021873
0.0182937	0.0215417	0.0220386	0.0161567	0.0256475	0.0222015	0.0371625	0.0066980
0.0162603	0.0139860	0.0019253	0.0099929	0.0065017	-0.0062054	0.0265931	0.0147584
0.0135283	0.0321036	-0.0215218	0.0028142	-0.0001243	0.0247000	-0.0016360	-0.0066759
0.0202068	0.0323483	0.0000000	0.0603378	0.0166480	0.0121893	0.0036417	0.0191419
-0.0026892	-0.0097842	0.0212097	-0.0095530	-0.0054993	-0.0131947	-0.0018142	0.0271432
0.0034670	0.0235367	-0.0207692	-0.0283089	-0.0127794	0.0069910	-0.0014541	-0.0105474
-0.0211563	-0.0316590	-0.0435980	-0.0424115	-0.0399553	0.0146267	-0.0146523	-0.0333700
-0.0120924	-0.0206289	0.0045175	-0.0365268	-0.0012965	0.0266227	-0.0000924	-0.0013186
0.0381986	0.0388381	0.0237124	0.0242186	0.0264831	-0.0355680	0.0269721	-0.0003001
-0.0196592	-0.0329140	-0.0245681	-0.0187188	-0.0137419	0.0143755	0.0106050	0.0073238
0.0233327	0.0325194	0.0116279	0.0320722	0.0242661	-0.0153151	0.0107903	0.0069726
0.0092647	0.0023430	0.0032054	0.0018465	0.0042343	-0.0022219	0.0331821	0.0117773
-0.0186751	-0.0452180	0.0008188	-0.0286806	0.0011439	-0.0400164	-0.0454623	-0.0187764
-0.0029393	0.0003947	0.0249540	-0.0081456	0.0029198	-0.0011247	-0.0141621	0.0114456
-0.0575402	-0.0745243	-0.0221513	-0.0808174	-0.0336710	0.0107672	-0.0358678	0.0083692
0.0090644	0.0003128	-0.0348980	-0.0088331	-0.0210896	-0.0034810	-0.0037012	-0.0233210
0.0152732	0.0176520	0.0289703	0.0160308	0.0179311	-0.0274327	0.0014287	0.0105326
-0.0183642	-0.0305857	0.0012330	0.0151225	-0.0051268	-0.0054674	-0.0198801	0.0293142
-0.0141442	-0.0159914	0.0000000	-0.0094846	-0.0050211	-0.0001448	-0.0148486	0.0190438
0.0081062	0.0124740	-0.0281199	0.0151902	-0.0087650	-0.0098387	0.0186188	-0.0032181
-0.0127470	-0.0244960	-0.0576557	-0.0189630	-0.0751607	0.0259790	0.0110252	0.0403851
-0.0279982	-0.0382450	-0.0459435	-0.0097152	-0.0055050	-0.0380062	-0.0162618	0.0076764
0.0614920	0.0835080	0.0655391	0.0535761	0.0745811	-0.0108963	0.0290743	-0.0312820
0.0183794	0.0236261	-0.0068342	-0.0035937	-0.0001354	-0.0358212	0.0045436	0.0171779
0.0005080	0.0069570	0.0188679	0.0070348	0.0071854	0.0304898	0.0392934	-0.0157912
-0.0118122	-0.0350975	-0.0211329	-0.0467312	-0.0188450	-0.0548424	-0.0016360	0.0109749
-0.0218514	-0.0307031	-0.0155797	0.0055087	-0.0119358	-0.0349266	-0.0122894	0.0141621
-0.0268393	-0.0385013	-0.0418269	-0.0315642	-0.0215218	-0.0062940	0.0097696	-0.0203760
-0.0329547	-0.0373387	0.0000000	-0.0401183	-0.0259685	-0.0045002	-0.0530303	-0.0187475
-0.0016019	-0.0127693	-0.0342142	-0.0128143	-0.0199591	-0.0467685	-0.0377831	-0.0084224
-0.0233870	-0.0236379	-0.0107501	-0.0247013	-0.0041624	0.0203220	-0.0306521	-0.0377950
-0.0300955	-0.0439161	0.0160533	-0.0111755	0.0116436	0.0218140	-0.0195308	0.0191955
0.0657803	0.0707358	0.0221195	0.0656520	0.0392505	0.0048097	0.0577572	0.0047667
-0.0113664	-0.0093820	0.0076100	-0.0030912	-0.0103650	-0.0238795	-0.0200279	-0.0015621
-0.0505188	-0.0566950	-0.0210166	-0.0427636	-0.0513465	-0.0194779	-0.0564318	0.0113570
-0.0573617	-0.0489891	-0.0354973	-0.0750882	-0.0496213	-0.0148542	-0.0520168	-0.0187349
0.0662002	0.0745796	0.0247039	0.0599953	0.0372479	0.0042824	0.0727811	-0.0068898
-0.0226620	-0.0423609	-0.0196803	-0.0210178	-0.0177199	0.0309997	-0.0035092	-0.0104062
0.0194890	0.0468577	0.0060227	0.0243859	-0.0046297	-0.0286651	-0.0074698	-0.0357652
-0.0091079	-0.0117827	-0.0364181	-0.0142376	-0.0152365	0.0323555	-0.0041930	-0.0202712
0.0258613	0.0346731	0.0204504	0.0370904	0.0325733	0.0207508	0.0294752	0.0104396
0.0427750	0.0446042	0.0136987	0.0431175	0.0365930	-0.0094474	0.0501311	0.0213482
0.0035923	0.0199390	0.0025025	0.0189585	-0.0108033	-0.0063729	-0.0157794	0.0072516
0.0329650	0.0268534	0.0247129	0.0501050	0.0269189	-0.0078989	0.0420090	0.0156089
-0.0116131	-0.0227915	-0.0280146	-0.0284989	-0.0310066	-0.0217222	-0.0197682	-0.0306785
-0.0398684	-0.0477606	0.0027568	-0.0291291	-0.0306075	0.0051310	-0.0373535	-0.0058997
-0.0322469	-0.0399102	-0.0312421	-0.0470419	-0.0357199	-0.0278738	-0.0380804	-0.0154550
0.0366103	0.0403836	0.0061919	0.0405908	0.0325781	-0.0173290	0.0440940	0.0035163
-0.0478509	-0.0578658	-0.0310256	-0.0448772	-0.0326713	-0.0114487	-0.0596999	-0.0249031
-0.0456738	-0.0460212	-0.0478963	-0.0652551	-0.0602650	-0.0127953	-0.0623977	-0.0181597
-0.0292703	-0.0299444	-0.0305724	-0.0091861	-0.0132135	-0.0307474	-0.0410685	0.0108490
0.0157064	0.0068847	0.0220757	0.0223746	0.0146403	-0.0118977	-0.0342667	0.0207539
-0.0142231	-0.0310667	-0.0403928	-0.0106756	-0.0144291	-0.0239627	-0.0211115	-0.0310363
0.0465845	0.0563013	0.0309852	0.0353096	0.0353509	-0.0547833	0.0246850	0.0076480
0.0393544	0.0210587	-0.0277856	0.0605674	0.0324193	0.0389609	0.0661848	-0.0064223
-0.0325690	-0.0588151	0.0557013	-0.0244595	0.0146985	-0.0242568	-0.0171244	0.0216114
0.0588814	0.0879553	0.0541437	0.0460040	0.0775308	0.0389514	0.0652148	0.0517032
-0.0062232	-0.0109044	-0.0034068	-0.0170145	-0.0047356	0.0178770	-0.0164698	-0.0107560
0.0159078	0.0073731	-0.0068367	0.0101242	0.0225633	0.0327179	0.0185933	0.0026415
0.0113837	0.0196222	0.0468627	0.0133096	0.0165115	0.0431969	0.0065760	0.0247518
-0.0334964	-0.0359255	-0.0131513	-0.0501462	-0.0119609	-0.0070967	-0.0190358	-0.0011957
-0.0209775	-0.0276203	-0.0157203	-0.0192894	-0.0183486	0.0097722	-0.0207588	-0.0016162
-0.0009392	-0.0227892	-0.0007931	0.0001147	0.0071844	-0.0462141	0.0001184	0.0028179
-0.0012537	-0.0040394	0.0026455	-0.0001719	-0.0037942	-0.0254503	-0.0040222	0.0142294
0.0147739	0.0094636	0.0572559	0.0184675	0.0379341	0.0564484	0.0239933	0.0239920
0.0268502	0.0452754	0.0306963	0.0533281	0.0352267	0.0149268	0.0440785	0.0290714
-0.0065746	0.0060860	0.0104116	-0.0107459	0.0068057	-0.0051523	-0.0059993	0.0029649
0.0247549	0.0480402	0.0136593	0.0245353	0.0083086	0.0048023	0.0271599	-0.0003904
0.0164416	0.0334841	-0.0335697	0.0390864	-0.0025140	0.0024787	0.0153428	-0.0321392
-0.0104523	-0.0211640	-0.0168787	-0.0339104	-0.0105012	-0.0310216	-0.0203622	-0.0005765
-0.0019116	0.0048715	-0.0126896	0.0148180	0.0049526	-0.0097688	-0.0082049	-0.0121136
-0.0267152	-0.0309137	-0.0347783	-0.0290997	-0.0278794	-0.0137721	-0.0405911	-0.0169916
0.0197033	0.0268288	0.0323760	0.0212789	0.0266511	0.0115980	0.0154057	0.0245916
-0.0452262	-0.0371396	-0.0429945	-0.0800001	-0.0314615	0.0363137	-0.0704258	0.0080004
0.0144292	0.0582567	-0.0060782	-0.0280962	-0.0214130	0.0119330	-0.0004871	0.0569391
0.0147696	0.0196861	0.0281839	0.0069724	0.0244121	0.0000000	-0.0110957	-0.0006530
0.0344662	0.0322943	0.0204293	0.0384772	0.0392327	-0.0044922	0.0521751	-0.0023414
-0.0004886	-0.0089739	-0.0017739	-0.0252803	0.0058726	0.0228932	-0.0080095	0.0178474
0.0079914	0.0016350	0.0083778	0.0150670	0.0177926	-0.0317884	-0.0137734	-0.0006971
-0.0006303	-0.0061526	-0.0178752	0.0059487	0.0055995	-0.0064713	0.0163737	-0.0113222
0.0090490	0.0187929	0.0030762	-0.0132913	-0.0001357	0.0197318	0.0149254	0.0029851
-0.0079340	0.0010231	0.0066446	-0.0042808	0.0035315	-0.0122608	-0.0063025	0.0143940
-0.0025204	0.0066276	-0.0213253	-0.0099169	-0.0100162	-0.0059109	-0.0113930	-0.0034675
0.0170801	0.0353199	0.0111544	0.0196271	0.0071097	-0.0304019	-0.0191279	-0.0169691
0.0033443	0.0353332	0.0005131	0.0002271	-0.0206354	-0.0000989	-0.0134448	-0.0148116
0.0188087	0.0179392	0.0138462	0.0333240	0.0070696	0.0115844	0.0327810	0.0007186
0.0046270	-0.0004229	0.0159907	0.0193517	0.0024916	-0.0006863	0.0061540	0.0054680
0.0090719	0.0168970	0.0020070	0.0041615	0.0043345	0.0029435	0.0011871	-0.0008789

#Monthly return to tibble format
monthly_return <- as_tibble(asset_returns_mon_xts)

kbl(monthly_return, caption = "Monthly return of portfilio")%>%
  row_spec(row =0, bold= TRUE, color = "#34495E", background = "#BFC9CA") %>%
  kable_styling(bootstrap_options = "striped", full_width = F, position = "center")

Monthly return of portfilio

SPY	QQQ	EEM	IWM	EFA	TLT	IYR	GLD
0.0311949	0.0460387	0.0177633	0.0447509	0.0026678	-0.0034242	0.0545699	0.0327482
0.0608794	0.0771094	0.0811093	0.0823071	0.0638539	-0.0205731	0.0974854	-0.0043864
0.0154704	0.0224254	-0.0016621	0.0567849	-0.0280458	0.0332179	0.0638808	0.0588344
-0.0794548	-0.0739238	-0.0939355	-0.0753664	-0.1119279	0.0510835	-0.0568353	0.0305131
-0.0517411	-0.0597570	-0.0139867	-0.0774341	-0.0206195	0.0579779	-0.0467012	0.0235532
0.0683009	0.0725826	0.1093249	0.0673090	0.1161042	-0.0094636	0.0940476	-0.0508712
-0.0449805	-0.0512986	-0.0323673	-0.0744386	-0.0379503	0.0839096	-0.0129717	0.0570613
0.0895546	0.1317283	0.1175736	0.1244530	0.0997194	-0.0252032	0.0462964	0.0477556
0.0382019	0.0633786	0.0301546	0.0414816	0.0380557	-0.0446929	0.0393347	0.0368227
0.0000000	-0.0017249	-0.0290550	0.0348508	-0.0482371	-0.0168932	-0.0158297	0.0211130
0.0668524	0.0475712	0.0727783	0.0803332	0.0830807	-0.0369906	0.0457407	0.0243687
0.0233004	0.0282774	-0.0384132	-0.0037065	0.0209548	-0.0308120	0.0357396	-0.0637976
0.0347372	0.0316072	-0.0004368	0.0554203	0.0354978	0.0165021	0.0452038	0.0599831
0.0001200	-0.0044826	0.0628957	0.0252308	-0.0238829	0.0002932	-0.0109350	0.0159814
0.0289617	0.0287305	0.0273270	0.0263753	0.0562585	0.0233913	0.0466333	0.0894465
-0.0112148	-0.0121868	-0.0293999	-0.0179421	-0.0220610	0.0342285	0.0101334	-0.0179169
-0.0168697	-0.0202548	-0.0093551	-0.0240454	-0.0121078	-0.0232312	-0.0310599	-0.0243250
-0.0200048	0.0166521	-0.0102939	-0.0340610	-0.0237777	0.0441454	0.0021561	0.0841780
-0.0549755	-0.0506898	-0.0925491	-0.0889149	-0.0875489	0.0966755	-0.0531193	0.1227494
-0.0694205	-0.0449081	-0.1789475	-0.1115026	-0.1080832	0.1320612	-0.1066822	-0.1106235
0.1091468	0.1040200	0.1626776	0.1510108	0.0962747	-0.0382930	0.1318964	0.0587119
-0.0040636	-0.0269200	-0.0196030	-0.0037834	-0.0217639	0.0198912	-0.0366878	0.0166727
0.0104484	-0.0061416	-0.0426481	0.0051508	-0.0217494	0.0344495	0.0410742	-0.1066243
0.0463745	0.0841837	0.1099108	0.0714570	0.0526957	-0.0032994	0.0660092	0.1139548
0.0434055	0.0641006	0.0527188	0.0256896	0.0483311	-0.0259698	-0.0069352	-0.0296498
0.0321638	0.0505306	-0.0311300	0.0248480	0.0042079	-0.0423604	0.0449299	-0.0132083
-0.0066756	-0.0116952	-0.0169962	-0.0161820	-0.0207688	0.0483425	0.0258426	-0.0014803
-0.0600561	-0.0704011	-0.1070584	-0.0657910	-0.1114419	0.0902537	-0.0420906	-0.0633803
0.0405813	0.0362143	0.0503536	0.0505208	0.0704331	-0.0167824	0.0536527	0.0235458
0.0118295	0.0099750	-0.0002556	-0.0152085	0.0008008	0.0381728	0.0233031	0.0083768
0.0250525	0.0518518	0.0040900	0.0353539	0.0320000	-0.0131885	0.0030569	0.0493961
0.0253512	0.0088843	0.0521895	0.0326096	0.0271319	-0.0253276	-0.0111773	0.0467056
-0.0181984	-0.0527928	-0.0043550	-0.0216923	0.0109433	-0.0048402	-0.0059022	-0.0294374
0.0056599	0.0130869	0.0155525	0.0055125	0.0278087	0.0115923	-0.0057814	-0.0046754
0.0089344	-0.0046693	0.0680363	0.0361885	0.0438116	-0.0248772	0.0288548	-0.0242698
0.0511902	0.0267160	-0.0029313	0.0623814	0.0372847	-0.0318533	0.0402042	-0.0050611
0.0127588	0.0034392	-0.0228404	0.0100468	-0.0128858	0.0123865	0.0126357	-0.0508685
0.0379711	0.0302476	-0.0101828	0.0465902	0.0130540	-0.0041944	0.0286498	0.0094771
0.0192124	0.0253736	0.0121583	-0.0034940	0.0501865	0.0468496	0.0572826	-0.0756231
0.0236098	0.0357752	-0.0482792	0.0393195	-0.0301906	-0.0676094	-0.0649335	-0.0619879
-0.0133446	-0.0239529	-0.0532576	-0.0081800	-0.0267793	-0.0327131	-0.0238270	-0.1105884
0.0516769	0.0631400	0.0132466	0.0733419	0.0532287	-0.0225799	0.0024085	0.0743011
-0.0299921	-0.0039590	-0.0253782	-0.0316420	-0.0195526	-0.0134037	-0.0653251	0.0520475
0.0316464	0.0483217	0.0720675	0.0648914	0.0782491	0.0065171	0.0345019	-0.0478384
0.0463066	0.0495691	0.0417078	0.0242004	0.0326019	0.0143047	0.0373097	-0.0034326
0.0296380	0.0355115	-0.0025908	0.0395642	0.0054645	-0.0270326	-0.0463958	-0.0551120
0.0259264	0.0292712	-0.0040662	0.0202108	0.0217613	-0.0186966	0.0090471	-0.0379453
-0.0352484	-0.0192136	-0.0863633	-0.0277392	-0.0520118	0.0630272	0.0344009	0.0341887
0.0455159	0.0515244	0.0337785	0.0477890	0.0613111	0.0052408	0.0475096	0.0627030
0.0082955	-0.0273357	0.0387533	-0.0074847	-0.0045919	0.0073220	0.0014517	-0.0314214
0.0069512	-0.0031939	0.0078034	-0.0374765	0.0166667	0.0209522	0.0302943	0.0049349
0.0232065	0.0448565	0.0295184	0.0078586	0.0159544	0.0294950	0.0279689	-0.0305104
0.0206451	0.0312383	0.0240180	0.0527203	0.0092075	-0.0025131	0.0101261	0.0631902
-0.0134378	0.0118196	0.0136479	-0.0605433	-0.0260348	0.0066418	-0.0011144	-0.0363167
0.0394636	0.0500945	0.0282976	0.0482957	0.0018020	0.0472377	0.0347230	0.0038091
-0.0137964	-0.0075661	-0.0776742	-0.0592790	-0.0388245	-0.0211234	-0.0589060	-0.0617633
0.0235508	0.0264199	0.0141962	0.0659348	-0.0026513	0.0281859	0.0835264	-0.0305481
0.0274721	0.0454633	-0.0154211	0.0011154	0.0006254	0.0296739	0.0272072	-0.0048820
-0.0025361	-0.0224064	-0.0396354	0.0289295	-0.0399277	0.0325131	0.0080497	0.0131121
-0.0296294	-0.0208232	-0.0068718	-0.0327707	0.0062460	0.0981576	0.0571320	0.0868991
0.0562041	0.0722058	0.0440797	0.0594640	0.0633780	-0.0613833	-0.0259755	-0.0590522
-0.0157054	-0.0235897	-0.0149728	0.0177000	-0.0142858	0.0109221	0.0107451	-0.0215220
0.0098338	0.0192234	0.0685271	-0.0256493	0.0364657	-0.0342517	-0.0481599	-0.0016717
0.0128562	0.0224847	-0.0410449	0.0223636	0.0019548	-0.0237246	-0.0033108	0.0055521
-0.0203119	-0.0248410	-0.0293085	0.0078296	-0.0311824	-0.0407198	-0.0439793	-0.0151621
0.0225892	0.0455778	-0.0630994	-0.0110395	0.0203180	0.0454598	0.0495089	-0.0662099
-0.0609504	-0.0682449	-0.0883621	-0.0631099	-0.0742512	-0.0068947	-0.0581319	0.0370723
-0.0255159	-0.0220728	-0.0313238	-0.0493633	-0.0441887	0.0196683	0.0161537	-0.0180114
0.0850599	0.1136987	0.0637583	0.0562269	0.0661200	-0.0040878	0.0621567	0.0228336
0.0036552	0.0060884	-0.0252365	0.0325995	-0.0075275	-0.0086764	-0.0019908	-0.0675206
-0.0172827	-0.0159477	-0.0381983	-0.0503040	-0.0233187	-0.0029723	0.0110531	-0.0045133
-0.0497865	-0.0691044	-0.0503263	-0.0857751	-0.0551773	0.0557308	-0.0410230	0.0541100
-0.0008260	-0.0156535	-0.0081780	-0.0022339	-0.0333453	0.0308593	-0.0075001	0.1093034
0.0672658	0.0685261	0.1296177	0.0801342	0.0658213	-0.0009327	0.1025512	-0.0084289
0.0039414	-0.0318681	0.0040876	0.0167227	0.0222182	-0.0073651	-0.0166966	0.0510881
0.0170115	0.0437003	-0.0369295	0.0224039	-0.0008555	0.0080545	0.0220742	-0.0613830
0.0034757	-0.0227803	0.0455912	-0.0001739	-0.0241943	0.0693414	0.0624317	0.0896950
0.0364714	0.0715084	0.0538417	0.0587487	0.0397708	0.0210252	0.0365332	0.0198466
0.0011975	0.0105007	0.0088375	0.0178412	0.0053410	-0.0101351	-0.0334897	-0.0325632
0.0000578	0.0221356	0.0251843	0.0107383	0.0133676	-0.0150838	-0.0147268	0.0068921
-0.0173369	-0.0145724	-0.0082773	-0.0459706	-0.0221546	-0.0438062	-0.0496034	-0.0294492
0.0368383	0.0043594	-0.0441572	0.1106329	-0.0178137	-0.0821372	-0.0233560	-0.0835657
0.0202718	0.0113223	-0.0025270	0.0288446	0.0270625	-0.0046263	0.0423405	-0.0191499
0.0178949	0.0514012	0.0665526	0.0028178	0.0329119	0.0081426	0.0012999	0.0541922
0.0392915	0.0437507	0.0174076	0.0193004	0.0119066	0.0158459	0.0437432	0.0318477
0.0012498	0.0202682	0.0368519	0.0002604	0.0323169	-0.0065512	-0.0145296	-0.0042775
0.0099263	0.0272704	0.0170094	0.0114927	0.0242413	0.0157318	0.0056056	0.0172675
0.0141129	0.0389733	0.0284572	-0.0197036	0.0354233	0.0188790	-0.0011400	-0.0012420
0.0063749	-0.0231795	0.0092664	0.0337441	0.0029604	0.0079188	0.0207999	-0.0215553
0.0205543	0.0406133	0.0582266	0.0085244	0.0265339	-0.0065832	0.0111572	0.0231317
0.0029176	0.0207359	0.0235162	-0.0125784	-0.0004485	0.0340870	0.0066946	0.0419876
0.0201494	-0.0029523	-0.0004461	0.0630411	0.0236176	-0.0232294	-0.0078509	-0.0336989
0.0235642	0.0460639	0.0328049	0.0072883	0.0167932	-0.0003856	0.0005011	-0.0074848
0.0305657	0.0197173	-0.0038892	0.0294120	0.0068934	0.0074322	0.0256506	0.0035634
0.0121282	0.0060311	0.0376155	-0.0039851	0.0134885	0.0181257	-0.0012327	0.0210570
0.0563590	0.0875705	0.0829796	0.0255804	0.0502063	-0.0325552	-0.0302432	0.0323494
-0.0363606	-0.0129278	-0.0589850	-0.0384369	-0.0483477	-0.0304144	-0.0665732	-0.0207599
-0.0274105	-0.0407882	0.0054145	0.0121755	-0.0083961	0.0285961	0.0377195	0.0063200
0.0051682	0.0050582	-0.0281691	0.0098137	0.0152123	-0.0208812	0.0022524	-0.0095397
0.0243090	0.0567292	-0.0262147	0.0616356	-0.0189425	0.0200442	0.0337124	-0.0119592
0.0057510	0.0114505	-0.0454569	0.0061437	-0.0158411	0.0064577	0.0405946	-0.0361494
0.0370464	0.0279641	0.0353105	0.0164904	0.0285204	-0.0143686	0.0083148	-0.0224189
0.0319198	0.0578067	-0.0376728	0.0431061	-0.0223577	0.0131204	0.0237539	-0.0213811
0.0059458	-0.0028165	-0.0057911	-0.0232500	0.0096525	-0.0286431	-0.0285341	-0.0066073
-0.0691045	-0.0859573	-0.0876051	-0.1098784	-0.0813356	-0.0293055	-0.0238690	0.0211955
0.0185493	-0.0026498	0.0490298	0.0172631	0.0049632	0.0178723	0.0469849	0.0033869
-0.0880486	-0.0866072	-0.0348888	-0.1197214	-0.0534975	0.0585352	-0.0782228	0.0494201
0.0800657	0.0901077	0.1034305	0.1132190	0.0663491	0.0037856	0.1147587	0.0288660
0.0324161	0.0299119	-0.0153132	0.0517911	0.0253667	-0.0137639	0.0073019	-0.0060922
0.0181003	0.0392459	0.0113102	-0.0209330	0.0091802	0.0557167	0.0417091	-0.0159690
0.0408523	0.0549927	0.0235320	0.0339668	0.0292938	-0.0199110	-0.0004597	-0.0066388
-0.0637710	-0.0822517	-0.0732985	-0.0785266	-0.0503295	0.0683926	-0.0014942	0.0175743
0.0695862	0.0759004	0.0620777	0.0698489	0.0591166	0.0095011	0.0127906	0.0800291
0.0151195	0.0233480	-0.0265675	0.0068166	-0.0194737	0.0025648	0.0238233	0.0000751
-0.0167432	-0.0189954	-0.0378260	-0.0493103	-0.0192397	0.1104921	0.0343439	0.0791231
0.0194578	0.0091790	0.0169196	0.0203707	0.0316405	-0.0267994	0.0189003	-0.0339479
0.0221045	0.0438007	0.0418400	0.0271574	0.0338905	-0.0111318	0.0076974	0.0256355
0.0361984	0.0406940	-0.0009394	0.0406564	0.0112727	-0.0040718	-0.0112458	-0.0320859
0.0290554	0.0388637	0.0773027	0.0278651	0.0299541	-0.0319748	0.0085756	0.0365588
-0.0004038	0.0303844	-0.0615110	-0.0310254	-0.0282259	0.0769117	0.0160079	0.0449966
-0.0791658	-0.0605744	-0.0377582	-0.0884571	-0.0776527	0.0662649	-0.0758171	-0.0063617
-0.1248712	-0.0728585	-0.1577000	-0.2147709	-0.1410668	0.0637665	-0.1963242	-0.0022240
0.1269833	0.1497376	0.0735424	0.1384764	0.0581743	0.0121900	0.0931437	0.0726106
0.0476453	0.0660087	0.0297489	0.0659196	0.0542691	-0.0176195	0.0180144	0.0258816
0.0177347	0.0628668	0.0660491	0.0342994	0.0351118	0.0033661	0.0247161	0.0273770
0.0588923	0.0734651	0.0825205	0.0291939	0.0193856	0.0443517	0.0412386	0.1079046
0.0697966	0.1094474	0.0288752	0.0547640	0.0472201	-0.0504657	0.0023153	-0.0032357
-0.0374437	-0.0577863	-0.0101033	-0.0326131	-0.0204679	0.0077346	-0.0234139	-0.0417140
-0.0249336	-0.0304491	0.0140622	0.0220308	-0.0355067	-0.0338522	-0.0291834	-0.0051942
0.1087768	0.1122578	0.0899127	0.1824417	0.1426945	0.0166390	0.0857955	-0.0540863
0.0370485	0.0490243	0.0712945	0.0864646	0.0501538	-0.0122764	0.0250340	0.0701386
-0.0101904	0.0026136	0.0317400	0.0484544	-0.0078125	-0.0363282	-0.0043200	-0.0322382
0.0278054	-0.0013351	0.0078785	0.0620258	0.0223791	-0.0573293	0.0242730	-0.0625688
0.0453993	0.0171677	-0.0072585	0.0139504	0.0251316	-0.0524529	0.0577406	-0.0114331
0.0529104	0.0590981	0.0119985	0.0178781	0.0295239	0.0249513	0.0788558	0.0356339
0.0065661	-0.0120122	0.0164876	0.0027123	0.0348228	0.0000217	0.0100817	0.0767838
0.0224274	0.0626214	0.0095041	0.0186899	-0.0107801	0.0441910	0.0225841	-0.0714766
0.0244126	0.0286091	-0.0643700	-0.0362733	0.0077332	0.0371663	0.0468902	0.0252974
0.0297598	0.0421870	0.0156977	0.0220312	0.0144672	-0.0034017	0.0193966	-0.0007655
-0.0466055	-0.0568315	-0.0387331	-0.0288036	-0.0326139	-0.0290700	-0.0562687	-0.0322353
0.0701634	0.0786399	0.0107186	0.0425143	0.0317907	0.0246503	0.0727610	0.0147972
-0.0080348	0.0199685	-0.0408485	-0.0433237	-0.0453473	0.0277146	-0.0241260	-0.0069007
0.0462477	0.0115234	0.0150708	0.0227149	0.0439094	-0.0201376	0.0946916	0.0329910
-0.0527412	-0.0874701	-0.0002048	-0.0953472	-0.0363497	-0.0391394	-0.0823143	-0.0167876
-0.0295170	-0.0447598	-0.0432023	0.0103359	-0.0342919	-0.0163299	-0.0458811	0.0612173
0.0375904	0.0466789	-0.0338112	0.0115752	0.0051898	-0.0544438	0.0686461	0.0127256
-0.0877691	-0.1359574	-0.0613510	-0.0989916	-0.0673914	-0.0942385	-0.0413048	-0.0207030
0.0022574	-0.0158659	0.0061349	0.0019465	0.0199594	-0.0225332	-0.0444337	-0.0326155
-0.0824605	-0.0890789	-0.0515766	-0.0836635	-0.0876664	-0.0127456	-0.0689109	-0.0156597
0.0920874	0.1255174	-0.0034913	0.1056330	0.0516882	0.0243102	0.0886061	-0.0258815
-0.0408020	-0.0513219	-0.0132633	-0.0200268	-0.0611686	-0.0455310	-0.0586237	-0.0294333
-0.0924458	-0.1053553	-0.1153943	-0.0966044	-0.0922205	-0.0823510	-0.1271344	-0.0288818
0.0812755	0.0399984	-0.0197822	0.1116299	0.0589181	-0.0596441	0.0315648	-0.0178444
0.0555916	0.0554416	0.1558936	0.0220367	0.1316809	0.0715105	0.0616740	0.0849187
-0.0576282	-0.0901367	-0.0263750	-0.0651412	-0.0181290	-0.0262004	-0.0473349	0.0293065
0.0628874	0.1064292	0.0912928	0.0981875	0.0900365	0.0764363	0.0997743	0.0575926
-0.0251427	-0.0035978	-0.0756770	-0.0172341	-0.0307478	-0.0485055	-0.0596176	-0.0536760
0.0370778	0.0949272	0.0321737	-0.0484734	0.0312905	0.0483935	-0.0193699	0.0791613
0.0159749	0.0050790	-0.0083629	-0.0179372	0.0293626	0.0033835	0.0091872	0.0086235
0.0046162	0.0788380	-0.0240225	-0.0081620	-0.0400707	-0.0301529	-0.0402660	-0.0134199
0.0381715	0.0359206	0.0540167	0.0721904	0.0350460	-0.0048385	0.0305016	-0.0024134

#Question 4: Download Fama French 3 factors data and change to digit numbers (not in percetage)

Fama_French <- read_csv("F-F_Research_Data_Factors.CSV")

## New names:
## • `` -> `...1`

## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
##   dat <- vroom(...)
##   problems(dat)

## Rows: 1261 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): ...1
## dbl (4): Mkt-RF, SMB, HML, RF
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

show_col_types = FALSE

#Change to digit numbers
Fama_French <- Fama_French %>% mutate(`Mkt-RF` = `Mkt-RF`/100) %>% mutate(SMB = SMB/100) %>% mutate(HML= HML/100)%>% mutate(RF= RF/100)

#Digit numbers data
head(Fama_French)

## # A tibble: 6 × 5
##   ...1   `Mkt-RF`     SMB     HML     RF
##   <chr>     <dbl>   <dbl>   <dbl>  <dbl>
## 1 192607   0.0296 -0.0256 -0.0243 0.0022
## 2 192608   0.0264 -0.0117  0.0382 0.0025
## 3 192609   0.0036 -0.014   0.0013 0.0023
## 4 192610  -0.0324 -0.0009  0.007  0.0032
## 5 192611   0.0253 -0.001  -0.0051 0.0031
## 6 192612   0.0262 -0.0003 -0.0005 0.0028

#Question 5: Merge monthly return data in question 3 and 4 into tibble format.

#Convert Fama_French date
colnames(Fama_French) <- c("Date", "Market_Premium","SMB","HML","RF")
Fama_French$Date <- format(as.Date(paste(Fama_French$Date,"01",sep=""),"%Y%m%d"),"%m/%Y")

#Include date in monthly return data
monthly_price <- prices_monthly %>% fortify.zoo %>% as_tibble()
monthly_price_161 <- monthly_price[-162,]
monthly_return <- monthly_return %>% mutate(Date= monthly_price_161$Index)
monthly_return$Date <- format(monthly_return$Date,"%m/%Y")

#Merge 
merge_data <- left_join(Fama_French, monthly_return, by= "Date")
merge_data <- as_tibble(merge_data)

kbl(merge_data, caption = "Portfolio Returns and Fama French Factors")%>%
  row_spec(row =0, bold= TRUE, color = "#34495E", background = "#BFC9CA") %>%
  kable_styling(bootstrap_options = "striped", full_width = F, position = "center")

Portfolio Returns and Fama French Factors

Date	Market_Premium	SMB	HML	RF	SPY	QQQ	EEM	IWM	EFA	TLT	IYR	GLD
07/1926	0.0296	-0.0256	-0.0243	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
08/1926	0.0264	-0.0117	0.0382	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
09/1926	0.0036	-0.0140	0.0013	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
10/1926	-0.0324	-0.0009	0.0070	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
11/1926	0.0253	-0.0010	-0.0051	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
12/1926	0.0262	-0.0003	-0.0005	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
01/1927	-0.0006	-0.0037	0.0454	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
02/1927	0.0418	0.0004	0.0294	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
03/1927	0.0013	-0.0165	-0.0261	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
04/1927	0.0046	0.0030	0.0081	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
05/1927	0.0544	0.0153	0.0473	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
06/1927	-0.0234	0.0059	-0.0173	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
07/1927	0.0726	-0.0325	-0.0114	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
08/1927	0.0197	-0.0069	-0.0374	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
09/1927	0.0476	-0.0363	-0.0063	0.0021	NA	NA	NA	NA	NA	NA	NA	NA
10/1927	-0.0431	0.0212	-0.0433	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
11/1927	0.0658	0.0272	-0.0027	0.0021	NA	NA	NA	NA	NA	NA	NA	NA
12/1927	0.0209	0.0097	-0.0113	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
01/1928	-0.0068	0.0426	-0.0075	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
02/1928	-0.0170	-0.0206	-0.0065	0.0033	NA	NA	NA	NA	NA	NA	NA	NA
03/1928	0.0881	-0.0026	-0.0122	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
04/1928	0.0423	0.0398	0.0344	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
05/1928	0.0152	0.0285	-0.0327	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
06/1928	-0.0485	-0.0352	-0.0003	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
07/1928	0.0062	-0.0132	-0.0050	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
08/1928	0.0668	-0.0206	-0.0215	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
09/1928	0.0288	0.0241	0.0086	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
10/1928	0.0133	0.0222	-0.0216	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
11/1928	0.1181	-0.0178	0.0270	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
12/1928	0.0036	-0.0086	-0.0065	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
01/1929	0.0466	-0.0356	-0.0124	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
02/1929	-0.0034	-0.0038	0.0166	0.0036	NA	NA	NA	NA	NA	NA	NA	NA
03/1929	-0.0089	-0.0471	0.0158	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
04/1929	0.0143	-0.0097	0.0059	0.0036	NA	NA	NA	NA	NA	NA	NA	NA
05/1929	-0.0639	-0.0537	-0.0142	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
06/1929	0.0970	-0.0217	-0.0279	0.0052	NA	NA	NA	NA	NA	NA	NA	NA
07/1929	0.0446	-0.0388	0.0271	0.0033	NA	NA	NA	NA	NA	NA	NA	NA
08/1929	0.0818	-0.0959	0.0013	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
09/1929	-0.0547	0.0119	-0.0065	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
10/1929	-0.2012	-0.0401	0.0778	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
11/1929	-0.1274	-0.0172	0.0505	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
12/1929	0.0133	-0.0450	-0.0054	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
01/1930	0.0561	0.0355	-0.0096	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
02/1930	0.0250	0.0019	0.0020	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
03/1930	0.0710	0.0341	0.0033	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
04/1930	-0.0206	-0.0035	-0.0035	0.0021	NA	NA	NA	NA	NA	NA	NA	NA
05/1930	-0.0166	-0.0201	-0.0073	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
06/1930	-0.1627	-0.0338	0.0233	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
07/1930	0.0412	-0.0028	-0.0175	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
08/1930	0.0030	-0.0210	-0.0061	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
09/1930	-0.1275	-0.0221	-0.0496	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
10/1930	-0.0878	-0.0012	-0.0138	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
11/1930	-0.0304	0.0223	-0.0366	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
12/1930	-0.0783	-0.0460	-0.0525	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
01/1931	0.0624	0.0345	0.0712	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
02/1931	0.1088	0.0359	0.0192	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
03/1931	-0.0643	0.0298	-0.0344	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
04/1931	-0.0998	-0.0445	-0.0382	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
05/1931	-0.1324	0.0535	-0.0657	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
06/1931	0.1390	-0.0532	0.1129	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
07/1931	-0.0662	0.0142	-0.0211	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
08/1931	0.0041	-0.0195	-0.0147	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
09/1931	-0.2913	0.0054	-0.0677	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
10/1931	0.0804	-0.0187	0.0170	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
11/1931	-0.0908	0.0431	-0.0504	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
12/1931	-0.1353	-0.0055	-0.0885	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
01/1932	-0.0158	0.0393	0.0903	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
02/1932	0.0546	-0.0278	-0.0146	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
03/1932	-0.1121	0.0227	-0.0232	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
04/1932	-0.1796	0.0145	0.0143	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
05/1932	-0.2051	0.0391	-0.0298	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
06/1932	-0.0070	0.0033	0.0530	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
07/1932	0.3384	-0.0459	0.3561	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
08/1932	0.3706	0.1341	0.3424	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
09/1932	-0.0294	-0.0208	-0.0736	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
10/1932	-0.1317	-0.0256	-0.1033	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
11/1932	-0.0588	0.0200	-0.1311	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
12/1932	0.0440	-0.0864	-0.0772	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
01/1933	0.0125	0.0063	0.0636	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
02/1933	-0.1524	-0.0258	-0.0295	-0.0003	NA	NA	NA	NA	NA	NA	NA	NA
03/1933	0.0329	0.0379	0.0754	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
04/1933	0.3885	0.0307	0.1965	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
05/1933	0.2143	0.3656	0.1919	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
06/1933	0.1311	0.0842	-0.0178	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
07/1933	-0.0963	-0.0105	0.0327	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
08/1933	0.1205	-0.0539	0.0300	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
09/1933	-0.1065	-0.0040	-0.1174	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
10/1933	-0.0836	-0.0020	-0.0857	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
11/1933	0.0997	-0.0647	0.0232	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
12/1933	0.0183	0.0063	-0.0156	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
01/1934	0.1260	0.1269	0.1559	0.0005	NA	NA	NA	NA	NA	NA	NA	NA
02/1934	-0.0250	0.0510	0.0200	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
03/1934	0.0009	0.0251	-0.0270	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
04/1934	-0.0179	0.0273	-0.0373	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
05/1934	-0.0725	-0.0029	-0.0589	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
06/1934	0.0264	-0.0223	-0.0296	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
07/1934	-0.1096	-0.0695	-0.1070	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
08/1934	0.0558	0.0537	0.0009	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
09/1934	-0.0023	-0.0152	-0.0120	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
10/1934	-0.0166	0.0124	-0.0508	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
11/1934	0.0833	0.0648	-0.0215	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
12/1934	0.0036	0.0306	-0.0314	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
01/1935	-0.0345	0.0107	-0.0190	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
02/1935	-0.0194	0.0037	-0.0744	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
03/1935	-0.0368	-0.0359	-0.0512	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
04/1935	0.0906	-0.0147	0.0447	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
05/1935	0.0347	-0.0334	0.0265	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
06/1935	0.0593	-0.0257	-0.0169	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
07/1935	0.0751	0.0188	0.0693	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
08/1935	0.0265	0.0620	0.0608	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
09/1935	0.0263	0.0153	-0.0407	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
10/1935	0.0703	0.0272	-0.0237	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
11/1935	0.0488	0.0454	0.1206	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
12/1935	0.0456	0.0017	0.0095	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
01/1936	0.0689	0.0523	0.1034	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
02/1936	0.0249	0.0095	0.0451	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
03/1936	0.0099	0.0069	-0.0144	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
04/1936	-0.0814	-0.0606	-0.0215	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
05/1936	0.0519	0.0091	0.0261	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
06/1936	0.0240	-0.0320	-0.0120	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
07/1936	0.0667	0.0100	0.0240	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
08/1936	0.0099	0.0060	0.0382	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
09/1936	0.0098	0.0308	0.0090	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
10/1936	0.0712	-0.0243	0.0247	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
11/1936	0.0327	0.0877	-0.0121	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
12/1936	0.0021	0.0396	0.0430	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
01/1937	0.0335	0.0434	0.0261	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
02/1937	0.0109	0.0105	0.0483	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
03/1937	-0.0027	-0.0169	0.0650	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
04/1937	-0.0736	-0.0383	-0.0366	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
05/1937	-0.0083	-0.0068	-0.0348	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
06/1937	-0.0421	-0.0376	-0.0333	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
07/1937	0.0891	0.0089	0.0081	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
08/1937	-0.0486	0.0044	-0.0225	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
09/1937	-0.1361	-0.0698	-0.0457	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
10/1937	-0.0961	0.0041	-0.0155	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
11/1937	-0.0831	-0.0360	0.0015	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
12/1937	-0.0424	-0.0774	-0.0040	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
01/1938	0.0049	0.0484	-0.0161	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
02/1938	0.0584	0.0040	-0.0202	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
03/1938	-0.2382	-0.0434	-0.0354	-0.0001	NA	NA	NA	NA	NA	NA	NA	NA
04/1938	0.1451	0.0646	0.0023	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
05/1938	-0.0383	-0.0251	-0.0027	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
06/1938	0.2387	0.0430	0.0032	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
07/1938	0.0734	0.0664	0.0220	-0.0001	NA	NA	NA	NA	NA	NA	NA	NA
08/1938	-0.0267	-0.0245	-0.0472	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
09/1938	0.0081	-0.0273	-0.0162	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
10/1938	0.0780	0.0581	0.0503	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
11/1938	-0.0172	-0.0257	-0.0122	-0.0006	NA	NA	NA	NA	NA	NA	NA	NA
12/1938	0.0419	-0.0182	0.0053	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
01/1939	-0.0596	-0.0155	-0.0394	-0.0001	NA	NA	NA	NA	NA	NA	NA	NA
02/1939	0.0351	0.0063	0.0295	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
03/1939	-0.1199	-0.0475	-0.0831	-0.0001	NA	NA	NA	NA	NA	NA	NA	NA
04/1939	-0.0018	0.0167	-0.0030	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
05/1939	0.0680	0.0280	0.0049	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
06/1939	-0.0531	-0.0101	-0.0542	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
07/1939	0.1024	0.0432	-0.0003	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
08/1939	-0.0668	-0.0461	-0.0242	-0.0001	NA	NA	NA	NA	NA	NA	NA	NA
09/1939	0.1688	0.2024	0.2222	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
10/1939	-0.0053	-0.0001	-0.0489	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
11/1939	-0.0362	-0.0507	-0.0646	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
12/1939	0.0303	0.0079	-0.0406	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
01/1940	-0.0241	0.0021	-0.0081	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
02/1940	0.0144	0.0251	-0.0033	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
03/1940	0.0205	0.0125	-0.0127	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
04/1940	0.0022	0.0392	-0.0013	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
05/1940	-0.2195	-0.0666	-0.0369	-0.0002	NA	NA	NA	NA	NA	NA	NA	NA
06/1940	0.0667	-0.0213	0.0462	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
07/1940	0.0316	0.0101	-0.0074	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
08/1940	0.0219	-0.0011	0.0056	-0.0001	NA	NA	NA	NA	NA	NA	NA	NA
09/1940	0.0239	0.0322	-0.0113	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
10/1940	0.0302	0.0028	0.0464	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
11/1940	-0.0161	0.0194	0.0012	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
12/1940	0.0069	-0.0215	-0.0089	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
01/1941	-0.0417	0.0100	0.0383	-0.0001	NA	NA	NA	NA	NA	NA	NA	NA
02/1941	-0.0143	-0.0156	0.0089	-0.0001	NA	NA	NA	NA	NA	NA	NA	NA
03/1941	0.0084	0.0010	0.0304	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
04/1941	-0.0546	-0.0168	0.0341	-0.0001	NA	NA	NA	NA	NA	NA	NA	NA
05/1941	0.0139	-0.0065	0.0060	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
06/1941	0.0583	0.0132	0.0059	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
07/1941	0.0587	0.0571	0.0725	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
08/1941	-0.0017	-0.0042	-0.0110	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
09/1941	-0.0087	-0.0099	-0.0028	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
10/1941	-0.0525	-0.0202	0.0163	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
11/1941	-0.0192	-0.0121	-0.0064	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
12/1941	-0.0487	-0.0299	-0.0594	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
01/1942	0.0079	0.0753	0.1010	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
02/1942	-0.0246	0.0172	-0.0113	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
03/1942	-0.0658	0.0177	-0.0062	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
04/1942	-0.0437	-0.0060	0.0209	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
05/1942	0.0594	-0.0305	-0.0265	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
06/1942	0.0269	-0.0122	0.0054	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
07/1942	0.0351	-0.0015	0.0240	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
08/1942	0.0180	-0.0009	0.0135	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
09/1942	0.0261	0.0063	0.0235	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
10/1942	0.0682	0.0175	0.0639	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
11/1942	0.0015	-0.0150	-0.0421	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
12/1942	0.0512	-0.0251	0.0058	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
01/1943	0.0713	0.0880	0.0818	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
02/1943	0.0615	0.0475	0.0640	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
03/1943	0.0601	0.0499	0.0548	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
04/1943	0.0081	0.0205	0.0582	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
05/1943	0.0574	0.0435	0.0325	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
06/1943	0.0182	-0.0102	-0.0070	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
07/1943	-0.0477	-0.0239	-0.0229	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
08/1943	0.0130	-0.0060	-0.0043	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
09/1943	0.0240	0.0129	0.0143	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
10/1943	-0.0115	0.0058	0.0164	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
11/1943	-0.0591	-0.0165	-0.0402	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
12/1943	0.0636	0.0334	0.0324	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
01/1944	0.0174	0.0255	0.0216	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
02/1944	0.0037	-0.0010	0.0084	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
03/1944	0.0246	0.0173	0.0343	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
04/1944	-0.0169	-0.0137	-0.0114	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
05/1944	0.0507	0.0168	0.0104	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
06/1944	0.0549	0.0401	0.0175	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
07/1944	-0.0149	0.0058	-0.0042	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
08/1944	0.0157	0.0233	-0.0149	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
09/1944	0.0001	0.0049	-0.0116	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
10/1944	0.0016	-0.0015	-0.0033	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
11/1944	0.0171	0.0036	0.0238	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
12/1944	0.0403	0.0225	0.0591	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
01/1945	0.0201	0.0246	0.0067	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
02/1945	0.0623	0.0155	0.0434	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
03/1945	-0.0389	-0.0160	-0.0174	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
04/1945	0.0780	0.0032	0.0324	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
05/1945	0.0173	0.0152	0.0036	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
06/1945	0.0039	0.0312	0.0421	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
07/1945	-0.0217	-0.0152	-0.0262	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
08/1945	0.0620	0.0150	-0.0427	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
09/1945	0.0477	0.0170	0.0042	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
10/1945	0.0389	0.0238	0.0213	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
11/1945	0.0539	0.0431	0.0396	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
12/1945	0.0120	0.0210	-0.0228	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
01/1946	0.0624	0.0391	0.0248	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
02/1946	-0.0583	-0.0071	-0.0146	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
03/1946	0.0587	0.0029	-0.0054	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
04/1946	0.0423	0.0235	0.0032	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
05/1946	0.0393	0.0146	0.0128	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
06/1946	-0.0389	-0.0158	-0.0039	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
07/1946	-0.0269	-0.0207	0.0007	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
08/1946	-0.0644	-0.0184	0.0055	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
09/1946	-0.1017	-0.0440	-0.0192	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
10/1946	-0.0144	0.0010	0.0346	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
11/1946	-0.0001	-0.0044	0.0147	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
12/1946	0.0496	0.0008	-0.0136	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
01/1947	0.0125	0.0220	-0.0073	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
02/1947	-0.0108	0.0068	0.0015	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
03/1947	-0.0167	-0.0162	0.0061	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
04/1947	-0.0480	-0.0396	0.0085	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
05/1947	-0.0097	-0.0326	0.0033	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
06/1947	0.0529	-0.0030	-0.0059	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
07/1947	0.0414	0.0143	0.0282	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
08/1947	-0.0174	0.0032	0.0018	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
09/1947	-0.0054	0.0164	0.0136	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
10/1947	0.0247	0.0051	0.0007	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
11/1947	-0.0197	-0.0171	0.0110	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
12/1947	0.0300	-0.0246	0.0371	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
01/1948	-0.0393	0.0250	0.0139	0.0007	NA	NA	NA	NA	NA	NA	NA	NA
02/1948	-0.0438	-0.0172	0.0007	0.0007	NA	NA	NA	NA	NA	NA	NA	NA
03/1948	0.0807	0.0014	0.0450	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
04/1948	0.0365	-0.0165	0.0411	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
05/1948	0.0730	0.0091	-0.0127	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
06/1948	-0.0010	-0.0182	0.0281	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
07/1948	-0.0509	-0.0033	0.0014	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
08/1948	0.0025	-0.0111	0.0028	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
09/1948	-0.0297	-0.0123	-0.0171	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
10/1948	0.0596	-0.0150	0.0058	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
11/1948	-0.0930	-0.0060	-0.0413	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
12/1948	0.0326	-0.0282	-0.0194	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
01/1949	0.0023	0.0177	0.0123	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
02/1949	-0.0293	-0.0190	-0.0086	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
03/1949	0.0404	0.0250	0.0129	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
04/1949	-0.0187	-0.0089	-0.0113	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
05/1949	-0.0294	-0.0079	-0.0237	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
06/1949	0.0010	-0.0091	-0.0165	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
07/1949	0.0554	0.0055	0.0037	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
08/1949	0.0260	0.0020	-0.0055	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
09/1949	0.0309	0.0100	0.0019	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
10/1949	0.0314	0.0104	-0.0048	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
11/1949	0.0182	-0.0102	-0.0096	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
12/1949	0.0513	0.0206	0.0177	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
01/1950	0.0170	0.0333	0.0012	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
02/1950	0.0148	0.0003	-0.0079	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
03/1950	0.0126	-0.0144	-0.0281	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
04/1950	0.0394	0.0194	0.0130	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
05/1950	0.0431	-0.0210	0.0046	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
06/1950	-0.0594	-0.0234	-0.0070	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
07/1950	0.0136	0.0069	0.1356	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
08/1950	0.0485	0.0076	-0.0150	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
09/1950	0.0481	0.0049	-0.0107	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
10/1950	-0.0018	-0.0047	0.0130	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
11/1950	0.0276	-0.0089	0.0333	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
12/1950	0.0554	0.0147	0.0736	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
01/1951	0.0570	0.0176	0.0364	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
02/1951	0.0141	0.0008	-0.0285	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
03/1951	-0.0215	-0.0077	-0.0410	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
04/1951	0.0486	-0.0145	0.0327	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
05/1951	-0.0234	0.0000	-0.0137	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
06/1951	-0.0262	-0.0206	-0.0375	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
07/1951	0.0694	-0.0199	0.0206	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
08/1951	0.0427	0.0099	-0.0013	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
09/1951	0.0070	0.0187	0.0063	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
10/1951	-0.0253	-0.0022	0.0023	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
11/1951	0.0057	-0.0032	-0.0006	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
12/1951	0.0333	-0.0226	-0.0159	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
01/1952	0.0145	-0.0061	0.0155	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
02/1952	-0.0262	0.0082	-0.0061	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
03/1952	0.0444	-0.0299	0.0217	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
04/1952	-0.0497	0.0046	-0.0010	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
05/1952	0.0320	-0.0100	0.0004	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
06/1952	0.0383	-0.0164	0.0124	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
07/1952	0.0091	-0.0040	-0.0035	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
08/1952	-0.0076	0.0115	0.0001	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
09/1952	-0.0203	0.0111	-0.0152	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
10/1952	-0.0066	-0.0105	-0.0046	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
11/1952	0.0594	-0.0072	0.0097	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
12/1952	0.0293	-0.0148	0.0019	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
01/1953	-0.0034	0.0361	0.0132	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
02/1953	-0.0027	0.0215	-0.0009	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
03/1953	-0.0143	-0.0022	-0.0085	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
04/1953	-0.0283	0.0030	0.0157	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
05/1953	0.0052	-0.0007	0.0023	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
06/1953	-0.0189	-0.0187	-0.0047	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
07/1953	0.0240	-0.0100	-0.0022	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
08/1953	-0.0452	0.0029	-0.0353	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
09/1953	0.0020	-0.0084	-0.0244	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
10/1953	0.0460	-0.0135	-0.0025	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
11/1953	0.0283	-0.0130	-0.0015	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
12/1953	0.0003	-0.0085	-0.0284	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
01/1954	0.0513	0.0048	0.0344	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
02/1954	0.0167	-0.0019	-0.0029	0.0007	NA	NA	NA	NA	NA	NA	NA	NA
03/1954	0.0365	-0.0054	-0.0150	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
04/1954	0.0427	-0.0344	-0.0034	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
05/1954	0.0309	0.0041	0.0245	0.0005	NA	NA	NA	NA	NA	NA	NA	NA
06/1954	0.0107	0.0038	0.0001	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
07/1954	0.0499	0.0106	0.0413	0.0005	NA	NA	NA	NA	NA	NA	NA	NA
08/1954	-0.0234	0.0269	-0.0138	0.0005	NA	NA	NA	NA	NA	NA	NA	NA
09/1954	0.0639	-0.0253	0.0068	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
10/1954	-0.0167	0.0062	0.0067	0.0007	NA	NA	NA	NA	NA	NA	NA	NA
11/1954	0.0938	-0.0262	0.0440	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
12/1954	0.0548	0.0212	0.0566	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
01/1955	0.0060	0.0036	0.0214	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
02/1955	0.0302	0.0159	0.0058	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
03/1955	-0.0016	-0.0074	0.0197	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
04/1955	0.0311	-0.0162	0.0068	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
05/1955	0.0093	-0.0028	-0.0096	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
06/1955	0.0655	-0.0465	0.0184	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
07/1955	0.0190	-0.0117	0.0035	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
08/1955	0.0021	-0.0044	0.0072	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
09/1955	-0.0036	0.0035	-0.0099	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
10/1955	-0.0268	0.0148	-0.0015	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
11/1955	0.0703	-0.0222	0.0033	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
12/1955	0.0149	0.0216	-0.0230	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
01/1956	-0.0303	0.0037	0.0095	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
02/1956	0.0377	-0.0098	-0.0043	0.0019	NA	NA	NA	NA	NA	NA	NA	NA
03/1956	0.0664	-0.0209	-0.0046	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
04/1956	0.0028	0.0001	-0.0024	0.0019	NA	NA	NA	NA	NA	NA	NA	NA
05/1956	-0.0520	0.0145	-0.0131	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
06/1956	0.0348	-0.0148	-0.0113	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
07/1956	0.0484	-0.0166	-0.0004	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
08/1956	-0.0318	0.0189	-0.0074	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
09/1956	-0.0514	0.0157	0.0176	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
10/1956	0.0052	-0.0010	-0.0006	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
11/1956	0.0036	-0.0021	0.0178	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
12/1956	0.0316	-0.0001	-0.0215	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
01/1957	-0.0358	0.0337	0.0281	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
02/1957	-0.0206	-0.0072	-0.0072	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
03/1957	0.0213	0.0026	-0.0048	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
04/1957	0.0426	-0.0159	-0.0145	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
05/1957	0.0345	-0.0105	-0.0210	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
06/1957	-0.0074	0.0054	0.0001	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
07/1957	0.0066	-0.0076	0.0043	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
08/1957	-0.0511	0.0005	-0.0041	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
09/1957	-0.0598	0.0008	0.0092	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
10/1957	-0.0432	-0.0252	-0.0180	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
11/1957	0.0230	0.0040	-0.0287	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
12/1957	-0.0391	-0.0098	-0.0162	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
01/1958	0.0466	0.0439	0.0419	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
02/1958	-0.0152	0.0065	0.0033	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
03/1958	0.0327	0.0065	-0.0097	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
04/1958	0.0309	-0.0062	0.0161	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
05/1958	0.0231	0.0216	-0.0026	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
06/1958	0.0293	-0.0019	0.0040	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
07/1958	0.0439	0.0047	0.0306	0.0007	NA	NA	NA	NA	NA	NA	NA	NA
08/1958	0.0191	0.0118	0.0036	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
09/1958	0.0466	0.0012	0.0285	0.0019	NA	NA	NA	NA	NA	NA	NA	NA
10/1958	0.0253	0.0109	-0.0118	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
11/1958	0.0301	0.0197	-0.0118	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
12/1958	0.0515	-0.0203	0.0003	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
01/1959	0.0071	0.0302	0.0291	0.0021	NA	NA	NA	NA	NA	NA	NA	NA
02/1959	0.0095	0.0146	0.0116	0.0019	NA	NA	NA	NA	NA	NA	NA	NA
03/1959	0.0028	0.0149	-0.0034	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
04/1959	0.0366	-0.0060	-0.0123	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
05/1959	0.0173	-0.0216	0.0179	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
06/1959	-0.0025	0.0067	0.0131	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
07/1959	0.0317	-0.0030	0.0023	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
08/1959	-0.0139	-0.0076	0.0044	0.0019	NA	NA	NA	NA	NA	NA	NA	NA
09/1959	-0.0480	-0.0009	0.0055	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
10/1959	0.0128	0.0144	-0.0210	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
11/1959	0.0160	0.0123	-0.0321	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
12/1959	0.0245	-0.0058	-0.0007	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
01/1960	-0.0698	0.0209	0.0278	0.0033	NA	NA	NA	NA	NA	NA	NA	NA
02/1960	0.0117	0.0051	-0.0193	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
03/1960	-0.0163	-0.0049	-0.0294	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
04/1960	-0.0171	0.0032	-0.0228	0.0019	NA	NA	NA	NA	NA	NA	NA	NA
05/1960	0.0312	0.0121	-0.0370	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
06/1960	0.0208	-0.0021	-0.0034	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
07/1960	-0.0237	-0.0051	0.0198	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
08/1960	0.0301	0.0087	-0.0018	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
09/1960	-0.0599	-0.0111	0.0162	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
10/1960	-0.0071	-0.0408	0.0283	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
11/1960	0.0469	0.0040	-0.0243	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
12/1960	0.0471	-0.0155	-0.0081	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
01/1961	0.0620	0.0064	0.0372	0.0019	NA	NA	NA	NA	NA	NA	NA	NA
02/1961	0.0357	0.0393	-0.0066	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
03/1961	0.0289	0.0330	-0.0073	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
04/1961	0.0029	0.0007	0.0212	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
05/1961	0.0240	0.0201	0.0037	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
06/1961	-0.0308	-0.0249	-0.0014	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
07/1961	0.0283	-0.0190	-0.0009	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
08/1961	0.0257	-0.0175	-0.0028	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
09/1961	-0.0215	-0.0107	-0.0061	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
10/1961	0.0257	-0.0165	0.0015	0.0019	NA	NA	NA	NA	NA	NA	NA	NA
11/1961	0.0445	0.0126	-0.0123	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
12/1961	-0.0018	-0.0085	0.0179	0.0019	NA	NA	NA	NA	NA	NA	NA	NA
01/1962	-0.0387	0.0177	0.0513	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
02/1962	0.0181	-0.0115	0.0082	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
03/1962	-0.0068	0.0052	-0.0138	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
04/1962	-0.0659	-0.0070	0.0003	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
05/1962	-0.0865	-0.0334	0.0277	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
06/1962	-0.0847	-0.0059	0.0255	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
07/1962	0.0628	0.0152	-0.0341	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
08/1962	0.0213	0.0122	-0.0120	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
09/1962	-0.0522	-0.0242	0.0128	0.0021	NA	NA	NA	NA	NA	NA	NA	NA
10/1962	-0.0005	-0.0397	0.0130	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
11/1962	0.1087	0.0261	0.0095	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
12/1962	0.0101	-0.0380	0.0036	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
01/1963	0.0493	0.0308	0.0221	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
02/1963	-0.0238	0.0048	0.0218	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
03/1963	0.0308	-0.0259	0.0206	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
04/1963	0.0451	-0.0134	0.0100	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
05/1963	0.0176	0.0113	0.0254	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
06/1963	-0.0200	-0.0027	0.0075	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
07/1963	-0.0039	-0.0045	-0.0097	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
08/1963	0.0507	-0.0098	0.0180	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
09/1963	-0.0157	-0.0033	0.0013	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
10/1963	0.0253	-0.0058	-0.0010	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
11/1963	-0.0085	-0.0117	0.0175	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
12/1963	0.0183	-0.0216	-0.0002	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
01/1964	0.0224	-0.0011	0.0148	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
02/1964	0.0154	0.0011	0.0281	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
03/1964	0.0141	0.0087	0.0340	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
04/1964	0.0010	-0.0135	-0.0067	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
05/1964	0.0142	-0.0086	0.0186	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
06/1964	0.0127	-0.0012	0.0062	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
07/1964	0.0174	0.0024	0.0075	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
08/1964	-0.0144	0.0016	0.0008	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
09/1964	0.0269	-0.0054	0.0170	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
10/1964	0.0059	0.0042	0.0117	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
11/1964	0.0000	0.0069	-0.0196	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
12/1964	0.0003	-0.0035	-0.0248	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
01/1965	0.0354	0.0270	0.0012	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
02/1965	0.0044	0.0355	0.0011	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
03/1965	-0.0134	0.0189	0.0103	0.0036	NA	NA	NA	NA	NA	NA	NA	NA
04/1965	0.0311	0.0110	0.0066	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
05/1965	-0.0077	0.0011	-0.0161	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
06/1965	-0.0551	-0.0434	0.0059	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
07/1965	0.0143	0.0089	0.0220	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
08/1965	0.0273	0.0284	-0.0100	0.0033	NA	NA	NA	NA	NA	NA	NA	NA
09/1965	0.0286	0.0064	-0.0013	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
10/1965	0.0260	0.0252	0.0156	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
11/1965	-0.0003	0.0468	0.0015	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
12/1965	0.0101	0.0206	0.0203	0.0033	NA	NA	NA	NA	NA	NA	NA	NA
01/1966	0.0072	0.0384	0.0356	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
02/1966	-0.0121	0.0440	0.0033	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
03/1966	-0.0251	0.0099	-0.0198	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
04/1966	0.0214	0.0343	-0.0046	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
05/1966	-0.0566	-0.0460	-0.0163	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
06/1966	-0.0144	0.0103	0.0050	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
07/1966	-0.0163	-0.0036	0.0095	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
08/1966	-0.0791	-0.0327	0.0043	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
09/1966	-0.0106	-0.0104	0.0056	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
10/1966	0.0386	-0.0652	0.0269	0.0045	NA	NA	NA	NA	NA	NA	NA	NA
11/1966	0.0140	0.0424	-0.0469	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
12/1966	0.0013	0.0197	-0.0119	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
01/1967	0.0815	0.0832	0.0227	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
02/1967	0.0078	0.0335	-0.0222	0.0036	NA	NA	NA	NA	NA	NA	NA	NA
03/1967	0.0399	0.0155	0.0037	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
04/1967	0.0389	0.0063	-0.0248	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
05/1967	-0.0433	0.0190	0.0109	0.0033	NA	NA	NA	NA	NA	NA	NA	NA
06/1967	0.0241	0.0593	0.0085	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
07/1967	0.0458	0.0312	0.0273	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
08/1967	-0.0089	0.0042	0.0144	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
09/1967	0.0311	0.0306	-0.0250	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
10/1967	-0.0309	0.0146	-0.0330	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
11/1967	0.0037	0.0021	-0.0170	0.0036	NA	NA	NA	NA	NA	NA	NA	NA
12/1967	0.0305	0.0573	-0.0053	0.0033	NA	NA	NA	NA	NA	NA	NA	NA
01/1968	-0.0406	0.0392	0.0480	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
02/1968	-0.0375	-0.0294	0.0128	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
03/1968	0.0020	-0.0134	-0.0059	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
04/1968	0.0905	0.0568	-0.0113	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
05/1968	0.0228	0.0640	0.0085	0.0045	NA	NA	NA	NA	NA	NA	NA	NA
06/1968	0.0069	-0.0019	0.0073	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
07/1968	-0.0272	-0.0136	0.0539	0.0048	NA	NA	NA	NA	NA	NA	NA	NA
08/1968	0.0134	0.0234	0.0101	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
09/1968	0.0403	0.0280	0.0030	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
10/1968	0.0042	-0.0048	0.0286	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
11/1968	0.0543	0.0234	-0.0092	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
12/1968	-0.0394	0.0337	-0.0001	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
01/1969	-0.0125	-0.0074	0.0167	0.0053	NA	NA	NA	NA	NA	NA	NA	NA
02/1969	-0.0584	-0.0392	0.0091	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
03/1969	0.0264	-0.0030	-0.0051	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
04/1969	0.0146	-0.0086	-0.0003	0.0053	NA	NA	NA	NA	NA	NA	NA	NA
05/1969	-0.0010	-0.0021	0.0070	0.0048	NA	NA	NA	NA	NA	NA	NA	NA
06/1969	-0.0718	-0.0537	-0.0108	0.0051	NA	NA	NA	NA	NA	NA	NA	NA
07/1969	-0.0700	-0.0324	0.0120	0.0053	NA	NA	NA	NA	NA	NA	NA	NA
08/1969	0.0468	0.0093	-0.0379	0.0050	NA	NA	NA	NA	NA	NA	NA	NA
09/1969	-0.0298	0.0118	-0.0327	0.0062	NA	NA	NA	NA	NA	NA	NA	NA
10/1969	0.0506	0.0391	-0.0316	0.0060	NA	NA	NA	NA	NA	NA	NA	NA
11/1969	-0.0379	-0.0258	-0.0119	0.0052	NA	NA	NA	NA	NA	NA	NA	NA
12/1969	-0.0263	-0.0371	-0.0286	0.0064	NA	NA	NA	NA	NA	NA	NA	NA
01/1970	-0.0810	0.0293	0.0313	0.0060	NA	NA	NA	NA	NA	NA	NA	NA
02/1970	0.0513	-0.0258	0.0393	0.0062	NA	NA	NA	NA	NA	NA	NA	NA
03/1970	-0.0106	-0.0232	0.0399	0.0057	NA	NA	NA	NA	NA	NA	NA	NA
04/1970	-0.1100	-0.0615	0.0618	0.0050	NA	NA	NA	NA	NA	NA	NA	NA
05/1970	-0.0692	-0.0459	0.0333	0.0053	NA	NA	NA	NA	NA	NA	NA	NA
06/1970	-0.0579	-0.0213	0.0060	0.0058	NA	NA	NA	NA	NA	NA	NA	NA
07/1970	0.0693	-0.0050	0.0090	0.0052	NA	NA	NA	NA	NA	NA	NA	NA
08/1970	0.0449	0.0152	0.0115	0.0053	NA	NA	NA	NA	NA	NA	NA	NA
09/1970	0.0418	0.0859	-0.0547	0.0054	NA	NA	NA	NA	NA	NA	NA	NA
10/1970	-0.0228	-0.0421	0.0022	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
11/1970	0.0460	-0.0394	0.0169	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
12/1970	0.0572	0.0292	0.0100	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
01/1971	0.0484	0.0736	0.0133	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
02/1971	0.0141	0.0186	-0.0123	0.0033	NA	NA	NA	NA	NA	NA	NA	NA
03/1971	0.0413	0.0262	-0.0395	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
04/1971	0.0315	-0.0049	0.0069	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
05/1971	-0.0398	-0.0104	-0.0144	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
06/1971	-0.0010	-0.0147	-0.0187	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
07/1971	-0.0450	-0.0148	0.0002	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
08/1971	0.0379	-0.0017	0.0263	0.0047	NA	NA	NA	NA	NA	NA	NA	NA
09/1971	-0.0085	0.0051	-0.0291	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
10/1971	-0.0442	-0.0176	-0.0048	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
11/1971	-0.0046	-0.0277	-0.0168	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
12/1971	0.0871	0.0329	-0.0040	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
01/1972	0.0249	0.0585	0.0224	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
02/1972	0.0287	0.0130	-0.0279	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
03/1972	0.0063	-0.0024	-0.0161	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
04/1972	0.0029	0.0011	0.0012	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
05/1972	0.0125	-0.0269	-0.0270	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
06/1972	-0.0243	0.0027	-0.0248	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
07/1972	-0.0080	-0.0287	0.0066	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
08/1972	0.0326	-0.0403	0.0454	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
09/1972	-0.0114	-0.0265	0.0046	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
10/1972	0.0052	-0.0273	0.0134	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
11/1972	0.0460	-0.0120	0.0485	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
12/1972	0.0062	-0.0195	-0.0219	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
01/1973	-0.0329	-0.0349	0.0268	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
02/1973	-0.0485	-0.0387	0.0160	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
03/1973	-0.0130	-0.0282	0.0262	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
04/1973	-0.0568	-0.0385	0.0541	0.0052	NA	NA	NA	NA	NA	NA	NA	NA
05/1973	-0.0294	-0.0630	0.0041	0.0051	NA	NA	NA	NA	NA	NA	NA	NA
06/1973	-0.0157	-0.0286	0.0120	0.0051	NA	NA	NA	NA	NA	NA	NA	NA
07/1973	0.0505	0.0797	-0.0531	0.0064	NA	NA	NA	NA	NA	NA	NA	NA
08/1973	-0.0382	-0.0213	0.0124	0.0070	NA	NA	NA	NA	NA	NA	NA	NA
09/1973	0.0475	0.0304	0.0201	0.0068	NA	NA	NA	NA	NA	NA	NA	NA
10/1973	-0.0083	-0.0045	0.0194	0.0065	NA	NA	NA	NA	NA	NA	NA	NA
11/1973	-0.1275	-0.0767	0.0387	0.0056	NA	NA	NA	NA	NA	NA	NA	NA
12/1973	0.0061	-0.0535	0.0385	0.0064	NA	NA	NA	NA	NA	NA	NA	NA
01/1974	-0.0017	0.0968	0.0602	0.0063	NA	NA	NA	NA	NA	NA	NA	NA
02/1974	-0.0047	-0.0018	0.0281	0.0058	NA	NA	NA	NA	NA	NA	NA	NA
03/1974	-0.0281	0.0260	-0.0032	0.0056	NA	NA	NA	NA	NA	NA	NA	NA
04/1974	-0.0529	-0.0074	0.0085	0.0075	NA	NA	NA	NA	NA	NA	NA	NA
05/1974	-0.0468	-0.0296	-0.0202	0.0075	NA	NA	NA	NA	NA	NA	NA	NA
06/1974	-0.0283	-0.0017	0.0077	0.0060	NA	NA	NA	NA	NA	NA	NA	NA
07/1974	-0.0805	0.0084	0.0516	0.0070	NA	NA	NA	NA	NA	NA	NA	NA
08/1974	-0.0935	-0.0073	0.0264	0.0060	NA	NA	NA	NA	NA	NA	NA	NA
09/1974	-0.1177	0.0027	0.0558	0.0081	NA	NA	NA	NA	NA	NA	NA	NA
10/1974	0.1610	-0.0346	-0.0987	0.0051	NA	NA	NA	NA	NA	NA	NA	NA
11/1974	-0.0451	-0.0121	-0.0020	0.0054	NA	NA	NA	NA	NA	NA	NA	NA
12/1974	-0.0345	-0.0483	0.0011	0.0070	NA	NA	NA	NA	NA	NA	NA	NA
01/1975	0.1366	0.1114	0.0828	0.0058	NA	NA	NA	NA	NA	NA	NA	NA
02/1975	0.0556	0.0016	-0.0444	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
03/1975	0.0266	0.0378	0.0238	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
04/1975	0.0423	-0.0065	-0.0114	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
05/1975	0.0519	0.0383	-0.0410	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
06/1975	0.0483	0.0087	0.0138	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
07/1975	-0.0659	0.0270	0.0169	0.0048	NA	NA	NA	NA	NA	NA	NA	NA
08/1975	-0.0285	-0.0325	-0.0095	0.0048	NA	NA	NA	NA	NA	NA	NA	NA
09/1975	-0.0426	-0.0010	0.0039	0.0053	NA	NA	NA	NA	NA	NA	NA	NA
10/1975	0.0531	-0.0403	0.0028	0.0056	NA	NA	NA	NA	NA	NA	NA	NA
11/1975	0.0264	-0.0120	0.0203	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
12/1975	-0.0160	-0.0078	0.0169	0.0048	NA	NA	NA	NA	NA	NA	NA	NA
01/1976	0.1216	0.0481	0.0863	0.0047	NA	NA	NA	NA	NA	NA	NA	NA
02/1976	0.0032	0.0706	0.0587	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
03/1976	0.0232	-0.0116	-0.0012	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
04/1976	-0.0149	-0.0011	-0.0016	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
05/1976	-0.0134	-0.0123	-0.0136	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
06/1976	0.0405	-0.0132	0.0071	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
07/1976	-0.0107	0.0029	0.0173	0.0047	NA	NA	NA	NA	NA	NA	NA	NA
08/1976	-0.0056	-0.0200	0.0081	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
09/1976	0.0207	-0.0002	-0.0029	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
10/1976	-0.0242	0.0022	-0.0018	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
11/1976	0.0036	0.0232	0.0151	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
12/1976	0.0565	0.0303	0.0227	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
01/1977	-0.0405	0.0476	0.0427	0.0036	NA	NA	NA	NA	NA	NA	NA	NA
02/1977	-0.0194	0.0104	0.0047	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
03/1977	-0.0137	0.0100	0.0109	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
04/1977	0.0015	-0.0012	0.0338	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
05/1977	-0.0145	0.0118	0.0085	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
06/1977	0.0471	0.0209	-0.0074	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
07/1977	-0.0169	0.0216	-0.0056	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
08/1977	-0.0175	0.0148	-0.0270	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
09/1977	-0.0027	0.0134	-0.0052	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
10/1977	-0.0438	0.0125	0.0175	0.0049	NA	NA	NA	NA	NA	NA	NA	NA
11/1977	0.0400	0.0373	0.0026	0.0050	NA	NA	NA	NA	NA	NA	NA	NA
12/1977	0.0027	0.0132	-0.0029	0.0049	NA	NA	NA	NA	NA	NA	NA	NA
01/1978	-0.0601	0.0224	0.0336	0.0049	NA	NA	NA	NA	NA	NA	NA	NA
02/1978	-0.0138	0.0359	0.0083	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
03/1978	0.0285	0.0349	0.0118	0.0053	NA	NA	NA	NA	NA	NA	NA	NA
04/1978	0.0788	0.0045	-0.0354	0.0054	NA	NA	NA	NA	NA	NA	NA	NA
05/1978	0.0176	0.0456	-0.0052	0.0051	NA	NA	NA	NA	NA	NA	NA	NA
06/1978	-0.0169	0.0166	0.0057	0.0054	NA	NA	NA	NA	NA	NA	NA	NA
07/1978	0.0511	0.0023	-0.0115	0.0056	NA	NA	NA	NA	NA	NA	NA	NA
08/1978	0.0375	0.0506	-0.0051	0.0056	NA	NA	NA	NA	NA	NA	NA	NA
09/1978	-0.0143	-0.0043	0.0189	0.0062	NA	NA	NA	NA	NA	NA	NA	NA
10/1978	-0.1191	-0.0986	0.0138	0.0068	NA	NA	NA	NA	NA	NA	NA	NA
11/1978	0.0271	0.0297	-0.0215	0.0070	NA	NA	NA	NA	NA	NA	NA	NA
12/1978	0.0088	0.0129	-0.0213	0.0078	NA	NA	NA	NA	NA	NA	NA	NA
01/1979	0.0423	0.0362	0.0219	0.0077	NA	NA	NA	NA	NA	NA	NA	NA
02/1979	-0.0356	0.0045	0.0117	0.0073	NA	NA	NA	NA	NA	NA	NA	NA
03/1979	0.0568	0.0326	-0.0071	0.0081	NA	NA	NA	NA	NA	NA	NA	NA
04/1979	-0.0006	0.0215	0.0112	0.0080	NA	NA	NA	NA	NA	NA	NA	NA
05/1979	-0.0221	0.0021	0.0131	0.0082	NA	NA	NA	NA	NA	NA	NA	NA
06/1979	0.0385	0.0117	0.0144	0.0081	NA	NA	NA	NA	NA	NA	NA	NA
07/1979	0.0082	0.0128	0.0186	0.0077	NA	NA	NA	NA	NA	NA	NA	NA
08/1979	0.0553	0.0205	-0.0158	0.0077	NA	NA	NA	NA	NA	NA	NA	NA
09/1979	-0.0082	-0.0027	-0.0090	0.0083	NA	NA	NA	NA	NA	NA	NA	NA
10/1979	-0.0810	-0.0337	-0.0184	0.0087	NA	NA	NA	NA	NA	NA	NA	NA
11/1979	0.0521	0.0287	-0.0329	0.0099	NA	NA	NA	NA	NA	NA	NA	NA
12/1979	0.0179	0.0417	-0.0210	0.0095	NA	NA	NA	NA	NA	NA	NA	NA
01/1980	0.0551	0.0162	0.0175	0.0080	NA	NA	NA	NA	NA	NA	NA	NA
02/1980	-0.0122	-0.0185	0.0061	0.0089	NA	NA	NA	NA	NA	NA	NA	NA
03/1980	-0.1290	-0.0664	-0.0101	0.0121	NA	NA	NA	NA	NA	NA	NA	NA
04/1980	0.0397	0.0105	0.0106	0.0126	NA	NA	NA	NA	NA	NA	NA	NA
05/1980	0.0526	0.0213	0.0038	0.0081	NA	NA	NA	NA	NA	NA	NA	NA
06/1980	0.0306	0.0166	-0.0076	0.0061	NA	NA	NA	NA	NA	NA	NA	NA
07/1980	0.0649	0.0414	-0.0641	0.0053	NA	NA	NA	NA	NA	NA	NA	NA
08/1980	0.0180	0.0392	-0.0260	0.0064	NA	NA	NA	NA	NA	NA	NA	NA
09/1980	0.0219	0.0098	-0.0459	0.0075	NA	NA	NA	NA	NA	NA	NA	NA
10/1980	0.0106	0.0247	-0.0276	0.0095	NA	NA	NA	NA	NA	NA	NA	NA
11/1980	0.0959	-0.0336	-0.0833	0.0096	NA	NA	NA	NA	NA	NA	NA	NA
12/1980	-0.0452	-0.0026	0.0279	0.0131	NA	NA	NA	NA	NA	NA	NA	NA
01/1981	-0.0504	0.0292	0.0672	0.0104	NA	NA	NA	NA	NA	NA	NA	NA
02/1981	0.0057	-0.0034	0.0102	0.0107	NA	NA	NA	NA	NA	NA	NA	NA
03/1981	0.0356	0.0354	0.0064	0.0121	NA	NA	NA	NA	NA	NA	NA	NA
04/1981	-0.0211	0.0440	0.0228	0.0108	NA	NA	NA	NA	NA	NA	NA	NA
05/1981	0.0011	0.0200	-0.0042	0.0115	NA	NA	NA	NA	NA	NA	NA	NA
06/1981	-0.0236	-0.0083	0.0513	0.0135	NA	NA	NA	NA	NA	NA	NA	NA
07/1981	-0.0154	-0.0219	-0.0050	0.0124	NA	NA	NA	NA	NA	NA	NA	NA
08/1981	-0.0704	-0.0195	0.0476	0.0128	NA	NA	NA	NA	NA	NA	NA	NA
09/1981	-0.0717	-0.0265	0.0517	0.0124	NA	NA	NA	NA	NA	NA	NA	NA
10/1981	0.0492	0.0223	-0.0421	0.0121	NA	NA	NA	NA	NA	NA	NA	NA
11/1981	0.0336	-0.0103	0.0183	0.0107	NA	NA	NA	NA	NA	NA	NA	NA
12/1981	-0.0365	0.0120	0.0081	0.0087	NA	NA	NA	NA	NA	NA	NA	NA
01/1982	-0.0324	-0.0128	0.0319	0.0080	NA	NA	NA	NA	NA	NA	NA	NA
02/1982	-0.0586	0.0044	0.0605	0.0092	NA	NA	NA	NA	NA	NA	NA	NA
03/1982	-0.0187	-0.0021	0.0381	0.0098	NA	NA	NA	NA	NA	NA	NA	NA
04/1982	0.0327	0.0147	-0.0270	0.0113	NA	NA	NA	NA	NA	NA	NA	NA
05/1982	-0.0399	0.0052	0.0175	0.0106	NA	NA	NA	NA	NA	NA	NA	NA
06/1982	-0.0309	-0.0040	0.0153	0.0096	NA	NA	NA	NA	NA	NA	NA	NA
07/1982	-0.0319	0.0083	0.0009	0.0105	NA	NA	NA	NA	NA	NA	NA	NA
08/1982	0.1114	-0.0414	0.0095	0.0076	NA	NA	NA	NA	NA	NA	NA	NA
09/1982	0.0129	0.0295	0.0028	0.0051	NA	NA	NA	NA	NA	NA	NA	NA
10/1982	0.1130	0.0234	-0.0366	0.0059	NA	NA	NA	NA	NA	NA	NA	NA
11/1982	0.0467	0.0467	-0.0187	0.0063	NA	NA	NA	NA	NA	NA	NA	NA
12/1982	0.0055	-0.0022	-0.0002	0.0067	NA	NA	NA	NA	NA	NA	NA	NA
01/1983	0.0360	0.0273	-0.0075	0.0069	NA	NA	NA	NA	NA	NA	NA	NA
02/1983	0.0259	0.0327	0.0070	0.0062	NA	NA	NA	NA	NA	NA	NA	NA
03/1983	0.0282	0.0173	0.0202	0.0063	NA	NA	NA	NA	NA	NA	NA	NA
04/1983	0.0667	0.0050	0.0049	0.0071	NA	NA	NA	NA	NA	NA	NA	NA
05/1983	0.0052	0.0624	-0.0140	0.0069	NA	NA	NA	NA	NA	NA	NA	NA
06/1983	0.0307	0.0095	-0.0390	0.0067	NA	NA	NA	NA	NA	NA	NA	NA
07/1983	-0.0407	0.0150	0.0562	0.0074	NA	NA	NA	NA	NA	NA	NA	NA
08/1983	-0.0050	-0.0428	0.0554	0.0076	NA	NA	NA	NA	NA	NA	NA	NA
09/1983	0.0091	0.0061	0.0101	0.0076	NA	NA	NA	NA	NA	NA	NA	NA
10/1983	-0.0344	-0.0357	0.0497	0.0076	NA	NA	NA	NA	NA	NA	NA	NA
11/1983	0.0216	0.0201	-0.0072	0.0070	NA	NA	NA	NA	NA	NA	NA	NA
12/1983	-0.0178	-0.0027	0.0173	0.0073	NA	NA	NA	NA	NA	NA	NA	NA
01/1984	-0.0192	-0.0038	0.0758	0.0076	NA	NA	NA	NA	NA	NA	NA	NA
02/1984	-0.0482	-0.0169	0.0333	0.0071	NA	NA	NA	NA	NA	NA	NA	NA
03/1984	0.0063	0.0007	0.0046	0.0073	NA	NA	NA	NA	NA	NA	NA	NA
04/1984	-0.0051	-0.0116	0.0120	0.0081	NA	NA	NA	NA	NA	NA	NA	NA
05/1984	-0.0597	0.0006	0.0031	0.0078	NA	NA	NA	NA	NA	NA	NA	NA
06/1984	0.0182	-0.0030	-0.0266	0.0075	NA	NA	NA	NA	NA	NA	NA	NA
07/1984	-0.0274	-0.0221	0.0036	0.0082	NA	NA	NA	NA	NA	NA	NA	NA
08/1984	0.1028	-0.0024	-0.0182	0.0083	NA	NA	NA	NA	NA	NA	NA	NA
09/1984	-0.0080	0.0017	0.0528	0.0086	NA	NA	NA	NA	NA	NA	NA	NA
10/1984	-0.0084	-0.0123	0.0045	0.0100	NA	NA	NA	NA	NA	NA	NA	NA
11/1984	-0.0176	-0.0065	0.0406	0.0073	NA	NA	NA	NA	NA	NA	NA	NA
12/1984	0.0184	-0.0056	-0.0026	0.0064	NA	NA	NA	NA	NA	NA	NA	NA
01/1985	0.0799	0.0331	-0.0535	0.0065	NA	NA	NA	NA	NA	NA	NA	NA
02/1985	0.0122	0.0079	-0.0010	0.0058	NA	NA	NA	NA	NA	NA	NA	NA
03/1985	-0.0084	-0.0108	0.0407	0.0062	NA	NA	NA	NA	NA	NA	NA	NA
04/1985	-0.0096	0.0014	0.0372	0.0072	NA	NA	NA	NA	NA	NA	NA	NA
05/1985	0.0509	-0.0222	-0.0096	0.0066	NA	NA	NA	NA	NA	NA	NA	NA
06/1985	0.0127	0.0052	0.0038	0.0055	NA	NA	NA	NA	NA	NA	NA	NA
07/1985	-0.0074	0.0284	-0.0162	0.0062	NA	NA	NA	NA	NA	NA	NA	NA
08/1985	-0.0102	-0.0030	0.0232	0.0055	NA	NA	NA	NA	NA	NA	NA	NA
09/1985	-0.0454	-0.0159	0.0129	0.0060	NA	NA	NA	NA	NA	NA	NA	NA
10/1985	0.0402	-0.0151	0.0075	0.0065	NA	NA	NA	NA	NA	NA	NA	NA
11/1985	0.0648	0.0025	-0.0285	0.0061	NA	NA	NA	NA	NA	NA	NA	NA
12/1985	0.0388	-0.0051	-0.0154	0.0065	NA	NA	NA	NA	NA	NA	NA	NA
01/1986	0.0065	0.0121	0.0044	0.0056	NA	NA	NA	NA	NA	NA	NA	NA
02/1986	0.0713	-0.0054	-0.0072	0.0053	NA	NA	NA	NA	NA	NA	NA	NA
03/1986	0.0488	-0.0059	-0.0039	0.0060	NA	NA	NA	NA	NA	NA	NA	NA
04/1986	-0.0131	0.0278	-0.0287	0.0052	NA	NA	NA	NA	NA	NA	NA	NA
05/1986	0.0462	-0.0135	-0.0021	0.0049	NA	NA	NA	NA	NA	NA	NA	NA
06/1986	0.0103	-0.0096	0.0128	0.0052	NA	NA	NA	NA	NA	NA	NA	NA
07/1986	-0.0645	-0.0336	0.0470	0.0052	NA	NA	NA	NA	NA	NA	NA	NA
08/1986	0.0607	-0.0417	0.0351	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
09/1986	-0.0860	0.0236	0.0322	0.0045	NA	NA	NA	NA	NA	NA	NA	NA
10/1986	0.0466	-0.0250	-0.0142	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
11/1986	0.0117	-0.0191	-0.0007	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
12/1986	-0.0327	0.0013	0.0036	0.0049	NA	NA	NA	NA	NA	NA	NA	NA
01/1987	0.1247	-0.0181	-0.0316	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
02/1987	0.0439	0.0349	-0.0591	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
03/1987	0.0164	0.0045	0.0161	0.0047	NA	NA	NA	NA	NA	NA	NA	NA
04/1987	-0.0211	-0.0169	-0.0039	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
05/1987	0.0011	-0.0050	0.0023	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
06/1987	0.0394	-0.0212	0.0104	0.0048	NA	NA	NA	NA	NA	NA	NA	NA
07/1987	0.0385	-0.0069	0.0068	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
08/1987	0.0352	-0.0077	-0.0093	0.0047	NA	NA	NA	NA	NA	NA	NA	NA
09/1987	-0.0259	0.0054	0.0027	0.0045	NA	NA	NA	NA	NA	NA	NA	NA
10/1987	-0.2324	-0.0843	0.0424	0.0060	NA	NA	NA	NA	NA	NA	NA	NA
11/1987	-0.0777	0.0272	0.0295	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
12/1987	0.0681	0.0013	-0.0443	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
01/1988	0.0421	-0.0072	0.0501	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
02/1988	0.0475	0.0334	-0.0171	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
03/1988	-0.0227	0.0615	0.0073	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
04/1988	0.0056	0.0100	0.0167	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
05/1988	-0.0029	-0.0260	0.0242	0.0051	NA	NA	NA	NA	NA	NA	NA	NA
06/1988	0.0479	0.0211	-0.0124	0.0049	NA	NA	NA	NA	NA	NA	NA	NA
07/1988	-0.0125	-0.0025	0.0222	0.0051	NA	NA	NA	NA	NA	NA	NA	NA
08/1988	-0.0331	0.0004	0.0215	0.0059	NA	NA	NA	NA	NA	NA	NA	NA
09/1988	0.0330	-0.0131	-0.0075	0.0062	NA	NA	NA	NA	NA	NA	NA	NA
10/1988	0.0115	-0.0293	0.0205	0.0061	NA	NA	NA	NA	NA	NA	NA	NA
11/1988	-0.0229	-0.0172	0.0141	0.0057	NA	NA	NA	NA	NA	NA	NA	NA
12/1988	0.0149	0.0195	-0.0169	0.0063	NA	NA	NA	NA	NA	NA	NA	NA
01/1989	0.0610	-0.0223	0.0060	0.0055	NA	NA	NA	NA	NA	NA	NA	NA
02/1989	-0.0225	0.0282	0.0101	0.0061	NA	NA	NA	NA	NA	NA	NA	NA
03/1989	0.0157	0.0067	0.0058	0.0067	NA	NA	NA	NA	NA	NA	NA	NA
04/1989	0.0433	-0.0068	-0.0142	0.0067	NA	NA	NA	NA	NA	NA	NA	NA
05/1989	0.0335	-0.0005	-0.0088	0.0079	NA	NA	NA	NA	NA	NA	NA	NA
06/1989	-0.0135	-0.0102	0.0225	0.0071	NA	NA	NA	NA	NA	NA	NA	NA
07/1989	0.0720	-0.0414	-0.0279	0.0070	NA	NA	NA	NA	NA	NA	NA	NA
08/1989	0.0144	0.0056	0.0060	0.0074	NA	NA	NA	NA	NA	NA	NA	NA
09/1989	-0.0076	0.0032	-0.0127	0.0065	NA	NA	NA	NA	NA	NA	NA	NA
10/1989	-0.0367	-0.0323	-0.0111	0.0068	NA	NA	NA	NA	NA	NA	NA	NA
11/1989	0.0103	-0.0124	-0.0109	0.0069	NA	NA	NA	NA	NA	NA	NA	NA
12/1989	0.0116	-0.0236	0.0016	0.0061	NA	NA	NA	NA	NA	NA	NA	NA
01/1990	-0.0785	-0.0124	0.0085	0.0057	NA	NA	NA	NA	NA	NA	NA	NA
02/1990	0.0111	0.0099	0.0064	0.0057	NA	NA	NA	NA	NA	NA	NA	NA
03/1990	0.0183	0.0150	-0.0292	0.0064	NA	NA	NA	NA	NA	NA	NA	NA
04/1990	-0.0336	-0.0046	-0.0259	0.0069	NA	NA	NA	NA	NA	NA	NA	NA
05/1990	0.0842	-0.0253	-0.0383	0.0068	NA	NA	NA	NA	NA	NA	NA	NA
06/1990	-0.0109	0.0140	-0.0193	0.0063	NA	NA	NA	NA	NA	NA	NA	NA
07/1990	-0.0190	-0.0312	-0.0003	0.0068	NA	NA	NA	NA	NA	NA	NA	NA
08/1990	-0.1015	-0.0357	0.0164	0.0066	NA	NA	NA	NA	NA	NA	NA	NA
09/1990	-0.0612	-0.0365	0.0064	0.0060	NA	NA	NA	NA	NA	NA	NA	NA
10/1990	-0.0192	-0.0557	0.0010	0.0068	NA	NA	NA	NA	NA	NA	NA	NA
11/1990	0.0635	0.0043	-0.0310	0.0057	NA	NA	NA	NA	NA	NA	NA	NA
12/1990	0.0246	0.0081	-0.0170	0.0060	NA	NA	NA	NA	NA	NA	NA	NA
01/1991	0.0469	0.0381	-0.0160	0.0052	NA	NA	NA	NA	NA	NA	NA	NA
02/1991	0.0719	0.0395	-0.0058	0.0048	NA	NA	NA	NA	NA	NA	NA	NA
03/1991	0.0265	0.0393	-0.0139	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
04/1991	-0.0028	0.0048	0.0150	0.0053	NA	NA	NA	NA	NA	NA	NA	NA
05/1991	0.0365	-0.0040	-0.0052	0.0047	NA	NA	NA	NA	NA	NA	NA	NA
06/1991	-0.0494	0.0013	0.0115	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
07/1991	0.0424	-0.0092	-0.0132	0.0049	NA	NA	NA	NA	NA	NA	NA	NA
08/1991	0.0232	0.0158	-0.0078	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
09/1991	-0.0159	0.0164	-0.0108	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
10/1991	0.0129	0.0081	-0.0047	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
11/1991	-0.0419	-0.0050	-0.0189	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
12/1991	0.1084	-0.0224	-0.0417	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
01/1992	-0.0059	0.0846	0.0471	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
02/1992	0.0109	0.0087	0.0647	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
03/1992	-0.0266	-0.0104	0.0356	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
04/1992	0.0107	-0.0606	0.0434	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
05/1992	0.0030	0.0041	0.0119	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
06/1992	-0.0234	-0.0307	0.0324	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
07/1992	0.0377	-0.0047	-0.0056	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
08/1992	-0.0238	-0.0013	-0.0110	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
09/1992	0.0119	0.0054	-0.0026	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
10/1992	0.0102	0.0209	-0.0198	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
11/1992	0.0413	0.0376	-0.0135	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
12/1992	0.0153	0.0169	0.0262	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
01/1993	0.0093	0.0189	0.0594	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
02/1993	0.0012	-0.0348	0.0642	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
03/1993	0.0230	0.0024	0.0118	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
04/1993	-0.0305	-0.0067	0.0249	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
05/1993	0.0289	0.0204	-0.0342	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
06/1993	0.0031	-0.0029	0.0275	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
07/1993	-0.0034	0.0096	0.0285	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
08/1993	0.0371	0.0013	0.0013	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
09/1993	-0.0012	0.0304	-0.0031	0.0026	NA	NA	NA	NA	NA	NA	NA	NA
10/1993	0.0141	0.0203	-0.0276	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
11/1993	-0.0189	-0.0125	-0.0074	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
12/1993	0.0165	0.0123	0.0032	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
01/1994	0.0287	0.0034	0.0115	0.0025	NA	NA	NA	NA	NA	NA	NA	NA
02/1994	-0.0255	0.0280	-0.0154	0.0021	NA	NA	NA	NA	NA	NA	NA	NA
03/1994	-0.0478	-0.0108	0.0160	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
04/1994	0.0068	-0.0093	0.0166	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
05/1994	0.0058	-0.0215	0.0067	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
06/1994	-0.0303	-0.0041	0.0167	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
07/1994	0.0282	-0.0181	0.0058	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
08/1994	0.0401	0.0145	-0.0251	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
09/1994	-0.0231	0.0314	-0.0189	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
10/1994	0.0134	-0.0224	-0.0162	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
11/1994	-0.0404	0.0025	-0.0070	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
12/1994	0.0086	0.0022	-0.0013	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
01/1995	0.0180	-0.0350	0.0257	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
02/1995	0.0363	-0.0066	0.0108	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
03/1995	0.0219	-0.0016	-0.0215	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
04/1995	0.0211	-0.0049	0.0171	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
05/1995	0.0290	-0.0255	0.0229	0.0054	NA	NA	NA	NA	NA	NA	NA	NA
06/1995	0.0272	0.0318	-0.0254	0.0047	NA	NA	NA	NA	NA	NA	NA	NA
07/1995	0.0372	0.0207	-0.0162	0.0045	NA	NA	NA	NA	NA	NA	NA	NA
08/1995	0.0055	0.0135	0.0279	0.0047	NA	NA	NA	NA	NA	NA	NA	NA
09/1995	0.0335	-0.0220	-0.0004	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
10/1995	-0.0152	-0.0378	-0.0050	0.0047	NA	NA	NA	NA	NA	NA	NA	NA
11/1995	0.0396	-0.0109	0.0051	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
12/1995	0.0103	0.0070	0.0022	0.0049	NA	NA	NA	NA	NA	NA	NA	NA
01/1996	0.0226	-0.0273	0.0038	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
02/1996	0.0133	0.0179	-0.0108	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
03/1996	0.0073	0.0149	0.0035	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
04/1996	0.0206	0.0523	-0.0402	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
05/1996	0.0236	0.0317	-0.0083	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
06/1996	-0.0114	-0.0401	0.0235	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
07/1996	-0.0597	-0.0431	0.0514	0.0045	NA	NA	NA	NA	NA	NA	NA	NA
08/1996	0.0277	0.0244	-0.0074	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
09/1996	0.0501	-0.0098	-0.0272	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
10/1996	0.0086	-0.0444	0.0494	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
11/1996	0.0625	-0.0402	0.0139	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
12/1996	-0.0170	0.0316	0.0131	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
01/1997	0.0499	-0.0195	-0.0142	0.0045	NA	NA	NA	NA	NA	NA	NA	NA
02/1997	-0.0049	-0.0322	0.0567	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
03/1997	-0.0503	-0.0036	0.0339	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
04/1997	0.0404	-0.0577	0.0007	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
05/1997	0.0674	0.0519	-0.0413	0.0049	NA	NA	NA	NA	NA	NA	NA	NA
06/1997	0.0410	0.0122	0.0158	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
07/1997	0.0733	-0.0274	0.0026	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
08/1997	-0.0415	0.0728	0.0118	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
09/1997	0.0535	0.0253	0.0037	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
10/1997	-0.0380	-0.0074	0.0227	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
11/1997	0.0298	-0.0511	0.0119	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
12/1997	0.0132	-0.0249	0.0384	0.0048	NA	NA	NA	NA	NA	NA	NA	NA
01/1998	0.0015	-0.0106	-0.0163	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
02/1998	0.0704	0.0032	-0.0085	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
03/1998	0.0476	-0.0114	0.0139	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
04/1998	0.0073	0.0007	0.0094	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
05/1998	-0.0307	-0.0336	0.0340	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
06/1998	0.0318	-0.0320	-0.0197	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
07/1998	-0.0246	-0.0492	-0.0178	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
08/1998	-0.1608	-0.0570	0.0353	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
09/1998	0.0615	0.0010	-0.0342	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
10/1998	0.0713	-0.0312	-0.0223	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
11/1998	0.0610	0.0122	-0.0325	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
12/1998	0.0616	-0.0050	-0.0419	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
01/1999	0.0350	0.0076	-0.0460	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
02/1999	-0.0408	-0.0609	0.0192	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
03/1999	0.0345	-0.0379	-0.0274	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
04/1999	0.0433	0.0391	0.0246	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
05/1999	-0.0246	0.0334	0.0235	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
06/1999	0.0477	0.0309	-0.0319	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
07/1999	-0.0349	0.0260	-0.0044	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
08/1999	-0.0138	-0.0094	-0.0187	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
09/1999	-0.0279	0.0341	-0.0350	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
10/1999	0.0612	-0.0664	-0.0337	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
11/1999	0.0337	0.0720	-0.0611	0.0036	NA	NA	NA	NA	NA	NA	NA	NA
12/1999	0.0772	0.0702	-0.0832	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
01/2000	-0.0474	0.0579	-0.0191	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
02/2000	0.0245	0.2142	-0.0970	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
03/2000	0.0520	-0.1723	0.0817	0.0047	NA	NA	NA	NA	NA	NA	NA	NA
04/2000	-0.0640	-0.0668	0.0726	0.0046	NA	NA	NA	NA	NA	NA	NA	NA
05/2000	-0.0442	-0.0609	0.0481	0.0050	NA	NA	NA	NA	NA	NA	NA	NA
06/2000	0.0464	0.1285	-0.0843	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
07/2000	-0.0251	-0.0306	0.0830	0.0048	NA	NA	NA	NA	NA	NA	NA	NA
08/2000	0.0703	-0.0062	-0.0138	0.0050	NA	NA	NA	NA	NA	NA	NA	NA
09/2000	-0.0545	-0.0182	0.0717	0.0051	NA	NA	NA	NA	NA	NA	NA	NA
10/2000	-0.0276	-0.0387	0.0570	0.0056	NA	NA	NA	NA	NA	NA	NA	NA
11/2000	-0.1072	-0.0343	0.1232	0.0051	NA	NA	NA	NA	NA	NA	NA	NA
12/2000	0.0119	0.0072	0.0761	0.0050	NA	NA	NA	NA	NA	NA	NA	NA
01/2001	0.0313	0.0669	-0.0509	0.0054	NA	NA	NA	NA	NA	NA	NA	NA
02/2001	-0.1005	-0.0079	0.1248	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
03/2001	-0.0726	0.0024	0.0642	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
04/2001	0.0794	0.0055	-0.0468	0.0039	NA	NA	NA	NA	NA	NA	NA	NA
05/2001	0.0072	0.0249	0.0338	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
06/2001	-0.0194	0.0624	-0.0113	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
07/2001	-0.0213	-0.0419	0.0521	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
08/2001	-0.0646	0.0248	0.0230	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
09/2001	-0.0925	-0.0623	0.0145	0.0028	NA	NA	NA	NA	NA	NA	NA	NA
10/2001	0.0246	0.0749	-0.0766	0.0022	NA	NA	NA	NA	NA	NA	NA	NA
11/2001	0.0754	-0.0047	0.0222	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
12/2001	0.0160	0.0473	0.0085	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
01/2002	-0.0144	0.0119	0.0344	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
02/2002	-0.0229	-0.0100	0.0216	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
03/2002	0.0424	0.0421	0.0106	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
04/2002	-0.0520	0.0596	0.0388	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
05/2002	-0.0138	-0.0321	0.0153	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
06/2002	-0.0721	0.0429	-0.0003	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
07/2002	-0.0818	-0.0528	-0.0385	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
08/2002	0.0050	-0.0286	0.0329	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
09/2002	-0.1035	0.0240	0.0147	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
10/2002	0.0784	-0.0340	-0.0394	0.0014	NA	NA	NA	NA	NA	NA	NA	NA
11/2002	0.0596	0.0319	-0.0121	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
12/2002	-0.0576	0.0009	0.0214	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
01/2003	-0.0257	0.0135	-0.0081	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
02/2003	-0.0188	-0.0045	-0.0138	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
03/2003	0.0109	0.0103	-0.0191	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
04/2003	0.0822	0.0066	0.0117	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
05/2003	0.0605	0.0474	0.0050	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
06/2003	0.0142	0.0177	0.0015	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
07/2003	0.0235	0.0505	-0.0124	0.0007	NA	NA	NA	NA	NA	NA	NA	NA
08/2003	0.0234	0.0259	0.0154	0.0007	NA	NA	NA	NA	NA	NA	NA	NA
09/2003	-0.0124	0.0080	0.0015	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
10/2003	0.0608	0.0269	0.0197	0.0007	NA	NA	NA	NA	NA	NA	NA	NA
11/2003	0.0135	0.0207	0.0178	0.0007	NA	NA	NA	NA	NA	NA	NA	NA
12/2003	0.0429	-0.0268	0.0161	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
01/2004	0.0215	0.0255	0.0248	0.0007	NA	NA	NA	NA	NA	NA	NA	NA
02/2004	0.0140	-0.0158	0.0091	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
03/2004	-0.0132	0.0172	0.0028	0.0009	NA	NA	NA	NA	NA	NA	NA	NA
04/2004	-0.0183	-0.0168	-0.0309	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
05/2004	0.0117	-0.0020	-0.0024	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
06/2004	0.0186	0.0226	0.0119	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
07/2004	-0.0406	-0.0381	0.0323	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
08/2004	0.0008	-0.0149	0.0100	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
09/2004	0.0160	0.0302	-0.0001	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
10/2004	0.0143	0.0015	-0.0022	0.0011	NA	NA	NA	NA	NA	NA	NA	NA
11/2004	0.0454	0.0374	0.0142	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
12/2004	0.0343	-0.0003	-0.0022	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
01/2005	-0.0276	-0.0172	0.0206	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
02/2005	0.0189	-0.0057	0.0153	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
03/2005	-0.0197	-0.0140	0.0204	0.0021	NA	NA	NA	NA	NA	NA	NA	NA
04/2005	-0.0261	-0.0393	0.0006	0.0021	NA	NA	NA	NA	NA	NA	NA	NA
05/2005	0.0365	0.0289	-0.0064	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
06/2005	0.0057	0.0259	0.0282	0.0023	NA	NA	NA	NA	NA	NA	NA	NA
07/2005	0.0392	0.0290	-0.0078	0.0024	NA	NA	NA	NA	NA	NA	NA	NA
08/2005	-0.0122	-0.0098	0.0132	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
09/2005	0.0049	-0.0066	0.0072	0.0029	NA	NA	NA	NA	NA	NA	NA	NA
10/2005	-0.0202	-0.0125	0.0043	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
11/2005	0.0361	0.0100	-0.0118	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
12/2005	-0.0025	-0.0042	0.0020	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
01/2006	0.0304	0.0539	0.0108	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
02/2006	-0.0030	-0.0038	-0.0035	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
03/2006	0.0146	0.0345	0.0059	0.0037	NA	NA	NA	NA	NA	NA	NA	NA
04/2006	0.0073	-0.0142	0.0234	0.0036	NA	NA	NA	NA	NA	NA	NA	NA
05/2006	-0.0357	-0.0296	0.0242	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
06/2006	-0.0035	-0.0039	0.0085	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
07/2006	-0.0078	-0.0398	0.0262	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
08/2006	0.0203	0.0103	-0.0206	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
09/2006	0.0184	-0.0136	0.0008	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
10/2006	0.0323	0.0175	-0.0030	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
11/2006	0.0171	0.0070	0.0014	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
12/2006	0.0087	-0.0115	0.0273	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
01/2007	0.0140	0.0013	-0.0069	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
02/2007	-0.0196	0.0118	-0.0013	0.0038	NA	NA	NA	NA	NA	NA	NA	NA
03/2007	0.0068	0.0016	-0.0096	0.0043	NA	NA	NA	NA	NA	NA	NA	NA
04/2007	0.0349	-0.0215	-0.0146	0.0044	NA	NA	NA	NA	NA	NA	NA	NA
05/2007	0.0324	0.0024	-0.0065	0.0041	NA	NA	NA	NA	NA	NA	NA	NA
06/2007	-0.0196	0.0076	-0.0107	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
07/2007	-0.0373	-0.0260	-0.0372	0.0040	NA	NA	NA	NA	NA	NA	NA	NA
08/2007	0.0092	-0.0013	-0.0186	0.0042	NA	NA	NA	NA	NA	NA	NA	NA
09/2007	0.0322	-0.0222	-0.0223	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
10/2007	0.0180	0.0013	-0.0305	0.0032	NA	NA	NA	NA	NA	NA	NA	NA
11/2007	-0.0483	-0.0292	-0.0095	0.0034	NA	NA	NA	NA	NA	NA	NA	NA
12/2007	-0.0087	0.0012	-0.0054	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
01/2008	-0.0636	-0.0104	0.0398	0.0021	NA	NA	NA	NA	NA	NA	NA	NA
02/2008	-0.0309	-0.0043	-0.0084	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
03/2008	-0.0093	0.0071	0.0030	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
04/2008	0.0460	-0.0165	-0.0104	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
05/2008	0.0186	0.0300	-0.0149	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
06/2008	-0.0844	0.0120	-0.0267	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
07/2008	-0.0077	0.0261	0.0542	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
08/2008	0.0153	0.0360	0.0159	0.0013	NA	NA	NA	NA	NA	NA	NA	NA
09/2008	-0.0924	-0.0123	0.0592	0.0015	NA	NA	NA	NA	NA	NA	NA	NA
10/2008	-0.1723	-0.0260	-0.0230	0.0008	NA	NA	NA	NA	NA	NA	NA	NA
11/2008	-0.0786	-0.0285	-0.0631	0.0003	NA	NA	NA	NA	NA	NA	NA	NA
12/2008	0.0174	0.0346	0.0015	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
01/2009	-0.0812	0.0008	-0.1129	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
02/2009	-0.1010	0.0005	-0.0695	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
03/2009	0.0895	0.0004	0.0348	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
04/2009	0.1018	0.0539	0.0536	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
05/2009	0.0521	-0.0252	0.0027	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
06/2009	0.0043	0.0263	-0.0273	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
07/2009	0.0772	0.0187	0.0484	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
08/2009	0.0333	-0.0108	0.0763	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
09/2009	0.0408	0.0243	0.0104	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
10/2009	-0.0259	-0.0434	-0.0420	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
11/2009	0.0556	-0.0239	-0.0034	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
12/2009	0.0275	0.0604	-0.0017	0.0001	NA	NA	NA	NA	NA	NA	NA	NA
01/2010	-0.0336	0.0040	0.0043	0.0000	0.0311949	0.0460387	0.0177633	0.0447509	0.0026678	-0.0034242	0.0545699	0.0327482
02/2010	0.0340	0.0119	0.0323	0.0000	0.0608794	0.0771094	0.0811093	0.0823071	0.0638539	-0.0205731	0.0974854	-0.0043864
03/2010	0.0631	0.0148	0.0221	0.0001	0.0154704	0.0224254	-0.0016621	0.0567849	-0.0280458	0.0332179	0.0638808	0.0588344
04/2010	0.0200	0.0487	0.0289	0.0001	-0.0794548	-0.0739238	-0.0939355	-0.0753664	-0.1119279	0.0510835	-0.0568353	0.0305131
05/2010	-0.0789	0.0009	-0.0244	0.0001	-0.0517411	-0.0597570	-0.0139867	-0.0774341	-0.0206195	0.0579779	-0.0467012	0.0235532
06/2010	-0.0557	-0.0182	-0.0470	0.0001	0.0683009	0.0725826	0.1093249	0.0673090	0.1161042	-0.0094636	0.0940476	-0.0508712
07/2010	0.0693	0.0022	-0.0033	0.0001	-0.0449805	-0.0512986	-0.0323673	-0.0744386	-0.0379503	0.0839096	-0.0129717	0.0570613
08/2010	-0.0477	-0.0298	-0.0193	0.0001	0.0895546	0.1317283	0.1175736	0.1244530	0.0997194	-0.0252032	0.0462964	0.0477556
09/2010	0.0954	0.0397	-0.0318	0.0001	0.0382019	0.0633786	0.0301546	0.0414816	0.0380557	-0.0446929	0.0393347	0.0368227
10/2010	0.0388	0.0119	-0.0251	0.0001	0.0000000	-0.0017249	-0.0290550	0.0348508	-0.0482371	-0.0168932	-0.0158297	0.0211130
11/2010	0.0060	0.0374	-0.0092	0.0001	0.0668524	0.0475712	0.0727783	0.0803332	0.0830807	-0.0369906	0.0457407	0.0243687
12/2010	0.0682	0.0069	0.0376	0.0001	0.0233004	0.0282774	-0.0384132	-0.0037065	0.0209548	-0.0308120	0.0357396	-0.0637976
01/2011	0.0199	-0.0245	0.0075	0.0001	0.0347372	0.0316072	-0.0004368	0.0554203	0.0354978	0.0165021	0.0452038	0.0599831
02/2011	0.0349	0.0153	0.0127	0.0001	0.0001200	-0.0044826	0.0628957	0.0252308	-0.0238829	0.0002932	-0.0109350	0.0159814
03/2011	0.0046	0.0256	-0.0185	0.0001	0.0289617	0.0287305	0.0273270	0.0263753	0.0562585	0.0233913	0.0466333	0.0894465
04/2011	0.0290	-0.0033	-0.0249	0.0000	-0.0112148	-0.0121868	-0.0293999	-0.0179421	-0.0220610	0.0342285	0.0101334	-0.0179169
05/2011	-0.0127	-0.0067	-0.0200	0.0000	-0.0168697	-0.0202548	-0.0093551	-0.0240454	-0.0121078	-0.0232312	-0.0310599	-0.0243250
06/2011	-0.0175	-0.0015	-0.0039	0.0000	-0.0200048	0.0166521	-0.0102939	-0.0340610	-0.0237777	0.0441454	0.0021561	0.0841780
07/2011	-0.0235	-0.0127	-0.0090	0.0000	-0.0549755	-0.0506898	-0.0925491	-0.0889149	-0.0875489	0.0966755	-0.0531193	0.1227494
08/2011	-0.0599	-0.0305	-0.0236	0.0001	-0.0694205	-0.0449081	-0.1789475	-0.1115026	-0.1080832	0.1320612	-0.1066822	-0.1106235
09/2011	-0.0759	-0.0331	-0.0172	0.0000	0.1091468	0.1040200	0.1626776	0.1510108	0.0962747	-0.0382930	0.1318964	0.0587119
10/2011	0.1135	0.0328	0.0010	0.0000	-0.0040636	-0.0269200	-0.0196030	-0.0037834	-0.0217639	0.0198912	-0.0366878	0.0166727
11/2011	-0.0028	-0.0016	-0.0045	0.0000	0.0104484	-0.0061416	-0.0426481	0.0051508	-0.0217494	0.0344495	0.0410742	-0.1066243
12/2011	0.0074	-0.0059	0.0163	0.0000	0.0463745	0.0841837	0.1099108	0.0714570	0.0526957	-0.0032994	0.0660092	0.1139548
01/2012	0.0505	0.0203	-0.0097	0.0000	0.0434055	0.0641006	0.0527188	0.0256896	0.0483311	-0.0259698	-0.0069352	-0.0296498
02/2012	0.0442	-0.0185	0.0043	0.0000	0.0321638	0.0505306	-0.0311300	0.0248480	0.0042079	-0.0423604	0.0449299	-0.0132083
03/2012	0.0311	-0.0065	0.0114	0.0000	-0.0066756	-0.0116952	-0.0169962	-0.0161820	-0.0207688	0.0483425	0.0258426	-0.0014803
04/2012	-0.0085	-0.0041	-0.0078	0.0000	-0.0600561	-0.0704011	-0.1070584	-0.0657910	-0.1114419	0.0902537	-0.0420906	-0.0633803
05/2012	-0.0619	0.0007	-0.0106	0.0001	0.0405813	0.0362143	0.0503536	0.0505208	0.0704331	-0.0167824	0.0536527	0.0235458
06/2012	0.0389	0.0067	0.0062	0.0000	0.0118295	0.0099750	-0.0002556	-0.0152085	0.0008008	0.0381728	0.0233031	0.0083768
07/2012	0.0079	-0.0277	-0.0002	0.0000	0.0250525	0.0518518	0.0040900	0.0353539	0.0320000	-0.0131885	0.0030569	0.0493961
08/2012	0.0255	0.0048	0.0130	0.0001	0.0253512	0.0088843	0.0521895	0.0326096	0.0271319	-0.0253276	-0.0111773	0.0467056
09/2012	0.0273	0.0051	0.0160	0.0001	-0.0181984	-0.0527928	-0.0043550	-0.0216923	0.0109433	-0.0048402	-0.0059022	-0.0294374
10/2012	-0.0176	-0.0116	0.0359	0.0001	0.0056599	0.0130869	0.0155525	0.0055125	0.0278087	0.0115923	-0.0057814	-0.0046754
11/2012	0.0078	0.0064	-0.0084	0.0001	0.0089344	-0.0046693	0.0680363	0.0361885	0.0438116	-0.0248772	0.0288548	-0.0242698
12/2012	0.0118	0.0150	0.0351	0.0001	0.0511902	0.0267160	-0.0029313	0.0623814	0.0372847	-0.0318533	0.0402042	-0.0050611
01/2013	0.0557	0.0033	0.0096	0.0000	0.0127588	0.0034392	-0.0228404	0.0100468	-0.0128858	0.0123865	0.0126357	-0.0508685
02/2013	0.0129	-0.0028	0.0011	0.0000	0.0379711	0.0302476	-0.0101828	0.0465902	0.0130540	-0.0041944	0.0286498	0.0094771
03/2013	0.0403	0.0081	-0.0019	0.0000	0.0192124	0.0253736	0.0121583	-0.0034940	0.0501865	0.0468496	0.0572826	-0.0756231
04/2013	0.0155	-0.0236	0.0045	0.0000	0.0236098	0.0357752	-0.0482792	0.0393195	-0.0301906	-0.0676094	-0.0649335	-0.0619879
05/2013	0.0280	0.0173	0.0263	0.0000	-0.0133446	-0.0239529	-0.0532576	-0.0081800	-0.0267793	-0.0327131	-0.0238270	-0.1105884
06/2013	-0.0120	0.0133	0.0003	0.0000	0.0516769	0.0631400	0.0132466	0.0733419	0.0532287	-0.0225799	0.0024085	0.0743011
07/2013	0.0565	0.0186	0.0057	0.0000	-0.0299921	-0.0039590	-0.0253782	-0.0316420	-0.0195526	-0.0134037	-0.0653251	0.0520475
08/2013	-0.0271	0.0028	-0.0269	0.0000	0.0316464	0.0483217	0.0720675	0.0648914	0.0782491	0.0065171	0.0345019	-0.0478384
09/2013	0.0377	0.0291	-0.0122	0.0000	0.0463066	0.0495691	0.0417078	0.0242004	0.0326019	0.0143047	0.0373097	-0.0034326
10/2013	0.0418	-0.0156	0.0125	0.0000	0.0296380	0.0355115	-0.0025908	0.0395642	0.0054645	-0.0270326	-0.0463958	-0.0551120
11/2013	0.0313	0.0129	0.0032	0.0000	0.0259264	0.0292712	-0.0040662	0.0202108	0.0217613	-0.0186966	0.0090471	-0.0379453
12/2013	0.0281	-0.0045	-0.0002	0.0000	-0.0352484	-0.0192136	-0.0863633	-0.0277392	-0.0520118	0.0630272	0.0344009	0.0341887
01/2014	-0.0332	0.0090	-0.0207	0.0000	0.0455159	0.0515244	0.0337785	0.0477890	0.0613111	0.0052408	0.0475096	0.0627030
02/2014	0.0465	0.0037	-0.0031	0.0000	0.0082955	-0.0273357	0.0387533	-0.0074847	-0.0045919	0.0073220	0.0014517	-0.0314214
03/2014	0.0043	-0.0185	0.0493	0.0000	0.0069512	-0.0031939	0.0078034	-0.0374765	0.0166667	0.0209522	0.0302943	0.0049349
04/2014	-0.0019	-0.0420	0.0117	0.0000	0.0232065	0.0448565	0.0295184	0.0078586	0.0159544	0.0294950	0.0279689	-0.0305104
05/2014	0.0206	-0.0188	-0.0013	0.0000	0.0206451	0.0312383	0.0240180	0.0527203	0.0092075	-0.0025131	0.0101261	0.0631902
06/2014	0.0261	0.0308	-0.0070	0.0000	-0.0134378	0.0118196	0.0136479	-0.0605433	-0.0260348	0.0066418	-0.0011144	-0.0363167
07/2014	-0.0204	-0.0429	0.0003	0.0000	0.0394636	0.0500945	0.0282976	0.0482957	0.0018020	0.0472377	0.0347230	0.0038091
08/2014	0.0424	0.0040	-0.0045	0.0000	-0.0137964	-0.0075661	-0.0776742	-0.0592790	-0.0388245	-0.0211234	-0.0589060	-0.0617633
09/2014	-0.0197	-0.0372	-0.0134	0.0000	0.0235508	0.0264199	0.0141962	0.0659348	-0.0026513	0.0281859	0.0835264	-0.0305481
10/2014	0.0252	0.0420	-0.0181	0.0000	0.0274721	0.0454633	-0.0154211	0.0011154	0.0006254	0.0296739	0.0272072	-0.0048820
11/2014	0.0255	-0.0206	-0.0309	0.0000	-0.0025361	-0.0224064	-0.0396354	0.0289295	-0.0399277	0.0325131	0.0080497	0.0131121
12/2014	-0.0006	0.0249	0.0227	0.0000	-0.0296294	-0.0208232	-0.0068718	-0.0327707	0.0062460	0.0981576	0.0571320	0.0868991
01/2015	-0.0311	-0.0055	-0.0358	0.0000	0.0562041	0.0722058	0.0440797	0.0594640	0.0633780	-0.0613833	-0.0259755	-0.0590522
02/2015	0.0613	0.0061	-0.0186	0.0000	-0.0157054	-0.0235897	-0.0149728	0.0177000	-0.0142858	0.0109221	0.0107451	-0.0215220
03/2015	-0.0112	0.0304	-0.0037	0.0000	0.0098338	0.0192234	0.0685271	-0.0256493	0.0364657	-0.0342517	-0.0481599	-0.0016717
04/2015	0.0059	-0.0303	0.0182	0.0000	0.0128562	0.0224847	-0.0410449	0.0223636	0.0019548	-0.0237246	-0.0033108	0.0055521
05/2015	0.0136	0.0092	-0.0114	0.0000	-0.0203119	-0.0248410	-0.0293085	0.0078296	-0.0311824	-0.0407198	-0.0439793	-0.0151621
06/2015	-0.0153	0.0290	-0.0079	0.0000	0.0225892	0.0455778	-0.0630994	-0.0110395	0.0203180	0.0454598	0.0495089	-0.0662099
07/2015	0.0154	-0.0419	-0.0413	0.0000	-0.0609504	-0.0682449	-0.0883621	-0.0631099	-0.0742512	-0.0068947	-0.0581319	0.0370723
08/2015	-0.0604	0.0033	0.0277	0.0000	-0.0255159	-0.0220728	-0.0313238	-0.0493633	-0.0441887	0.0196683	0.0161537	-0.0180114
09/2015	-0.0307	-0.0263	0.0056	0.0000	0.0850599	0.1136987	0.0637583	0.0562269	0.0661200	-0.0040878	0.0621567	0.0228336
10/2015	0.0775	-0.0187	-0.0046	0.0000	0.0036552	0.0060884	-0.0252365	0.0325995	-0.0075275	-0.0086764	-0.0019908	-0.0675206
11/2015	0.0056	0.0359	-0.0042	0.0000	-0.0172827	-0.0159477	-0.0381983	-0.0503040	-0.0233187	-0.0029723	0.0110531	-0.0045133
12/2015	-0.0217	-0.0282	-0.0261	0.0001	-0.0497865	-0.0691044	-0.0503263	-0.0857751	-0.0551773	0.0557308	-0.0410230	0.0541100
01/2016	-0.0577	-0.0343	0.0209	0.0001	-0.0008260	-0.0156535	-0.0081780	-0.0022339	-0.0333453	0.0308593	-0.0075001	0.1093034
02/2016	-0.0007	0.0071	-0.0057	0.0002	0.0672658	0.0685261	0.1296177	0.0801342	0.0658213	-0.0009327	0.1025512	-0.0084289
03/2016	0.0696	0.0082	0.0119	0.0002	0.0039414	-0.0318681	0.0040876	0.0167227	0.0222182	-0.0073651	-0.0166966	0.0510881
04/2016	0.0091	0.0074	0.0328	0.0001	0.0170115	0.0437003	-0.0369295	0.0224039	-0.0008555	0.0080545	0.0220742	-0.0613830
05/2016	0.0178	-0.0018	-0.0166	0.0001	0.0034757	-0.0227803	0.0455912	-0.0001739	-0.0241943	0.0693414	0.0624317	0.0896950
06/2016	-0.0005	0.0060	-0.0148	0.0002	0.0364714	0.0715084	0.0538417	0.0587487	0.0397708	0.0210252	0.0365332	0.0198466
07/2016	0.0395	0.0251	-0.0127	0.0002	0.0011975	0.0105007	0.0088375	0.0178412	0.0053410	-0.0101351	-0.0334897	-0.0325632
08/2016	0.0049	0.0118	0.0313	0.0002	0.0000578	0.0221356	0.0251843	0.0107383	0.0133676	-0.0150838	-0.0147268	0.0068921
09/2016	0.0025	0.0213	-0.0123	0.0002	-0.0173369	-0.0145724	-0.0082773	-0.0459706	-0.0221546	-0.0438062	-0.0496034	-0.0294492
10/2016	-0.0202	-0.0442	0.0412	0.0002	0.0368383	0.0043594	-0.0441572	0.1106329	-0.0178137	-0.0821372	-0.0233560	-0.0835657
11/2016	0.0486	0.0567	0.0819	0.0001	0.0202718	0.0113223	-0.0025270	0.0288446	0.0270625	-0.0046263	0.0423405	-0.0191499
12/2016	0.0181	0.0008	0.0356	0.0003	0.0178949	0.0514012	0.0665526	0.0028178	0.0329119	0.0081426	0.0012999	0.0541922
01/2017	0.0194	-0.0114	-0.0276	0.0004	0.0392915	0.0437507	0.0174076	0.0193004	0.0119066	0.0158459	0.0437432	0.0318477
02/2017	0.0357	-0.0202	-0.0168	0.0004	0.0012498	0.0202682	0.0368519	0.0002604	0.0323169	-0.0065512	-0.0145296	-0.0042775
03/2017	0.0017	0.0114	-0.0332	0.0003	0.0099263	0.0272704	0.0170094	0.0114927	0.0242413	0.0157318	0.0056056	0.0172675
04/2017	0.0109	0.0072	-0.0210	0.0005	0.0141129	0.0389733	0.0284572	-0.0197036	0.0354233	0.0188790	-0.0011400	-0.0012420
05/2017	0.0106	-0.0252	-0.0378	0.0006	0.0063749	-0.0231795	0.0092664	0.0337441	0.0029604	0.0079188	0.0207999	-0.0215553
06/2017	0.0078	0.0223	0.0148	0.0006	0.0205543	0.0406133	0.0582266	0.0085244	0.0265339	-0.0065832	0.0111572	0.0231317
07/2017	0.0187	-0.0146	-0.0024	0.0007	0.0029176	0.0207359	0.0235162	-0.0125784	-0.0004485	0.0340870	0.0066946	0.0419876
08/2017	0.0016	-0.0167	-0.0209	0.0009	0.0201494	-0.0029523	-0.0004461	0.0630411	0.0236176	-0.0232294	-0.0078509	-0.0336989
09/2017	0.0251	0.0446	0.0312	0.0009	0.0235642	0.0460639	0.0328049	0.0072883	0.0167932	-0.0003856	0.0005011	-0.0074848
10/2017	0.0225	-0.0193	0.0021	0.0009	0.0305657	0.0197173	-0.0038892	0.0294120	0.0068934	0.0074322	0.0256506	0.0035634
11/2017	0.0312	-0.0058	-0.0008	0.0008	0.0121282	0.0060311	0.0376155	-0.0039851	0.0134885	0.0181257	-0.0012327	0.0210570
12/2017	0.0106	-0.0132	0.0005	0.0009	0.0563590	0.0875705	0.0829796	0.0255804	0.0502063	-0.0325552	-0.0302432	0.0323494
01/2018	0.0557	-0.0315	-0.0133	0.0012	-0.0363606	-0.0129278	-0.0589850	-0.0384369	-0.0483477	-0.0304144	-0.0665732	-0.0207599
02/2018	-0.0365	0.0023	-0.0107	0.0011	-0.0274105	-0.0407882	0.0054145	0.0121755	-0.0083961	0.0285961	0.0377195	0.0063200
03/2018	-0.0235	0.0405	-0.0023	0.0011	0.0051682	0.0050582	-0.0281691	0.0098137	0.0152123	-0.0208812	0.0022524	-0.0095397
04/2018	0.0028	0.0114	0.0054	0.0014	0.0243090	0.0567292	-0.0262147	0.0616356	-0.0189425	0.0200442	0.0337124	-0.0119592
05/2018	0.0265	0.0526	-0.0318	0.0014	0.0057510	0.0114505	-0.0454569	0.0061437	-0.0158411	0.0064577	0.0405946	-0.0361494
06/2018	0.0048	0.0115	-0.0233	0.0014	0.0370464	0.0279641	0.0353105	0.0164904	0.0285204	-0.0143686	0.0083148	-0.0224189
07/2018	0.0319	-0.0223	0.0047	0.0016	0.0319198	0.0578067	-0.0376728	0.0431061	-0.0223577	0.0131204	0.0237539	-0.0213811
08/2018	0.0344	0.0113	-0.0398	0.0016	0.0059458	-0.0028165	-0.0057911	-0.0232500	0.0096525	-0.0286431	-0.0285341	-0.0066073
09/2018	0.0006	-0.0228	-0.0169	0.0015	-0.0691045	-0.0859573	-0.0876051	-0.1098784	-0.0813356	-0.0293055	-0.0238690	0.0211955
10/2018	-0.0768	-0.0477	0.0344	0.0019	0.0185493	-0.0026498	0.0490298	0.0172631	0.0049632	0.0178723	0.0469849	0.0033869
11/2018	0.0169	-0.0068	0.0028	0.0018	-0.0880486	-0.0866072	-0.0348888	-0.1197214	-0.0534975	0.0585352	-0.0782228	0.0494201
12/2018	-0.0957	-0.0237	-0.0185	0.0020	0.0800657	0.0901077	0.1034305	0.1132190	0.0663491	0.0037856	0.1147587	0.0288660
01/2019	0.0840	0.0289	-0.0046	0.0021	0.0324161	0.0299119	-0.0153132	0.0517911	0.0253667	-0.0137639	0.0073019	-0.0060922
02/2019	0.0340	0.0205	-0.0267	0.0018	0.0181003	0.0392459	0.0113102	-0.0209330	0.0091802	0.0557167	0.0417091	-0.0159690
03/2019	0.0110	-0.0303	-0.0410	0.0019	0.0408523	0.0549927	0.0235320	0.0339668	0.0292938	-0.0199110	-0.0004597	-0.0066388
04/2019	0.0397	-0.0174	0.0214	0.0021	-0.0637710	-0.0822517	-0.0732985	-0.0785266	-0.0503295	0.0683926	-0.0014942	0.0175743
05/2019	-0.0694	-0.0131	-0.0235	0.0021	0.0695862	0.0759004	0.0620777	0.0698489	0.0591166	0.0095011	0.0127906	0.0800291
06/2019	0.0693	0.0027	-0.0072	0.0018	0.0151195	0.0233480	-0.0265675	0.0068166	-0.0194737	0.0025648	0.0238233	0.0000751
07/2019	0.0119	-0.0193	0.0047	0.0019	-0.0167432	-0.0189954	-0.0378260	-0.0493103	-0.0192397	0.1104921	0.0343439	0.0791231
08/2019	-0.0258	-0.0237	-0.0477	0.0016	0.0194578	0.0091790	0.0169196	0.0203707	0.0316405	-0.0267994	0.0189003	-0.0339479
09/2019	0.0143	-0.0097	0.0674	0.0018	0.0221045	0.0438007	0.0418400	0.0271574	0.0338905	-0.0111318	0.0076974	0.0256355
10/2019	0.0206	0.0029	-0.0192	0.0016	0.0361984	0.0406940	-0.0009394	0.0406564	0.0112727	-0.0040718	-0.0112458	-0.0320859
11/2019	0.0387	0.0079	-0.0200	0.0012	0.0290554	0.0388637	0.0773027	0.0278651	0.0299541	-0.0319748	0.0085756	0.0365588
12/2019	0.0277	0.0073	0.0177	0.0014	-0.0004038	0.0303844	-0.0615110	-0.0310254	-0.0282259	0.0769117	0.0160079	0.0449966
01/2020	-0.0011	-0.0311	-0.0623	0.0013	-0.0791658	-0.0605744	-0.0377582	-0.0884571	-0.0776527	0.0662649	-0.0758171	-0.0063617
02/2020	-0.0813	0.0107	-0.0379	0.0012	-0.1248712	-0.0728585	-0.1577000	-0.2147709	-0.1410668	0.0637665	-0.1963242	-0.0022240
03/2020	-0.1339	-0.0486	-0.1395	0.0013	0.1269833	0.1497376	0.0735424	0.1384764	0.0581743	0.0121900	0.0931437	0.0726106
04/2020	0.1365	0.0247	-0.0126	0.0000	0.0476453	0.0660087	0.0297489	0.0659196	0.0542691	-0.0176195	0.0180144	0.0258816
05/2020	0.0558	0.0247	-0.0489	0.0001	0.0177347	0.0628668	0.0660491	0.0342994	0.0351118	0.0033661	0.0247161	0.0273770
06/2020	0.0246	0.0270	-0.0217	0.0001	0.0588923	0.0734651	0.0825205	0.0291939	0.0193856	0.0443517	0.0412386	0.1079046
07/2020	0.0577	-0.0232	-0.0137	0.0001	0.0697966	0.1094474	0.0288752	0.0547640	0.0472201	-0.0504657	0.0023153	-0.0032357
08/2020	0.0763	-0.0022	-0.0296	0.0001	-0.0374437	-0.0577863	-0.0101033	-0.0326131	-0.0204679	0.0077346	-0.0234139	-0.0417140
09/2020	-0.0363	0.0004	-0.0268	0.0001	-0.0249336	-0.0304491	0.0140622	0.0220308	-0.0355067	-0.0338522	-0.0291834	-0.0051942
10/2020	-0.0210	0.0437	0.0422	0.0001	0.1087768	0.1122578	0.0899127	0.1824417	0.1426945	0.0166390	0.0857955	-0.0540863
11/2020	0.1247	0.0581	0.0213	0.0001	0.0370485	0.0490243	0.0712945	0.0864646	0.0501538	-0.0122764	0.0250340	0.0701386
12/2020	0.0463	0.0489	-0.0150	0.0001	-0.0101904	0.0026136	0.0317400	0.0484544	-0.0078125	-0.0363282	-0.0043200	-0.0322382
01/2021	-0.0003	0.0734	0.0297	0.0001	0.0278054	-0.0013351	0.0078785	0.0620258	0.0223791	-0.0573293	0.0242730	-0.0625688
02/2021	0.0278	0.0206	0.0717	0.0000	0.0453993	0.0171677	-0.0072585	0.0139504	0.0251316	-0.0524529	0.0577406	-0.0114331
03/2021	0.0308	-0.0237	0.0739	0.0000	0.0529104	0.0590981	0.0119985	0.0178781	0.0295239	0.0249513	0.0788558	0.0356339
04/2021	0.0493	-0.0320	-0.0095	0.0000	0.0065661	-0.0120122	0.0164876	0.0027123	0.0348228	0.0000217	0.0100817	0.0767838
05/2021	0.0029	-0.0025	0.0709	0.0000	0.0224274	0.0626214	0.0095041	0.0186899	-0.0107801	0.0441910	0.0225841	-0.0714766
06/2021	0.0275	0.0170	-0.0783	0.0000	0.0244126	0.0286091	-0.0643700	-0.0362733	0.0077332	0.0371663	0.0468902	0.0252974
07/2021	0.0127	-0.0399	-0.0178	0.0000	0.0297598	0.0421870	0.0156977	0.0220312	0.0144672	-0.0034017	0.0193966	-0.0007655
08/2021	0.0291	-0.0043	-0.0015	0.0000	-0.0466055	-0.0568315	-0.0387331	-0.0288036	-0.0326139	-0.0290700	-0.0562687	-0.0322353
09/2021	-0.0437	0.0072	0.0509	0.0000	0.0701634	0.0786399	0.0107186	0.0425143	0.0317907	0.0246503	0.0727610	0.0147972
10/2021	0.0665	-0.0234	-0.0049	0.0000	-0.0080348	0.0199685	-0.0408485	-0.0433237	-0.0453473	0.0277146	-0.0241260	-0.0069007
11/2021	-0.0155	-0.0132	-0.0045	0.0000	0.0462477	0.0115234	0.0150708	0.0227149	0.0439094	-0.0201376	0.0946916	0.0329910
12/2021	0.0310	-0.0165	0.0326	0.0001	-0.0527412	-0.0874701	-0.0002048	-0.0953472	-0.0363497	-0.0391394	-0.0823143	-0.0167876
01/2022	-0.0625	-0.0593	0.1275	0.0000	-0.0295170	-0.0447598	-0.0432023	0.0103359	-0.0342919	-0.0163299	-0.0458811	0.0612173
02/2022	-0.0229	0.0221	0.0308	0.0000	0.0375904	0.0466789	-0.0338112	0.0115752	0.0051898	-0.0544438	0.0686461	0.0127256
03/2022	0.0305	-0.0160	-0.0180	0.0001	-0.0877691	-0.1359574	-0.0613510	-0.0989916	-0.0673914	-0.0942385	-0.0413048	-0.0207030
04/2022	-0.0946	-0.0140	0.0617	0.0001	0.0022574	-0.0158659	0.0061349	0.0019465	0.0199594	-0.0225332	-0.0444337	-0.0326155
05/2022	-0.0034	-0.0183	0.0839	0.0003	-0.0824605	-0.0890789	-0.0515766	-0.0836635	-0.0876664	-0.0127456	-0.0689109	-0.0156597
06/2022	-0.0843	0.0210	-0.0598	0.0006	0.0920874	0.1255174	-0.0034913	0.1056330	0.0516882	0.0243102	0.0886061	-0.0258815
07/2022	0.0957	0.0280	-0.0410	0.0008	-0.0408020	-0.0513219	-0.0132633	-0.0200268	-0.0611686	-0.0455310	-0.0586237	-0.0294333
08/2022	-0.0377	0.0137	0.0030	0.0019	-0.0924458	-0.1053553	-0.1153943	-0.0966044	-0.0922205	-0.0823510	-0.1271344	-0.0288818
09/2022	-0.0935	-0.0079	0.0006	0.0019	0.0812755	0.0399984	-0.0197822	0.1116299	0.0589181	-0.0596441	0.0315648	-0.0178444
10/2022	0.0783	0.0009	0.0805	0.0023	0.0555916	0.0554416	0.1558936	0.0220367	0.1316809	0.0715105	0.0616740	0.0849187
11/2022	0.0460	-0.0340	0.0138	0.0029	-0.0576282	-0.0901367	-0.0263750	-0.0651412	-0.0181290	-0.0262004	-0.0473349	0.0293065
12/2022	-0.0641	-0.0068	0.0132	0.0033	0.0628874	0.1064292	0.0912928	0.0981875	0.0900365	0.0764363	0.0997743	0.0575926
01/2023	0.0665	0.0502	-0.0405	0.0035	-0.0251427	-0.0035978	-0.0756770	-0.0172341	-0.0307478	-0.0485055	-0.0596176	-0.0536760
02/2023	-0.0258	0.0121	-0.0078	0.0034	0.0370778	0.0949272	0.0321737	-0.0484734	0.0312905	0.0483935	-0.0193699	0.0791613
03/2023	0.0251	-0.0559	-0.0901	0.0036	0.0159749	0.0050790	-0.0083629	-0.0179372	0.0293626	0.0033835	0.0091872	0.0086235
04/2023	0.0061	-0.0334	-0.0003	0.0035	0.0046162	0.0788380	-0.0240225	-0.0081620	-0.0400707	-0.0301529	-0.0402660	-0.0134199
NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2947	-0.0204	-0.0454	0.0312	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.3539	0.0451	-0.0617	0.0356	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.1954	-0.3070	0.1167	0.0475	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.3123	-0.0517	-0.1154	0.0241	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.4511	0.0370	-0.1395	0.0107	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0939	0.0440	0.1111	0.0096	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.5705	0.4545	0.3239	0.0030	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0302	0.2515	-0.2767	0.0016	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.4496	0.1060	0.1023	0.0017	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.3207	0.1760	0.3455	0.0018	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.3496	-0.1414	-0.0409	0.0031	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2848	0.0928	-0.1202	-0.0002	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0270	0.0586	-0.1923	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0714	0.0076	-0.0085	0.0000	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.1053	-0.0404	0.1113	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1620	0.0496	0.1982	0.0027	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2796	0.3318	0.3871	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2097	0.1790	0.1592	0.0033	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.3838	0.2538	0.1080	0.0033	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0673	-0.0399	0.0311	0.0035	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0295	-0.0699	0.0987	0.0050	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0107	-0.0911	0.0374	0.0081	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1912	0.0375	-0.0425	0.0110	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2882	0.0108	0.2702	0.0120	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1922	-0.0522	-0.0567	0.0149	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1180	-0.0676	0.0331	0.0166	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0105	-0.0115	-0.0775	0.0182	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.4935	-0.0214	0.2605	0.0086	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2375	-0.0588	0.0482	0.0157	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0590	-0.0095	-0.0199	0.0246	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.1316	-0.0277	-0.0611	0.0314	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.4345	0.1450	0.1348	0.0154	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0976	0.0544	0.0170	0.0295	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0146	-0.0278	-0.0462	0.0266	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2481	0.0128	0.0542	0.0213	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.1290	-0.0829	0.0892	0.0273	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1784	-0.0618	0.1569	0.0312	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1254	-0.0082	0.0972	0.0354	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1052	0.2208	0.0711	0.0393	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.1351	0.0283	-0.0086	0.0476	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2449	0.5049	-0.0814	0.0421	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0879	0.2418	0.1856	0.0521	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.1754	-0.1399	-0.1005	0.0658	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0649	-0.1187	0.2152	0.0652	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1178	0.0598	-0.1130	0.0439	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1305	-0.1216	0.0180	0.0384	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.2618	-0.2351	0.1747	0.0693	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.3575	-0.0081	0.0996	0.0800	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.3244	0.1541	0.0914	0.0580	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2191	0.1467	0.2438	0.0508	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0826	0.2262	0.0746	0.0512	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0103	0.1442	0.0067	0.0718	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1309	0.2127	-0.0233	0.1038	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2213	0.0566	-0.2461	0.1124	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.1813	0.0711	0.2504	0.1471	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1066	0.0868	0.1329	0.1054	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1375	0.1400	0.2052	0.0880	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0605	-0.0822	0.1913	0.0985	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2491	0.0055	0.0129	0.0772	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1012	-0.0955	0.0934	0.0616	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0387	-0.1095	-0.0170	0.0547	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1155	0.0578	0.1499	0.0635	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2049	-0.1286	-0.0403	0.0837	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.1395	-0.1399	-0.1003	0.0781	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2918	0.1608	-0.1472	0.0560	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0623	0.0774	0.2449	0.0351	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0821	0.0637	0.1696	0.0290	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0410	-0.0046	-0.0089	0.0390	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.3122	-0.0975	0.0597	0.0560	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1596	-0.0445	0.0867	0.0521	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2596	-0.0775	0.1901	0.0526	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1946	-0.2526	-0.1047	0.0486	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2057	0.1534	-0.3165	0.0468	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.1760	-0.0460	0.4499	0.0589	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.1521	0.1813	0.1854	0.0383	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.2276	0.0440	0.0816	0.0165	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.3075	0.2678	0.0497	0.0102	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1072	0.0445	0.0763	0.0120	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0309	-0.0236	0.0941	0.0298	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1060	0.0009	0.1192	0.0480	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0104	-0.0736	-0.1728	0.0466	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.3834	0.0244	0.0100	0.0160	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2826	0.0918	-0.0965	0.0010	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1737	0.1419	-0.0522	0.0012	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0044	-0.0571	-0.0842	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1627	-0.0140	0.1000	0.0006	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.3520	0.0775	0.0260	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1171	-0.0786	-0.0145	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.0009	-0.0399	-0.0965	0.0002	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.1330	0.0666	0.2275	0.0020	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2151	-0.0497	-0.1351	0.0080	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.0695	-0.0321	-0.0973	0.0183	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2828	-0.0611	-0.1034	0.0215	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2366	0.1318	-0.4656	0.0045	NA	NA	NA	NA	NA	NA	NA	NA
NA	0.2356	-0.0389	0.2553	0.0004	NA	NA	NA	NA	NA	NA	NA	NA
NA	-0.2160	-0.0682	0.2581	0.0143	NA	NA	NA	NA	NA	NA	NA	NA
NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA

#Question 6: Based on CAPM model, compute covariance matrix for the 8-asset portfolio by using past 60-month returns from 2010/02 - 2015/01. #Construct data

#Construct portfolio_1 including 8 assets in the time range 
monthly_return <- monthly_return %>% mutate(Date= monthly_price_161$Index)
monthly_return

## # A tibble: 161 × 9
##        SPY      QQQ      EEM     IWM      EFA      TLT     IYR      GLD
##      <dbl>    <dbl>    <dbl>   <dbl>    <dbl>    <dbl>   <dbl>    <dbl>
##  1  0.0312  0.0460   0.0178   0.0448  0.00267 -0.00342  0.0546  0.0327 
##  2  0.0609  0.0771   0.0811   0.0823  0.0639  -0.0206   0.0975 -0.00439
##  3  0.0155  0.0224  -0.00166  0.0568 -0.0280   0.0332   0.0639  0.0588 
##  4 -0.0795 -0.0739  -0.0939  -0.0754 -0.112    0.0511  -0.0568  0.0305 
##  5 -0.0517 -0.0598  -0.0140  -0.0774 -0.0206   0.0580  -0.0467  0.0236 
##  6  0.0683  0.0726   0.109    0.0673  0.116   -0.00946  0.0940 -0.0509 
##  7 -0.0450 -0.0513  -0.0324  -0.0744 -0.0380   0.0839  -0.0130  0.0571 
##  8  0.0896  0.132    0.118    0.124   0.0997  -0.0252   0.0463  0.0478 
##  9  0.0382  0.0634   0.0302   0.0415  0.0381  -0.0447   0.0393  0.0368 
## 10  0      -0.00172 -0.0291   0.0349 -0.0482  -0.0169  -0.0158  0.0211 
## # ℹ 151 more rows
## # ℹ 1 more variable: Date <date>

portfolio_1 <- monthly_return %>% filter(Date>= "2010-02-26")
portfolio_1 <- portfolio_1 %>% filter(Date <="2015-01-30")
portfolio_1 <- portfolio_1[1:8]
portfolio_1 #60x8

## # A tibble: 60 × 8
##        SPY      QQQ      EEM     IWM     EFA      TLT     IYR      GLD
##      <dbl>    <dbl>    <dbl>   <dbl>   <dbl>    <dbl>   <dbl>    <dbl>
##  1  0.0609  0.0771   0.0811   0.0823  0.0639 -0.0206   0.0975 -0.00439
##  2  0.0155  0.0224  -0.00166  0.0568 -0.0280  0.0332   0.0639  0.0588 
##  3 -0.0795 -0.0739  -0.0939  -0.0754 -0.112   0.0511  -0.0568  0.0305 
##  4 -0.0517 -0.0598  -0.0140  -0.0774 -0.0206  0.0580  -0.0467  0.0236 
##  5  0.0683  0.0726   0.109    0.0673  0.116  -0.00946  0.0940 -0.0509 
##  6 -0.0450 -0.0513  -0.0324  -0.0744 -0.0380  0.0839  -0.0130  0.0571 
##  7  0.0896  0.132    0.118    0.124   0.0997 -0.0252   0.0463  0.0478 
##  8  0.0382  0.0634   0.0302   0.0415  0.0381 -0.0447   0.0393  0.0368 
##  9  0      -0.00172 -0.0291   0.0349 -0.0482 -0.0169  -0.0158  0.0211 
## 10  0.0669  0.0476   0.0728   0.0803  0.0831 -0.0370   0.0457  0.0244 
## # ℹ 50 more rows

#Construct market data 
market <- read_csv("F-F_Research_Data_Factors.CSV")

## New names:
## • `` -> `...1`

## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
##   dat <- vroom(...)
##   problems(dat)

## Rows: 1261 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): ...1
## dbl (4): Mkt-RF, SMB, HML, RF
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

market$...1 <- format(as.Date(paste(market$...1,"01",sep=""),"%Y%m%d"))
market$...1 <- as.Date(market$...1)
market <- market %>% filter(...1>="2010-02-01") %>% filter(...1<="2015-01-01")
market <- market %>% select(`Mkt-RF`)
colnames(market)<- "Market"
market <- market %>% mutate(Market = Market/100)
market #60x1

## # A tibble: 60 × 1
##     Market
##      <dbl>
##  1  0.034 
##  2  0.0631
##  3  0.02  
##  4 -0.0789
##  5 -0.0557
##  6  0.0693
##  7 -0.0477
##  8  0.0954
##  9  0.0388
## 10  0.006 
## # ℹ 50 more rows

#Compute covariance matrix We have the single index model: Ri = a + B*X + ei where Ri is the stock return a is the expected excess return B is the sensitivity of the stock to the market X is the market excess return (Rm-rf) ei is the firm specific surprise Our goal is to find covariance matrix of return. To achieve the goal, we will define the beta (B) and the covarience of ei

#According to the formula in the class, we define Y= BX while Y is the portfolio_return matrix (60x8 - 8 assets in 60 months), B is the matrix that consists of a in the first column and B in the second column:
one_60 <- rep(1,60)
X <- as.matrix(cbind(one_60, market)) # 60x2
Y <- as.matrix(portfolio_1) # 60x8

#We calculate the b_hat:
b_hat = solve(t(X)%*%X)%*%t(X) %*% Y #2x8 : first row- alpha, second row - beta

#The e_hat is equal the difference between actual return and return derived from the formula:
E_hat = Y - X %*% b_hat #60x8

# Excluding constant term and keep only beta in b_hat
b_hat = as.matrix(b_hat[-1,])

#Calculate the covariance of ei and put them in diagonal matrix
diagD_hat = diag(t(E_hat) %*% E_hat)/(60-2) 
diag(diagD_hat) 

##             [,1]        [,2]       [,3]        [,4]        [,5]        [,6]
## [1,] 0.001420035 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
## [2,] 0.000000000 0.001827604 0.00000000 0.000000000 0.000000000 0.000000000
## [3,] 0.000000000 0.000000000 0.00328429 0.000000000 0.000000000 0.000000000
## [4,] 0.000000000 0.000000000 0.00000000 0.002702398 0.000000000 0.000000000
## [5,] 0.000000000 0.000000000 0.00000000 0.000000000 0.002370256 0.000000000
## [6,] 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000 0.001700714
## [7,] 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
## [8,] 0.000000000 0.000000000 0.00000000 0.000000000 0.000000000 0.000000000
##            [,7]       [,8]
## [1,] 0.00000000 0.00000000
## [2,] 0.00000000 0.00000000
## [3,] 0.00000000 0.00000000
## [4,] 0.00000000 0.00000000
## [5,] 0.00000000 0.00000000
## [6,] 0.00000000 0.00000000
## [7,] 0.00202267 0.00000000
## [8,] 0.00000000 0.00299309

# Covariance matrix by single factor model 
cov_sfm_1 <- as.numeric(var(portfolio_1))*b_hat%*%t(b_hat) + diag(diagD_hat)  #8x8
cov_sfm_1

##               SPY           QQQ           EEM           IWM           EFA
## SPY  1.444662e-03  3.789226e-05  7.125576e-05  4.790061e-05  6.473640e-05
## QQQ  3.789226e-05  1.896030e-03  1.089750e-04  7.272760e-05  9.980501e-05
## EEM  7.125576e-05  1.089750e-04  3.606989e-03  1.457935e-04  2.323391e-04
## IWM  4.790061e-05  7.272760e-05  1.457935e-04  2.812213e-03  1.214346e-04
## EFA  6.473640e-05  9.980501e-05  2.323391e-04  1.214346e-04  2.591646e-03
## TLT -1.988954e-05 -2.931215e-05 -5.587318e-05 -4.048925e-05 -5.182340e-05
## IYR  2.317136e-05  3.435846e-05  8.254140e-05  4.764517e-05  6.902636e-05
## GLD  1.391223e-06  4.556259e-06  1.883981e-05  6.983671e-06  7.984225e-06
##               TLT           IYR          GLD
## SPY -1.988954e-05  2.317136e-05 1.391223e-06
## QQQ -2.931215e-05  3.435846e-05 4.556259e-06
## EEM -5.587318e-05  8.254140e-05 1.883981e-05
## IWM -4.048925e-05  4.764517e-05 6.983671e-06
## EFA -5.182340e-05  6.902636e-05 7.984225e-06
## TLT  1.736525e-03 -7.231574e-06 2.964244e-06
## IYR -7.231574e-06  2.069496e-03 6.012433e-06
## GLD  2.964244e-06  6.012433e-06 3.008991e-03

#Question 7: Based on FF 3-factor model, compute covariance matrix for the 8-asset portfolio by using past 60-month returns from 2010/02 - 2015/01. Construct data

#Construct FF 3-factor data 
FF <-read_csv("F-F_Research_Data_Factors.CSV")

## New names:
## • `` -> `...1`

## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
##   dat <- vroom(...)
##   problems(dat)

## Rows: 1261 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): ...1
## dbl (4): Mkt-RF, SMB, HML, RF
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

FF$...1 <- format(as.Date(paste(FF$...1,"01",sep=""),"%Y%m%d"))
FF$...1 <- as.Date(FF$...1)
FF <- FF %>% filter(...1>="2010-02-01") %>% filter(...1<="2015-01-01")
FF <- FF %>% select(`Mkt-RF`,`SMB`,`HML`)
colnames(FF)<- c("Market","SMB","HML")
FF <- FF %>% mutate(Market = Market/100) %>% mutate(SMB= SMB/100) %>% mutate(HML= HML/100)
FF #60x3

## # A tibble: 60 × 3
##     Market     SMB     HML
##      <dbl>   <dbl>   <dbl>
##  1  0.034   0.0119  0.0323
##  2  0.0631  0.0148  0.0221
##  3  0.02    0.0487  0.0289
##  4 -0.0789  0.0009 -0.0244
##  5 -0.0557 -0.0182 -0.047 
##  6  0.0693  0.0022 -0.0033
##  7 -0.0477 -0.0298 -0.0193
##  8  0.0954  0.0397 -0.0318
##  9  0.0388  0.0119 -0.0251
## 10  0.006   0.0374 -0.0092
## # ℹ 50 more rows

#Compute covariance matrix

#According to the formula in the class, we define Y= BX while Y is the portfolio_return matrix (60x8 - 8 assets in 60 months), B is the matrix that consists of a in the first column and B in the second column:
one_60 <- rep(1,60)
X_3 <- as.matrix(cbind(one_60, FF)) # 60x4
Y_3 <- as.matrix(portfolio_1) # 60x8

#We calculate the b_hat:
b_hat_3 = solve(t(X_3)%*%X_3)%*%t(X_3) %*% Y_3 #4x8 : first row- alpha, other rows - beta

#The e_hat is equal the difference between actual return and return derived from the formula:
E_hat_3 = Y_3 - X_3 %*% b_hat_3 #60x8

# Excluding constant term and keep only beta in b_hat
b_hat_3 = as.matrix(b_hat_3[-1,])

#Calculate the covariance of ei and put them in diagonal matrix
diagD_hat_3 = diag(t(E_hat_3) %*% E_hat_3)/(60-4) 
diag(diagD_hat_3) 

##             [,1]        [,2]        [,3]        [,4]        [,5]        [,6]
## [1,] 0.001445373 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000
## [2,] 0.000000000 0.001840183 0.000000000 0.000000000 0.000000000 0.000000000
## [3,] 0.000000000 0.000000000 0.003377802 0.000000000 0.000000000 0.000000000
## [4,] 0.000000000 0.000000000 0.000000000 0.002732418 0.000000000 0.000000000
## [5,] 0.000000000 0.000000000 0.000000000 0.000000000 0.002432891 0.000000000
## [6,] 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.001759101
## [7,] 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000
## [8,] 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000
##            [,7]        [,8]
## [1,] 0.00000000 0.000000000
## [2,] 0.00000000 0.000000000
## [3,] 0.00000000 0.000000000
## [4,] 0.00000000 0.000000000
## [5,] 0.00000000 0.000000000
## [6,] 0.00000000 0.000000000
## [7,] 0.00208667 0.000000000
## [8,] 0.00000000 0.003029353

# Covariance matrix by single factor model 
cov_sfm_3 <- t(b_hat_3)%*%as.matrix(var(FF))%*%b_hat_3 + diag(diagD_hat_3)  #8x8
cov_sfm_3

##               SPY           QQQ          EEM           IWM          EFA
## SPY  1.495855e-03  7.323566e-05 5.956914e-05  7.864549e-05 5.620472e-05
## QQQ  7.323566e-05  1.946493e-03 8.820251e-05  1.137193e-04 8.326355e-05
## EEM  5.956914e-05  8.820251e-05 3.546164e-03  8.394184e-05 1.628979e-04
## IWM  7.864549e-05  1.137193e-04 8.394184e-05  2.857120e-03 7.903660e-05
## EFA  5.620472e-05  8.326355e-05 1.628979e-04  7.903660e-05 2.590602e-03
## TLT  2.665018e-05  3.862470e-05 6.193228e-05  4.261187e-05 6.025263e-05
## IYR  2.692572e-05  3.873508e-05 5.932806e-05  4.484025e-05 5.789832e-05
## GLD -2.377046e-05 -3.335765e-05 4.964206e-05 -4.218662e-05 5.031449e-05
##              TLT          IYR           GLD
## SPY 2.665018e-05 2.692572e-05 -2.377046e-05
## QQQ 3.862470e-05 3.873508e-05 -3.335765e-05
## EEM 6.193228e-05 5.932806e-05  4.964206e-05
## IWM 4.261187e-05 4.484025e-05 -4.218662e-05
## EFA 6.025263e-05 5.789832e-05  5.031449e-05
## TLT 1.793374e-03 3.778607e-05  1.679827e-05
## IYR 3.778607e-05 2.129764e-03  1.642018e-05
## GLD 1.679827e-05 1.642018e-05  3.104610e-03

#Question 9: Using SIT package to backtest the performance of GMV (global minimum variance) portfolios based on CAPM model and Fama-French three-factor model.

install.packages("ggplot2")

## Installing package into '/cloud/lib/x86_64-pc-linux-gnu-library/4.3'
## (as 'lib' is unspecified)

library(ggplot2)

library(matlib)

## Warning in rgl.init(initValue, onlyNULL): RGL: unable to open X11 display

## Warning: 'rgl.init' failed, running with 'rgl.useNULL = TRUE'.

library(tibble)
library(tidyverse)

## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats 1.0.0     ✔ tidyr   1.3.0
## ✔ stringr 1.5.0     
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter()          masks stats::filter()
## ✖ dplyr::first()           masks xts::first()
## ✖ kableExtra::group_rows() masks dplyr::group_rows()
## ✖ dplyr::lag()             masks stats::lag()
## ✖ dplyr::last()            masks xts::last()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

GMVP_market <- function(n){
one_6 <- rep(1,6)
X_backtest_1 <- as.matrix(cbind(one_6, market[n:(n+5),])) # 6x2
Y_backtest_1 <- as.matrix(portfolio_1[n:(n+5),]) # 6x8

#We calculate the b_hat:
b_hat_backtest_1 = solve(t(X_backtest_1)%*%X_backtest_1)%*%t(X_backtest_1) %*% Y_backtest_1 #2x8 : first row- alpha, second row - beta

#The e_hat is equal the difference between actual return and return derived from the formula:
E_hat_backtest_1 = Y_backtest_1 - X_backtest_1 %*% b_hat_backtest_1 #6x8

# Excluding constant term and keep only beta in b_hat
b_hat_backtest_1 = as.matrix(b_hat_backtest_1[-1,])

#Calculate the covariance of ei and put them in diagonal matrix
diagD_hat_backtest_1 = diag(t(E_hat_backtest_1) %*% E_hat_backtest_1)/(6-2) 
diag(diagD_hat_backtest_1) 

# Covariance matrix by single factor model 
cov_sfm_backtest_1 <- as.numeric(var(Y_backtest_1))*b_hat_backtest_1%*%t(b_hat_backtest_1) + diag(diagD_hat_backtest_1)  #8x8

#Create the 8x1 matrix with value = 1
one_8 <- rep(1,8)
one_8_1 <- matrix(one_8,ncol=1)

#According to the formula to calculate GMVP, we denote a_sfm_1 as the numerator and b_sfm_1 as the denominator
a_sfm_backtest_1 <- inv(cov_sfm_backtest_1)%*%one_8_1 # 8x8 x 8x1 = 8x1
b_sfm_backtest_1 <- t(one_8_1)%*%inv(cov_sfm_backtest_1)%*%one_8_1 # 1x8 x 8x8 x 8x1 = 1x1

#Calculate the GMVP
mvp_sfm_backtest_1 <- a_sfm_backtest_1/as.vector(b_sfm_backtest_1)
mvp_sfm_backtest_1 #8x1
return_backtest_1 <-  colMeans(monthly_return[(n+1):(n+6),][1:8]) %*%mvp_sfm_backtest_1 
}

GMVPreturn <- rep(1,55)
growth <- rep(1,55)
for(n in 1:55){
GMVPreturn[n] <- GMVP_market(n)
growth[n+1] <- growth[n]*(1+GMVPreturn[n])
}

return <- as_tibble(GMVPreturn)
return <- return %>% mutate(Date= monthly_return$Date[2:56]) %>% mutate(growth= growth[1:55])


ggplot(return) + geom_line(aes(x=Date,y=growth)) +
  ylab("Amount ($)") + xlab("Date") + 
  ggtitle("Backtesting of 1-factor model: Cumulative Return")+
  theme_minimal() +
  theme(axis.text.x=element_text(size=10),axis.text.y=element_text(size=10),
        axis.title.x=element_text(size=10),axis.title.y=element_text(size=10),
        title = element_text(size=10, face='bold'),
        legend.text = element_text(size=10))

ggplot(return) + geom_line(aes(x=Date,y=value)) +
  ylab("Profit (in digit)") + xlab("Date") + 
  ggtitle("Backtesting of 1-factor model: Return")+
  theme_minimal() +
  theme(axis.text.x=element_text(size=10),axis.text.y=element_text(size=10),
        axis.title.x=element_text(size=10),axis.title.y=element_text(size=10),
        title = element_text(size=10, face='bold'),
        legend.text = element_text(size=10))

GMVP_FF <- function(n){
one_6 <- rep(1,6)
X_backtest_3<- as.matrix(cbind(one_6, FF[n:(n+5),])) # 60x4
Y_backtest_3 <- as.matrix(portfolio_1[n:(n+5),]) # 60x8

#We calculate the b_hat:
b_hat_backtest_3 = solve(t(X_backtest_3)%*%X_backtest_3)%*%t(X_backtest_3) %*% Y_backtest_3 #4x8 : first row- alpha, other rows - beta

#The e_hat is equal the difference between actual return and return derived from the formula:
E_hat_backtest_3 = Y_backtest_3 - X_backtest_3 %*% b_hat_backtest_3 #60x8

# Excluding constant term and keep only beta in b_hat
b_hat_backtest_3= as.matrix(b_hat_backtest_3[-1,])

#Calculate the covariance of ei and put them in diagonal matrix
diagD_hat_backtest_3 = diag(t(E_hat_backtest_3) %*% E_hat_backtest_3)/(60-4) 
diag(diagD_hat_backtest_3) 

# Covariance matrix by single factor model 
cov_sfm_backtest_3 <- t(b_hat_backtest_3)%*%as.matrix(var(FF[n:(n+5),]))%*%b_hat_backtest_3 + diag(diagD_hat_backtest_3)  #8x8

#Create the 8x1 matrix with value = 1
one_8 <- rep(1,8)
one_8_1 <- matrix(one_8,ncol=1)

#According to the formula to calculate GMVP, we denote a_sfm_3 as the numerator and b_sfm_3 as the denominator
a_sfm_backtest_3 <- inv(cov_sfm_backtest_3)%*%one_8_1 # 8x8 x 8x1 = 8x1
b_sfm_backtest_3 <- t(one_8_1)%*%inv(cov_sfm_backtest_3)%*%one_8_1 # 1x8 x 8x8 x 8x1 = 1x1

#Calculate the GMVP
mvp_sfm_backtest_3 <- a_sfm_backtest_3 /as.vector(b_sfm_backtest_3 )

return_backtest_3 <- colMeans(monthly_return[(n+1):(n+6),][1:8]) %*% mvp_sfm_backtest_3
}

GMVPreturn_3 <- rep(1,55)
growth_3 <- rep(1,55)
for(n in 1:55){
GMVPreturn_3[n] <- GMVP_FF(n)
growth_3[n+1] <- growth_3[n]*(1+GMVPreturn_3[n])
}

return_3 <- as_tibble(GMVPreturn_3)
return_3 <- return_3 %>% mutate(Date= monthly_return$Date[2:56]) %>% mutate(growth= growth_3[1:55])


ggplot(return_3) + geom_line(aes(x=Date,y=growth)) +
  ylab("Amount ($)") + xlab("Date") + 
  ggtitle("Backtesting of 3-factors model: Cumulative Return")+
  theme_minimal() +
  theme(axis.text.x=element_text(size=10),axis.text.y=element_text(size=10),
        axis.title.x=element_text(size=10),axis.title.y=element_text(size=10),
        title = element_text(size=10, face='bold'),
        legend.text = element_text(size=10))

ggplot(return_3) +  geom_line(aes(x=Date,y=value)) +
  ylab("Profit (in digit)") + xlab("Date") + 
  ggtitle("Backtesting of 3-factors model: Return")+
  theme_minimal() +
  theme(axis.text.x=element_text(size=10),axis.text.y=element_text(size=10),
        axis.title.x=element_text(size=10),axis.title.y=element_text(size=10),
        title = element_text(size=10, face='bold'),
        legend.text = element_text(size=10))