The MASTA algorithm is a semi-supervised learning method. The implementation has 2 steps. In Step I, longitudinal and follow_up_time will be used to extract features from estimated subject-specific intensity functions of individual encounters. In Step II, survival and follow_up_time will be used to train and evaluate risk prediction models with survival outcomes.
For the details of the data preparation, please see the vignette for it.
head(longitudinal)## code id time
## 1 1 4 1
## 2 1 4 1
## 3 1 4 1
## 4 1 4 2
## 5 1 5 4
## 6 1 5 4
table(longitudinal$code)##
## 1 2 3
## 168374 68242 21501
head(follow_up_time) ; ## id fu_time train_valid
## 1 1 49.41273 1
## 2 2 13.93018 1
## 3 3 12.55031 1
## 4 4 14.85010 1
## 5 5 80.65708 1
## 6 6 42.64476 1
nrow(follow_up_time) ;## [1] 21100
head(survival)## id event_ind event_time cov_1 cov_2 cov_3
## 1 1 1 9.36345 79 1 0
## 2 2 0 13.93018 81 0 0
## 3 3 0 12.55031 55 1 1
## 4 4 0 14.85010 72 1 0
## 5 5 0 80.65708 83 1 1
## 6 6 1 15.70431 47 1 0
nrow(survival)## [1] 1100
system.time(Z <- fpca.combine(longitudinal, follow_up_time, K.select = "PropVar"))## user system elapsed
## 45.166 1.753 46.966Using the object derived from fpca.combine and the two data files (`survival’
system.time(b <- masta.fit(Z, survival, follow_up_time, Tend=1, cov_group = NULL, thresh = 0.7, PCAthresh = 0.9, seed = 100))## user system elapsed
## 38.523 0.122 38.657
b## $nparm4Bspline
## [1] 11
##
## $bgbbest
## bgbm.init AIC BIC AIC.Orig BIC.Orig
## [1,] -7.0919892 -7.93866191 -7.93864878 -7.93864878 -7.93864878 -7.93864878
## [2,] 3.2663788 3.00298950 3.00297545 3.00297545 3.00297545 3.00297545
## [3,] 2.7901939 3.49100519 3.49101880 3.49101880 3.49101880 3.49101880
## [4,] 3.4321682 3.75652310 3.75654248 3.75654248 3.75654248 3.75654248
## [5,] 2.4851896 3.36728411 3.36729735 3.36729735 3.36729735 3.36729735
## [6,] 3.5098304 4.54347800 4.54348939 4.54348939 4.54348939 4.54348939
## [7,] 2.8865907 4.17447889 4.17447266 4.17447266 4.17447266 4.17447266
## [8,] 2.4849403 4.18433949 4.18437598 4.18437598 4.18437598 4.18437598
## [9,] 2.8484371 4.84125387 4.84124938 4.84124938 4.84124938 4.84124938
## [10,] 2.0948588 4.27140378 4.27140922 4.27140922 4.27140922 4.27140922
## [11,] 0.3822943 4.32289867 4.32290964 4.32290964 4.32290964 4.32290964
## [12,] 0.0000000 0.06073605 0.06073344 0.06073344 0.06073344 0.06073344
## [13,] 0.0000000 -0.38412497 -0.38412729 -0.38412729 -0.38412729 -0.38412729
## [14,] 0.0000000 -0.45844366 -0.45845130 -0.45845130 -0.45845130 -0.45845130
## [15,] 0.0000000 0.57644387 0.57646413 0.57646413 0.57646413 0.57646413
## [16,] 0.0000000 -0.30632066 -0.30633949 -0.30633949 -0.30633949 -0.30633949
## [17,] 0.0000000 0.12090422 0.12090954 0.12090954 0.12090954 0.12090954
## [18,] 0.0000000 -0.74779733 -0.74782133 -0.74782133 -0.74782133 -0.74782133
## [19,] 0.0000000 0.63013583 0.63013153 0.63013153 0.63013153 0.63013153
## [20,] 0.0000000 0.29794861 0.29793243 0.29793243 0.29793243 0.29793243
## [21,] 0.0000000 -0.06430021 -0.06430481 -0.06430481 -0.06430481 -0.06430481
## [22,] 0.0000000 -0.39883311 -0.39878549 -0.39878549 -0.39878549 -0.39878549
## [23,] 0.0000000 0.55724631 0.55726791 0.55726791 0.55726791 0.55726791
## [24,] 0.0000000 0.28398903 0.28401926 0.28401926 0.28401926 0.28401926
##
## $gamma_est
## [1] -7.0919892 3.2663788 2.7901939 3.4321682 2.4851896 3.5098304
## [7] 2.8865907 2.4849403 2.8484371 2.0948588 0.3822943
##
## $beta_est
## [1] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [7] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [13] 0.00000000 -7.93866191 3.00298950 3.49100519 3.75652310 3.36728411
## [19] 4.54347800 4.17447889 4.18433949 4.84125387 4.27140378 4.32289867
## [25] 0.06073605 -0.38412497 -0.45844366 0.57644387 -0.30632066 0.12090422
## [31] -0.74779733 0.63013583 0.29794861 -0.06430021 -0.39883311 0.55724631
## [37] 0.28398903 -7.93864878 3.00297545 3.49101880 3.75654248 3.36729735
## [43] 4.54348939 4.17447266 4.18437598 4.84124938 4.27140922 4.32290964
## [49] 0.06073344 -0.38412729 -0.45845130 0.57646413 -0.30633949 0.12090954
## [55] -0.74782133 0.63013153 0.29793243 -0.06430481 -0.39878549 0.55726791
## [61] 0.28401926 -7.93864878 3.00297545 3.49101880 3.75654248 3.36729735
## [67] 4.54348939 4.17447266 4.18437598 4.84124938 4.27140922 4.32290964
## [73] 0.06073344 -0.38412729 -0.45845130 0.57646413 -0.30633949 0.12090954
## [79] -0.74782133 0.63013153 0.29793243 -0.06430481 -0.39878549 0.55726791
## [85] 0.28401926 -7.93864878 3.00297545 3.49101880 3.75654248 3.36729735
## [91] 4.54348939 4.17447266 4.18437598 4.84124938 4.27140922 4.32290964
## [97] 0.06073344 -0.38412729 -0.45845130 0.57646413 -0.30633949 0.12090954
## [103] -0.74782133 0.63013153 0.29793243 -0.06430481 -0.39878549 0.55726791
## [109] 0.28401926 -7.93864878 3.00297545 3.49101880 3.75654248 3.36729735
## [115] 4.54348939 4.17447266 4.18437598 4.84124938 4.27140922 4.32290964
## [121] 0.06073344 -0.38412729 -0.45845130 0.57646413 -0.30633949 0.12090954
## [127] -0.74782133 0.63013153 0.29793243 -0.06430481 -0.39878549 0.55726791
## [133] 0.28401926
##
## $PCAobjs
## $PCAobjs[[1]]
## Standard deviations (1, .., p=5):
## [1] 1.6976453 1.0596194 0.7231580 0.6197146 0.2969907
##
## Rotation (n x k) = (5 x 5):
## PC1 PC2 PC3 PC4 PC5
## X1stCode1 -0.4245631 0.42521421 -0.4820621 -0.63718381 -0.02349418
## Pk1 -0.5249211 -0.22812908 -0.3034508 0.40326859 0.64630253
## ChP1 -0.5555688 -0.07897402 -0.0436833 0.37763862 -0.73524639
## X1stScore1 -0.3177734 -0.68160366 0.3848523 -0.53486196 0.01574682
## logN1 0.3668343 -0.54436160 -0.7249236 -0.05179768 -0.20225194
##
## $PCAobjs[[2]]
## Standard deviations (1, .., p=5):
## [1] 1.4349568 1.3383306 0.7726180 0.6642638 0.3340437
##
## Rotation (n x k) = (5 x 5):
## PC1 PC2 PC3 PC4 PC5
## X1stCode2 -0.411074645 0.37627513 -0.7865873 0.2537500 -0.07953666
## Pk2 -0.640361739 -0.19355939 0.2115296 0.1252156 0.70146125
## ChP2 -0.648550142 -0.03603056 0.3024509 -0.2622767 -0.64638911
## X1stScore2 -0.017549617 -0.62203069 -0.4907956 -0.6059670 0.06850890
## logN2 0.005404021 -0.65782323 -0.0646440 0.6956629 -0.28127155
##
## $PCAobjs[[3]]
## Standard deviations (1, .., p=2):
## [1] 1.0925566 0.8979533
##
## Rotation (n x k) = (2 x 2):
## PC1 PC2
## X1stCode3 -0.7071068 0.7071068
## logN3 0.7071068 0.7071068
##
##
## $GX_trian
## [1] 0.89775068 0.80697552 0.84430523 0.78480560 0.23378955 0.76846551
## [7] 0.81290435 0.69452892 0.94430949 0.92321778 0.93908571 0.15307649
## [13] 0.77052023 0.80099272 0.75607637 0.19760783 0.81093128 0.87127391
## [19] 0.86552925 0.30797710 0.35631352 0.70963503 0.67704193 0.15864291
## [25] 0.54537277 0.51106027 0.57644126 0.89026132 0.90146808 0.69017451
## [31] 0.77256949 0.47890235 0.82669206 0.74985619 0.83258767 0.76433950
## [37] 0.55497246 0.71176607 0.95634732 0.95292870 0.57406907 0.44385900
## [43] 0.91966691 0.55258034 0.70749758 0.72242125 0.62753331 0.46643094
## [49] 0.94257999 0.52829613 0.83845097 0.78886150 0.73938898 0.81685049
## [55] 0.99666667 0.70318349 0.66817662 0.86935903 0.21430709 0.92853381
## [61] 0.63209719 0.49130915 0.35103480 0.20595746 0.68799730 0.96479863
## [67] 0.21152388 0.95634732 0.16142612 0.88837117 0.94257999 0.86169098
## [73] 0.81881880 0.99499721 0.95292870 0.80300022 0.93558166 0.09718665
## [79] 0.80697552 0.78683878 0.44132266 0.62753331 0.77869023 0.13359403
## [85] 0.59754342 0.11689477 0.16420933 0.65473820 0.89401780 0.66370721
## [91] 0.80300022 0.87890426 0.85207799 0.17255895 0.96817796 0.18925821
## [97] 0.88079845 0.80099272 0.17534216 0.87890426 0.45141101 0.79897511
## [103] 0.91787069 0.97323226 0.78886150 0.91787069 0.83258767 0.95292870
## [109] 0.88269264 0.81487742 0.95464260 0.73516390 0.59521835 0.87509529
## [115] 0.09432822 0.98830815 0.95803997 0.80499278 0.58588159 0.11967798
## [121] 0.95464260 0.11132836 0.61146713 0.64117605 0.94083447 0.67041133
## [127] 0.85014145 0.77869023 0.80300022 0.72880186 0.77869023 0.87700598
## [133] 0.15029328 0.13637724 0.83845097 0.99666667 0.65922271 0.71602814
## [139] 0.94948852 0.91966691 0.85977185 0.99666667 0.93030245 0.75193913
## [145] 0.65922271 0.76640528 0.47640807 0.94948852 0.68799730 0.69452892
## [151] 0.86552925 0.84819604 0.22265671 0.21987350 0.58352865 0.82866037
## [157] 0.78683878 0.97323226 0.81881880 0.96986468 0.91061827 0.43878632
## [163] 0.83062402 0.54294889 0.20874067 0.98998042 0.67041133 0.67041133
## [169] 0.96817796 0.80099272 0.92144577 0.59054997 0.09146979 0.97658246
## [175] 0.33227722 0.89214747 0.98495795 0.26954560 0.28879886 0.73938898
## [181] 0.23378955 0.85014145 0.89214747 0.62981525 0.93908571 0.81093128
## [187] 0.27779699 0.95634732 0.08861135 0.80300022 0.62295277 0.82275543
## [193] 0.43117731 0.90696116 0.10854515 0.08861135 0.53807940 0.44890318
## [199] 0.57168704 0.92144577 0.41342295 0.91787069 0.56930501 0.36687096
## [205] 0.27504653 0.86169098 0.83649654 0.54294889 0.77256949 0.75193913
## [211] 0.92853381 0.79695239 0.85401014 0.08861135 0.39035325 0.61146713
## [217] 0.95120861 0.84235983 0.73092664 0.08861135 0.91787069 0.37740994
## [223] 0.61608197 0.84625064 0.69885620 0.46144237 0.87700598 0.44639534
## [229] 0.93382634 0.45893453 0.45642669 0.89588813 0.08861135 0.10576194
## [235] 0.16977574 0.57880372 0.94083447 0.52585032 0.77052023 0.73516390
## [241] 0.08861135 0.63664477 0.68580623 0.33495687 0.74985619 0.67263123
## [247] 0.67704193 0.29980072 0.94257999 0.46144237 0.35103480 0.91424990
## [253] 0.45391885 0.08861135 0.59754342 0.40067706 0.08861135 0.36423160
## [259] 0.67263123 0.56692298 0.24204095 0.95634732 0.08861135 0.81685049
## [265] 0.49130915 0.58821578 0.89026132 0.08861135 0.20039104 0.90330406
## [271] 0.77461332 0.87318460 0.93030245 0.16420933 0.08861135 0.76640528
## [277] 0.26129420 0.91966691 0.28329792 0.82866037 0.23654001 0.94430949
## [283] 0.70963503 0.89214747 0.25854374 0.68799730 0.63664477 0.58116619
## [289] 0.58588159 0.95464260 0.70749758 0.89214747 0.35103480 0.62066251
## [295] 0.08861135 0.91243950 0.32691791 0.85401014 0.49130915 0.58352865
## [301] 0.73516390 0.85014145 0.36951032 0.24479141 0.90146808 0.14751007
## [307] 0.71815918 0.37478904 0.31887894 0.37740994 0.50859138 0.73938898
## [313] 0.08861135 0.71389710 0.73092664 0.70534713 0.08861135 0.76846551
## [319] 0.37478904 0.64570733 0.55975671 0.29980072 0.57406907 0.57644126
## [325] 0.35367416 0.58588159 0.08861135 0.60915096 0.75401059 0.80499278
## [331] 0.79492966 0.08861135 0.08861135 0.66370721 0.25304281 0.85785272
## [337] 0.08861135 0.95972963 0.67483658 0.26679513 0.39810861 0.31887894
## [343] 0.60219356 0.52093583 0.40324550 0.88648102 0.91787069 0.91061827
## [349] 0.69452892 0.31342802 0.52093583 0.30797710 0.93206773 0.93206773
## [355] 0.19204142 0.96648829 0.90146808 0.90146808 0.26404467 0.48138371
## [361] 0.64344169 0.49624693 0.88648102 0.67263123 0.08861135 0.41849563
## [367] 0.70534713 0.98328286 0.91243950 0.75193913 0.60451863 0.85593358
## [373] 0.72667707 0.12246119 0.46892522 0.74567872 0.95803997 0.86744414
## [379] 0.94257999 0.18647500 0.70534713 0.69017451 0.29154932 0.94257999
## [385] 0.39810861 0.61377455 0.97323226 0.30525164 0.74567872 0.69452892
## [391] 0.18090858 0.44639534 0.47391379 0.08861135 0.53807940 0.96986468
## [397] 0.08861135 0.56214883 0.64570733 0.89214747 0.63437913 0.54051415
## [403] 0.84235983 0.93382634 0.49871582 0.56454096 0.87127391 0.18369179
## [409] 0.65022276 0.74776746 0.38518301 0.54537277 0.68142408 0.54777530
## [415] 0.59288416 0.92676180 0.87700598 0.31887894 0.42103196 0.91966691
## [421] 0.97825756 0.89588813 0.42356830 0.92321778 0.48634643 0.72455228
## [427] 0.08861135 0.87700598 0.97993266 0.76227372 0.47890235 0.91243950
## [433] 0.82275543 0.70101984 0.27229606 0.62295277 0.28054746 0.36159224
## [439] 0.30252618 0.89960938 0.38001277 0.46393665 0.94430949 0.78886150
## [445] 0.43624999 0.91966691 0.42864098 0.38001277 0.98495795 0.91243950
## [451] 0.83454211 0.39552349 0.65698045 0.12524440 0.83258767 0.60683480
## [457] 0.65473820 0.59521835 0.42610464 0.08861135 0.34835515 0.39293837
## [463] 0.08861135 0.64570733 0.52585032 0.23929048 0.84235983 0.67923300
## [469] 0.78480560 0.41595929 0.74358412 0.14472686 0.53318777 0.08861135
## [475] 0.38776813 0.50365360 0.34031618 0.90146808 0.60451863 0.97323226
## [481] 0.08861135 0.15307649 0.98998042 0.95464260 0.90146808 0.93558166
## [487] 0.55258034 0.47141950 0.32959756 0.34299584 0.52339307 0.63437913
## [493] 0.97154847 0.38259789 0.50612249 0.13916045 0.66370721 0.74148952
## [499] 0.75814215 0.13081082 0.08861135 0.51352916 0.23100634 0.90513261
## [505] 0.77665178 0.98160776 0.74148952 0.10004508 0.99332494 0.22543992
## [511] 0.12802761 0.28604839 0.37214968 0.80697552 0.72455228 0.94257999
## [517] 0.98830815 0.32423825 0.40835028 0.25029234 0.14194365 0.77461332
## [523] 0.96310896 0.40581394 0.08861135 0.89775068 0.89588813 0.78683878
## [529] 0.65248048 0.70749758 0.67704193 0.80499278 0.31615348 0.85593358
## [535] 0.17812537 0.95634732 0.90330406 0.29705025 0.32155860 0.61608197
## [541] 0.11411157 0.35895288 0.72029021 0.90878971 0.53074195 0.75814215
## [547] 0.75401059 0.54537277 0.85207799 0.08861135 0.96141930 0.94776218
## [553] 0.33763653 0.85401014 0.48634643 0.20317425 0.08861135 0.34567549
## [559] 0.51846694 0.10290351 0.56454096 0.65473820 0.08861135 0.91966691
## [565] 0.55017782 0.68361515 0.99499721 0.24754188 0.51599805 0.22822313
## [571] 0.08861135 0.61608197 0.19482462 0.21709030 0.91061827 0.61837224
## [577] 0.93206773 0.40581394 0.93558166 0.10576194 0.97323226 0.63437913
## [583] 0.40581394 0.50118471 0.41088662 0.29429979 0.90146808 0.79897511
## [589] 0.43117731 0.92144577 0.53318777 0.73304527 0.88458683 0.94948852
## [595] 0.25304281 0.90330406 0.48386507 0.44639534 0.55736459 0.91424990
##
## $Gt_train
## [1] 0.9966667 0.9949972 0.9883082 0.9732323 0.9732323 0.9732323 0.9698647
## [8] 0.9681780 0.9580400 0.9563473 0.9563473 0.9563473 0.9563473 0.9546426
## [15] 0.9546426 0.9546426 0.9529287 0.9494885 0.9443095 0.9425800 0.9425800
## [22] 0.9425800 0.9425800 0.9425800 0.9408345 0.9390857 0.9355817 0.9338263
## [29] 0.9320677 0.9320677 0.9303024 0.9285338 0.9214458 0.9214458 0.9196669
## [36] 0.9196669 0.9196669 0.9196669 0.9196669 0.9178707 0.9178707 0.9124395
## [43] 0.9124395 0.9124395 0.9106183 0.9106183 0.9033041 0.9014681 0.9014681
## [50] 0.9014681 0.8977507 0.8958881 0.8921475 0.8921475 0.8902613 0.8864810
## [57] 0.8789043 0.8770060 0.8770060 0.8712739 0.8655293 0.8559336 0.8540101
## [64] 0.8520780 0.8501414 0.8501414 0.8423598 0.8325877 0.8286604 0.8168505
## [71] 0.8109313 0.8069755 0.8049928 0.8030002 0.8030002 0.8030002 0.8009927
## [78] 0.8009927 0.7989751 0.7868388 0.7848056 0.7746133 0.7725695 0.7705202
## [85] 0.7684655 0.7664053 0.7540106 0.7519391 0.7519391 0.7498562 0.7456787
## [92] 0.7414895 0.7393890 0.7351639 0.7309266 0.7245523 0.7096350 0.7074976
## [99] 0.7074976 0.7053471 0.7053471 0.6945289 0.6945289 0.6879973 0.6879973
## [106] 0.6770419 0.6770419 0.6726312 0.6726312 0.6704113 0.6704113 0.6637072
## [113] 0.6547382 0.6547382 0.6457073 0.6343791 0.6343791 0.6275333 0.6160820
## [120] 0.6160820 0.6114671 0.6045186 0.5952183 0.5858816 0.5858816 0.5835287
## [127] 0.5764413 0.5740691 0.5645410 0.5525803 0.5453728 0.5453728 0.5429489
## [134] 0.5380794 0.5258503 0.5209358 0.4913091 0.4789024 0.4614424 0.4463953
## [141] 0.4463953 0.4058139 0.4058139 0.3981086 0.3800128 0.3774099 0.3747890
## [148] 0.3510348 0.3510348 0.3188789 0.3188789 0.2998007 0.2337895 0.1057619
##
## $group
## [1] 1 2 3 4 4 4 4 5 5 5 5 6 6
##
## $result_valid
## bgbm.init AIC BIC AIC.Orig BIC.Orig
## Cstat 0.50000001 0.8201601 0.8201601 0.8201601 0.8201601 0.8201601
## BrierSc.Adj -0.02489413 0.3173234 0.3173262 0.3173262 0.3173262 0.3173262
##
## $risk_score_valid
## bgbm.init AIC BIC AIC.Orig
## [1,] 0 -2.128367470 -2.128409171 -2.128409171 -2.128409171
## [2,] 0 -4.021745203 -4.021805858 -4.021805858 -4.021805858
## [3,] 0 1.414947271 1.415022059 1.415022059 1.415022059
## [4,] 0 -1.839274421 -1.839357615 -1.839357615 -1.839357615
## [5,] 0 -4.314303458 -4.314316295 -4.314316295 -4.314316295
## [6,] 0 0.672043520 0.672036090 0.672036090 0.672036090
## [7,] 0 -0.533603191 -0.533693973 -0.533693973 -0.533693973
## [8,] 0 3.770011322 3.769967734 3.769967734 3.769967734
## [9,] 0 5.621035924 5.621105067 5.621105067 5.621105067
## [10,] 0 3.288916505 3.288975782 3.288975782 3.288975782
## [11,] 0 -4.097702515 -4.097802645 -4.097802645 -4.097802645
## [12,] 0 1.997686668 1.997673487 1.997673487 1.997673487
## [13,] 0 0.230882605 0.230810339 0.230810339 0.230810339
## [14,] 0 -0.954691864 -0.954781579 -0.954781579 -0.954781579
## [15,] 0 -0.384070732 -0.384159569 -0.384159569 -0.384159569
## [16,] 0 0.864413680 0.864385110 0.864385110 0.864385110
## [17,] 0 -0.483864022 -0.483930268 -0.483930268 -0.483930268
## [18,] 0 -2.182168678 -2.182176466 -2.182176466 -2.182176466
## [19,] 0 -2.853202747 -2.853212180 -2.853212180 -2.853212180
## [20,] 0 -2.349222555 -2.349242539 -2.349242539 -2.349242539
## [21,] 0 0.982974804 0.982969556 0.982969556 0.982969556
## [22,] 0 3.767038339 3.766989419 3.766989419 3.766989419
## [23,] 0 1.662489268 1.662420191 1.662420191 1.662420191
## [24,] 0 0.986514278 0.986506357 0.986506357 0.986506357
## [25,] 0 -1.523338021 -1.523432473 -1.523432473 -1.523432473
## [26,] 0 -0.418462734 -0.418430406 -0.418430406 -0.418430406
## [27,] 0 0.995668167 0.995715587 0.995715587 0.995715587
## [28,] 0 -0.745731432 -0.745751983 -0.745751983 -0.745751983
## [29,] 0 -0.671875501 -0.671958746 -0.671958746 -0.671958746
## [30,] 0 1.677599404 1.677544536 1.677544536 1.677544536
## [31,] 0 -2.643155188 -2.643074849 -2.643074849 -2.643074849
## [32,] 0 2.731994646 2.732104173 2.732104173 2.732104173
## [33,] 0 3.589529118 3.589597243 3.589597243 3.589597243
## [34,] 0 -0.802733369 -0.802753159 -0.802753159 -0.802753159
## [35,] 0 1.955373000 1.955421289 1.955421289 1.955421289
## [36,] 0 0.510344814 0.510271025 0.510271025 0.510271025
## [37,] 0 -3.378197353 -3.378295384 -3.378295384 -3.378295384
## [38,] 0 -1.849403176 -1.849405871 -1.849405871 -1.849405871
## [39,] 0 0.594810162 0.594786289 0.594786289 0.594786289
## [40,] 0 -2.631224261 -2.631200177 -2.631200177 -2.631200177
## [41,] 0 -0.441497412 -0.441568157 -0.441568157 -0.441568157
## [42,] 0 1.007378383 1.007378655 1.007378655 1.007378655
## [43,] 0 3.670903929 3.670845959 3.670845959 3.670845959
## [44,] 0 -0.489465387 -0.489422396 -0.489422396 -0.489422396
## [45,] 0 2.128505490 2.128515316 2.128515316 2.128515316
## [46,] 0 0.460635381 0.460570291 0.460570291 0.460570291
## [47,] 0 -1.875706350 -1.875728878 -1.875728878 -1.875728878
## [48,] 0 -1.143177479 -1.143102395 -1.143102395 -1.143102395
## [49,] 0 3.504201284 3.504173689 3.504173689 3.504173689
## [50,] 0 2.037280851 2.037323417 2.037323417 2.037323417
## [51,] 0 -0.190455304 -0.190296642 -0.190296642 -0.190296642
## [52,] 0 -0.778628229 -0.778696172 -0.778696172 -0.778696172
## [53,] 0 1.568350823 1.568336622 1.568336622 1.568336622
## [54,] 0 2.779767296 2.779817943 2.779817943 2.779817943
## [55,] 0 0.958727630 0.958651214 0.958651214 0.958651214
## [56,] 0 -1.539805540 -1.539784875 -1.539784875 -1.539784875
## [57,] 0 0.940773596 0.940788119 0.940788119 0.940788119
## [58,] 0 -0.410656640 -0.410718415 -0.410718415 -0.410718415
## [59,] 0 2.115601786 2.115675181 2.115675181 2.115675181
## [60,] 0 2.959930367 2.959979006 2.959979006 2.959979006
## [61,] 0 2.343303661 2.343290233 2.343290233 2.343290233
## [62,] 0 -0.078677153 -0.078695513 -0.078695513 -0.078695513
## [63,] 0 1.360474843 1.360412125 1.360412125 1.360412125
## [64,] 0 -4.162807547 -4.162806535 -4.162806535 -4.162806535
## [65,] 0 -0.594710875 -0.594792289 -0.594792289 -0.594792289
## [66,] 0 1.458641480 1.458696368 1.458696368 1.458696368
## [67,] 0 -1.896629232 -1.896712839 -1.896712839 -1.896712839
## [68,] 0 -0.049868587 -0.049929068 -0.049929068 -0.049929068
## [69,] 0 1.679470723 1.679588757 1.679588757 1.679588757
## [70,] 0 -0.805969536 -0.805809182 -0.805809182 -0.805809182
## [71,] 0 0.649971980 0.649930122 0.649930122 0.649930122
## [72,] 0 -0.929654213 -0.929633116 -0.929633116 -0.929633116
## [73,] 0 0.501089474 0.501024454 0.501024454 0.501024454
## [74,] 0 0.615466313 0.615450981 0.615450981 0.615450981
## [75,] 0 0.299756244 0.299686606 0.299686606 0.299686606
## [76,] 0 1.584177260 1.584112992 1.584112992 1.584112992
## [77,] 0 1.460226786 1.460215937 1.460215937 1.460215937
## [78,] 0 1.456643029 1.456578609 1.456578609 1.456578609
## [79,] 0 -1.685400229 -1.685462244 -1.685462244 -1.685462244
## [80,] 0 -0.422211063 -0.422291143 -0.422291143 -0.422291143
## [81,] 0 -1.680048755 -1.680076815 -1.680076815 -1.680076815
## [82,] 0 -1.765421229 -1.765477702 -1.765477702 -1.765477702
## [83,] 0 -3.921817351 -3.921885598 -3.921885598 -3.921885598
## [84,] 0 -0.390385239 -0.390448606 -0.390448606 -0.390448606
## [85,] 0 0.227664068 0.227685178 0.227685178 0.227685178
## [86,] 0 -0.759966769 -0.760046581 -0.760046581 -0.760046581
## [87,] 0 -1.883529928 -1.883596291 -1.883596291 -1.883596291
## [88,] 0 -3.688456499 -3.688521529 -3.688521529 -3.688521529
## [89,] 0 -2.851668490 -2.851690328 -2.851690328 -2.851690328
## [90,] 0 -1.518482120 -1.518563008 -1.518563008 -1.518563008
## [91,] 0 0.478208123 0.478226220 0.478226220 0.478226220
## [92,] 0 2.787445282 2.787373527 2.787373527 2.787373527
## [93,] 0 -2.752135827 -2.752117730 -2.752117730 -2.752117730
## [94,] 0 -1.282358289 -1.282428712 -1.282428712 -1.282428712
## [95,] 0 -0.156937328 -0.156971370 -0.156971370 -0.156971370
## [96,] 0 2.225408812 2.225346134 2.225346134 2.225346134
## [97,] 0 3.141878228 3.141945800 3.141945800 3.141945800
## [98,] 0 2.858463673 2.858449224 2.858449224 2.858449224
## [99,] 0 -1.363562237 -1.363608091 -1.363608091 -1.363608091
## [100,] 0 1.697705280 1.697734877 1.697734877 1.697734877
## [101,] 0 1.107204538 1.107291712 1.107291712 1.107291712
## [102,] 0 1.227846628 1.227793824 1.227793824 1.227793824
## [103,] 0 -1.457423566 -1.457416366 -1.457416366 -1.457416366
## [104,] 0 -0.379125407 -0.379130084 -0.379130084 -0.379130084
## [105,] 0 -3.618427842 -3.618511317 -3.618511317 -3.618511317
## [106,] 0 -1.558936443 -1.558884505 -1.558884505 -1.558884505
## [107,] 0 3.704828523 3.704777843 3.704777843 3.704777843
## [108,] 0 -4.018774162 -4.018700710 -4.018700710 -4.018700710
## [109,] 0 -0.501283456 -0.501366585 -0.501366585 -0.501366585
## [110,] 0 2.415213447 2.415233161 2.415233161 2.415233161
## [111,] 0 1.153659522 1.153631553 1.153631553 1.153631553
## [112,] 0 1.818730209 1.818719841 1.818719841 1.818719841
## [113,] 0 -1.590548132 -1.590580358 -1.590580358 -1.590580358
## [114,] 0 -1.220972556 -1.220995799 -1.220995799 -1.220995799
## [115,] 0 1.188093968 1.188109302 1.188109302 1.188109302
## [116,] 0 0.251477556 0.251524105 0.251524105 0.251524105
## [117,] 0 0.382981978 0.382983941 0.382983941 0.382983941
## [118,] 0 1.076530887 1.076671533 1.076671533 1.076671533
## [119,] 0 -1.139858494 -1.139852721 -1.139852721 -1.139852721
## [120,] 0 -0.450505232 -0.450559115 -0.450559115 -0.450559115
## [121,] 0 3.963534261 3.963472171 3.963472171 3.963472171
## [122,] 0 0.057406130 0.057453606 0.057453606 0.057453606
## [123,] 0 -1.349892000 -1.349871522 -1.349871522 -1.349871522
## [124,] 0 1.291850075 1.291822228 1.291822228 1.291822228
## [125,] 0 0.025785098 0.025752376 0.025752376 0.025752376
## [126,] 0 -4.137449936 -4.137534217 -4.137534217 -4.137534217
## [127,] 0 -2.629081771 -2.629018358 -2.629018358 -2.629018358
## [128,] 0 -1.678493834 -1.678489354 -1.678489354 -1.678489354
## [129,] 0 2.022037065 2.022077824 2.022077824 2.022077824
## [130,] 0 0.280503038 0.280501389 0.280501389 0.280501389
## [131,] 0 1.302139815 1.302166912 1.302166912 1.302166912
## [132,] 0 0.236262987 0.236225962 0.236225962 0.236225962
## [133,] 0 -0.378804693 -0.378879239 -0.378879239 -0.378879239
## [134,] 0 -3.930026968 -3.930100542 -3.930100542 -3.930100542
## [135,] 0 -2.264104650 -2.264137061 -2.264137061 -2.264137061
## [136,] 0 -1.524035853 -1.524040607 -1.524040607 -1.524040607
## [137,] 0 -0.946362974 -0.946348990 -0.946348990 -0.946348990
## [138,] 0 -0.766259827 -0.766338944 -0.766338944 -0.766338944
## [139,] 0 1.801196934 1.801219817 1.801219817 1.801219817
## [140,] 0 -2.616254350 -2.616296992 -2.616296992 -2.616296992
## [141,] 0 -3.404764201 -3.404737762 -3.404737762 -3.404737762
## [142,] 0 -3.441068238 -3.441053124 -3.441053124 -3.441053124
## [143,] 0 -0.696514129 -0.696525950 -0.696525950 -0.696525950
## [144,] 0 -4.519015640 -4.519110237 -4.519110237 -4.519110237
## [145,] 0 -0.240972085 -0.240965819 -0.240965819 -0.240965819
## [146,] 0 -2.901162106 -2.901253438 -2.901253438 -2.901253438
## [147,] 0 2.346641042 2.346678892 2.346678892 2.346678892
## [148,] 0 -0.446970109 -0.447048504 -0.447048504 -0.447048504
## [149,] 0 -3.620515578 -3.620607554 -3.620607554 -3.620607554
## [150,] 0 -3.096715009 -3.096766632 -3.096766632 -3.096766632
## [151,] 0 1.580278574 1.580306837 1.580306837 1.580306837
## [152,] 0 -3.168423795 -3.168421587 -3.168421587 -3.168421587
## [153,] 0 -1.260107798 -1.260132668 -1.260132668 -1.260132668
## [154,] 0 -0.689054305 -0.689059086 -0.689059086 -0.689059086
## [155,] 0 -1.957095996 -1.957041461 -1.957041461 -1.957041461
## [156,] 0 -1.626239562 -1.626308296 -1.626308296 -1.626308296
## [157,] 0 1.479515701 1.479532142 1.479532142 1.479532142
## [158,] 0 0.638155652 0.638237283 0.638237283 0.638237283
## [159,] 0 -1.139444327 -1.139460457 -1.139460457 -1.139460457
## [160,] 0 -2.809593034 -2.809470999 -2.809470999 -2.809470999
## [161,] 0 -0.694894575 -0.694893802 -0.694893802 -0.694893802
## [162,] 0 0.355350069 0.355373354 0.355373354 0.355373354
## [163,] 0 -2.911985013 -2.912061051 -2.912061051 -2.912061051
## [164,] 0 -0.853637016 -0.853689916 -0.853689916 -0.853689916
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## [169,] 0 -2.596991091 -2.597075119 -2.597075119 -2.597075119
## [170,] 0 -3.018090334 -3.018131415 -3.018131415 -3.018131415
## [171,] 0 2.878130762 2.878185914 2.878185914 2.878185914
## [172,] 0 -2.342677537 -2.342751951 -2.342751951 -2.342751951
## [173,] 0 3.327614577 3.327565424 3.327565424 3.327565424
## [174,] 0 0.456977432 0.456902652 0.456902652 0.456902652
## [175,] 0 -0.489860217 -0.489865234 -0.489865234 -0.489865234
## [176,] 0 -0.938338306 -0.938354522 -0.938354522 -0.938354522
## [177,] 0 4.099700498 4.099696495 4.099696495 4.099696495
## [178,] 0 -2.855930480 -2.855999143 -2.855999143 -2.855999143
## [179,] 0 -1.794068540 -1.794124898 -1.794124898 -1.794124898
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## [181,] 0 1.141584303 1.141607600 1.141607600 1.141607600
## [182,] 0 1.902150694 1.902238084 1.902238084 1.902238084
## [183,] 0 -3.054355167 -3.054375666 -3.054375666 -3.054375666
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## [191,] 0 -1.259267553 -1.259235154 -1.259235154 -1.259235154
## [192,] 0 1.408834785 1.408852309 1.408852309 1.408852309
## [193,] 0 -0.164701593 -0.164603503 -0.164603503 -0.164603503
## [194,] 0 -1.694048011 -1.694029339 -1.694029339 -1.694029339
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## [198,] 0 0.431835303 0.431861861 0.431861861 0.431861861
## [199,] 0 -0.696952257 -0.697025045 -0.697025045 -0.697025045
## [200,] 0 2.675759905 2.675780050 2.675780050 2.675780050
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## [208,] 0 3.261005556 3.261024814 3.261024814 3.261024814
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## [211,] 0 4.325772494 4.325930473 4.325930473 4.325930473
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## [217,] 0 1.114844033 1.114768629 1.114768629 1.114768629
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## [228,] 0 5.134844534 5.134963815 5.134963815 5.134963815
## [229,] 0 5.083157456 5.083226850 5.083226850 5.083226850
## [230,] 0 -1.092565958 -1.092495415 -1.092495415 -1.092495415
## [231,] 0 1.449435356 1.449352351 1.449352351 1.449352351
## [232,] 0 0.929250623 0.929371442 0.929371442 0.929371442
## [233,] 0 0.268424444 0.268460366 0.268460366 0.268460366
## [234,] 0 -2.441033920 -2.441111656 -2.441111656 -2.441111656
## [235,] 0 1.892379165 1.892449544 1.892449544 1.892449544
## [236,] 0 -3.116708067 -3.116672760 -3.116672760 -3.116672760
## [237,] 0 -2.722010351 -2.721982761 -2.721982761 -2.721982761
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## [239,] 0 0.029902527 0.029964655 0.029964655 0.029964655
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## [479,] 0 -1.931775936 -1.931762014 -1.931762014 -1.931762014
## [480,] 0 -0.905423607 -0.905418921 -0.905418921 -0.905418921
## [481,] 0 1.178256125 1.178229353 1.178229353 1.178229353
## [482,] 0 0.714158878 0.714067747 0.714067747 0.714067747
## [483,] 0 -1.215816992 -1.215903399 -1.215903399 -1.215903399
## [484,] 0 -0.532479268 -0.532451950 -0.532451950 -0.532451950
## [485,] 0 -0.081626007 -0.081653324 -0.081653324 -0.081653324
## [486,] 0 -2.026214719 -2.026299931 -2.026299931 -2.026299931
## [487,] 0 -0.219860770 -0.219739846 -0.219739846 -0.219739846
## [488,] 0 -1.497838358 -1.497899045 -1.497899045 -1.497899045
## [489,] 0 -2.245339071 -2.245419075 -2.245419075 -2.245419075
## [490,] 0 0.400734929 0.400701441 0.400701441 0.400701441
## [491,] 0 -2.564713806 -2.564735101 -2.564735101 -2.564735101
## [492,] 0 -5.107638406 -5.107679238 -5.107679238 -5.107679238
## [493,] 0 -0.291522500 -0.291593116 -0.291593116 -0.291593116
## [494,] 0 -3.257263314 -3.257347649 -3.257347649 -3.257347649
## [495,] 0 -1.127088358 -1.127078921 -1.127078921 -1.127078921
## [496,] 0 -0.248454397 -0.248453051 -0.248453051 -0.248453051
## [497,] 0 -1.457774562 -1.457843674 -1.457843674 -1.457843674
## [498,] 0 -1.016365966 -1.016437529 -1.016437529 -1.016437529
## [499,] 0 -0.114422217 -0.114470894 -0.114470894 -0.114470894
## [500,] 0 -1.869435521 -1.869519235 -1.869519235 -1.869519235
## BIC.Orig
## [1,] -2.128409171
## [2,] -4.021805858
## [3,] 1.415022059
## [4,] -1.839357615
## [5,] -4.314316295
## [6,] 0.672036090
## [7,] -0.533693973
## [8,] 3.769967734
## [9,] 5.621105067
## [10,] 3.288975782
## [11,] -4.097802645
## [12,] 1.997673487
## [13,] 0.230810339
## [14,] -0.954781579
## [15,] -0.384159569
## [16,] 0.864385110
## [17,] -0.483930268
## [18,] -2.182176466
## [19,] -2.853212180
## [20,] -2.349242539
## [21,] 0.982969556
## [22,] 3.766989419
## [23,] 1.662420191
## [24,] 0.986506357
## [25,] -1.523432473
## [26,] -0.418430406
## [27,] 0.995715587
## [28,] -0.745751983
## [29,] -0.671958746
## [30,] 1.677544536
## [31,] -2.643074849
## [32,] 2.732104173
## [33,] 3.589597243
## [34,] -0.802753159
## [35,] 1.955421289
## [36,] 0.510271025
## [37,] -3.378295384
## [38,] -1.849405871
## [39,] 0.594786289
## [40,] -2.631200177
## [41,] -0.441568157
## [42,] 1.007378655
## [43,] 3.670845959
## [44,] -0.489422396
## [45,] 2.128515316
## [46,] 0.460570291
## [47,] -1.875728878
## [48,] -1.143102395
## [49,] 3.504173689
## [50,] 2.037323417
## [51,] -0.190296642
## [52,] -0.778696172
## [53,] 1.568336622
## [54,] 2.779817943
## [55,] 0.958651214
## [56,] -1.539784875
## [57,] 0.940788119
## [58,] -0.410718415
## [59,] 2.115675181
## [60,] 2.959979006
## [61,] 2.343290233
## [62,] -0.078695513
## [63,] 1.360412125
## [64,] -4.162806535
## [65,] -0.594792289
## [66,] 1.458696368
## [67,] -1.896712839
## [68,] -0.049929068
## [69,] 1.679588757
## [70,] -0.805809182
## [71,] 0.649930122
## [72,] -0.929633116
## [73,] 0.501024454
## [74,] 0.615450981
## [75,] 0.299686606
## [76,] 1.584112992
## [77,] 1.460215937
## [78,] 1.456578609
## [79,] -1.685462244
## [80,] -0.422291143
## [81,] -1.680076815
## [82,] -1.765477702
## [83,] -3.921885598
## [84,] -0.390448606
## [85,] 0.227685178
## [86,] -0.760046581
## [87,] -1.883596291
## [88,] -3.688521529
## [89,] -2.851690328
## [90,] -1.518563008
## [91,] 0.478226220
## [92,] 2.787373527
## [93,] -2.752117730
## [94,] -1.282428712
## [95,] -0.156971370
## [96,] 2.225346134
## [97,] 3.141945800
## [98,] 2.858449224
## [99,] -1.363608091
## [100,] 1.697734877
## [101,] 1.107291712
## [102,] 1.227793824
## [103,] -1.457416366
## [104,] -0.379130084
## [105,] -3.618511317
## [106,] -1.558884505
## [107,] 3.704777843
## [108,] -4.018700710
## [109,] -0.501366585
## [110,] 2.415233161
## [111,] 1.153631553
## [112,] 1.818719841
## [113,] -1.590580358
## [114,] -1.220995799
## [115,] 1.188109302
## [116,] 0.251524105
## [117,] 0.382983941
## [118,] 1.076671533
## [119,] -1.139852721
## [120,] -0.450559115
## [121,] 3.963472171
## [122,] 0.057453606
## [123,] -1.349871522
## [124,] 1.291822228
## [125,] 0.025752376
## [126,] -4.137534217
## [127,] -2.629018358
## [128,] -1.678489354
## [129,] 2.022077824
## [130,] 0.280501389
## [131,] 1.302166912
## [132,] 0.236225962
## [133,] -0.378879239
## [134,] -3.930100542
## [135,] -2.264137061
## [136,] -1.524040607
## [137,] -0.946348990
## [138,] -0.766338944
## [139,] 1.801219817
## [140,] -2.616296992
## [141,] -3.404737762
## [142,] -3.441053124
## [143,] -0.696525950
## [144,] -4.519110237
## [145,] -0.240965819
## [146,] -2.901253438
## [147,] 2.346678892
## [148,] -0.447048504
## [149,] -3.620607554
## [150,] -3.096766632
## [151,] 1.580306837
## [152,] -3.168421587
## [153,] -1.260132668
## [154,] -0.689059086
## [155,] -1.957041461
## [156,] -1.626308296
## [157,] 1.479532142
## [158,] 0.638237283
## [159,] -1.139460457
## [160,] -2.809470999
## [161,] -0.694893802
## [162,] 0.355373354
## [163,] -2.912061051
## [164,] -0.853689916
## [165,] -2.167206866
## [166,] -0.664671516
## [167,] -1.135490734
## [168,] -3.730221689
## [169,] -2.597075119
## [170,] -3.018131415
## [171,] 2.878185914
## [172,] -2.342751951
## [173,] 3.327565424
## [174,] 0.456902652
## [175,] -0.489865234
## [176,] -0.938354522
## [177,] 4.099696495
## [178,] -2.855999143
## [179,] -1.794124898
## [180,] -0.933076846
## [181,] 1.141607600
## [182,] 1.902238084
## [183,] -3.054375666
## [184,] -0.935540596
## [185,] -1.825577698
## [186,] -2.299544966
## [187,] -0.818907790
## [188,] -2.557370832
## [189,] -1.213381176
## [190,] -2.026333110
## [191,] -1.259235154
## [192,] 1.408852309
## [193,] -0.164603503
## [194,] -1.694029339
## [195,] 0.025121503
## [196,] 0.730446013
## [197,] -3.250013766
## [198,] 0.431861861
## [199,] -0.697025045
## [200,] 2.675780050
## [201,] -2.794607850
## [202,] 0.418061667
## [203,] -0.463042793
## [204,] -1.374907440
## [205,] -1.570838841
## [206,] -1.797969388
## [207,] 1.767308230
## [208,] 3.261024814
## [209,] -1.221593713
## [210,] -1.496908539
## [211,] 4.325930473
## [212,] -3.320391627
## [213,] -2.266431715
## [214,] -3.436553316
## [215,] -3.497884923
## [216,] 0.183137618
## [217,] 1.114768629
## [218,] -1.884349583
## [219,] 1.155053247
## [220,] -2.800710310
## [221,] 0.266724191
## [222,] 2.266910100
## [223,] -0.453403659
## [224,] -5.510840812
## [225,] -2.068344555
## [226,] -2.000788177
## [227,] -0.099255568
## [228,] 5.134963815
## [229,] 5.083226850
## [230,] -1.092495415
## [231,] 1.449352351
## [232,] 0.929371442
## [233,] 0.268460366
## [234,] -2.441111656
## [235,] 1.892449544
## [236,] -3.116672760
## [237,] -2.721982761
## [238,] -0.004486732
## [239,] 0.029964655
## [240,] -3.889443712
## [241,] 0.049024309
## [242,] -4.517525216
## [243,] 2.739868164
## [244,] -0.221783295
## [245,] 3.012928224
## [246,] 0.123690388
## [247,] 4.235944126
## [248,] 2.097448110
## [249,] -1.436736736
## [250,] 2.900221523
## [251,] -3.614592049
## [252,] -2.129917107
## [253,] 0.588534775
## [254,] 1.032826555
## [255,] -4.178845776
## [256,] 3.346428028
## [257,] 0.171282428
## [258,] -0.877042608
## [259,] -1.032832443
## [260,] 3.385788009
## [261,] 0.035759520
## [262,] -0.749567138
## [263,] -4.406160726
## [264,] -0.936025682
## [265,] -3.712670252
## [266,] -1.690182624
## [267,] -1.761144376
## [268,] -3.197635740
## [269,] -1.739557482
## [270,] 0.028143821
## [271,] 1.629248636
## [272,] -2.271324531
## [273,] 0.448924914
## [274,] 0.267207459
## [275,] -0.671294878
## [276,] -2.471891822
## [277,] -0.723217542
## [278,] -3.147738499
## [279,] -5.305930476
## [280,] -3.959985282
## [281,] 0.946563120
## [282,] 1.227692411
## [283,] 1.945252056
## [284,] -1.629890489
## [285,] -1.669010524
## [286,] 0.068222842
## [287,] 2.019041119
## [288,] -0.109159422
## [289,] 1.263199920
## [290,] 1.533253150
## [291,] 0.484877364
## [292,] -2.554495602
## [293,] 0.223588685
## [294,] 1.943519991
## [295,] -0.502855069
## [296,] 3.169990658
## [297,] -0.168480428
## [298,] 2.130613967
## [299,] -0.778096789
## [300,] 0.454165813
## [301,] 4.054860001
## [302,] 1.382008298
## [303,] -4.398599599
## [304,] 3.492870308
## [305,] -0.739852564
## [306,] -2.128618098
## [307,] 0.782365149
## [308,] -3.778782880
## [309,] 0.409874248
## [310,] -0.958276589
## [311,] 3.563383338
## [312,] 3.940646034
## [313,] -2.414250587
## [314,] -4.550014957
## [315,] 3.195656024
## [316,] -3.194815767
## [317,] -2.804643388
## [318,] -3.303594472
## [319,] -2.469836216
## [320,] 2.743120191
## [321,] 1.803740045
## [322,] -1.993124509
## [323,] -1.021913861
## [324,] -1.187980879
## [325,] -3.347568614
## [326,] -0.145338183
## [327,] -2.035702328
## [328,] -1.063194431
## [329,] -1.466631668
## [330,] -2.871576206
## [331,] 2.656119016
## [332,] 1.980726996
## [333,] 0.760484567
## [334,] 2.129803457
## [335,] -2.756059519
## [336,] 0.898322871
## [337,] 1.958143128
## [338,] -1.501735100
## [339,] -1.962030901
## [340,] 1.376737081
## [341,] -1.833400876
## [342,] -1.740909917
## [343,] -1.827196044
## [344,] 1.653620123
## [345,] -1.463363305
## [346,] -2.382322726
## [347,] -0.355002510
## [348,] 1.833471601
## [349,] 2.779204950
## [350,] -4.694215364
## [351,] 0.800558442
## [352,] -1.231271922
## [353,] 0.971537440
## [354,] 3.913286171
## [355,] -2.913187374
## [356,] -2.937257875
## [357,] -2.315051883
## [358,] -1.359057259
## [359,] 1.791888335
## [360,] -2.974317528
## [361,] -1.457525273
## [362,] 0.266219924
## [363,] 1.648999604
## [364,] -0.421275597
## [365,] -3.659138202
## [366,] -2.153509736
## [367,] -1.054288276
## [368,] -0.496891503
## [369,] -3.857140943
## [370,] -0.018026902
## [371,] 0.084085722
## [372,] -1.822122392
## [373,] -3.125817269
## [374,] -3.027790746
## [375,] 1.050818651
## [376,] 0.147657199
## [377,] -1.525311418
## [378,] 3.431110563
## [379,] -2.257350661
## [380,] -4.286591058
## [381,] -1.395718884
## [382,] 5.258183834
## [383,] -0.588081729
## [384,] 1.132809098
## [385,] 1.507471594
## [386,] 2.937456974
## [387,] -3.101193258
## [388,] -2.469382006
## [389,] -3.764640713
## [390,] -2.656792879
## [391,] 2.348024102
## [392,] 3.914295978
## [393,] -3.388802243
## [394,] 1.688118850
## [395,] 2.975125564
## [396,] -2.855324863
## [397,] -2.092569522
## [398,] -0.599497137
## [399,] -4.189096694
## [400,] 3.363679842
## [401,] -1.569580365
## [402,] 2.947199284
## [403,] 6.303996576
## [404,] -4.054955178
## [405,] -0.382228330
## [406,] -3.535216487
## [407,] 0.494338188
## [408,] -0.497928117
## [409,] -4.399123481
## [410,] -2.224792795
## [411,] 0.275791018
## [412,] -2.075411202
## [413,] -0.646590440
## [414,] 1.349562984
## [415,] 3.149454498
## [416,] 1.062566211
## [417,] -0.418567773
## [418,] 2.280514456
## [419,] 0.362035968
## [420,] 0.594731867
## [421,] 2.649877808
## [422,] -2.509869772
## [423,] 1.122961496
## [424,] 1.762628578
## [425,] -3.104885230
## [426,] 2.354536197
## [427,] 1.429998498
## [428,] -4.632158237
## [429,] -1.859890504
## [430,] -4.292027836
## [431,] 1.434109089
## [432,] 1.304437203
## [433,] 2.389165060
## [434,] 1.999275504
## [435,] -0.079210681
## [436,] -1.304707619
## [437,] -0.545996948
## [438,] -1.959452038
## [439,] -0.296477817
## [440,] 0.643176601
## [441,] -1.937461136
## [442,] -1.636103801
## [443,] -1.493722372
## [444,] -2.707651162
## [445,] -1.263116968
## [446,] -1.116356399
## [447,] -0.295858913
## [448,] -0.993105982
## [449,] -1.212159341
## [450,] -0.528506510
## [451,] 1.201785835
## [452,] -2.525161077
## [453,] -0.892660458
## [454,] -3.509856262
## [455,] -1.550749721
## [456,] 0.618841139
## [457,] -0.307738032
## [458,] -2.938864653
## [459,] -2.188350554
## [460,] -3.435369223
## [461,] -1.425369500
## [462,] -2.080381732
## [463,] -0.383504791
## [464,] 0.382597670
## [465,] -4.180845388
## [466,] 1.784951626
## [467,] -2.724872276
## [468,] 0.989706068
## [469,] -1.071365812
## [470,] 0.238304911
## [471,] -1.211407767
## [472,] 0.735042954
## [473,] -1.127032696
## [474,] 2.222660017
## [475,] -0.134066768
## [476,] -1.002180740
## [477,] 2.620671641
## [478,] -1.530989237
## [479,] -1.931762014
## [480,] -0.905418921
## [481,] 1.178229353
## [482,] 0.714067747
## [483,] -1.215903399
## [484,] -0.532451950
## [485,] -0.081653324
## [486,] -2.026299931
## [487,] -0.219739846
## [488,] -1.497899045
## [489,] -2.245419075
## [490,] 0.400701441
## [491,] -2.564735101
## [492,] -5.107679238
## [493,] -0.291593116
## [494,] -3.257347649
## [495,] -1.127078921
## [496,] -0.248453051
## [497,] -1.457843674
## [498,] -1.016437529
## [499,] -0.114470894
## [500,] -1.869519235
##
## attr(,"class")
## [1] "masta"