A dataset with 200 observations and 500 dimensions is generated from the following process: linear regression model with only first three non-zero coefficients equal to 3, 2, and 1.5 respectively. The covariates are correlated with AR structure (rho=0.3). The error term is normally distributed with zero mean and sd equals to 0.5.
Usage
data(HighDim)Examples
# HighDim dataset is generated from the following process:
n <- 200; p <- 500; sigma <- 0.5
beta <- rep(0, p); nonzero <- c(1, 2, 3); zero <- setdiff(1:p, nonzero)
beta[nonzero] <- c(3, 2, 1.5)
Sigma <- 0.3^(abs(outer(1:p,1:p,"-")))
library(MASS)
X <- mvrnorm(n, rep(0,p), Sigma)
error <- rnorm(n, 0, sigma)
X <- apply(X, 2, scale) * sqrt(n)/sqrt(n-1)
error <- error - mean(error)
Y <- X %*% beta + error
HighDim <- data.frame(Y, X)
head(HighDim)
#> Y X1 X2 X3 X4 X5 X6
#> 1 4.376884 0.6386625 0.7598428 0.008698697 -0.5647407 -1.0988383 0.4020907
#> 2 -1.937395 0.2303227 -0.3160325 -1.244542896 0.7257375 0.2601853 0.2432956
#> 3 4.598954 0.8846548 1.4036599 -1.000387900 -1.1805405 0.2525938 0.4274621
#> 4 2.425983 -1.1868544 1.5981317 2.198167015 -0.9012518 -0.2345649 1.2038079
#> 5 -2.835150 -0.3034995 -0.7141646 -0.349819146 2.3529434 2.9516077 0.7585057
#> 6 -1.306194 -0.5470160 -0.2422698 0.519329244 0.3485572 -1.1882432 1.7169486
#> X7 X8 X9 X10 X11 X12 X13
#> 1 1.7658695 0.1833270 1.1182544 0.81780271 -0.5640617 -0.5484711 1.6305228
#> 2 -0.8986104 -0.5613678 0.2624679 -1.27226715 -0.4576510 0.2204798 0.2922984
#> 3 0.5768412 -0.5038509 -0.1605494 1.15311371 0.4176065 2.9842547 2.5187979
#> 4 1.2889591 0.6075300 0.7006633 -0.66112948 -2.4144092 -0.5419897 -0.6490864
#> 5 0.6838910 -1.1036420 -0.2761015 -0.09458969 1.0170246 0.9395104 -0.1099176
#> 6 -0.6977547 1.7669388 0.1140248 0.60614322 -1.0363524 0.1870216 -0.6753479
#> X14 X15 X16 X17 X18 X19 X20
#> 1 1.3692870 0.1600934 -0.3747611 0.1003025 -0.2991597 -0.4412207 2.30728400
#> 2 0.4286124 0.7671220 0.3240434 0.4669384 0.2362224 -0.8921022 1.37119255
#> 3 1.0256804 -0.7529653 1.0257455 1.1102159 -0.4931071 -0.3980987 -0.07026782
#> 4 0.9499126 1.0194589 2.3053234 1.3203805 2.1048351 0.9667856 -1.58968950
#> 5 -0.2487455 0.2472858 -0.2713448 -0.8720972 -0.3733266 0.8665565 2.05019462
#> 6 0.3468014 0.9587650 1.2535917 2.3702683 0.3470507 -1.1220527 0.00011920
#> X21 X22 X23 X24 X25 X26
#> 1 1.43347391 -0.3855762 -0.53622339 1.11385562 -0.9944273 -1.4242293
#> 2 -0.03198674 1.2271644 1.54104767 -0.90751978 0.4555100 1.4718311
#> 3 1.32462804 -1.0512417 0.06308676 0.97523242 0.2392488 0.8667079
#> 4 0.51708827 1.0732733 0.82731055 -0.06034375 0.6733257 0.3930891
#> 5 0.51812267 0.1320002 -0.75932165 -0.83614510 -0.3193516 1.4473175
#> 6 -0.88760141 0.2216573 0.41094801 1.21498895 -1.7426341 0.7422544
#> X27 X28 X29 X30 X31 X32
#> 1 0.18415588 -0.3780573 -1.1450481 -0.00729652 -0.6662430 0.79224769
#> 2 0.77895958 -0.5907555 -0.8448803 -0.54352032 0.1222618 -0.01146404
#> 3 -0.75593552 -0.6501123 0.4147131 0.28014282 0.5860742 -0.38996850
#> 4 -0.15963448 -0.4135124 0.5063679 0.83294791 0.7662505 -0.05084181
#> 5 -0.36924894 -0.5640191 -1.3716358 -0.15453297 -0.2380782 -1.56089798
#> 6 -0.09503365 -0.1643379 0.6037312 0.22722621 -0.3836994 -2.62160111
#> X33 X34 X35 X36 X37 X38
#> 1 -0.3797479 0.02557384 0.7407251 0.3176647 1.50866418 1.5754077
#> 2 1.1126153 0.84013965 0.7420368 1.5924700 0.55367100 2.2758240
#> 3 -0.6271085 1.20426159 -0.2328736 -1.1333227 -0.86438495 -0.6888285
#> 4 0.5727153 -1.01922163 -1.1919369 0.8940662 -0.17274456 0.6942602
#> 5 0.8308494 0.57981731 0.1022077 0.7143287 -0.04297019 0.6918063
#> 6 -0.6840233 -2.90806088 -1.8653121 0.4388052 1.26461870 0.4079428
#> X39 X40 X41 X42 X43 X44
#> 1 0.08679435 -0.8879805 -2.17070594 0.86572809 0.8664708 -0.1828948
#> 2 0.86778701 0.9665135 1.51248557 0.87238182 0.4808157 -1.6645986
#> 3 0.31579643 1.5114986 0.78825652 -0.48092899 -1.4529626 -0.5866480
#> 4 0.39866872 0.1411677 -0.09906144 -0.26483409 -1.6635342 -1.1372479
#> 5 1.37874159 1.1265727 1.41276294 -0.09608206 -0.7030908 -1.6028221
#> 6 0.96431532 0.4824854 -1.19653888 -1.58526017 -0.1489691 0.1270472
#> X45 X46 X47 X48 X49 X50
#> 1 -0.1281340 -0.03144019 0.5413813 -0.25861318 -1.0636559 -2.0523316
#> 2 0.5401956 0.49142274 2.0983567 0.06275197 0.3793115 -0.2758983
#> 3 0.2452463 -0.25322342 -1.7616858 -2.00214875 -0.9586681 -1.2548083
#> 4 -1.0149666 1.60280096 2.0461535 -1.22473728 -0.5309369 -1.3333588
#> 5 -2.2195851 0.92922434 -1.2100659 -0.10293223 -2.1895127 -0.7217744
#> 6 0.1788411 -0.34359348 -0.6835591 1.12375040 2.5900425 -0.2402536
#> X51 X52 X53 X54 X55 X56
#> 1 0.21744266 -0.6217535 -0.05283824 -0.23493340 -0.05290526 0.97586059
#> 2 -1.01915784 -0.6347558 1.68704902 0.71701657 0.22245684 0.96260828
#> 3 -0.03534937 -2.3135478 0.85749045 1.96512895 0.43612170 0.02681082
#> 4 -1.41246484 -0.7198080 -0.20221097 -0.79979306 -1.86859822 -0.85633086
#> 5 -0.45064437 -1.3083412 0.69060116 1.12088347 1.55647114 -0.01490555
#> 6 0.24180824 -0.8375396 0.07658838 0.02544841 -0.24982465 -0.37499137
#> X57 X58 X59 X60 X61 X62
#> 1 -0.33946128 -0.4613056 -0.9994831 0.06266007 0.2336199 -1.20638713
#> 2 1.95863501 0.1279531 -0.2332412 0.13079549 -1.4067138 0.64484780
#> 3 -0.03467852 0.5899378 1.0372503 0.19413311 -1.6498586 -0.48488336
#> 4 -1.30236704 -1.5861704 -0.3735165 -1.41344848 1.0760500 0.19429724
#> 5 0.89946126 0.2418655 -0.6427325 0.23894674 0.2330954 1.16467222
#> 6 -0.96862739 -2.2949695 -0.5286291 -1.28826925 -0.7171102 -0.02998356
#> X63 X64 X65 X66 X67 X68
#> 1 0.34016276 0.009827454 -0.3786835 -2.27743553 -0.20508125 0.03786959
#> 2 -0.77699658 -1.377078071 -0.6054126 -0.34054205 0.17148494 1.64404724
#> 3 0.33075662 1.187235632 -0.2271363 -1.05284418 -1.91829196 0.25447556
#> 4 -0.20404308 0.942384273 0.6955766 0.04268964 0.06222142 -1.72343052
#> 5 0.20808031 0.761390184 1.1087524 -0.66709618 0.33049880 0.09780942
#> 6 0.03997176 2.112254717 -0.1947440 0.26583893 0.58566153 -1.58798163
#> X69 X70 X71 X72 X73 X74
#> 1 0.03556541 2.04608233 0.36926887 0.6413418 0.03932231 -0.4784107
#> 2 1.03236558 -0.64282490 0.09582809 -1.1592103 1.34161685 0.7972159
#> 3 -0.61165660 -1.33818120 -2.06412109 -0.8896165 -0.95584566 0.1820526
#> 4 -1.90396249 -1.24447389 0.06947160 0.2995510 2.78503622 0.1528461
#> 5 -0.65758156 -0.03076139 -1.37587782 -0.3332909 -0.54456576 -1.0526384
#> 6 0.60470633 -0.39371034 0.18176879 -0.8665721 0.73835495 -2.1929701
#> X75 X76 X77 X78 X79 X80
#> 1 0.2214755 -0.73904874 -0.09062732 0.6033907 -0.2124096 -0.55257702
#> 2 0.7497090 0.23600330 0.55071369 0.2746224 0.5580319 1.09606026
#> 3 0.1993776 2.09323160 1.00895540 -1.2814139 -0.2759879 2.57083095
#> 4 1.3427363 0.08253422 -0.15008855 -0.1756831 0.9671825 -0.06497785
#> 5 -0.3951481 -2.25345002 -2.21869649 -1.6360681 -0.3934517 -1.06495352
#> 6 -0.6394331 0.64361640 -1.16096520 -0.6169242 -0.7113541 0.11495258
#> X81 X82 X83 X84 X85 X86
#> 1 -1.2251491 1.5724740 0.64920708 0.02808344 1.0715469896 0.5542670
#> 2 0.8928384 -0.4968474 -0.45475485 -1.17371183 -0.0216999427 0.3960756
#> 3 0.4793558 -0.4034824 0.03653837 1.09415814 -0.0009210677 0.7981032
#> 4 -1.7402796 -1.0211243 -1.61485073 -2.72226374 -0.8184498263 -1.1171825
#> 5 -0.9476411 1.0074199 0.78209047 -0.22276698 0.5412765651 -0.5518855
#> 6 0.6201453 -0.4253418 0.13727492 -0.02925905 -0.5479732940 -0.1885825
#> X87 X88 X89 X90 X91 X92
#> 1 -1.10661518 0.1776363 -0.5991924 0.96969376 0.8314684 -0.56660969
#> 2 -0.26431741 0.6448915 1.5330181 0.39476443 0.5176831 1.07411092
#> 3 0.06121652 1.9216696 0.7617940 0.51540641 -0.2174463 -1.14997072
#> 4 -0.36179766 -1.2320278 -0.6134159 -0.06141963 -0.3511629 -1.00001904
#> 5 1.43811391 1.8094979 0.5356657 0.93648134 0.2934536 -0.02167531
#> 6 -0.64455159 2.1592601 1.6853803 0.17423211 -0.1440215 1.39348908
#> X93 X94 X95 X96 X97 X98 X99
#> 1 -2.0153658 -0.9890460 0.6232306 -0.17516977 0.3749144 0.7134140 1.4652203
#> 2 0.8023578 1.0845958 1.4053598 1.38056120 1.7528692 -0.7463929 0.4072029
#> 3 0.7303737 -0.5212767 -0.7551647 0.04645662 0.9379995 1.8884434 0.1061960
#> 4 -1.1980113 -0.1116050 0.5470846 0.71774970 1.3945520 -0.6810394 -0.9681979
#> 5 -1.7458102 -0.7915956 0.4787216 -1.85546268 0.6373143 1.0420822 0.4544047
#> 6 0.3527339 1.9459036 0.5436023 0.12045739 -0.9319517 -1.2620625 -1.9538078
#> X100 X101 X102 X103 X104 X105
#> 1 1.3819228 -0.4218951 -0.5979192 -0.37410054 -0.37768201 0.3114408
#> 2 0.2364045 0.3644002 -1.4947606 -1.16273997 1.21280451 0.5048562
#> 3 0.9082823 -0.7788715 -0.6530495 -1.74146786 0.54314586 0.5164928
#> 4 -0.7274132 -1.3074833 -0.3482967 -1.18860970 -0.64119192 0.7826111
#> 5 0.7555863 1.3680737 1.8034376 -1.59297560 0.02691505 -0.6069384
#> 6 -1.8396587 -0.1610747 0.9470916 0.01204541 -0.42972341 0.1859040
#> X106 X107 X108 X109 X110 X111
#> 1 -0.6838202 0.7836370 -0.09797856 0.7126275 -1.07646414 -0.3679881
#> 2 -0.7462328 0.4102529 -1.42911360 1.5729188 0.32753321 -0.1684194
#> 3 -1.3038986 -0.7601153 0.91398416 0.3204298 -1.75751194 -1.3391811
#> 4 -1.6091701 -0.9279536 -0.31717728 0.2686502 0.01159489 0.4655929
#> 5 -0.3455163 1.3856154 -1.38522816 -1.0269033 -1.41023021 1.5318749
#> 6 1.7255861 0.5414859 -0.55374783 0.1538162 -0.41932901 -1.4295535
#> X112 X113 X114 X115 X116 X117
#> 1 0.8595499 -0.4628458 -2.3285571 -0.64584173 -2.21203131 -0.3308934
#> 2 -0.9081414 1.4026351 0.3299353 1.19374664 0.74050547 0.2188928
#> 3 1.0501084 0.3656611 1.3765197 1.83312715 -1.76468743 -1.1424465
#> 4 -0.5067823 -0.6290373 -1.1701759 0.40653770 0.63880256 0.1434828
#> 5 0.3177168 1.1694837 -0.2946756 0.14152047 -0.60287685 -2.2268045
#> 6 -0.2520265 1.3579594 0.0639291 -0.03953441 -0.02563127 -0.1823060
#> X118 X119 X120 X121 X122 X123
#> 1 -0.61670514 -0.6379752 -1.2680194 -0.31347319 0.05136527 0.69128344
#> 2 0.09561246 -0.7365990 -0.5212512 0.39077995 -0.36884634 -1.78188973
#> 3 -0.01244217 -1.0352112 -0.1241169 0.71441019 2.09466878 0.34548943
#> 4 1.36294802 -0.2662948 1.8738072 0.10887812 -0.61229643 -0.08256753
#> 5 -0.65709329 -2.2055801 -1.1291733 0.03543947 0.99413781 0.62967031
#> 6 1.39838935 0.5835346 0.6982081 -1.01213355 0.05255125 -1.54861900
#> X124 X125 X126 X127 X128 X129
#> 1 0.3074973 -0.3688987 -0.1819807 -0.08690946 0.327585 0.08784169
#> 2 -0.1276865 0.1470808 0.9138061 1.15498871 -1.122866 0.88332754
#> 3 -0.8535957 -0.7467980 0.6811712 -0.86193338 -1.090147 -0.73795594
#> 4 0.8616455 1.6587326 0.7268385 1.09653892 1.366659 1.00280375
#> 5 1.1731885 1.3924784 1.7664005 1.53785181 1.074907 0.70741622
#> 6 -0.2323255 1.3191659 1.7161023 1.07997543 -1.066415 -2.30533832
#> X130 X131 X132 X133 X134 X135
#> 1 -0.32769224 -1.83005692 0.38466949 0.55212493 -0.4372538 0.37093200
#> 2 1.15298270 0.39482597 1.48467987 1.65681263 -0.2743136 -0.89700751
#> 3 -2.05191430 -0.82325022 0.01012360 0.01549631 -0.8040514 0.18712759
#> 4 -0.35953562 -0.89783767 0.05506087 -0.76316145 0.2315137 0.32469326
#> 5 -0.22790595 0.70495817 -0.02869734 0.57933681 0.2275783 0.06038678
#> 6 -0.09771137 -0.02960706 0.27535715 -0.63957118 -0.6315650 0.19529657
#> X136 X137 X138 X139 X140 X141 X142
#> 1 -0.7750890 -2.2732615 0.01800631 -0.7141928 0.3530581 -1.1959290 -0.8637029
#> 2 -0.2453936 0.8986410 -0.92510379 -0.9707477 -0.5681699 -0.4108097 1.4019924
#> 3 0.9329811 0.2127724 -0.43491267 0.8049850 -0.2100094 0.7428116 -0.4956601
#> 4 -1.9257131 0.3531044 -1.68589338 0.3084628 1.1741941 -0.9414627 -0.4464728
#> 5 -1.2937635 -0.6669076 -1.16121788 -0.6410292 -1.0210223 -0.2468947 -0.6172130
#> 6 1.6501406 2.1258250 1.15288391 1.2928435 0.7593428 -0.9576274 1.1883059
#> X143 X144 X145 X146 X147 X148
#> 1 -0.3355757 -0.37141323 1.2415481 0.60031434 -1.84730872 0.01286814
#> 2 -0.8035714 0.08827369 -0.1547225 0.04874311 -0.43929824 0.36238071
#> 3 -0.8279799 1.25336116 1.1369707 -1.05414764 0.82585280 -0.99587121
#> 4 -0.6920435 -0.26591641 -0.8602420 1.35299935 1.76717911 1.31718456
#> 5 -1.4242431 -0.73335064 -1.6722735 1.00092277 0.02293785 -0.99651056
#> 6 0.5977661 0.31177912 -1.6959404 0.60369424 -0.26768770 0.15289390
#> X149 X150 X151 X152 X153 X154 X155
#> 1 2.0082475 1.4441257 0.7519835 0.4677201 0.1084877 0.2346856 -0.31809486
#> 2 -0.6273086 1.1391390 1.8252300 -0.2694851 -0.4295405 0.7408823 0.22849955
#> 3 0.6108359 1.7949200 2.1982857 -0.3662772 1.5429706 0.7416384 0.04466985
#> 4 -1.1836359 -1.5722555 -1.1322895 -0.5972148 -0.7209431 -2.1833485 -1.81487006
#> 5 0.2845328 0.8767722 2.0249483 1.3370513 0.8440917 0.4838952 2.15593909
#> 6 0.1282312 -0.8393641 0.3984677 0.7968131 -1.5985458 -0.9439376 -1.06976868
#> X156 X157 X158 X159 X160 X161
#> 1 1.22854449 1.0252087 0.06219307 0.77410648 0.71883979 0.6766454
#> 2 0.97379865 0.5941593 -0.41954206 -0.08032774 1.30965510 -0.6008765
#> 3 0.05893983 -0.5980857 -0.23551045 1.46930942 -1.71713085 0.1878560
#> 4 -1.16241163 -0.1581981 -0.70256176 -0.30451148 -0.21129175 1.8715205
#> 5 -0.88208846 1.7227738 -0.78949503 -0.54135939 0.03472291 -0.4668589
#> 6 -2.55353399 -1.8692834 -0.17493556 -0.45437910 -0.57390083 -1.5859041
#> X162 X163 X164 X165 X166 X167 X168
#> 1 1.8989706 0.8216773 0.8720078 1.6206826 0.2359837 1.32370614 1.002641
#> 2 -0.3466839 -0.1841563 -0.4539701 0.5597253 1.6473817 -1.80470795 -2.027769
#> 3 -1.6865094 -1.1032856 -0.9335771 -0.6831025 0.6378453 0.70590969 0.433797
#> 4 1.3633977 0.2767019 -0.4143984 0.4445977 0.1623493 0.85622550 1.265418
#> 5 -0.6912873 -0.3721618 -0.1913864 0.4829342 0.2139305 0.00423923 1.159485
#> 6 0.4746418 -0.5875103 0.6905454 0.2355466 0.5347573 -1.16983047 1.312629
#> X169 X170 X171 X172 X173 X174
#> 1 -1.1497996 -0.49538339 0.3837356 -0.51816551 0.03647802 -0.250130107
#> 2 -1.0310994 0.09614489 -0.2045727 0.83854503 -0.17106003 -0.109927287
#> 3 1.2934854 0.72962296 -0.3335906 -1.34634887 -2.44368961 0.119814517
#> 4 1.1430550 -0.05051958 -0.3385373 0.07348757 -0.36116015 -1.033599176
#> 5 0.1967947 1.31143002 2.5019355 -1.24367361 -0.97919670 0.005494916
#> 6 -1.1568776 -0.58511090 -0.9217806 0.82947075 1.99023120 2.019149841
#> X175 X176 X177 X178 X179 X180
#> 1 -0.02382820 -0.1296079664 -0.1381700 0.4836398 0.1992857 -0.08710126
#> 2 -0.04000786 -0.3965044128 1.3510810 0.3455097 0.7795777 0.10761031
#> 3 -0.20314561 0.1055183289 0.2773396 1.2159993 1.6554104 1.15509040
#> 4 -0.06743365 -0.1262499699 -0.4317792 -0.9183815 0.1830273 0.20914873
#> 5 -0.10329231 1.9782279727 1.5044200 0.2293705 0.4289782 -0.88346700
#> 6 -0.49141977 -0.0004045424 2.4143696 -1.0691161 -0.9958349 0.21747043
#> X181 X182 X183 X184 X185 X186
#> 1 0.20812479 0.25760942 1.3977147 1.18872530 -0.48948006 -0.322412324
#> 2 -0.86842757 -0.83873764 0.3642024 -0.54379932 -0.07028458 -0.524743632
#> 3 0.66931624 0.24351657 -0.9274616 -0.05874264 -0.60730744 0.006670508
#> 4 -0.05234172 2.37469388 2.5151921 -0.07258738 0.44509633 -0.791346392
#> 5 -0.06664604 -0.04992044 0.3481919 -0.86397506 0.60960168 0.244151406
#> 6 1.42808590 -2.72914770 -0.7284917 -0.51945959 0.95411536 -0.159021638
#> X187 X188 X189 X190 X191 X192
#> 1 -1.3850217 -0.2538247 -0.3570757 1.29997301 -0.7815002 0.27454632
#> 2 -1.2121857 -0.1914237 1.0955403 -0.92332728 -0.1925039 -0.38213764
#> 3 -0.3761925 -0.2386589 -1.3360722 -0.21674010 -1.2293685 -0.88651522
#> 4 0.0964307 0.0593653 0.3743896 0.79619328 0.3172683 2.28458407
#> 5 0.9791676 0.6512649 0.7385207 -0.34746437 0.9588115 -0.66004436
#> 6 -1.4513079 -1.4026086 -0.3024329 0.08095013 1.0577539 0.04437807
#> X193 X194 X195 X196 X197 X198
#> 1 -0.06433742 0.826253095 -0.4110578 0.06543048 1.23321067 1.3997537
#> 2 1.08302204 -0.002583513 -0.4735164 0.64633337 -1.60358107 1.0448025
#> 3 -0.40894659 -1.341901168 -0.1444604 -0.69985260 -0.76372031 0.1107892
#> 4 1.52064746 -0.368358711 -0.3652663 1.25997927 -0.08769981 0.7159865
#> 5 0.24877827 0.271035847 -0.2643735 -0.95632655 -0.91628025 0.1872811
#> 6 0.25645059 -0.894141256 -0.1249214 1.14780282 1.44465475 1.5400169
#> X199 X200 X201 X202 X203 X204
#> 1 -0.07254690 0.5313700 -0.0311028 -1.02640438 2.1727133174 1.7780823
#> 2 1.95122657 1.4014320 0.9157782 -0.13881082 0.2286706589 -0.5144662
#> 3 0.08388528 -0.5086967 -0.4739643 -0.30837863 0.0006245873 -0.7824864
#> 4 -1.65608668 -1.7284629 -1.9676917 1.02027156 -1.0031792984 -2.0618604
#> 5 1.78711896 0.1666374 -0.5299509 -0.04881914 -0.6821460034 0.8320918
#> 6 1.89242703 -0.8823541 0.1523175 -0.34706343 1.7113608101 1.0426088
#> X205 X206 X207 X208 X209 X210
#> 1 0.8857929 -0.8576945 0.755127338 1.1847094 -0.4645767 -1.1820384
#> 2 -0.7125260 -0.9894950 -0.993584991 0.4757612 -0.5991213 0.7962107
#> 3 -0.4625267 0.2754559 0.868423263 1.3837277 -0.7658181 -0.6387462
#> 4 1.0804150 0.4889191 -0.304634437 -0.5475990 -0.1572808 1.5415147
#> 5 0.4602265 -1.3883938 0.004406618 1.0576079 0.2466672 -0.9214728
#> 6 0.5012547 -1.2864788 -0.709979842 0.4526824 0.8887735 0.9119433
#> X211 X212 X213 X214 X215 X216 X217
#> 1 0.9024612 0.6462818 1.0881669 1.3697377 1.5509187 0.5002264 -1.72766146
#> 2 -0.5004055 0.1541108 2.3996225 0.7519902 -1.4189410 0.6337327 -0.05550528
#> 3 -0.6342220 -1.8113027 1.5547261 0.2407787 0.7401423 -1.0646334 -0.51489112
#> 4 -1.4661864 -0.3844375 -2.4400638 -0.5475770 -1.8784328 0.3572076 -0.19068161
#> 5 -1.4193939 -1.8516265 0.3748003 -0.6630076 -0.4713856 0.4488995 0.53205792
#> 6 1.6115803 -0.1448669 -0.6866857 1.2859085 -0.6256114 -1.4970699 -2.16527539
#> X218 X219 X220 X221 X222 X223 X224
#> 1 -0.9852041 -1.1399595 0.31599438 0.6424570 -0.3711925 -0.5341722 -3.1255441
#> 2 0.8854625 2.2472428 0.06590645 0.7446481 -2.3388393 -0.2179203 0.3481963
#> 3 2.3427761 0.4465334 0.71613883 0.4713749 -0.9385072 -0.7481020 1.1033882
#> 4 -0.7447087 -0.7697879 -1.25288201 -0.5622900 -0.2833656 -0.4441165 0.8351532
#> 5 -1.4904828 -1.1195851 -1.14799383 -1.0717482 0.3712876 1.8371988 -0.9177442
#> 6 -0.3885134 0.2396599 0.68303157 1.9229840 1.2514026 1.2036695 1.0206194
#> X225 X226 X227 X228 X229 X230
#> 1 -0.5217956 -0.39788056 -1.28817228 -1.1763384 0.63271587 -1.2503659
#> 2 0.4905529 -0.07361549 -0.03489369 1.0796731 0.80465235 0.5713717
#> 3 0.3019550 0.83035321 -1.35567486 -1.1998423 0.98938031 1.6109558
#> 4 -0.3882066 -0.48648741 -1.52450352 -1.4329195 -0.17836954 -1.1938947
#> 5 0.3874346 0.31722366 0.50013733 -0.2362259 -0.49075628 0.9766334
#> 6 -0.4907636 -0.29911272 -0.70678382 0.4654365 0.09655395 -0.3050777
#> X231 X232 X233 X234 X235 X236
#> 1 -0.74483223 0.32274948 -0.2658112 0.75198196 1.25913283 1.8363430
#> 2 0.98323397 -0.01007798 1.5988838 0.01027659 -0.28090534 1.4171040
#> 3 1.15639030 1.21199431 0.2726681 0.47484882 -0.03455924 1.1044989
#> 4 0.31103832 0.40145378 -0.7041406 0.76000643 1.11164249 -1.3185637
#> 5 -0.02107968 0.87801675 1.0447126 2.27399881 -0.50113940 -0.8359250
#> 6 0.18278513 -0.69318115 0.8771156 -0.21674141 1.97922043 0.2946002
#> X237 X238 X239 X240 X241 X242 X243
#> 1 -1.2257643 -0.4437356 1.22149013 0.1300116 -0.3509821 1.2470437 0.1467304
#> 2 0.8945856 1.2144703 0.06041172 -0.6697088 0.4874442 1.1866295 0.6476502
#> 3 -0.8693070 0.2556676 -0.15096920 -0.8787096 -1.0913822 0.5187994 1.5382286
#> 4 -0.3726429 -0.1866151 0.33405190 -1.1447340 -0.4899869 0.7749991 -0.4542659
#> 5 -1.2090475 -1.0453242 0.36710119 -0.1273890 -0.6313337 -0.9350339 0.1830294
#> 6 -0.5088812 0.1168100 -2.53962425 -1.1863721 -2.0095731 -1.1699982 0.7029302
#> X244 X245 X246 X247 X248 X249
#> 1 0.1835167 -1.38288210 -2.5325048 -0.94611051 -0.8461256 0.6958179
#> 2 0.3417367 1.50710997 -0.5163891 -0.45501675 -2.3248083 -1.2914536
#> 3 0.7965040 -0.05409208 -0.4584467 0.29492328 -0.8613347 -0.6959195
#> 4 -1.3377432 -0.74339459 -1.0884549 0.25489688 1.4238613 -1.8465710
#> 5 -0.6030336 0.59670948 0.5720888 0.08735000 0.1047316 -0.6045985
#> 6 1.3013876 0.22011696 -1.5241773 -0.06984076 -0.6576390 0.4801087
#> X250 X251 X252 X253 X254 X255
#> 1 0.9109164 0.9293796 -0.3160620 -0.71804430 0.6191531 1.68987841
#> 2 0.6888584 -1.1946772 -0.2789699 -0.38287682 1.0774492 1.91576997
#> 3 -0.8941712 0.8588128 -0.3618273 0.02747764 0.0373096 -0.76201562
#> 4 -0.6448773 -0.2213588 0.2235703 2.30757243 1.0202771 -0.30331560
#> 5 -0.8476468 0.4700096 -1.4701710 -1.38462453 -0.1968507 -2.04705258
#> 6 0.8702351 0.2889126 0.2046640 -1.82092240 -0.9023134 -0.05405798
#> X256 X257 X258 X259 X260 X261 X262
#> 1 -0.4835611 0.2451781 1.3329868 0.6703154 0.1480744 0.94114128 -0.7594220
#> 2 -0.9571768 0.5353525 -0.6203164 -0.2644426 0.6274602 1.57260622 1.4154896
#> 3 -2.8978442 -2.0330163 -0.3692648 -0.6778353 -0.5759169 1.58833903 0.1085596
#> 4 0.6899373 0.5357275 1.9203771 0.8716876 0.0186613 0.07657764 0.1826169
#> 5 -0.5444262 0.2077547 0.8786257 -1.0452126 -0.4548868 -1.35774182 -1.2388146
#> 6 -0.8751468 -0.6174080 0.6401566 0.4680309 0.8070612 0.95948775 0.1082436
#> X263 X264 X265 X266 X267 X268
#> 1 -1.1825613 -0.5654893 0.59417684 -0.08713781 -0.24699033 1.0963445
#> 2 -0.5096426 -0.8189065 -1.64294150 0.94837696 0.09578430 1.3787298
#> 3 0.8242907 1.1033175 0.16876329 -0.29496626 -0.76474237 0.1805309
#> 4 -0.5537874 1.0864108 -0.01002871 -0.86723429 0.03654176 0.1427225
#> 5 0.5117001 0.3380091 0.36318814 -1.11308235 0.02587918 -0.1488502
#> 6 -0.1152584 1.1125831 0.68917207 0.44040642 0.02023757 -0.8448325
#> X269 X270 X271 X272 X273 X274
#> 1 0.4013224 0.4776501 -0.711981293 -0.4925804 -1.20997952 -0.7734149
#> 2 -0.1554355 0.2093945 0.919872961 1.3946096 -0.05635374 -0.7421148
#> 3 -0.3670770 0.3772945 -0.412442259 -1.3178728 0.20367395 -0.5591997
#> 4 1.8987460 2.2959974 1.427688514 -1.4304187 -0.48121063 -0.5593500
#> 5 0.5736978 0.5219353 -0.306611929 -0.1458992 -0.64434690 -0.4474372
#> 6 0.9455028 -0.7606374 0.006591003 1.4268247 0.74286278 1.4351805
#> X275 X276 X277 X278 X279 X280
#> 1 -1.53968010 -1.8530706 -1.19994376 -1.0318157 0.5311858 0.3200103
#> 2 -0.41628559 0.7957915 1.33957822 0.3715581 1.0304628 0.7688439
#> 3 -0.04693699 -0.9876556 1.09150650 0.7415097 -1.6738707 -1.1241906
#> 4 1.01758485 -0.6525439 0.07966143 0.5421083 -0.7442237 -0.3441896
#> 5 -0.74189278 0.4206835 -0.71772704 -0.1096947 1.7972367 0.4950582
#> 6 -1.35466744 0.7355275 -0.34184271 0.8304400 -0.1828936 -0.4228098
#> X281 X282 X283 X284 X285 X286
#> 1 -0.58992676 -0.75595100 -0.4235282 -0.4718512 0.6913621 -0.1542750
#> 2 0.55268857 1.08112267 0.7670678 0.8767088 1.6553191 0.1976164
#> 3 0.02898442 0.91763357 -0.2312635 0.2545630 -0.5002775 -0.5438145
#> 4 1.41881182 -1.36197084 0.8525310 -0.8045310 1.0779352 -0.5725344
#> 5 -0.15871743 0.06878613 0.4354195 1.2133546 -0.6985014 1.0014390
#> 6 -0.09984678 -0.27487582 1.5578227 0.8643817 0.1060493 0.6332643
#> X287 X288 X289 X290 X291 X292
#> 1 -0.5859855 -1.64171713 -2.65684188 -1.10985364 0.47015781 -1.1382535
#> 2 -0.2780619 -2.38687475 -0.86698217 0.57856978 1.82084201 -1.2589578
#> 3 -0.1261617 -0.12303900 0.03491643 0.69536421 0.20415404 0.7029078
#> 4 -1.5334949 0.04413138 -0.06922679 1.17808433 0.09470086 0.2727650
#> 5 0.5608235 -0.61673939 -0.57938623 1.21873620 -0.26589971 0.3208658
#> 6 -0.6429411 -0.22994531 -0.30660701 -0.03815788 0.54200211 0.1882744
#> X293 X294 X295 X296 X297 X298
#> 1 -0.7456679 -2.6834735 -2.2264824 0.2591657 -1.3468736 -1.0932361
#> 2 0.3041080 1.6243994 1.6820561 -0.2591598 1.3659803 0.8920152
#> 3 0.9164255 -0.7477072 0.3834148 0.1269107 -1.8858212 -0.6584762
#> 4 -0.4631173 -1.5090846 0.5204872 1.4737662 -1.2733382 1.2614707
#> 5 -0.8195618 -0.6807291 1.5177331 1.6312311 1.1651017 -0.6505553
#> 6 -1.0597432 0.4202163 1.5728619 0.1926764 -0.8917468 -0.9387069
#> X299 X300 X301 X302 X303 X304
#> 1 -0.0937116347 -0.4674909 -1.27929222 1.7267067 2.667648412 2.1214011
#> 2 -0.1436381730 0.2551077 -0.01496003 0.3158678 3.255544063 2.8275698
#> 3 0.0007150745 -2.4703388 -2.63712707 0.7870620 -0.008587158 1.3404626
#> 4 1.6756082930 1.6486052 1.58225528 1.0083631 2.429874993 1.6382989
#> 5 -1.2745810169 -0.6289049 -1.67338441 0.8424228 -0.403442437 0.1585114
#> 6 0.9578267275 0.4027333 1.25480990 0.4341530 1.165917668 0.8474975
#> X305 X306 X307 X308 X309 X310
#> 1 0.09101085 -0.42625865 0.2345759 -0.8738026 -1.7471883 -1.9377980
#> 2 0.72439917 1.22585061 0.3185538 2.6546742 0.9722184 0.2585024
#> 3 0.71299053 0.74676407 0.6801622 0.3831786 -2.1023398 -0.1621177
#> 4 1.61679089 3.02859758 0.6862236 -0.4170136 -1.0950259 0.2497323
#> 5 0.63861918 0.06416161 -0.4181771 2.0243011 0.4707096 -0.9440489
#> 6 -0.11094266 -0.42241195 -0.4647136 1.2080772 0.7803734 -0.6162235
#> X311 X312 X313 X314 X315 X316
#> 1 -0.9261938 0.4417176 -0.2948959 0.60087087 1.49674383 0.41932598
#> 2 0.5825660 0.6630357 0.5119250 -1.14808556 -1.41543993 0.06947842
#> 3 0.3108003 -0.5524318 1.1045660 -0.55620276 -0.15288752 -0.50366633
#> 4 0.2797128 -1.0745344 0.4014144 -0.06029024 -0.85469886 -1.38988998
#> 5 -0.1167444 0.7479251 -0.6804145 -0.37815302 0.09155101 -1.02674467
#> 6 1.3883256 0.2173088 0.4106079 0.89669441 1.07766679 -0.13233968
#> X317 X318 X319 X320 X321 X322
#> 1 -0.2799848 -1.1641202 -0.4217896 -1.40999448 -1.03385981 0.2130562
#> 2 1.3572707 -0.2655103 -1.7042554 -1.55484395 0.12599347 0.8871657
#> 3 -0.8770187 -1.0923015 -0.2819128 -0.76777152 0.40494045 0.1797544
#> 4 -2.7238544 -0.8566270 -0.1663554 0.02781928 0.01387305 0.9584860
#> 5 -0.7765215 1.1188310 0.1879746 0.01080180 -1.81741248 -0.6082996
#> 6 -2.4061124 0.2071628 -1.3818427 0.64798088 2.28185931 1.4312780
#> X323 X324 X325 X326 X327 X328
#> 1 0.5368267 0.2879569 -0.8265096 0.19677218 0.81921267 0.9963526
#> 2 -0.8707561 0.6437056 0.8717350 0.02534016 1.03590252 0.6539785
#> 3 -1.3768329 -0.2902336 0.4460281 1.48511340 0.42219914 0.7960787
#> 4 1.0443393 1.1016013 -0.3539938 -0.12879190 0.01507308 -0.6265697
#> 5 0.5639682 0.5515174 0.8916800 0.87188187 -0.98812188 -0.3385796
#> 6 0.7850373 -0.3666184 -0.7804183 0.87496657 1.00368420 1.0266590
#> X329 X330 X331 X332 X333 X334
#> 1 -0.09184258 0.29183812 0.0582008 1.5988160 0.6388953 2.10109399
#> 2 -0.20241127 -0.58387320 -0.9945344 -1.3435339 -0.2197506 -0.09329585
#> 3 0.75160938 0.08163491 -0.7522106 0.4269362 -1.3049084 -0.31772454
#> 4 1.23382020 1.22566449 -0.5758219 -0.6019720 -1.1509049 -1.11257540
#> 5 0.81362999 0.64497147 1.5899213 2.1000141 0.7503279 0.55794851
#> 6 0.87063717 0.42781635 -0.5243669 1.1218359 0.1700400 -2.64652579
#> X335 X336 X337 X338 X339 X340 X341
#> 1 1.7001634 -0.9260879 -0.8641142 0.61836638 -0.2986905 0.4587552 -0.5504838
#> 2 2.2989769 0.9424343 0.3281748 -1.20999625 0.8850113 1.3958991 0.4963700
#> 3 0.4133526 1.4721054 0.9578255 0.22701428 -0.4914032 0.5625207 2.2651754
#> 4 2.6855264 1.0395694 -1.0428929 -0.09897806 -1.3220359 -1.6077496 -1.0980014
#> 5 -0.1011717 -0.8549150 0.4569555 1.14336034 -0.7716480 1.0553538 -0.4189176
#> 6 -0.7427837 -0.7696233 -0.1565048 1.82959994 1.0342614 0.7112563 -1.0591585
#> X342 X343 X344 X345 X346 X347
#> 1 -0.37054745 -1.7712862 1.69963613 1.66470955 -0.14605541 -0.1858096
#> 2 0.73541474 0.1710412 0.05983014 0.08537823 -0.31490193 -1.3783870
#> 3 1.46899724 1.6597461 -0.59437509 -0.60748863 -0.38171775 -0.5703641
#> 4 -3.52333808 -2.1530102 -0.85819456 1.22038597 -0.48029320 -0.4005023
#> 5 -0.04793013 -0.1241411 -1.31059286 -1.74104030 1.44185897 -0.2890845
#> 6 -0.98401609 1.1159123 -0.85255259 -0.22470312 0.07855491 0.5986326
#> X348 X349 X350 X351 X352 X353 X354
#> 1 1.1883808 -1.2009120 0.2958302 -0.39814150 -0.4892421 -1.6175563 -0.1174005
#> 2 0.1945730 1.2989436 -0.1871895 1.67087432 -0.5777402 0.2748654 -0.9994416
#> 3 0.6160829 0.5688427 0.6360451 -0.28851196 0.1287653 -2.2502448 1.0628638
#> 4 0.5597078 -1.0288962 1.1750935 0.59763225 -1.2924345 0.6454919 0.4508952
#> 5 -0.9574182 0.2620773 0.4766460 0.51984546 -2.0594532 -1.0434820 -1.5361491
#> 6 0.1813995 -1.1276641 1.2358707 0.06664891 1.1451990 1.1534070 -0.1220524
#> X355 X356 X357 X358 X359 X360
#> 1 -0.05938776 -0.9932655 -1.119305283 -0.8325642 -0.9653303 0.03096563
#> 2 -1.53378545 1.1307243 0.460380179 0.5596310 -1.3267627 -1.38824744
#> 3 1.07188013 1.0667986 0.340608773 -1.6184050 -0.1316789 -0.77676493
#> 4 0.08530319 0.2486472 0.003549818 1.0114447 1.0187133 1.41633354
#> 5 -0.12156823 -0.5153584 1.349614181 0.3711660 0.2794616 0.44925933
#> 6 0.15282381 -0.8924679 -1.547458323 -1.1674164 -0.8442083 -0.16659141
#> X361 X362 X363 X364 X365 X366
#> 1 -0.7988796 1.6245081 1.5778345 -0.78699191 -0.6888955 -1.23570885
#> 2 0.7386564 -0.7954800 1.3369749 -0.06794514 -1.4162563 -0.45855501
#> 3 1.5073489 -1.1847106 -0.7231118 -0.45014299 -0.6885106 0.04002034
#> 4 0.6439574 1.7303051 1.1094474 -0.26230565 2.9780184 0.52115231
#> 5 -1.2533708 -1.3212105 -0.4207985 0.93155689 0.2664559 0.27225167
#> 6 -0.2332240 -0.3990724 0.6930507 1.78448366 -1.0346753 -0.87553465
#> X367 X368 X369 X370 X371 X372
#> 1 0.37131046 -0.2857877 1.2983654 0.8102755 0.7750976 -2.21571806
#> 2 -1.20088074 0.6134055 0.6265172 -1.2707821 -0.4587694 0.03159852
#> 3 -0.01592845 -0.3112262 -1.3072055 0.2122786 -1.2937428 -0.85580352
#> 4 0.45522200 -0.1976168 0.7627225 1.0875237 0.3111115 -0.69410607
#> 5 -1.05541466 -1.5974869 -1.7838649 -1.8515567 -1.3996448 -1.47663636
#> 6 0.53362699 1.8573468 2.3026379 0.8099008 2.1478568 0.76991575
#> X373 X374 X375 X376 X377 X378 X379
#> 1 0.2965938 -0.1525208 1.2244350 -0.8210852 -1.3377307 0.60661485 1.6838078
#> 2 0.2385862 0.2331387 -1.2352592 -0.3166369 1.3030780 -0.76805461 -0.2174262
#> 3 1.6714284 -0.2468034 -1.3930311 -1.1259507 1.3254899 1.23888589 1.4115573
#> 4 0.1173108 -0.3513494 2.2985839 1.5167273 -0.6425482 -0.56416851 -0.8958599
#> 5 -1.0379808 -0.7265838 1.8615874 -1.5833221 1.2770543 0.83214836 0.8222189
#> 6 -0.8831487 -0.6897725 0.2585461 0.6447046 0.5095223 0.01595631 -1.7185264
#> X380 X381 X382 X383 X384 X385
#> 1 0.08729119 -1.29985699 -0.60017037 -1.6693919 0.461155745 0.1212282
#> 2 0.34556564 -1.19491895 -1.84910067 -1.1585582 -0.401712782 2.1266294
#> 3 -0.32138846 0.05265236 -0.06435567 -0.2521725 1.810312789 -0.1573187
#> 4 1.52064810 0.89564015 1.56984663 0.8895171 -0.002674652 -0.3659427
#> 5 -0.71321567 0.52681713 -0.48649516 0.3006066 0.952690110 0.1207966
#> 6 -0.74606089 -0.93266493 0.26777097 -1.1481447 -0.805798314 -0.2964119
#> X386 X387 X388 X389 X390 X391 X392
#> 1 0.2904451 -0.1194425 0.4111594 -1.7505500 -0.9075924 -0.60600294 0.3354597
#> 2 1.3771350 -0.3249652 0.5376267 1.1980511 1.1655260 1.12609860 0.5721209
#> 3 -0.5958792 -0.4268356 0.9788791 -0.7959936 0.8414174 0.15787921 1.5760428
#> 4 -0.8103593 -0.3289114 0.3234834 0.2442041 0.3583194 -0.40126802 2.9184765
#> 5 0.5360922 -1.9597337 -2.0773122 -1.3786416 -0.6406621 0.05832189 -0.8135288
#> 6 -1.8039269 1.1316186 -0.9483639 -1.6228629 -2.9425203 -1.28971406 -1.1289040
#> X393 X394 X395 X396 X397 X398
#> 1 -0.07754883 -1.4244247 -0.08860402 0.6660142 -0.03192624 -0.91382006
#> 2 1.38516036 0.8269086 -0.37965353 -1.7312589 -0.10633885 -0.55455373
#> 3 -0.41361477 -0.2685401 -0.02382564 0.6201564 0.30714394 -0.14108730
#> 4 2.00816827 0.9746265 1.25359993 0.3714397 -0.79399603 -0.34868071
#> 5 -0.49678582 0.1726818 -0.07032695 0.7286305 -0.02971122 0.06267331
#> 6 -0.86672993 -1.1477474 0.32452424 2.2107597 0.82287696 -0.02381182
#> X399 X400 X401 X402 X403 X404 X405
#> 1 0.1109930 0.2739676 1.6188365 0.2619822 -1.6324965 -0.1104779 0.15522556
#> 2 -1.4149472 -1.9802954 -1.1539674 -1.0057697 0.4889209 -0.3957438 0.32321392
#> 3 -0.8378580 -2.1654791 0.9814171 1.2994456 0.2200329 0.2920700 0.09048108
#> 4 -1.4250939 -0.5797861 0.6838300 -0.5440092 -2.5084090 0.3639032 -0.29795187
#> 5 0.4317461 -0.7822367 0.5141681 -1.2881039 -0.6034393 0.7244707 0.50908563
#> 6 0.1965983 -1.4660631 -0.8942419 0.3346099 -0.4283100 -2.2868915 -1.69581942
#> X406 X407 X408 X409 X410 X411
#> 1 1.94897196 1.4789168 -0.83784676 0.8482711 2.0990473 0.472103059
#> 2 0.29346980 -0.4592686 -0.01840548 -0.5526227 -2.4715188 -0.003048029
#> 3 0.04814511 -0.9597411 -0.06188623 1.9008417 0.0863923 0.593512380
#> 4 -0.11074456 -0.8922030 -0.72314902 -0.1530357 -1.4790623 -1.477600108
#> 5 -0.95474930 0.1378297 0.25405287 0.1180248 0.8626163 -0.155020600
#> 6 0.44562165 -1.2149862 -1.10249709 -0.6373694 -0.6673538 -0.253235770
#> X412 X413 X414 X415 X416 X417 X418
#> 1 1.2853821 0.59073292 -0.6127083 0.3641950 -0.4551047 -0.5076732 -0.3967667
#> 2 1.9773853 1.88067837 0.7123144 0.2686516 0.5064998 -0.1838720 0.3169461
#> 3 -0.4545815 0.34223822 -0.4435516 1.6249693 -0.2861434 0.5234756 -1.6068175
#> 4 -0.3828926 -0.33194393 -0.8196534 -0.4770486 -0.2120361 -2.3312784 -0.8949515
#> 5 1.0281520 -0.07705256 -1.7752333 0.2927618 1.4543578 0.3800127 -1.2500179
#> 6 2.2486017 1.34731792 -0.6613715 -0.6517804 0.1683774 -1.6315170 -0.7538588
#> X419 X420 X421 X422 X423 X424
#> 1 -1.4148113 -0.3185488 0.02421454 0.06551171 0.52191232 0.8974322
#> 2 -0.5549401 0.8407395 -0.26371165 1.18348485 0.04903432 0.2466480
#> 3 1.1845209 2.1846356 0.63180472 1.34284003 1.05303010 1.7319953
#> 4 -0.6418496 -1.1087110 0.45113001 0.94706543 1.70157053 0.1905189
#> 5 -0.5809070 1.3391342 0.16184113 -1.04957466 1.35513444 -1.0056428
#> 6 0.1581742 -0.2376590 0.16135797 -0.04736039 0.61499952 1.2158221
#> X425 X426 X427 X428 X429 X430 X431
#> 1 1.0163426 0.3770453 1.9044320 0.1612020 0.04473769 1.1721631 -1.2618587
#> 2 0.7186814 0.3126385 -2.4788558 -0.6634863 -0.39637433 0.5335338 0.4589368
#> 3 -0.8571149 -0.4822759 -1.3031958 -1.3098659 -0.55196087 0.3439561 1.1281973
#> 4 0.2409685 0.5470237 0.3941247 -0.2956130 -0.44950354 1.8120722 -0.1351709
#> 5 -0.1958521 -0.5410285 0.7322148 -0.2115575 -1.04695794 0.8452455 1.1710350
#> 6 0.4810885 1.0071650 -1.1876098 -1.2973146 -1.13942094 -0.7446137 0.6590433
#> X432 X433 X434 X435 X436 X437
#> 1 0.1408057 0.8911167 1.89599196 -0.0009351073 0.3066826 1.2825799
#> 2 0.1971752 0.1266117 0.01127606 0.6546604739 -0.9192120 -1.3579030
#> 3 0.1513279 1.4316758 0.41480105 -1.6745988021 -0.6524607 0.1214681
#> 4 0.6323494 -1.7221924 -1.96173623 -1.2393341286 -2.1241489 -1.5867126
#> 5 1.5947082 2.5644223 1.91934666 -0.3377076556 0.8384399 -0.3947282
#> 6 -0.7205398 -0.1085427 -0.99522488 -1.0322948295 -0.8647180 0.6787250
#> X438 X439 X440 X441 X442 X443
#> 1 -0.12383585 -0.83941205 1.9652890 0.8114734 0.7230973 -0.3613384
#> 2 0.35998519 0.64802974 -0.7016312 0.1130515 -0.7752798 -1.6736113
#> 3 0.56866297 0.70520458 0.6612711 1.2411092 0.3375172 0.0389090
#> 4 -1.03305179 -0.08885239 0.4480516 2.0374489 0.8036212 0.9552622
#> 5 -0.85669278 -0.02390560 0.7470066 -1.6479928 -1.2220029 -0.4586110
#> 6 0.03678541 0.21372953 1.5157040 0.1757768 -0.1387441 -1.6390941
#> X444 X445 X446 X447 X448 X449
#> 1 0.2867806 -0.2493531 0.3712097 0.5166497 -0.9288262 -1.20500247
#> 2 -0.1743196 -0.3056875 -0.4407120 0.8265232 -0.7664746 1.22001162
#> 3 -0.6897965 -0.2615747 -1.3144022 -0.2267625 -2.9455876 0.96382171
#> 4 -0.3131362 -0.4535501 -0.4639069 -1.4305171 -0.2067842 0.22811152
#> 5 -1.3555066 -1.9667250 -1.6245791 -0.6473584 -0.3250907 -0.35625404
#> 6 -1.5016399 -0.7548021 -0.2327583 0.4962956 0.6087932 0.06812354
#> X450 X451 X452 X453 X454 X455
#> 1 0.03659401 -0.008248559 -0.8638316 -0.83288663 -1.81947021 -1.9477641
#> 2 0.28438057 -0.252116946 -0.1433490 0.76924741 1.67265299 0.6997692
#> 3 -1.16407312 1.786058426 1.9535890 -0.08182438 0.73346285 -0.2884042
#> 4 -0.76697656 -0.543225382 -0.6040109 -2.27941947 0.09686078 -1.0850403
#> 5 -1.32933048 0.812766956 0.2424772 1.75323692 -0.93720519 0.2112463
#> 6 -1.20527151 -0.762921970 1.7492353 1.39986027 -0.16195666 -0.7318675
#> X456 X457 X458 X459 X460 X461 X462
#> 1 -0.9512165 0.1455232 -0.1100247 0.1376823 -1.7448402 -0.5570352 0.6682515
#> 2 0.1745326 -0.3591138 -0.6105915 -1.0382030 0.4007868 0.5547551 -1.6659971
#> 3 -0.2451345 0.1360092 -1.1170890 -1.3492692 -0.9112736 0.9246756 0.9767302
#> 4 0.4984745 0.9811046 1.6503280 -0.5674485 -2.0174985 -0.4697883 1.4335174
#> 5 -0.1578377 -2.7992330 -0.8363768 -0.6065037 -0.6921967 1.2913003 0.1008094
#> 6 -0.6068526 -0.2399822 0.3462625 -0.1723190 -2.5227707 -1.7815466 -0.7138301
#> X463 X464 X465 X466 X467 X468
#> 1 1.3167000 0.7883336 0.1168518 -0.9859769 -0.284185440 0.90455476
#> 2 1.9942090 0.6420137 -0.1293085 -0.2025632 0.172937504 -0.97933899
#> 3 0.7078309 0.3416816 -0.8735687 1.2933905 -0.350932096 1.06138967
#> 4 -0.4651415 0.7035921 -0.2216062 -0.2688878 0.007237282 0.57265645
#> 5 1.2124229 -1.2299297 -0.9433116 -1.3875027 0.550311037 -1.60479869
#> 6 -0.2384445 -0.6639138 0.7548360 0.8107179 0.286399528 0.06175271
#> X469 X470 X471 X472 X473 X474 X475
#> 1 -0.2544324 -0.34379892 1.5376698 1.9040723 1.0052588 0.3651854 -2.0512827
#> 2 0.6409403 -1.71696427 0.0166513 -0.3460744 0.6929146 -0.6253452 0.2711422
#> 3 -2.6716133 -1.86646409 -0.3850740 0.1526578 -0.3766575 -0.5204961 -1.2407695
#> 4 -0.3647292 0.09895341 -0.1629314 -0.8538290 -0.3146342 0.2757974 -0.5026825
#> 5 -2.6633039 -0.85070715 0.1379637 0.9542730 0.1049527 -0.2899301 0.6656496
#> 6 1.3300783 0.35819740 0.1700401 -0.9562654 0.5164147 1.1172012 0.9962769
#> X476 X477 X478 X479 X480 X481
#> 1 -1.4990237 -1.1572305 -0.7715807 -0.4213657 0.30703458 -0.1528425
#> 2 0.7984405 -0.2211935 0.5362630 1.1082296 0.41514849 -1.4635133
#> 3 0.3048481 1.1232879 0.1211546 -1.3204662 -0.83939050 -0.2479119
#> 4 -1.8944517 -1.0473675 -0.8129602 0.2238537 -0.07871452 2.7861773
#> 5 -0.7613014 1.2303107 1.3247804 1.4793284 -0.15940606 0.1147122
#> 6 1.5422290 0.2799092 -0.2234897 -1.3555108 0.09556488 1.6008540
#> X482 X483 X484 X485 X486 X487
#> 1 -0.55228436 -1.8463194 0.66238285 1.0954122 0.1406328 -0.70673396
#> 2 -1.62046788 -0.3544886 -0.41572359 -1.1607726 0.4415227 0.40139678
#> 3 0.14438248 -0.1788045 -0.50109144 0.6406934 1.6157543 0.56034692
#> 4 1.86640177 0.4772138 0.58113389 0.7536208 -0.9063684 -0.05355484
#> 5 0.02601585 -0.1773441 0.07727136 2.2378360 0.6327297 -0.04272353
#> 6 0.39043281 -0.2728488 0.05937776 1.2106093 1.2223833 0.17330295
#> X488 X489 X490 X491 X492 X493
#> 1 -0.1703188 1.5462463 -0.05884645 -1.1090196 0.48186967 0.03514956
#> 2 -0.2045443 -1.7772914 -0.37362929 0.1526945 -0.19068916 1.18731694
#> 3 0.7690254 -0.3623323 -0.06281004 -0.5089515 -1.12569224 0.39120239
#> 4 1.5857391 -0.3301127 0.54727034 -0.1112612 1.13740856 0.95526109
#> 5 2.5093012 2.2403090 0.84729915 -1.1608047 -0.05587286 -1.48909349
#> 6 -2.9650123 -0.5345334 0.06312235 0.6921504 0.87270888 0.07931799
#> X494 X495 X496 X497 X498 X499 X500
#> 1 -0.1360599 0.5916489 0.5597106 -1.55399910 -0.9204243 0.8115009 -0.4467533
#> 2 0.7516570 0.2010400 -0.2849151 -1.84166776 -0.7443139 -0.6923109 -1.4686679
#> 3 -0.9961510 -0.2737043 -0.2473623 -0.33877464 -1.4937167 0.1480711 -0.9316575
#> 4 0.8972594 1.2840144 -0.4288300 -1.22995654 -1.1565237 -1.1564881 -1.7458184
#> 5 0.5897580 -0.4099132 0.2631772 0.01478195 0.4535785 0.6543322 1.2211632
#> 6 0.7446063 -0.5900595 0.8627196 1.17586719 0.4452388 0.5607436 -0.1751433