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This function generates the simulation data (exposure X, outcome Y, and potential mediators M).

For each subject i = 1, ..., N:

  • \(X_i \stackrel{i.i.d}{\sim} N(0, 1)\)

  • \(M_{i,v} = a_v X_i + e_{1_{i,v}}\), where \(e_{1_{i,v}} \stackrel{i.i.d}{\sim} N(0, 1), v = 1, ..., V\)

  • \(Y_i = X_i + \sum_v b_{1_{v}} M_{i,v} + \sum_v b_{2_{v}} X_i \times M_{i,v} + e_{2_{i}}\), where \(e_{2_{i}} \stackrel{i.i.d}{\sim} N(0, 1)\)

The first three M variables (M1,M2,M3) are set to be the true mediators (i.e., having non-zero a and b_1 coefficients), X x M1 is set to be the true exposure-by-mediator interaction term (i.e., having non-zero b_2 coefficients), and all other coefficients are set to be 0.

Usage

dat_gen(N, V, es, seed = 1234)

Arguments

N

sample size

V

number of potential mediators

es

effect size, representing the value of a, b1, b2 of the truth

seed

seed. Default is 1234.

Value

The resulting dataset has 3 lists: X, Y and M

Examples

dat_gen(100, 50, 1)
#> $X
#>   [1] -1.045697393  0.432286631  1.235759026 -2.179335328  0.583316744
#>   [6]  0.659910529 -0.416144973 -0.388160150 -0.405902135 -0.730059951
#>  [11] -0.319025553 -0.837933352 -0.616775071  0.220250290  1.111359924
#>  [16]  0.046272404 -0.352694039 -0.751124742 -0.677425672  2.561313558
#>  [21]  0.289574300 -0.332459569 -0.282541449  0.613647879 -0.534603414
#>  [26] -1.285778922  0.728309041 -0.863091800  0.141002284 -0.775769360
#>  [31]  1.253537078 -0.317432948 -0.550254258 -0.342985364 -1.465874107
#>  [36] -1.006423917 -2.014403847 -1.179037432 -0.136928903 -0.307779934
#>  [41]  1.599212990 -0.907881488 -0.695538832 -0.123318006 -0.833904731
#>  [46] -0.808192244 -0.946387327 -1.090420510 -0.365456430 -0.338596594
#>  [51] -1.642035849 -0.423448762 -0.947951867 -0.854436217 -0.005523449
#>  [56]  0.716660455  1.796664364 -0.613887322  1.754940327 -0.996656233
#>  [61]  0.809782868  2.693885431  0.121466257 -0.510622391  0.148502787
#>  [66]  1.925364377 -0.977539636  1.517902103  1.479807533  0.491071222
#>  [71]  0.162936795 -0.297396872 -0.208842177  0.801517383  2.217264880
#>  [76]  0.003348578 -1.228527170 -0.564333972  0.413203219 -0.159594311
#>  [81] -0.020935986 -0.013174298 -1.210208807 -0.016950755  1.002577343
#>  [86]  0.850623201  0.703659261 -0.244891412 -0.034679255 -1.033214514
#>  [91]  0.103148523  0.410150904  1.854555869  1.153194822 -0.337335635
#>  [96]  0.510065048 -0.973557485  1.030426030  1.124723747  2.267888113
#> 
#> $Y
#>   [1] -0.24528397  0.03802551  1.02284857 -0.37880483 -0.26462865  0.25466304
#>   [7] -0.61681934  0.21282602 -0.52922462 -0.94361659  0.22347002 -0.49276154
#>  [13] -0.33944738 -0.07098531  0.44335341  0.21172849 -0.54641431 -0.68622064
#>  [19] -0.23946088  3.20184151  0.39201300 -0.37550351 -0.11523105  0.65911739
#>  [25] -0.10047831 -1.04913430  0.91361851 -0.63339332 -0.05718241 -0.91378865
#>  [31]  1.30357475 -0.24075320 -0.72198911  0.19633357 -0.83529277 -1.29440481
#>  [37] -1.23791493 -0.38476251 -0.10091248 -0.71166993  1.23232784 -0.52928757
#>  [43] -0.82947329  0.28232904 -0.78135787 -0.23425189 -0.62092144 -1.43950122
#>  [49] -0.11843740 -0.42575292 -1.27462026 -0.05255457 -0.87475948 -0.66801203
#>  [55] -0.87875662  0.97588464  2.06849698 -1.02916975  1.22278595 -0.34298333
#>  [61]  0.73580761  3.40652932 -0.22816253 -0.82993540 -0.38903142  2.23111580
#>  [67] -1.07682915  1.44285809  0.98783657  0.83317889  0.07890887 -0.35230509
#>  [73] -0.50916375  0.07920760  3.42188260 -0.42743736 -0.83908995 -0.45911921
#>  [79]  0.13715957 -0.11367822 -1.34505934 -0.75178590 -1.50360771  0.29057966
#>  [85]  0.92831675  1.68881507  0.97387903 -0.51035602 -1.03489771 -0.76124134
#>  [91]  0.26526339 -1.41555878  0.76338360  1.26823420  0.48762440  0.60095405
#>  [97] -1.01264199 -0.02538765  1.14605852  1.18837568
#> 
#> $M
#>                 M1           M2          M3          M4           M5
#>   [1,] -0.47616244 -0.497988983 -1.04476468 -1.07912109  1.207473561
#>   [2,] -0.05751073  0.675597484 -0.32910312  0.05188498 -1.171091759
#>   [3,]  0.89036679  0.880248978  0.68906589 -0.35785406  0.911375789
#>   [4,] -1.92192485 -1.136752962 -0.75420808 -0.78588427  0.029773017
#>   [5,] -0.19788207  0.514099794  0.39778278  0.39333430  2.066342316
#>   [6,]  0.55461051  0.877870830  0.01410139  0.15692154 -0.114721035
#>   [7,] -0.95333675  0.878704925 -0.58882954  1.32990068 -1.496594795
#>   [8,] -0.18492174  0.392955419  0.79388466 -0.98481214  0.676813307
#>   [9,] -0.06608733 -0.366481737 -0.54522519 -0.44417715  0.528975593
#>  [10,] -0.58137922 -1.385527534  0.02447800 -0.04760664  0.128374378
#>  [11,] -0.39217588 -0.039425562  0.74671784 -1.24118681 -0.990036384
#>  [12,] -1.07743822 -0.966294276 -0.25108955 -0.23544866 -0.755749693
#>  [13,] -1.24522506  0.497792758 -0.66538346 -0.61466797  0.133757602
#>  [14,]  0.72389043 -1.065936544  0.12193594 -1.90373221  1.264883965
#>  [15,]  0.77180291  0.377740150  0.40709767 -0.23467072 -0.244992627
#>  [16,]  0.58823607  0.217192458  0.82587636 -0.45875978 -0.790773697
#>  [17,] -1.15328477 -0.457099183 -0.31925778  1.03413657 -2.763748957
#>  [18,] -0.44073409 -1.048446895  0.51760143 -0.52144289  0.679413576
#>  [19,] -0.03410161 -0.788648617 -0.79471602  0.51876926  0.607384901
#>  [20,]  1.76186422  2.108762549  1.24534341  0.14723616  1.556704729
#>  [21,]  0.04094334  0.713698204  0.28473044 -1.08811664  1.726289073
#>  [22,] -0.81379013  0.118798688 -0.19426787  0.35456090 -0.006651813
#>  [23,]  1.21894217  1.269807921 -0.50245166 -0.07549210  1.545210701
#>  [24,]  0.93232405  1.131521045 -0.61632649  0.16822047  0.148763342
#>  [25,]  0.87633799 -0.279448964 -0.32124841  0.60878928 -0.580812077
#>  [26,] -0.88099402 -1.457137037 -1.28806382  0.12156500 -0.765741773
#>  [27,]  0.04140076  2.419122751  1.17362659  1.43904251 -0.226135839
#>  [28,] -1.70303026 -0.238090424 -1.16669699  0.12298934  0.392232910
#>  [29,] -0.37678083 -0.482502765  0.82195585 -1.10346471  0.117851445
#>  [30,] -0.41786085 -0.517099197 -0.91464464  0.68386020  0.363595998
#>  [31,]  1.56945707  0.539770421  1.00449721 -1.07561651  0.361512826
#>  [32,] -0.07548309 -0.517680981  0.37869179 -1.69888787  0.916621765
#>  [33,] -1.24196675 -1.135354647 -0.68483832 -0.70580018 -0.146733278
#>  [34,]  0.19902109 -0.264504189  0.14043545 -0.64735966  1.907815164
#>  [35,] -2.22506791 -0.904925586 -0.99970912 -0.52452077  0.618530600
#>  [36,] -0.99727082 -1.552064261 -1.37697659  1.45838598 -1.137502506
#>  [37,] -1.67434486 -3.744208484 -1.47183820  1.48421251 -0.150466642
#>  [38,] -2.23213262 -1.102780352  0.28574567  0.66973464  0.702701920
#>  [39,]  0.52135660 -0.181720617 -0.22127185 -1.12122803 -0.295155371
#>  [40,] -0.68450395  0.090324266 -0.72058207  0.04023764  0.518739490
#>  [41,]  0.86576823  1.045403001  1.00495173  0.45573367  0.614980247
#>  [42,]  0.31088293 -0.451907966 -0.36945450 -0.10320055  1.550554444
#>  [43,] -0.07256241 -1.349995497  0.17056422  0.17331012 -0.554207062
#>  [44,] -0.19238269  0.299417405  0.66222426 -0.82656705  0.129176900
#>  [45,] -0.25675212 -0.189107490 -0.46948759 -1.13357304 -0.463776606
#>  [46,] -0.31911190 -0.494546021  0.23245893  1.28018413 -1.066019115
#>  [47,]  0.47196586  0.174452536 -1.09922338  0.25894567 -1.843083446
#>  [48,] -0.60525651 -0.584953226 -2.21017500 -0.34621643  0.357838037
#>  [49,]  0.06889912 -0.178044812 -0.53498448  0.31079464  0.794939532
#>  [50,] -0.02375765 -0.156830902 -0.54605837  1.86649109  0.835408656
#>  [51,] -1.45428456 -0.945866980 -2.54867207  0.34428306 -1.348990152
#>  [52,] -0.25948040  0.332282456  0.09355781  1.28344282 -1.068758812
#>  [53,]  0.45390240 -0.452915041 -1.11280441  1.24416527 -1.081113194
#>  [54,] -1.24841345 -0.241912227 -0.69310392 -0.34512256 -0.594011608
#>  [55,]  0.05272702 -0.897140951 -1.02054146  0.70237671  0.330568739
#>  [56,]  1.43526313  0.134735567  0.82146352 -0.56365019  0.787315915
#>  [57,]  1.07517165  2.163714943  2.38553881 -1.30017049 -0.730040494
#>  [58,] -1.20352897 -1.380524940 -0.95743525 -1.05659953 -2.936145173
#>  [59,]  0.59897636  1.291287939  1.06799058 -0.11367178  1.174148632
#>  [60,] -1.00744365 -0.519416720  0.61557352  1.62880495  0.809708743
#>  [61,] -0.05291974  1.131039976  1.13049916  0.11336728 -0.607144154
#>  [62,]  1.69068350  1.523880179  2.98000947 -0.69944345 -1.008456546
#>  [63,] -0.23466992  0.087202716  0.08042526  0.22581367 -0.175593856
#>  [64,] -0.51846146 -1.681963656 -0.42316423  0.64455644  0.263726958
#>  [65,]  0.36218724  0.230525392 -0.22694690 -1.14036231  0.925881255
#>  [66,]  1.77041569  0.769926176  2.17468257 -0.92497182  1.643798848
#>  [67,]  0.46075481 -0.951508986 -1.45530327 -1.71922801 -0.766481121
#>  [68,]  0.99494927  0.126088578  1.18507456 -1.11740030  0.460314986
#>  [69,]  0.79069985  1.187855496  0.93267083 -0.77520472  1.583601487
#>  [70,]  1.35247709  0.695563444  1.77321232 -0.24190522 -0.822953432
#>  [71,]  1.28477838 -0.204517192 -0.28098636  1.28226917 -0.092457470
#>  [72,] -0.20867856  0.949159169 -1.15923603  0.81530081 -1.759651559
#>  [73,] -0.41050006  0.211873071  0.01994956  0.26396201  0.456761867
#>  [74,] -0.74441232  1.106494393  0.49818298 -0.48792606 -0.542899255
#>  [75,]  2.52986873  2.852134900  0.89911504 -0.01649633 -0.848354181
#>  [76,] -0.61572776 -0.555195298  0.09258969  0.50990424 -0.692303284
#>  [77,] -1.68721962 -0.401282822 -0.96696421 -0.43185956  0.625861073
#>  [78,]  1.71307180  0.183477464 -0.79700643  0.96792217 -2.180567534
#>  [79,]  0.42818071  0.175929674  0.59508804  1.00229510 -0.310716916
#>  [80,] -0.16513831  0.002872535 -0.31163105 -1.02511220 -0.943926647
#>  [81,] -1.96541377 -0.821668242 -1.19015945 -0.64936031 -0.888380269
#>  [82,] -0.10849802  0.209200752 -1.71118101  1.10016154  0.658297631
#>  [83,] -0.19745745 -1.433124163 -1.15158921 -1.49142023  0.526015850
#>  [84,]  0.25009984  0.444274287  0.93083748  0.39536584  0.032140945
#>  [85,]  1.32088119  0.028342287  1.19358919  0.22861108  0.725991333
#>  [86,]  1.96707962  0.705218948  1.33805212  2.88148529 -0.500821903
#>  [87,]  1.29032308 -0.203689784  1.09320684 -2.42495865 -2.030748348
#>  [88,] -0.55980570 -0.447238166  0.05017153 -0.73343523  1.390093920
#>  [89,]  0.44175708 -1.205594899 -0.98785151  0.62311198 -0.100993737
#>  [90,] -0.89843550 -0.736198954 -0.53076367  1.51889316 -0.245671962
#>  [91,] -0.33457580  0.646595133  1.10065634  0.77146148  0.316918727
#>  [92,] -1.74777447  0.304877832 -1.91672110 -1.25961502  0.971882046
#>  [93,]  0.72570790 -0.040207702  0.70168890  2.02491404  0.606035649
#>  [94,]  1.12871625  0.265115175  1.46127073 -1.55414775  1.145558624
#>  [95,]  1.25750856  0.804482684  0.12754208 -0.97721244  0.197013590
#>  [96,]  0.68345805  1.499828649  0.84359642 -0.01912328 -0.395518618
#>  [97,] -0.28053869 -1.596684089 -0.33017166  2.01255481 -0.176087125
#>  [98,]  0.01956557  0.355430106  1.01883985  0.47292339  1.033225558
#>  [99,]  0.87991324  0.919404886  0.74223125  0.67358978 -0.766896005
#> [100,]  0.11140414  1.690060134  0.88203599  1.56702803 -0.879220328
#>                  M6          M7          M8          M9           M10
#>   [1,]  0.436667907  0.46271567 -1.12827975 -2.69477741 -1.2268588686
#>   [2,]  0.761981048  1.44809078 -1.52209251 -0.34456462  0.4220389032
#>   [3,] -1.744342587 -0.21134036 -0.07291790 -1.36325951 -1.5921505340
#>   [4,]  0.949366243 -1.24940286  1.94118024  0.63041031  0.7874314413
#>   [5,]  0.108570526 -0.36527362 -0.12736789 -0.35998341  0.8613856709
#>   [6,] -0.101614313 -0.55473993  0.82192365  0.93050119 -1.9934730819
#>   [7,]  1.299988098  0.33386692 -1.21345212  0.51425526  1.1196082816
#>   [8,]  1.705212079 -0.94673661 -0.25960835  0.08618715 -0.1535200803
#>   [9,] -1.152801853  0.69208256  0.59331104 -0.01670190 -0.6452179623
#>  [10,]  1.196299431 -1.18084889 -0.40395371 -0.28188398  0.5799696596
#>  [11,] -0.592110437  1.78317162  0.83061318  0.25659911  1.4935272810
#>  [12,]  0.239607924  1.47267816  0.73185057 -0.99917862  1.8048710873
#>  [13,]  0.618854557 -0.45481500 -0.70470772  0.71107367 -1.2216200147
#>  [14,]  0.240496087  0.14306142 -0.85545661 -0.31342483 -0.3868288704
#>  [15,] -1.496035208 -0.37852009  2.53328525 -0.64937222  0.2523284511
#>  [16,] -0.455381337 -1.22405198 -0.22810547 -0.24812766  0.1643875309
#>  [17,]  1.770785477 -2.70123537 -0.01245706  1.86517434 -0.3948622113
#>  [18,]  0.283599216 -0.02462863 -0.07868340 -1.62309639 -2.4708408881
#>  [19,] -0.813800369 -0.03404943 -0.63484590 -0.26997089 -0.2124924213
#>  [20,] -0.618070143  1.66834998 -1.02330045  0.16737527 -1.2011101231
#>  [21,]  1.246252450 -2.02515831 -1.24933297 -0.45126411  0.1283917035
#>  [22,]  0.472142667 -0.67145714  0.96996187 -0.32989841 -0.8245746825
#>  [23,] -0.880564339  0.89435946 -1.08727634  0.43217305 -0.0365597234
#>  [24,]  0.102412396  0.34847863  0.70309080  0.27869216 -0.7193087002
#>  [25,]  0.744787232  0.12446765  1.50335677 -0.58195008 -0.3547132333
#>  [26,]  1.969772539 -0.62941352  1.23395251  0.60990058 -0.3212535596
#>  [27,] -0.863768457  0.20487131 -0.16985810  0.23737217  1.5457798754
#>  [28,] -0.317794428 -0.23866654 -0.60357085  0.72408284  0.8761418512
#>  [29,]  1.179386801  0.11625103 -1.18778806 -1.20948248 -0.1620524608
#>  [30,] -0.403938620 -0.58592602 -0.03972212 -0.67236911 -1.2497226926
#>  [31,]  1.684399142  1.20760923 -0.27148701 -0.12001973  1.2384679305
#>  [32,]  1.230672052  1.07701160  0.14960158  0.98595218 -1.4797238669
#>  [33,] -1.709479858  1.35807107 -0.67361120 -0.44297963 -1.2018381593
#>  [34,]  0.556871721 -0.37193972  0.66145903 -0.92680718 -0.7572616488
#>  [35,] -1.448486910 -0.30814543  0.75363772  0.80609181 -0.9718641978
#>  [36,] -1.498024109 -0.35479163  1.14528362  0.51188183 -0.8967337039
#>  [37,]  0.172215371  1.39602993  2.41628206 -1.11192816  1.5007352869
#>  [38,]  0.157284697 -0.30345855  0.19464048  2.03034548 -0.0240589618
#>  [39,]  0.060008433  0.09997973 -0.64279262  1.50412560 -0.6912380270
#>  [40,]  1.471163377  0.38787319 -0.10334269 -1.26871593  0.8272110116
#>  [41,]  0.416549450  0.68944452 -1.78224232  2.13280345  0.3084138886
#>  [42,] -0.636738577 -0.27092076  0.12104924 -1.59536205 -1.2430144163
#>  [43,]  0.225710570  2.38272729 -0.48051854  0.16300926 -0.5217239201
#>  [44,] -0.464079789 -0.94084257  0.41998212 -1.03089077  0.6762084516
#>  [45,]  0.021488706 -1.44754464 -0.31067634 -0.29700019  2.2263810195
#>  [46,] -1.153468235  0.04380023 -1.51487490 -0.26989521  1.8232697284
#>  [47,] -0.029793003  1.79534918  0.01998622  0.37507344  1.0089369982
#>  [48,]  0.207592912  0.05440783 -1.48483961 -1.01462460  0.0778403909
#>  [49,] -0.667917704  0.11225571  0.95160273 -2.58243506 -1.7964032246
#>  [50,]  0.140455587  0.87726637 -2.00034980 -0.02697972 -0.7076335713
#>  [51,] -0.610279510 -0.09963826 -0.17324031 -0.65199583 -0.1435857238
#>  [52,] -0.605099984  0.10613392  0.47625229  0.26742586  0.6285778036
#>  [53,] -0.126838546  1.22783415 -1.66497873 -0.74975892  0.1571370521
#>  [54,]  0.629642150  0.09603108  1.49519270  0.82579545  0.1559537035
#>  [55,] -0.127815768 -0.76286100 -0.97821856  0.09305017  2.1038710817
#>  [56,]  0.303072340  0.40181966 -0.56784948  0.64442648  0.5163505927
#>  [57,]  1.151004812 -1.10737922  0.15722253 -0.89036867 -0.2148652637
#>  [58,] -0.214775056 -1.47976569 -0.38466412 -0.13790914 -0.3767861907
#>  [59,] -0.017144500 -0.12374073 -1.14129296  0.39536930  0.1964570571
#>  [60,]  0.651852652 -1.11693201  0.42358352 -0.02080284 -0.7978894144
#>  [61,] -1.273314609  0.59066575 -0.58722317  1.65331300  1.5893587522
#>  [62,]  0.687291131 -0.14834693  0.52878544 -1.81986087 -0.2225093129
#>  [63,] -0.486457253 -0.77721552 -0.56610905  0.79109272 -0.4862545691
#>  [64,] -1.142625118  1.64859061 -1.05607982  0.07886845 -0.8631991473
#>  [65,] -1.828033945 -0.11077349 -0.12208875  0.97314495  1.1162943157
#>  [66,] -0.682317385  1.44431806  0.68355152 -0.02985797 -1.3055764425
#>  [67,] -1.177611860 -0.11430727  0.24274804 -2.56582707 -0.4208014055
#>  [68,] -1.186583576 -0.33347151 -0.08343455  0.46862177  0.4341304544
#>  [69,]  1.866126910  0.38002787 -2.12858373 -0.14467584 -0.0263949738
#>  [70,] -1.223248354  1.04650348  1.55191576 -0.88500589  0.3665835897
#>  [71,]  1.180909927  2.74804457 -0.06286849 -0.56535157 -1.3481734065
#>  [72,]  0.688835768 -1.04993863 -0.95511121  0.11847387 -0.3784908006
#>  [73,] -0.867075648 -0.18538776 -0.23800271  2.41961773 -1.7726718539
#>  [74,] -0.569437662  1.09511964  0.26324843  0.24571667 -0.8294118939
#>  [75,] -0.350711009  0.34769969 -1.66360783 -0.87573087  1.3486780489
#>  [76,]  0.302765567 -0.18936144  0.75703652  1.89296556  0.3688171944
#>  [77,] -0.283390008 -1.32195303  0.24763221 -0.35606585  0.1854727055
#>  [78,]  0.995225240 -0.28207390  1.28266303 -0.73172186 -0.9295284357
#>  [79,] -0.222854528 -0.18673208  1.04800263 -1.13263140 -0.5171874664
#>  [80,] -2.260351855 -0.08217932 -0.60207531 -0.58200257 -1.0200757508
#>  [81,] -0.009090414  1.63777171 -0.55047411  1.92326799  0.1507154846
#>  [82,] -1.919376864 -0.46816112 -1.09751187  0.93554887  0.9294315113
#>  [83,]  1.115956249 -1.59932619 -0.41125527  0.77227302  0.4195527267
#>  [84,] -0.717904761  0.50488239  1.00286909  0.20581993 -0.5837169411
#>  [85,] -1.117813187 -0.11281754  1.92087479  0.33688977  0.6970600674
#>  [86,] -0.547977179 -0.20662449  0.98560431  0.63087611  0.5166324849
#>  [87,]  0.732340434  0.64614733 -2.00097558  0.27229246  1.0148718696
#>  [88,] -1.991840701 -2.95031879  0.87025835  0.21391285 -0.3900380488
#>  [89,]  0.371754332 -0.56128354  1.10238824  0.98093530 -1.1984419259
#>  [90,] -0.962226187 -0.15495083  0.64888300 -0.09423719 -0.0004017071
#>  [91,]  0.086332867  0.61540620 -0.94529363  0.30989036  0.4234734871
#>  [92,]  0.834409253 -0.26415203  1.13296680 -0.79677523  1.7982654259
#>  [93,]  0.715368010 -1.01967493  0.77021656  1.58603079  0.0159105804
#>  [94,]  1.730853300  0.37911930  0.69786242  1.40241990  0.5594536109
#>  [95,]  0.236043648  0.02059386 -0.43258993 -1.67519869  0.0010273088
#>  [96,] -0.667307828  0.11307078  0.89625897 -0.14269812  2.4518977237
#>  [97,]  2.438879754  1.17512502  0.10120119  0.59302240  1.5562866703
#>  [98,] -0.234343225 -0.54967066 -0.09300185  0.52857057 -0.1620691590
#>  [99,]  0.974261471 -1.26747382  1.59052037  0.79562819 -0.0472762552
#> [100,]  1.108536289 -1.29875679  0.80025391 -0.36292035  0.0684121485
#>                M11         M12          M13          M14         M15
#>   [1,]  0.12355529 -1.62028611  1.014835099 -2.266129279  1.86464617
#>   [2,] -0.57028920  2.37390220  0.295977127 -1.769184867 -1.29317265
#>   [3,]  0.09025799  0.77990599  1.984097692  2.149201896 -0.63623113
#>   [4,] -0.70395013 -1.76095820  0.377793865 -0.232598296 -0.48511399
#>   [5,] -1.11352758  1.05526979 -0.603616684  1.476073231 -0.23897346
#>   [6,]  0.83052999  0.96124040  0.017629014  1.800212409 -0.30505486
#>   [7,]  0.67935755  0.48124689  0.613252966  0.098695583  0.52943786
#>   [8,] -0.57329152  0.28004734 -2.392775420 -0.030198502 -1.18979924
#>   [9,]  1.30957331  0.01193747 -0.190586441  0.184309301 -0.45630215
#>  [10,] -0.18922781  0.51218792 -0.046478794  0.721957133 -0.48564373
#>  [11,] -0.28243053 -1.23028971 -0.340945591  0.856993541 -0.30331469
#>  [12,] -0.96774145 -0.82598223 -0.036132093 -2.276057568 -0.53321737
#>  [13,] -0.01719264 -1.19799701 -2.183901015  0.018499875  1.27384924
#>  [14,] -0.13240079 -0.31596000  0.273830498  0.647819532  0.83970603
#>  [15,]  0.07677489  0.01373831 -0.086945862 -0.223365159  0.30931896
#>  [16,]  0.46305122  0.49414403 -0.607767139  0.216922284 -1.34363904
#>  [17,]  0.93502337  0.41713463 -3.101184070  0.958538163  3.00405571
#>  [18,]  0.34260358  1.38410659 -0.522393785 -0.198440054  1.00581622
#>  [19,]  1.02294816  0.48913613  0.034129576  1.675828480  1.30459886
#>  [20,]  1.09745091  1.18432910 -0.164933906  0.469294910 -1.81987427
#>  [21,] -2.98970650  1.01673059 -0.729988096 -1.809373302 -0.15156593
#>  [22,] -0.36334606 -0.76174279  0.247980642 -0.242440311  0.83896051
#>  [23,]  0.59066529  0.65158364 -1.047229513  0.597244693  0.45888348
#>  [24,] -1.13749618  0.33744557  0.644948296  0.146747815  0.68000651
#>  [25,] -0.97487950 -0.01524854  0.777872909 -1.560503359  0.66139683
#>  [26,]  0.28770345 -1.09396237  0.916431605 -2.130049262 -0.36400126
#>  [27,] -0.44379214  0.47929717  0.749610453 -0.109925912 -0.17967737
#>  [28,] -1.76332459 -0.07374269 -0.460283557  0.730375598 -0.85500478
#>  [29,]  0.93426080 -0.51529018 -0.116354187 -0.821849220  1.15818745
#>  [30,] -0.85233204  0.83217819  1.218680772  0.385924791 -1.87243537
#>  [31,]  0.40288712  0.90584208  0.552086961  0.611843815 -0.20952030
#>  [32,]  0.42956516  0.78055956  0.274510354  1.050006845  0.88289934
#>  [33,]  1.56373201 -2.89538349  1.254533080  0.619291483 -0.13662213
#>  [34,]  0.20876843 -1.08755815 -0.749065561  0.238636685  1.52141641
#>  [35,]  0.68852859  0.84772710 -0.063573736 -1.776343736  0.91230747
#>  [36,]  1.17435894 -0.92723258  1.278005451 -0.599498847 -0.79448864
#>  [37,] -0.40794954  0.29000135 -0.352707189  0.920575125  0.01116610
#>  [38,] -1.68566380  0.05198548  0.051778885  0.468457632  0.08255687
#>  [39,]  0.15390911  1.02723774 -0.244311996 -1.033109393  0.34007155
#>  [40,]  1.36391535 -0.89034805  1.206967575  0.320661039 -0.45699732
#>  [41,] -1.43068591 -0.20194694  0.052228414 -0.138758112 -0.54588800
#>  [42,]  1.04296517  0.22289205 -0.019447832  1.372266919 -0.19127703
#>  [43,] -0.05379013  1.20156370 -0.806225452 -0.072060375  0.98314342
#>  [44,]  0.10946803 -0.32809132 -0.530015140 -0.466049053  1.19435302
#>  [45,] -0.34948456  0.16538114 -1.739675564 -0.323972037 -0.53233733
#>  [46,]  1.06825153 -1.55755313  0.340423775 -1.010337633  0.12633795
#>  [47,]  1.46440159  0.52683935  0.801073574  1.403908754 -0.92937488
#>  [48,]  1.61444468  0.07720523 -1.495977849  0.149538686 -0.68695705
#>  [49,] -0.98178407  0.53344025  0.331770561 -0.705270409 -0.54025141
#>  [50,]  0.78434384 -0.57419071  0.255644471  0.409204845 -1.24535820
#>  [51,] -0.37706842  1.63692686  0.115189572  0.921324113 -1.93587501
#>  [52,] -0.99815842 -0.28847450 -0.015009365 -0.503587299  0.83883514
#>  [53,]  0.40651540 -0.01318037  1.628498334 -0.374070653  0.47668660
#>  [54,] -0.01064652 -0.25245260  0.259924063 -0.100070630 -0.76047536
#>  [55,]  0.81752357  0.75180379  1.383443805 -2.261230257  1.02886037
#>  [56,]  1.84105443 -0.95161436  0.383975160  0.138690601  1.88128665
#>  [57,]  1.06811202  0.07155376  0.422140338  0.013122506 -2.47833626
#>  [58,] -0.70386238  0.46514783 -0.657497929 -0.325734583  1.22099072
#>  [59,]  0.15052619 -1.45458525  2.738529822 -1.170263574  1.29860952
#>  [60,]  1.45324137  0.09925187 -0.153008458  1.150941521  0.22309307
#>  [61,]  1.20897857 -0.76737774 -0.613072891 -0.543278079 -0.45192191
#>  [62,] -1.61326726  1.36629440  0.311863531  0.116293979 -1.03028410
#>  [63,]  0.97576270  0.60263249  0.339996610  2.316166689 -0.80847753
#>  [64,] -0.34057795 -1.96082969  0.670665576 -0.692617971 -0.56550942
#>  [65,] -0.63193312  0.82879092 -1.051891594 -0.778170863 -2.03436633
#>  [66,] -1.11864189  0.08872612 -0.234338141  0.136957743 -0.57506509
#>  [67,] -0.31120332 -0.73311715  1.564754074 -0.351713223  1.05757071
#>  [68,]  0.71210117 -0.51608112 -0.597769466 -0.582331678 -0.68367920
#>  [69,]  1.47577089 -1.48296470 -0.464554869  0.421628403  1.63583480
#>  [70,]  0.14979427  0.26643176  0.551330435  0.220923723  0.02099214
#>  [71,] -0.06700683 -1.86946322 -0.727189527 -1.229704986  0.18202907
#>  [72,] -0.19924351 -0.28893515  1.102459556 -1.570257238  0.54637858
#>  [73,]  0.98330045  0.33919806  0.353964964  0.631284623 -0.86773606
#>  [74,] -1.09817606 -0.05300886  0.004003649 -0.968102096 -0.70281979
#>  [75,]  0.26344392  0.76537881 -1.763327156 -1.097099044 -0.35242192
#>  [76,]  1.05267231 -0.08764707 -0.455069440  1.341017618  1.84345653
#>  [77,]  1.09382077  2.29475480  2.048305198  0.050303081  0.49747065
#>  [78,]  0.43431125 -1.04762599 -0.390671470 -0.634479903 -0.02341746
#>  [79,] -1.18120293  1.48265652  0.597747399  0.826304395 -1.04528235
#>  [80,] -0.83212588 -1.84408532 -1.062217497  1.416756665 -0.01638422
#>  [81,] -0.72923157 -1.27744135 -1.762264449  1.061669751  0.46345475
#>  [82,] -1.46852525 -1.09182390  0.655583649 -1.159726628 -0.28950166
#>  [83,]  0.04864872 -1.74560556  1.433390320 -0.708409717 -0.81672951
#>  [84,]  1.25859572  1.42524593 -1.713570370  0.318118967 -0.87514682
#>  [85,] -2.49486757  0.94949205  0.799250866 -1.552391403 -0.14882689
#>  [86,]  0.78342538  1.30559042  0.257743253 -0.459148737  0.41316159
#>  [87,] -0.19957666 -0.78332731 -0.475063422 -0.050126407  1.04070571
#>  [88,] -0.77898833 -0.05067358  1.748703939 -0.107001391 -1.26408430
#>  [89,]  0.79531174  1.03895271 -1.146730535  0.214333470 -0.72964681
#>  [90,]  0.67090994  0.97779152 -0.213581524  0.169556650 -1.97524631
#>  [91,]  0.10612943  0.44992252  0.612597339  0.956599256  0.18105683
#>  [92,] -0.93293580  0.02586053 -1.228018217 -0.093266632  0.78694661
#>  [93,] -0.71324814 -1.36906731  1.072454127 -0.957410763  0.32508452
#>  [94,] -1.64646102  0.18571999 -0.210127395 -0.168866400  1.29947783
#>  [95,]  1.93157191 -0.32926541  1.201940470 -0.267462611  0.65428404
#>  [96,] -0.15143425 -0.83143445 -0.114619708  0.009815533 -0.51594656
#>  [97,] -0.76403428  1.52173150 -0.862867202  1.613316968  1.51732549
#>  [98,] -2.20259913 -0.88088770 -1.499268631  0.596160701  0.51430974
#>  [99,] -0.43155730  0.11524174 -1.533486041  1.956611368  0.64882831
#> [100,] -0.55395697  0.40339997 -0.246817894  1.205108060 -0.85057149
#>                M16         M17          M18         M19          M20
#>   [1,] -0.02467953 -0.58992970 -0.614895509  1.18650415 -0.924357156
#>   [2,] -0.98810628  1.22672259 -0.583548545  0.74130603 -0.139568630
#>   [3,]  0.15044518 -0.30731736 -1.189371565  0.20158608 -0.149536901
#>   [4,]  1.57436968 -1.13849825 -0.002732074 -0.16442181  1.020148423
#>   [5,] -0.23092608  1.31743516  0.319520195 -0.23221765 -1.536672761
#>   [6,]  0.28688987 -0.38014758 -0.293507944 -1.40215816 -0.988836668
#>   [7,]  0.99891123  0.37106310 -1.625533200  0.67048907 -1.612399572
#>   [8,] -1.35047597  0.91772719 -0.494538596  0.47972581  0.410520175
#>   [9,] -1.13418532  0.23448253  0.263690708 -1.07752358 -0.450477239
#>  [10,] -0.69649551  1.08892718 -0.790143485 -0.18288638 -1.701234604
#>  [11,]  0.52031545 -0.91709909 -0.668675473  1.35688749 -0.786132039
#>  [12,]  0.30201502  1.37513547 -1.207488492  1.34310589 -0.943560539
#>  [13,]  1.45732628 -1.90705415  0.429774807 -1.26247430  0.216779436
#>  [14,] -1.00053872 -1.09403015 -0.741724754  0.85016268  0.450285991
#>  [15,] -0.21263795 -0.72096446  2.825106060  0.14511834 -1.193245256
#>  [16,] -1.85952973  0.06523145  0.821716524  0.41837269  0.870117189
#>  [17,]  1.82583758 -0.61255447 -0.274414047 -0.89807985  0.368767783
#>  [18,]  1.29643518  0.40098023 -0.117850554 -0.20356330  0.159870399
#>  [19,] -0.41247266  0.24453965 -0.786966340 -2.13674414  0.187272481
#>  [20,] -0.02813980  0.49283106  0.141460312 -0.75912327  0.338072209
#>  [21,]  0.08874127  1.26370721 -0.113327212 -0.30749932  0.823569227
#>  [22,]  2.00077682 -1.52562953 -1.728183897  1.37372728 -0.525202187
#>  [23,]  0.26033840  0.77209047 -1.833957996 -1.09278790 -0.009038266
#>  [24,]  0.63141756 -0.41304103  0.438835934  0.32774045  2.458765685
#>  [25,]  0.91529671 -0.92878721 -2.275062874  0.10663119 -1.026861944
#>  [26,]  0.90560751 -1.86305573 -0.473669847 -1.41099384  0.215091195
#>  [27,] -1.43304360 -0.97284814  1.418694820  0.30769538 -1.341037154
#>  [28,]  0.95539229 -0.44566844 -1.666038535  1.66326893  0.141164444
#>  [29,] -0.69313253 -2.01961990  0.153910397  0.99428341  0.825129922
#>  [30,]  0.19091213 -0.50375712  1.339426146  1.19413557 -2.162911258
#>  [31,] -1.68736303  0.33094831  0.355855307 -0.21046442 -0.574868249
#>  [32,]  0.43459065 -1.40350033  1.075394790  1.01286902  1.973255172
#>  [33,] -0.77328566 -0.16303549 -1.019586906 -2.46295351 -0.744991917
#>  [34,] -1.93616185 -1.44847304  0.467829578 -1.29599071 -1.328202611
#>  [35,] -1.43451926 -0.20796500  0.050109467 -0.16989884  0.360739529
#>  [36,] -1.18506022  0.70002450  1.135093705  0.12598926 -0.699189337
#>  [37,]  0.76765767 -2.24949923  2.192349077  0.55245565  1.281883051
#>  [38,]  0.52981688  2.05410975 -0.013497176  0.76622087  0.921266758
#>  [39,]  0.90093483 -1.27858305  0.898602852 -0.46760004  0.667844807
#>  [40,] -0.30460615  0.74374834 -0.494492878 -0.49022578 -1.329592144
#>  [41,]  0.40237885  1.83605156 -0.453921016 -0.35203840  0.272343573
#>  [42,]  0.63002863 -1.06377538 -0.634019381 -0.57392418  0.292110544
#>  [43,]  0.13804350 -0.80633398 -1.379526293 -0.11753644 -1.920519592
#>  [44,] -0.87399701  0.82166151 -0.051914645  0.92903263  0.513502153
#>  [45,]  1.34081898 -0.94259878 -0.156344413  0.49651339  0.219744761
#>  [46,]  1.87463384 -1.07653063  0.551018823 -0.44611168 -1.000286331
#>  [47,]  2.22241984  1.35834793 -0.319905352 -0.71035216 -0.237438125
#>  [48,]  1.10645805  1.53612476 -0.971308219 -0.09639120  1.788410738
#>  [49,]  0.03685835 -0.37617538 -0.239505285 -0.20451659  0.653785232
#>  [50,]  0.09580607  2.02983402  1.590730041  1.28589923 -1.196739515
#>  [51,] -0.08015636  1.66783791  0.298757737 -2.35814161  0.031678967
#>  [52,] -0.03809234 -0.22421263  0.135376088 -1.00381333  1.518077703
#>  [53,]  0.17131805 -0.93910289  0.862006544  0.66133568 -0.020992774
#>  [54,] -1.73181148 -0.80422469  1.545959646  0.70453630 -0.509257210
#>  [55,]  0.23342540  1.18655191  1.470436138 -0.66709345  0.995560042
#>  [56,]  0.45543462  0.35964073 -0.521192733 -0.20528634 -0.467821922
#>  [57,] -0.71913070  0.45773419 -0.193800116  1.88904081 -0.257170866
#>  [58,] -1.51832261 -0.17058728 -0.457784189 -1.13468028  0.718163482
#>  [59,] -0.13427317  0.01704691 -0.306956165  1.86902369  1.547073664
#>  [60,] -2.86993422 -0.62700692  0.299455632  0.34363780 -0.791065161
#>  [61,]  1.87912272  0.93062248 -0.566294881  1.10866265 -0.255599744
#>  [62,]  0.90635924 -0.47115915 -1.203675422 -0.53687004 -0.112103437
#>  [63,] -0.74518386  1.75236502 -0.342241191 -1.15706209  0.752566392
#>  [64,]  0.23729460  0.40449302  1.227801132  0.42854818  1.332750093
#>  [65,]  0.05840434  0.78970113  1.602503076  0.45261451  1.468039033
#>  [66,] -1.42229949  1.25714853 -0.494977836 -0.43127164 -0.254106778
#>  [67,] -0.64787164 -0.20342684  0.648727892 -0.90308668  0.785854316
#>  [68,]  1.17903691 -1.85393970 -0.240152686  1.37015500 -0.834389768
#>  [69,] -0.92265028 -0.74319412 -0.233079582 -1.38321200 -0.532947228
#>  [70,] -0.52202753  0.41071300 -0.746962945  1.50511534 -1.124664761
#>  [71,] -0.51577552  0.99599776 -1.587552857 -0.60830718 -1.038007875
#>  [72,]  1.43781712  0.04139077  1.555277119 -1.95324829  0.480632513
#>  [73,]  0.03323939  0.64658269  0.624693982  2.28939215  0.608553121
#>  [74,]  0.77140124  0.74625370 -1.786349552  0.40820457  0.144931412
#>  [75,]  0.98648200  0.82784194 -0.443089197 -1.10391189 -0.734392351
#>  [76,] -0.15419026  0.55873629  1.324936437 -0.37905187  0.216414061
#>  [77,] -0.89563678 -0.34201731 -0.021091733 -0.81725927 -1.131891161
#>  [78,]  0.39080503  0.82457755  0.058876688  0.34173572 -1.626336861
#>  [79,] -0.13286819 -0.64207468  0.669422490  0.15254133 -0.501455795
#>  [80,]  1.65167313  0.17596988  0.800775414 -1.28272184 -0.420107778
#>  [81,] -0.29275502 -0.64701678  0.463360421  0.28050056 -0.902748019
#>  [82,] -0.08541836  0.29998115  0.265924982 -0.69119387 -1.849314529
#>  [83,]  0.89862035  0.32219894  1.251140479  0.67390498 -0.431363147
#>  [84,] -0.43503600 -0.25966658  1.469183712  0.64167794  0.428100776
#>  [85,]  0.20452097 -0.13218880  0.092206745 -0.02285856  0.655650755
#>  [86,]  0.71422426  0.25766868 -0.313581523 -0.81194280  1.382168564
#>  [87,] -0.17817053 -1.24339109 -0.108805327 -0.47855565 -0.012625012
#>  [88,] -0.97795283  0.82073731  0.205036893 -1.04491932  1.993544789
#>  [89,]  0.53210569  0.09992350 -0.750097266  0.88308818  0.356278539
#>  [90,] -0.05492756  0.36782533  0.476934344  1.42657072 -0.190979581
#>  [91,] -1.77855951 -0.32090753 -1.318876091  0.06496655 -1.782770859
#>  [92,]  0.48934672 -1.96033244  1.949457613  0.36445562  2.131733445
#>  [93,]  0.35286266  0.55944937 -2.428909807 -0.20555972  1.216309011
#>  [94,] -1.44068289 -0.40789390  0.040585350  0.24079895  0.518762047
#>  [95,] -0.29863188  0.43469855 -0.174859784  1.96898958  0.953949784
#>  [96,]  0.04882482  1.80615600  0.388864359  0.28597356  0.887443490
#>  [97,] -0.32909398 -1.26695131 -0.501710749  1.40638706  0.721214662
#>  [98,]  0.76896206  1.13946185  2.113397381  0.27138050  0.795392147
#>  [99,] -1.33892902 -0.51094134 -0.254178039 -1.42393438  0.903386322
#> [100,] -0.72301673 -0.21432144 -0.098345664 -1.23049881 -0.669657396
#>                M21         M22         M23         M24          M25         M26
#>   [1,] -0.24421449  0.42828695 -0.22591457 -0.75510163 -1.337303583  1.98066951
#>   [2,]  0.11043199  0.41409576  0.59745726 -0.01386881  0.719233712 -0.80925652
#>   [3,] -0.78351276 -0.75999382  0.73558837 -0.21823470 -1.289484896 -0.52382548
#>   [4,]  2.00068424 -0.03051478  1.68314046 -0.70582313 -0.166324776  0.19676833
#>   [5,] -1.21420783 -0.94705039 -1.29996925 -1.78465746 -2.134588083 -1.16141431
#>   [6,]  0.13309857 -0.78958301  0.29986624  0.46298107 -1.608602644 -0.09134689
#>   [7,] -0.72751268 -2.17597690  0.18091716 -0.72348182 -0.643851065 -1.16479943
#>   [8,]  0.08443640  1.11358462 -1.80745628  1.33260752  0.468332138 -0.92402795
#>   [9,]  0.15772914 -0.60337022 -0.29107121  0.98707995  0.380753005 -0.19660122
#>  [10,] -0.04195636  0.48525187 -0.63266236 -0.34172034  1.147181066 -0.16343630
#>  [11,] -2.84037309 -0.34589506 -1.25029967  0.30401983  0.614753277  0.78040359
#>  [12,] -2.29066271  1.82577823  0.17189784  0.92966646  0.627828038 -0.49350456
#>  [13,]  0.66445666  0.14232246 -2.47881263 -0.32722800 -0.901092231  0.51966382
#>  [14,] -0.81709104  2.01001751  0.99738547  3.09784751 -1.084994495 -1.85345999
#>  [15,]  0.09159823  0.06878321  1.42087452  0.55228466 -0.510660902  0.20755634
#>  [16,]  0.73740474  1.28452515  1.17679591 -0.12922685 -1.778544295  0.81094526
#>  [17,] -0.15212999  0.03022399  0.83775865  0.02461695  0.038281818 -0.13158698
#>  [18,] -0.65386018  0.24317197  0.16987307 -0.07256110 -0.113803163 -0.22030243
#>  [19,] -0.20569428 -0.31597353  0.08256093  1.32321239 -0.416527352 -0.49020814
#>  [20,]  1.48012793  0.01057154 -0.19259262  1.25518423  0.337573030  0.08095569
#>  [21,]  1.43557121  0.59031711 -0.84167208  0.10806417 -1.407873799  0.79035148
#>  [22,]  1.79004074  0.37648154  0.13019304 -0.19705256 -1.911927478  0.90813850
#>  [23,]  1.38119055 -1.63839138  0.67515487  0.57789221  0.753801283  0.17450225
#>  [24,] -1.46108731  1.06278176 -1.39137128 -0.64992618 -0.915718922 -0.59727703
#>  [25,] -1.70206693 -0.78899700 -0.32959910  0.02614518 -0.808707086  1.73409322
#>  [26,]  0.06237481  0.80465872 -0.41868715 -0.22537186 -0.343283130  0.95333330
#>  [27,] -0.16078723 -0.20306841  0.22575171 -1.49984875 -0.698461093 -1.03583732
#>  [28,] -1.35502860 -0.01972399 -0.94388133 -0.61594895  1.466213300  0.14324013
#>  [29,] -1.82954583  0.40537037  0.88460070 -1.18092214  1.246867738 -1.78150560
#>  [30,]  1.14848314 -0.93656480 -0.58191253  0.94140986  0.191344688 -1.76753074
#>  [31,]  1.53693132 -0.15029504  1.19563171 -1.24689761 -0.089795787 -0.92512154
#>  [32,]  0.24492063 -0.74494123 -0.59181527 -0.15690317 -0.524413108 -0.03661964
#>  [33,]  0.15932607  0.55723655  1.13442041 -1.03843720  1.211650762 -0.66005677
#>  [34,] -0.10969711  0.22939157 -0.41596712  0.06565744  0.395515545  1.20978171
#>  [35,] -0.45172359 -1.43060048  0.57057939 -0.52273233  0.366965014  2.10314319
#>  [36,] -1.27491561 -0.38163893  0.19960111  2.40332406 -1.477682583  0.87722803
#>  [37,] -0.18575506 -0.65167917 -0.17017510 -0.37641254  1.084557525  1.24355016
#>  [38,] -0.96105490 -0.71315495  1.42104730  0.74445500 -0.514019144  0.82697256
#>  [39,]  0.17769826 -0.08098830  0.10608994  0.36659768  0.505838861  1.06949115
#>  [40,]  0.65254916 -1.80333043  0.34830154  0.67073279  0.190919416  2.49672388
#>  [41,] -0.26472460  1.73231417 -0.22130761  1.02757666  1.559375418 -0.79512140
#>  [42,]  1.36571766  0.36337227 -0.48606686 -0.53557883  1.593729123 -1.32084089
#>  [43,]  1.54138611 -1.91407634  2.13696902 -1.20647097  1.543129589  2.65753877
#>  [44,]  1.13919584 -0.94977421 -0.29062995  0.65478222  0.043218942 -0.67082233
#>  [45,] -1.29463403  0.26359768  0.06564192 -0.99171200  0.014715671 -1.42671779
#>  [46,] -1.41382147 -2.25312697  0.25378016  1.38147735  0.241243308 -1.16863712
#>  [47,]  0.07315617 -0.54180553  0.09570859 -1.16509786  0.664781530  0.70910624
#>  [48,]  0.14791277 -0.10456446  1.35493812 -2.68839077  0.105301032 -0.63494487
#>  [49,]  0.62111947  1.11393779 -1.25140872 -1.12836341 -1.294755158 -0.48830053
#>  [50,] -1.34753575  1.49709823 -0.42735102 -0.56844065 -0.823290207 -0.39174628
#>  [51,] -0.25029873  1.16390402 -1.21956397  1.93452635 -1.039523268  0.88169448
#>  [52,]  0.32562177  1.31371772 -0.77326042  0.82087363 -0.583256756 -0.13170974
#>  [53,] -1.52691272 -0.55546319  0.41642691  1.59676378  1.534633835  0.84624081
#>  [54,]  0.17419429  0.98877655  0.76910919 -1.39336615  0.038686273  0.01774448
#>  [55,]  1.75046864 -0.04754308  2.77841671  1.12194228  0.860334048  1.13274680
#>  [56,] -1.39272153  1.62599056  0.42539450 -0.66222098  0.041392471  0.78067833
#>  [57,]  1.22473543  0.22990287 -0.37419174  0.86533115  1.163922995  0.46745724
#>  [58,]  0.96850527  0.56165299 -1.08653921 -2.04535771 -1.822901752  0.67914111
#>  [59,]  0.97173994  0.27599304  0.32784157  0.98677190 -0.367857524 -1.98393317
#>  [60,]  1.31740721  0.68618167  0.85209110 -0.34550160  0.045113331 -0.18345865
#>  [61,]  0.02143963  0.27656140 -0.50803124 -0.22551153  0.544075329 -0.47217778
#>  [62,]  0.18742509 -0.51004160  0.18955168  1.33926930 -0.111516460 -1.69332868
#>  [63,] -0.90678147  0.01556103  0.16668709  0.34410228 -0.086848167  0.11679435
#>  [64,]  0.47876401  2.69121139 -0.48040369  0.07180532  1.357036777  0.57161492
#>  [65,]  1.17304338 -1.10423094  0.70400444  0.82029326  0.811208114  0.52450338
#>  [66,]  0.17901451  0.39104207 -1.51308636 -0.95317919 -0.215662149 -0.79480494
#>  [67,]  1.08201964  0.30987755  1.95172733 -1.41156307  0.067734541  0.30064196
#>  [68,]  1.14377309  0.86596835 -0.02436831  1.08976358  0.882934559  0.34186670
#>  [69,] -1.18383794 -2.27794814  0.34937077  1.44170474 -1.611141792  1.83673657
#>  [70,]  0.31294332 -1.27824359  0.02917249  0.48494995  1.052177279 -1.23768205
#>  [71,] -0.43401724  0.03478645 -1.40848840 -0.04064210  1.615330099  0.64774409
#>  [72,] -0.14997816 -0.96282043  0.51387430  1.43796093 -0.503398170 -0.42712036
#>  [73,] -0.15037706 -0.49252851 -0.19372803  0.12169118  0.195750293  0.18669466
#>  [74,] -1.02929722  0.55517434 -1.10407059  0.37082123 -1.523427404 -1.25253868
#>  [75,]  0.86685532 -0.11690160  0.30551523  0.08984035  0.007868560 -0.98825929
#>  [76,] -0.83649146 -0.82466577 -2.03427727  0.74678406  0.421803027 -1.68303141
#>  [77,]  0.44880976 -0.36120367  1.46208408 -1.24630009 -0.680971151 -0.16584197
#>  [78,] -1.64665061  1.54975876 -0.98206450 -0.51217506  0.028494035  0.14659629
#>  [79,] -0.33723837  1.42659732 -0.20247485 -0.24003305 -0.868458138 -0.33847843
#>  [80,] -0.18922774 -0.51187077  1.77952981 -1.71025075  0.037632221 -0.95907564
#>  [81,] -0.60484498  1.37458018 -1.53152577  0.76716145 -0.121098961  0.56507599
#>  [82,] -0.15975413  0.49058288  1.60474800  0.19128032  0.673923760  0.89022615
#>  [83,]  0.95400109  0.75731572  0.73111128 -0.76748205  0.946142464 -0.35951331
#>  [84,]  0.54019572 -0.99740778  0.64010805  0.33100752  1.922902731  1.40212557
#>  [85,] -0.72623200 -1.53906990 -2.27496888  0.14626336  1.051511582 -1.42696012
#>  [86,] -0.19277358  1.16929881 -0.32174081 -0.76225127 -0.304014350  0.67183190
#>  [87,] -0.08630264 -0.77926825 -1.47742993  0.03318574 -0.063844653  0.75907361
#>  [88,] -0.34509169 -0.68247093 -0.78946781 -0.81783271  2.010151690 -0.94725458
#>  [89,] -0.11860654  0.12137276  0.36140567  0.52247324 -1.144839272  0.53196035
#>  [90,] -0.26713132 -1.64385512 -0.96485680 -1.47255048  0.009514224  0.64496542
#>  [91,]  1.96602866  0.47324291  1.01266267  0.13500805  2.719995756  1.15402406
#>  [92,]  0.26882779  1.16634365 -0.02954483  0.84278812 -0.269722292  0.32267172
#>  [93,]  0.50552776 -0.19461895 -1.67036864  0.17901697 -1.147915148 -0.99151558
#>  [94,] -0.52940015 -1.71913817  0.77990498 -0.83930794  0.441899272 -0.63463654
#>  [95,]  0.22491486 -0.64276967 -0.68357385 -1.15589390 -1.228910448 -0.58607417
#>  [96,]  0.26672523 -0.61276288 -1.11894093 -1.71311253 -1.400086424  0.98030264
#>  [97,]  0.36623481  0.90354143  1.10856785  0.44001790 -0.095288070 -0.69358397
#>  [98,]  0.17115216  0.91137219  0.24022296  0.15811667 -1.142328903 -1.28293102
#>  [99,]  1.82391973  0.19669807  0.41685837  0.02751819 -0.361753775  0.45527274
#> [100,] -1.80426922 -0.45027542  0.23867810  0.68429578  1.495195917  0.82817671
#>                 M27          M28          M29          M30         M31
#>   [1,]  1.944406888  0.894655428  0.522412623 -0.469981484  0.70009402
#>   [2,]  0.740058778 -1.501732390  1.359034076  0.440891127  0.24318960
#>   [3,] -0.015205813 -0.394620889 -0.778345662  0.232148351  0.77746650
#>   [4,]  0.141888375  1.243105653 -1.256075703  1.783298448 -1.50043340
#>   [5,] -0.852229382  0.530053688 -0.728209478  1.534339111 -0.06740464
#>   [6,]  2.028788008  0.426405267 -0.161450760 -0.442754867 -0.63265359
#>   [7,] -0.725450187  0.162694596 -0.794879009 -1.207293085  0.52970015
#>   [8,]  0.109217439 -0.777581439 -1.378730960  0.422517221  1.36140860
#>   [9,]  0.702615418 -0.158002863  1.765532736 -1.472388302  0.49045017
#>  [10,] -1.439351522 -0.908321029 -0.604857442  0.483596429  0.63542602
#>  [11,]  0.879711789  0.788894213  0.938081989 -0.566825930 -0.51679486
#>  [12,]  0.275208792  0.369017710 -1.031127892  1.158978342  0.69520879
#>  [13,] -0.145689178 -0.525224004 -0.477944792  0.917476662 -0.28138682
#>  [14,]  0.421473871  1.139890653  0.382879470  1.524003395 -0.52219061
#>  [15,] -0.441495138  1.484828802 -0.224327607 -0.611946716  0.05139115
#>  [16,] -2.091038484  1.003187638  0.783904080  1.962940457 -0.44981335
#>  [17,]  0.610975944  0.960181500  0.476739958 -0.823557244  2.05733604
#>  [18,] -0.426986915 -0.550266271  0.078507955 -1.326576348  0.41159503
#>  [19,]  1.405620146  1.054744961 -0.312466817  0.039998868 -0.71606957
#>  [20,] -0.798213579 -1.278288139 -1.431462870  0.398301337 -0.34462140
#>  [21,]  0.623982252  1.003836608 -0.875487994  1.197992420  1.45091957
#>  [22,]  0.512049767  1.413192492 -1.262654597  0.431686850 -0.99559516
#>  [23,] -0.050417666  0.351584041 -0.220403041 -0.866448814 -1.18518087
#>  [24,] -1.064018087 -0.138271054 -0.036544811  0.832642616  0.37671072
#>  [25,]  0.166149634 -0.593623180  0.623481565 -0.977571096  1.02476828
#>  [26,] -1.235045233 -1.395320399 -0.650537243  1.088780139 -1.94252835
#>  [27,] -0.711277873 -0.273358204 -0.931774297  0.307528393  0.17683869
#>  [28,] -0.676592356 -0.207120174 -0.014958488  0.226847030  2.15520705
#>  [29,]  1.145179705  1.179648471 -0.341110495 -0.957617296  0.33046851
#>  [30,] -1.493322696 -1.156442838 -0.099084281 -0.737172886  0.85119899
#>  [31,] -0.799065810 -0.158226443  2.584690948  1.019745840  0.02747749
#>  [32,] -1.261141494 -0.477168490  1.061630066  0.351612723 -0.64483127
#>  [33,]  0.359462371 -0.389939988 -0.756129550 -0.588663363 -1.08484534
#>  [34,]  0.457436750  0.633322703  0.843285704  0.163483899 -0.65899008
#>  [35,]  1.607644377 -0.004196342 -0.790730162  1.424234516 -1.34267875
#>  [36,] -0.691087821  0.058914954 -1.818915469 -0.493470191 -0.02855693
#>  [37,]  1.523598652  0.428073257  1.284850542 -1.802672807 -0.89943187
#>  [38,]  0.458494672 -1.650585238  0.104176316  0.547701604  0.31261496
#>  [39,]  0.194842918 -0.154119503  0.012920293 -0.026058826 -0.61586310
#>  [40,]  0.721266059  0.076981022 -0.781582967 -0.811612633 -0.61452088
#>  [41,] -0.915311666 -0.337717405  1.242824198 -0.774713175  0.78234746
#>  [42,] -0.203887297  0.781771275  0.154029817  0.023532189  0.66422169
#>  [43,] -0.618471842 -1.519670370  1.299788170 -0.128419814  2.20624208
#>  [44,]  1.982972307 -2.921006713  0.317148054  0.007094417  0.04614392
#>  [45,] -0.745709360 -1.280325818  0.539809492 -0.303383892 -1.76829953
#>  [46,]  0.071704399  0.437937068 -0.943820453  0.509164488 -0.95892052
#>  [47,]  0.453790306  1.759376948  0.206177188 -1.028162614  0.61591992
#>  [48,] -2.072868253  1.558859155 -1.145933346 -0.898170741 -0.13620835
#>  [49,]  0.580735044 -1.496698857 -2.556956498  1.769644617  0.91990594
#>  [50,] -1.769425803 -0.904803482  0.930830585  1.028969504  0.95104591
#>  [51,]  0.370363758  1.064392720  1.440311139 -0.562014386  2.10987862
#>  [52,] -1.643102524 -0.049234467  0.388150182 -1.291700912  0.26846277
#>  [53,] -0.620327310  0.421714049  0.232272356 -3.013633742 -0.08511390
#>  [54,]  0.077311348  0.703374356  0.352615398  0.865241862 -0.50601951
#>  [55,] -0.648708218  1.055775430 -1.940531549  0.103448299  0.09650587
#>  [56,] -1.132575428  1.636523497 -1.061711053  0.301067791  0.40258438
#>  [57,]  1.727976389  0.092142553 -0.727365186  0.095866627  1.49666528
#>  [58,]  0.191429470 -0.013825255 -0.235245077 -0.159263267  0.55211228
#>  [59,]  1.830160364 -2.093726200  0.332347371  1.020959595 -1.31930555
#>  [60,] -0.627652544  0.756510113  1.234883508  0.367996302 -1.17794350
#>  [61,] -0.460245196 -0.182591722  1.584621494  0.677599968 -1.53497590
#>  [62,]  1.789005595 -1.479193741 -0.007324283 -0.077632551  1.02838464
#>  [63,]  0.042405069  0.080520185  0.626713562  0.694747206 -1.38527924
#>  [64,] -0.037148657  0.414708612 -0.326936455  0.266780650 -0.57271874
#>  [65,]  1.100829015 -1.398794845  0.118665506  0.127809898 -1.18798290
#>  [66,] -0.596591965 -0.589713962  0.883243164  0.285169219  1.16614421
#>  [67,] -1.230749461  0.101922484  0.444328077  0.739107993  1.48915660
#>  [68,]  0.325870464 -1.252511530 -0.554332846 -1.237891288  0.74086981
#>  [69,] -0.424763676 -0.014727467  0.634158095 -2.015848450 -0.92757319
#>  [70,] -0.139863526  0.026982703  0.835515014  0.518630089 -0.30179206
#>  [71,]  0.472823752  1.570237328 -0.705581783 -0.408146662  0.23326709
#>  [72,] -1.466914865  1.302697623  0.486644462 -1.885510843  0.17906382
#>  [73,] -1.454139994 -0.807863714  0.946437130  0.483019093 -1.15040261
#>  [74,]  1.073314867  1.730352183  0.794045937 -0.736767514 -0.23684039
#>  [75,]  0.007094676  0.661168027 -0.228661316  0.695382062  1.23515571
#>  [76,]  0.934080106 -1.849698309  0.811595851  0.296929855 -1.03678960
#>  [77,] -0.149050148 -1.080807479  1.344603992  0.719736588  0.75726243
#>  [78,]  0.494885240 -0.883616659 -1.078798911 -1.953459316 -0.37869525
#>  [79,]  0.410147837 -0.205717933 -2.303899013 -1.284087387  0.20271308
#>  [80,] -0.747966755 -0.605563735  0.900650599  0.918414119  0.57449280
#>  [81,]  1.123432115 -1.290713628 -0.859773245 -0.296979932  0.12320890
#>  [82,]  0.786665834 -1.325713999 -0.804386624  1.912125433  1.50033636
#>  [83,]  0.151112254  1.312519473  0.761169353 -0.261400513 -1.42797225
#>  [84,] -0.024542972  0.133712521 -1.511896225 -2.181148178  0.26280479
#>  [85,]  2.132464364  0.101794309  0.262787227  0.633423215  0.67991106
#>  [86,] -1.529934529 -0.093313428  2.401535578 -0.883226709 -0.02517366
#>  [87,] -0.925576815  0.735051456 -1.141831069  1.657740338 -0.66121802
#>  [88,]  1.559125796  0.506771951 -0.490664782  1.789324981  1.86170461
#>  [89,] -0.165656762  0.317481007  0.447505988  1.336652675  0.92498202
#>  [90,] -1.604935134  2.463437641  0.129559148  0.205968694  1.02414887
#>  [91,] -0.357742192 -0.530499962 -1.204941486 -0.780211943 -1.13215111
#>  [92,]  0.575791642  0.818388887  0.174295190 -0.055569284 -0.46462328
#>  [93,]  1.067136158  1.281090578 -0.407439361 -0.648319079 -1.95334435
#>  [94,]  0.453897992  0.227877407 -1.079057720 -0.798222157  0.31843365
#>  [95,] -0.562355174 -1.376162941  1.035847151 -1.402643266 -1.71587592
#>  [96,] -1.428220310 -0.472063099  1.724035959  0.112891821 -1.88620819
#>  [97,]  1.490160676  0.502840771 -1.623279809  0.884761719  0.53748928
#>  [98,] -0.032803654 -0.596095471  1.143747516  0.189156596 -1.54204348
#>  [99,] -0.556605036  0.165983751  0.197458931 -0.782198844 -0.44243914
#> [100,] -0.495283141 -0.582348651  0.517679771  0.302234669  0.34926486
#>                 M32         M33           M34         M35           M36
#>   [1,] -0.205119350  0.48421341  0.0890271940 -1.69981490 -1.3347520164
#>   [2,]  0.660722142  0.82889316 -0.1378936446 -0.68062632 -1.5787415375
#>   [3,] -0.987322313  0.45491327  0.3848594940  0.23441258 -1.2129318281
#>   [4,] -0.554013356 -0.37916647  1.1260761705 -0.16922190 -0.5282365877
#>   [5,] -1.471062354  0.91272967  1.6393599659  0.89107625 -1.4989746860
#>   [6,] -1.573052078  0.52691196  0.4402539761 -0.13290286  0.9027004854
#>   [7,] -0.140967839 -0.46111082 -0.8302567435 -0.94179976 -0.1810714202
#>   [8,] -0.532017995 -0.35402281  0.4102852622 -0.66177707 -1.6377022340
#>   [9,]  0.530975249 -0.88664924 -0.0874879162 -2.14966341 -0.7559705694
#>  [10,] -1.211779291 -1.44263628 -0.7556439632  1.02501424 -0.2691534680
#>  [11,] -0.678608353 -0.31026784 -1.4764521773  0.66781076  0.0991604348
#>  [12,]  2.287889373  0.82203543  0.8255726386  0.41413170  1.1143183641
#>  [13,]  0.248260483  1.41049794  0.7424427048  0.29448595 -0.2166401185
#>  [14,]  0.386324415  0.57857779 -0.0479931862  0.56351648 -1.7118476375
#>  [15,] -1.158545101  0.82203132 -0.7889432564 -0.44494456  0.4684591507
#>  [16,]  1.997305669 -0.71487192 -0.3260106383 -1.12453611 -0.5763880088
#>  [17,]  1.022522424 -1.41816132 -1.0658733587  0.23053083 -1.1848879029
#>  [18,]  1.396656129 -0.43816557 -0.6332988883 -0.30961404  1.2176738056
#>  [19,]  0.737911375  0.14787238 -0.1599924019  0.62465756 -1.1058267833
#>  [20,] -0.209193031 -0.38931938  0.0265575393  0.84561697  1.2540397328
#>  [21,] -0.703116471  0.97831363 -0.1160086926 -0.97358876 -0.1648535550
#>  [22,] -0.990501782  0.38664873  0.5564364708 -1.34536996  1.0169749409
#>  [23,]  0.318386736 -0.58972543 -2.4378394614  1.41689317  0.7832234925
#>  [24,] -0.766187240  1.37093492  2.1441041283 -0.99062113 -0.2133726632
#>  [25,]  0.111337143 -0.63986486  1.8401354440 -0.95143590  2.1431830300
#>  [26,]  0.036281145 -1.15745845  0.4056578335  0.17810378  0.6160584087
#>  [27,]  0.369262906  0.22217683 -1.5004153269 -1.15610426 -0.7102684608
#>  [28,] -0.354309230  0.41501797  0.7611882067  0.53976313 -0.2260835581
#>  [29,]  0.108726535 -1.60555006 -2.4896086475 -0.56128927 -0.2018933430
#>  [30,] -0.962604038 -0.06521183  1.4252234998  1.47323176  1.4269983007
#>  [31,] -1.073217512 -1.69189318  0.9232848840 -1.34280550  1.3871585005
#>  [32,] -0.438675178  0.14556049 -1.4254489248  0.88661169  1.6375198498
#>  [33,] -1.136167245 -0.19602412  0.6942232747 -0.21834217  2.0682767907
#>  [34,]  0.126745226 -0.53223450 -0.1393066914  2.21829629  0.3392934164
#>  [35,]  1.508527371 -1.01221178  0.1323133048 -0.25631352  0.0940313177
#>  [36,] -0.269160349 -0.15246053 -0.2728531564 -0.84544718  1.1252619207
#>  [37,]  0.345688559 -0.98923154  0.2350914330 -0.38672600  0.6854010410
#>  [38,] -0.969491998  1.45004898  1.0475228629  0.22520621  0.7108699258
#>  [39,]  0.729435190  0.65108422 -0.8526372296 -0.03885660 -0.1494240762
#>  [40,] -0.164587519  1.69043080 -3.1893966071 -0.47648677  1.4040383475
#>  [41,] -2.609746313  0.38946364  1.6465983718  0.08079168  0.6399790261
#>  [42,]  0.368704873  0.75192596 -2.1384022190  0.32861023  1.1285469645
#>  [43,]  0.583123021  2.56011257  0.4254806774 -2.22602440 -0.1215907216
#>  [44,]  0.415560540 -1.60639964 -0.0049218416 -1.36812544 -0.0008896912
#>  [45,] -0.126633437 -1.98811607  0.3186373900 -1.44807522 -0.9654580940
#>  [46,]  0.494335300 -0.99144704  1.1651677638  0.97350677  0.9233005238
#>  [47,] -0.193957060  0.95831812 -0.0363333350 -0.08567510 -1.3559142044
#>  [48,]  0.915799922 -1.33585112  0.4219678988 -0.03176306 -1.4472938285
#>  [49,] -1.379695237  1.59048960 -1.0407824856  1.60283808  1.3619765268
#>  [50,]  0.666468158  1.26098813  0.1908933469 -0.91456659 -2.9018136961
#>  [51,]  0.381259781  2.22869197 -0.1289615194  2.27594642  0.6481821772
#>  [52,]  0.642584814 -1.94368458  0.6590332901 -0.07105438 -1.2829990596
#>  [53,] -0.348511116 -0.85832850  0.7480113935 -1.24975311  1.1339865389
#>  [54,]  0.265735427  0.77243037 -0.4150849716 -0.70367794  0.3240482242
#>  [55,]  0.517192584 -0.09941769 -1.3576668068 -0.10710579  0.0845950091
#>  [56,] -0.034969238  0.84141589 -1.2619169724  0.71341939  0.6030943968
#>  [57,] -1.510876745 -1.03655594 -0.9075719468 -0.04876667  0.2651739248
#>  [58,]  0.440313952  0.43818376  0.1953614247 -0.69038876 -0.5706917325
#>  [59,] -0.713075210  0.12478961 -0.8193675001 -0.88371458 -1.2508521370
#>  [60,] -1.484809907  0.11184044  0.0583773137  0.83913392  0.1499249524
#>  [61,]  0.590024188  1.20314623  1.1738484053  0.05580159 -0.5424117536
#>  [62,]  1.447655662 -0.50136904 -0.5379808996  0.45821804  0.6614836409
#>  [63,]  0.008055138  0.33139340  0.6399518494  0.01230962 -1.1803943758
#>  [64,]  0.717271852 -1.20636063 -0.2502937383 -1.26781683 -1.7341596868
#>  [65,] -0.551798292 -0.15098752 -0.4223980518  1.15024453  0.4818711702
#>  [66,] -0.368475088 -1.57946372 -0.5317982514  0.28715922  1.4337246113
#>  [67,]  1.090713982 -0.62917878  0.0058382840  1.67089539  0.2898807358
#>  [68,] -0.432453520  0.07516661 -0.5502968543  1.86919001 -0.3132678353
#>  [69,]  0.623327851  0.88342729  1.0462489696  0.31771845 -0.0197777145
#>  [70,] -0.719116417 -0.28651455 -0.0739307042 -0.06085692  1.2666671234
#>  [71,]  0.115577409  0.05375966  0.6240918126 -2.29321241 -0.6007351222
#>  [72,]  2.334882714  1.02026089  1.6064854886  0.16126416  0.0641106856
#>  [73,]  0.981323025 -1.50600070  0.4782693203  0.02861533 -0.0483478753
#>  [74,]  1.995762827 -0.01667518 -1.6567037168  1.58882042  0.0952539229
#>  [75,]  1.622601512 -0.03007469 -1.3690748249 -0.42325463  1.1628117753
#>  [76,]  0.581214940  1.05360487 -0.4368227707  1.25525189  0.4726202511
#>  [77,] -1.304974123 -0.04219045  0.8629061585 -0.52567000  0.1565113159
#>  [78,]  0.436329310 -0.83513637 -0.3757568249 -0.21284261 -1.6905656719
#>  [79,] -0.062023349 -1.79340724 -0.3533612413  0.45267486 -0.0523203988
#>  [80,] -1.047498636 -0.60830719  0.4134820647  0.95728326  0.6346310392
#>  [81,] -2.014412181  1.11981975  0.0002794008  0.02038928  0.3343927570
#>  [82,] -1.818370588  1.85296805 -0.0276768791  1.22499183 -1.0133473960
#>  [83,] -0.367447164  1.34418430 -0.2723896293  1.74601878 -0.6939394330
#>  [84,]  0.838308287 -0.79499070  1.0885066853 -0.06113993 -0.7526653295
#>  [85,] -2.426037212  0.02674598 -0.1305984992 -0.96443904 -1.0607213097
#>  [86,]  1.128791037  0.94067321  0.2899761922  0.09843790  0.9960013359
#>  [87,] -2.015455374 -0.41594622  0.4630824507  1.17442930  0.9809569635
#>  [88,] -0.452698085 -0.87268267  0.2867874699 -0.40309385  0.8876108242
#>  [89,]  1.112147194 -0.05950258  0.2613067772  0.22447430 -0.6386971094
#>  [90,]  0.690170851 -0.89728351 -1.1359465624  0.75306392 -0.1732102742
#>  [91,]  0.166456389 -1.56538416  2.3027891176 -0.09937551  0.4770986687
#>  [92,] -0.117171805 -0.83811587  0.4855419229 -0.48321439  0.9753295604
#>  [93,]  0.313903535  1.38638817 -1.3131557461 -0.03007279 -0.0296693461
#>  [94,] -0.512699750  0.75780479  1.6358732389  1.00008112 -0.3479531911
#>  [95,] -0.158706116  0.28283805 -0.2888194823 -1.29641703 -2.4751021288
#>  [96,] -0.093855380 -0.16068671  1.4709163023 -0.71832704 -0.2156172504
#>  [97,]  1.550826304 -0.44738153  0.9455639413 -0.56105660 -0.8379004985
#>  [98,]  1.152177346 -0.10927271 -0.3407392624 -1.20357458  0.4816949926
#>  [99,]  0.933959300  0.23645658  0.0133171650 -0.51308826 -0.4913907291
#> [100,]  0.369649869  1.73677044 -0.8620937262  2.75349237  0.6586171548
#>                  M37         M38          M39         M40         M41
#>   [1,] -0.1239247655 -1.06707404  0.767929636 -1.10704242  1.85664463
#>   [2,] -0.6798765280  2.54406499 -1.132430535 -0.94821539 -0.89070763
#>   [3,] -1.9572462411 -1.16569399 -0.083499850 -0.28889048 -0.19685737
#>   [4,] -0.7405236646 -0.73756280  0.764834057  1.95840014 -1.06970831
#>   [5,]  0.4928889312  0.42824947  1.127876887  0.66547172 -0.84761407
#>   [6,] -0.3473696406 -0.30478650  0.774956750  0.95166936 -0.90190893
#>   [7,]  0.4483123529 -1.69041495  0.682346344 -0.21849014 -0.42923540
#>   [8,] -2.3208379783  0.22446395 -0.180629442 -1.56685775  1.99803702
#>   [9,]  0.2320977694 -1.03285535  0.468475649  0.67269554  0.85976430
#>  [10,] -0.1217314724 -1.30205520  0.859151862 -0.30070932  0.64823917
#>  [11,] -0.1897215674 -1.11799958 -1.351629435  0.20828479 -0.93574039
#>  [12,]  1.1328929616  1.20173807 -0.140761702  0.94628198  1.71075405
#>  [13,]  0.4210401669 -0.17154331 -0.677837866  0.65083496  1.83272889
#>  [14,]  0.2761425206  0.50053916 -1.380506306 -2.28087841 -0.97026046
#>  [15,]  2.0370526091 -0.56914156  1.320305887 -2.37907709  0.05996977
#>  [16,] -0.1028386237 -0.09288264  1.263472704  1.73235941  0.10342750
#>  [17,]  0.7750912328 -0.20526657 -0.237583213 -1.27432874 -2.22379997
#>  [18,] -0.2334464474  1.84201094 -0.660305499 -1.13793387  0.71664381
#>  [19,] -0.4165338496  2.95468058  1.194344851 -1.27219381 -0.97277445
#>  [20,]  0.9151425513  0.59242594  0.111876490 -0.72009025  0.66255758
#>  [21,] -0.0430146909 -1.13657525 -0.734204869 -0.77536862  0.34334083
#>  [22,] -0.6004738907 -0.43026615 -0.415441056 -0.80009868  0.26644931
#>  [23,] -0.2149453976 -0.03045430 -2.168777143 -1.12040262  0.49923379
#>  [24,] -0.0765306304  0.29162124 -0.300936552  1.45796983  0.63028594
#>  [25,]  0.5642182378 -0.94030806  2.455746591  0.93584445  0.21258703
#>  [26,]  0.1130140935  0.43832042 -0.274084947  0.62357387 -1.00316375
#>  [27,]  0.2181991092  0.53942234 -0.841560809 -0.68728511 -0.99985680
#>  [28,]  1.8664955883 -0.33233846  0.976968157 -0.58702785 -1.00476521
#>  [29,] -1.5970676635  0.39284199  0.469991882 -0.57730539 -0.40537770
#>  [30,] -0.2477923105 -1.84599143  0.515749803 -0.11941345  0.05542239
#>  [31,] -0.0009423384  0.06612413 -0.544321637 -0.60679204 -0.67131606
#>  [32,] -1.2232526626  0.67586581 -0.277729791  1.40542580  0.69180478
#>  [33,]  2.5969161092 -0.48986872  0.600734278 -1.17366953 -0.31165234
#>  [34,] -0.4060123411 -0.65652112 -1.075452052  0.11955159 -1.97011400
#>  [35,]  1.0887757329 -0.26353003  0.777066172  0.68347384  1.72033276
#>  [36,] -0.4150712947  1.75152110  0.555794019 -0.07350396  1.18014387
#>  [37,] -0.6406631947 -0.37213338 -0.944233924  2.57112965  1.64547328
#>  [38,] -0.8637890278 -0.13048885  0.355719796 -0.26308888  0.82099840
#>  [39,] -0.9151134109 -1.32809133 -0.834668692 -1.61147084 -1.89424673
#>  [40,] -2.4650109823  0.95547492  0.132482831 -0.94011634 -0.19647405
#>  [41,]  0.8549850220 -0.49295245  0.309756508  0.97448200  0.40243247
#>  [42,] -0.3116771422  1.50224706 -0.597998313  1.34863169  0.28594379
#>  [43,]  0.2741369773 -1.16841570 -1.035644631 -0.51238849  0.57651472
#>  [44,] -0.1860347880  0.46283777 -0.619537637 -1.70954632  0.40038874
#>  [45,]  0.2987929873 -1.60887374 -0.381964543  1.39708380 -1.96817695
#>  [46,] -0.7762406139  1.37394433 -0.201458689 -0.02456593 -0.20079316
#>  [47,] -0.1152531394  0.27793673 -0.520893906 -0.14820209 -0.45503426
#>  [48,]  0.5608187089  1.02030310 -0.665526921 -1.16186177 -0.04438366
#>  [49,]  0.5286954625  0.60213883  0.861330612 -0.09994206 -1.59268905
#>  [50,]  0.0471212507  1.81264819 -1.237975362  0.38674752 -0.32919148
#>  [51,] -1.4715993174  1.90404555  0.960063832  1.11187494  0.48366990
#>  [52,]  0.6859300394 -1.19948640  0.701509926  0.16025819 -0.80005698
#>  [53,]  0.7138514887  0.63394277 -0.622783317  0.24016196 -0.75550697
#>  [54,]  1.7372293610 -0.78468920  1.266425254  1.31979570  0.25673881
#>  [55,] -1.5171491217 -0.22583124 -0.104578544 -0.79141981  0.80156623
#>  [56,]  0.3935524823 -1.31847495 -0.206335081 -0.81982238 -1.08120722
#>  [57,] -0.0173884377  0.02904560 -0.358780894 -0.65117216  1.01745595
#>  [58,]  1.2941511902 -1.38865385  0.191619477  0.05645132 -0.15807471
#>  [59,]  0.2726420235 -0.70281847 -0.547692242  0.14383604  1.52173753
#>  [60,] -1.0881123215 -0.02598367 -1.992760054  0.04542064  2.03198985
#>  [61,] -0.5695779994 -0.73917812 -1.007210492  1.53932408  1.02182180
#>  [62,]  0.6370290152 -0.01111065  0.229444683 -0.07533850  0.03771461
#>  [63,] -0.7408426997  0.96733206  1.716629261  0.38412185  0.23639002
#>  [64,] -2.0787071322 -0.48620693  0.839267561  0.26665613 -1.25847222
#>  [65,]  1.8893811775  0.36699218  1.056434480 -0.11807351  1.05832723
#>  [66,]  0.4299159787 -0.30477955  0.557792407  0.64189834  1.60781493
#>  [67,]  0.8557339902  0.23213799  0.960639826 -0.07080866 -0.37038282
#>  [68,] -0.6427022262  0.23311932  1.589488621  1.78572845  0.01215640
#>  [69,] -0.2141935629  0.64985536 -1.033050812 -0.80129036 -0.59901409
#>  [70,] -1.9310882323  0.26348881 -1.660888201  0.55764807 -0.99308986
#>  [71,]  1.6976687522 -1.61877603  0.005904963  1.04327560  1.11760771
#>  [72,]  0.8191956458 -1.32836135 -0.977681571 -0.70929588 -1.52520566
#>  [73,] -0.8260593038  1.16344538 -1.747717000 -0.63574126  0.95580891
#>  [74,]  0.3354055875 -0.75355808  0.445396359  0.66897883 -1.42561347
#>  [75,]  0.6533900057  0.24909457 -1.326145479 -0.18786991 -0.36717313
#>  [76,] -0.8539001178 -0.12086788  3.367064061 -0.90010583 -0.55671948
#>  [77,] -0.8284543859  0.12209970  0.126109176  1.29196953 -0.78484546
#>  [78,]  0.6869693339  1.90190319  0.839937524 -1.52575140  0.10117713
#>  [79,]  0.5261810284 -1.38242054  0.868657047 -0.44864915 -0.38948861
#>  [80,]  0.8751641788  1.28153087 -0.977653640  0.17260581  0.79858393
#>  [81,] -0.1415515610  0.37601187  0.002790988 -2.28260513  0.72097579
#>  [82,] -0.3576420889  0.15119514 -1.077672192  0.69767226  1.55105875
#>  [83,]  1.0547535085 -0.71955530  0.487544952  0.61590538  1.01350513
#>  [84,]  0.5645870048  0.90913524  0.906830981  0.46051748 -0.39955928
#>  [85,]  0.6221015956  0.40590798 -0.075919448 -0.96928888  1.76255278
#>  [86,] -2.0184925625  0.16568773 -2.498178256  1.11236662 -1.68993009
#>  [87,] -1.6589379857 -1.03187871  1.000894333  0.52221520  0.70758119
#>  [88,] -0.3515908671  0.89109525 -0.533106739  0.56460297 -0.46614676
#>  [89,] -0.0816821930 -0.34983883  1.683357921  1.61540428 -1.57422719
#>  [90,]  0.9687728979 -0.38844495  0.400700277 -0.26667351  0.85276518
#>  [91,]  0.2938863356  1.12458689 -0.459880500  1.76041018  0.43226828
#>  [92,] -0.5401475803  0.63510320 -0.812729156 -0.39298460 -0.12498239
#>  [93,] -0.8812862451 -0.58663419  0.265509717  0.89861667 -0.04139131
#>  [94,]  2.3723183034  0.52531583 -1.193303212  0.41802668 -0.46880285
#>  [95,]  0.9701811536 -0.86733290  0.739603176 -0.17627887 -0.44191270
#>  [96,]  0.5491092070  0.73887995  0.653002728 -0.56705122 -0.33726410
#>  [97,]  1.0586408242 -0.81317243  0.268464879 -0.34275291 -1.19728976
#>  [98,] -0.0340029112 -1.80763203  1.151766586 -1.14173994  0.05981577
#>  [99,] -0.9360750166  1.66566026 -0.975924289  0.19514168 -0.59909384
#> [100,] -0.5864523167 -0.39826207 -0.922176318  0.38067467  0.55009051
#>                M42          M43         M44         M45         M46
#>   [1,] -0.59350755  1.458144566  1.30960173 -1.35707806  0.37348321
#>   [2,] -0.71891462  0.774430498  0.10236590 -0.87361748  0.93246492
#>   [3,]  1.14983761 -0.510439950  2.36484813  1.60045206  0.68854725
#>   [4,] -2.19582741  1.198622831  0.36535861 -1.80503487 -0.52089512
#>   [5,] -0.07930946 -0.003982967 -0.69751938 -0.80807306  1.04997537
#>   [6,]  0.93267026  0.167609341  1.74098067  1.33571027  0.57243988
#>   [7,] -1.02381765 -1.026911204  0.37821955 -0.12005079  0.18269372
#>   [8,]  0.21628056  0.497275658 -1.67468847 -1.77388079 -0.70688499
#>   [9,]  0.67906533 -0.140756264 -0.56885829 -0.26566049  0.87451908
#>  [10,] -1.44671253 -2.402968500  1.20777977  0.48988529 -1.41717750
#>  [11,] -1.23498943  0.494964981 -0.79148910  1.11812066 -1.88869690
#>  [12,] -1.97769304  1.153463408  1.83844540 -0.96227042 -0.35827335
#>  [13,]  0.29320944 -0.166546820  0.26441194  1.91793279 -1.29326900
#>  [14,] -0.25984821  0.633289406 -0.61127212  0.02318092  0.40526284
#>  [15,]  0.99559203 -0.488154132  0.39732120  0.60999123  1.76013191
#>  [16,] -1.97757190 -1.712699361  1.40104571 -0.57271624 -0.43714770
#>  [17,]  0.70317028 -0.946405947 -0.88005655  1.33870571 -0.15906411
#>  [18,]  0.18967247  0.122317726  0.69244673  1.39024606  0.86973077
#>  [19,]  0.46258476 -1.126860945  0.61148798 -0.52622436 -1.56601464
#>  [20,]  1.51973213  0.425352779  0.11037636 -0.68852416 -1.45963682
#>  [21,]  0.89571056  0.255888194 -0.51675964 -0.73143346  1.97552840
#>  [22,]  0.78738319  0.873935903 -0.75943330  1.62569655 -0.43493810
#>  [23,]  0.22980389 -1.233296437 -0.07922130  0.57951276 -0.12442067
#>  [24,]  1.42324638  1.064390389 -0.63501868  0.24931525  1.43651320
#>  [25,]  0.65506354 -0.470638918  0.20690431  1.04233387  0.89213206
#>  [26,]  0.16790257 -1.858477116  0.36325017 -0.50684180 -1.78610962
#>  [27,]  0.86338045 -0.039186799  2.41559907 -0.23434285  1.29605620
#>  [28,] -0.83973966  0.499040303 -0.49326588  0.97806114 -0.37799354
#>  [29,]  1.06643594  1.206197472 -0.36339051 -1.54084207 -0.70076079
#>  [30,] -0.40987628 -0.397712985 -0.18529994  0.69542289 -1.60570519
#>  [31,] -0.01274394  0.546728724 -0.16311572 -1.49350694 -1.90671372
#>  [32,]  0.02478956  0.457889796  0.45573657 -0.83908336  0.19254803
#>  [33,] -0.04879244 -0.058604023  2.38649368  0.38934599  0.96560698
#>  [34,] -2.31716742  2.063931544  0.17271429 -0.15122135 -1.64454754
#>  [35,] -0.14692256 -0.126052218 -0.31189008  0.64015697 -1.50455253
#>  [36,] -0.27397366 -0.412412178 -0.06161336 -1.06486776  0.97969778
#>  [37,]  0.05309376 -0.734409118  1.48362529 -0.34694470  0.43760057
#>  [38,]  0.83757759 -0.029956267 -0.30742259 -0.09826653  0.59587745
#>  [39,] -0.06722707 -0.201171220 -1.40952704  0.33487108 -0.77548892
#>  [40,] -1.67139396 -0.938372261 -0.28849074 -0.77416262 -0.37165085
#>  [41,] -0.15174315 -0.815095009 -1.29449448  2.37229400 -1.31345782
#>  [42,] -2.02087736  0.996732571 -0.35299491 -0.99074996  0.60782897
#>  [43,] -0.18125224  0.423693931  0.60882319 -0.91726343 -0.35355461
#>  [44,] -2.25062861 -0.709911809 -1.82424224 -0.07125650 -0.75916476
#>  [45,]  0.69559606  0.087281517 -0.59000050 -1.10848699  0.80969747
#>  [46,]  0.67291821 -0.270316870 -0.03978642 -0.48792788 -0.46236438
#>  [47,]  0.04925260 -0.374003608  0.18119102  0.36065515  0.92502940
#>  [48,]  0.73688688 -0.285763848  1.42068019  0.64402927 -0.24749771
#>  [49,] -1.27999833 -0.443367043  1.25768661  0.61052749  0.27617887
#>  [50,]  1.26228233  0.450418333 -0.68583107 -0.78787595  0.38955868
#>  [51,]  0.21496239 -1.365835690 -0.20946885  0.43562750  0.83574771
#>  [52,]  0.61269422  0.178872592 -1.78522793 -0.12652352 -0.30343453
#>  [53,]  1.39514393  1.013935806 -1.44793443 -0.84441956  1.15245641
#>  [54,]  0.04971511 -0.173558947 -1.10280747 -1.34692665  0.64785066
#>  [55,]  2.62469452 -0.036528025  0.22163091  0.44290237  2.12739901
#>  [56,] -0.79267730 -1.141070950 -0.86751930 -1.34496511 -1.12194083
#>  [57,]  0.79476864  1.171980303  0.98826689  2.56449749 -0.31957183
#>  [58,]  1.42870387  0.419512546  0.34875297 -0.81313049  0.56377018
#>  [59,] -1.09489362 -0.887284630  1.43801132  1.00359640 -0.16443420
#>  [60,] -1.30445278  0.678612393  1.16080919  1.30383765  1.14472191
#>  [61,] -0.77905117 -0.618225535  0.08714114  1.11654137 -0.33953086
#>  [62,] -1.27195670  1.166426723 -0.34477878  1.21142621 -0.23942998
#>  [63,]  0.43564522  1.294882680 -1.63909316  1.32540226 -0.11916738
#>  [64,]  0.87751967  1.032357290  0.54438605  0.97637381 -0.01366402
#>  [65,] -0.89628550  1.037576508 -0.16082118  0.14014162  0.19561768
#>  [66,] -0.09614189  0.979147970  0.32700475  0.60210167 -1.21330970
#>  [67,] -0.75124579 -0.029155655 -0.25292305  0.50654741 -0.35103166
#>  [68,] -0.80844060 -1.780839819  1.60098415 -0.63185592  1.18469367
#>  [69,] -0.58897887 -0.746633132  0.71807673  0.44127465  1.73796735
#>  [70,] -0.49392263  0.955016922  0.68053468 -1.28519209  0.40005232
#>  [71,] -0.05600098 -0.844738241 -0.93746161 -0.41159682 -1.46799033
#>  [72,] -0.51686321 -0.674790139 -0.32066497 -1.19564115  1.56423812
#>  [73,]  1.43026772  1.434154976 -0.81664913 -0.81326919  1.27448905
#>  [74,] -1.13986373 -0.754361146  0.81039465 -0.64869122  0.06570394
#>  [75,] -0.05391479  0.623556357 -0.33156293  2.26122029  0.50208420
#>  [76,]  0.10233892  1.604655316  0.69130284 -1.13211493  1.23826023
#>  [77,]  0.96101050  0.318103140 -2.08424016 -0.19912755  0.97320552
#>  [78,] -0.21916345  0.901387607  0.16728730 -0.35746041  1.27626524
#>  [79,] -0.83498876  0.056569755 -1.19380600  0.06634097 -1.29815149
#>  [80,]  0.59943023  0.170189170  0.12730201 -1.69285361 -1.25873390
#>  [81,] -0.12965796  2.424754651  0.73585745 -0.53130395 -0.22800762
#>  [82,]  1.43402109 -1.426305327 -0.62221479 -1.11659099 -0.83778818
#>  [83,] -1.12035999  0.280443612 -0.02747863  1.14622211  1.05115675
#>  [84,]  0.35526782 -1.346178552 -1.37049342  0.20614795  0.82292198
#>  [85,] -0.48045144  1.402713926 -0.77068977  1.22463763  0.04316255
#>  [86,]  2.06705643 -0.085477402 -2.03049380  0.73416714 -0.65255767
#>  [87,] -1.13873383 -0.383577838 -0.18568177  1.57198547 -1.60258275
#>  [88,]  1.14715337  0.639176736 -0.38035921 -0.60689876 -0.52169622
#>  [89,]  1.22929185  1.915531616  1.03430201 -1.14118253 -1.40985158
#>  [90,] -0.78822329 -1.767650190  0.46617145 -0.39535661 -0.62332621
#>  [91,] -0.79919672 -2.759131219 -0.04251780  0.23582499 -0.17942194
#>  [92,]  0.79581798 -0.159873961  0.54478682 -0.97248638  0.09601648
#>  [93,]  0.31452455 -2.273348609 -0.85717661  0.56128673  0.61974970
#>  [94,] -0.45092403  0.729215038  0.16198646 -0.64305908  1.36025435
#>  [95,]  0.98378667 -0.197096762 -1.74445080  0.41733077  0.38574549
#>  [96,]  0.94674390 -1.266676985 -1.81520597 -0.38364646 -2.03931959
#>  [97,]  0.26620978 -0.397905281  0.98705384  1.21165532 -0.71684773
#>  [98,]  0.33813188  0.938914190  0.06326024 -0.82968748  0.92394625
#>  [99,] -0.19282532 -0.502592163  1.48900619 -0.10327821 -0.07792194
#> [100,]  1.01170413  0.324022321 -0.20430029 -0.58807358 -0.40088675
#>                 M47          M48          M49          M50
#>   [1,]  1.157348492  0.853059756 -0.335496183 -0.857798991
#>   [2,]  0.063201756  0.023915490  0.833047178  0.277230864
#>   [3,]  1.147959964 -0.780462404 -0.802028594 -0.949728114
#>   [4,] -0.149209462  1.949555324  0.749582116 -0.337094928
#>   [5,]  0.828174706  0.596918327 -0.827367544 -0.592499428
#>   [6,] -0.216584391 -0.323237465  0.419403340  0.762760007
#>   [7,]  0.681890761  0.257142265 -1.218360190  1.203161410
#>   [8,]  0.606682644  0.871011211  0.168061723 -0.570717914
#>   [9,]  0.049969329  1.340144268  2.290109638  0.679790348
#>  [10,]  1.521109754 -1.997217169  1.367941531  1.674477422
#>  [11,]  0.142898737 -1.499312484  1.024975694  0.440357814
#>  [12,]  0.542833475  0.652844645 -1.012295138  0.434841890
#>  [13,]  1.152222469  0.807986675  1.470847665  0.790730374
#>  [14,]  0.599051329 -0.868062038  0.993172074 -0.354351028
#>  [15,] -0.109569207  0.539444684 -0.493752755 -1.025758800
#>  [16,] -1.317946696 -1.783142662 -0.263619702  0.696023905
#>  [17,]  1.300348093 -0.390963343 -0.556498481 -0.254913716
#>  [18,] -1.951948079  1.290618046  0.961054973 -0.003038626
#>  [19,]  0.767242418  0.271236257 -0.826034418 -0.818402775
#>  [20,] -1.072729638  0.987189712 -0.274675278 -2.290377131
#>  [21,]  0.096300090 -0.984316423 -1.103544516  0.624500976
#>  [22,]  0.080530338  0.290045445  0.852857065  0.217301450
#>  [23,] -1.631624808 -1.606199332 -1.501622901 -0.238225226
#>  [24,] -0.494237509  0.160846280 -1.209148248 -1.543004467
#>  [25,] -1.128853566 -1.024678169 -1.533639637 -0.026942818
#>  [26,] -0.921388638 -1.856654446 -0.580263052 -0.726822476
#>  [27,] -0.043530271 -0.872563692  0.390317951 -0.698266006
#>  [28,] -0.315339902  2.350390585 -1.351744476  0.801696065
#>  [29,]  0.910253552 -0.426748784  1.651202705  0.791770403
#>  [30,] -0.865848877 -0.421090936  0.304863945  0.296417201
#>  [31,] -0.631402157 -0.469266317 -0.386589692 -0.354212933
#>  [32,]  0.203106783 -0.666075139  0.148898194  0.022806755
#>  [33,] -1.715244876 -0.758156322  0.521914466 -0.366577067
#>  [34,] -0.005957265  0.177727591  0.269031436 -0.913571255
#>  [35,] -0.085179852 -0.049433803  0.355166603 -0.465667073
#>  [36,] -0.801296886  0.931372456  0.091650989  0.146140910
#>  [37,] -0.392444742  0.891991152  0.487683274  0.114161587
#>  [38,] -1.496814399  0.634577622 -0.036772297  0.095928969
#>  [39,] -0.626286133 -0.018505641 -0.161867550  2.206901135
#>  [40,] -0.234482574  0.399138234 -1.498298538 -2.076275128
#>  [41,] -0.310206014  1.390801159  1.378045327 -1.664890701
#>  [42,] -0.580141805  0.007378133 -0.537207187  0.508965028
#>  [43,] -2.010863207  0.178268770  0.971585371 -0.067012090
#>  [44,]  0.299569482 -1.902086841 -0.539626618  0.196134450
#>  [45,] -1.078679361 -1.055522285  1.422463802 -0.893459065
#>  [46,] -0.085736735  0.562003674 -0.868080209 -1.827271900
#>  [47,]  0.212162949 -1.557488006 -0.446676794  0.093773406
#>  [48,]  0.572518754  0.057863925 -0.003565519  0.384371467
#>  [49,]  0.051464102 -0.279928421  0.128830127 -1.812764537
#>  [50,] -0.409315782  1.087467580  0.816954421  1.073821030
#>  [51,] -0.839672339  0.623906808  1.779631869  1.260791959
#>  [52,]  1.217332762 -0.472053428  0.968609648 -0.299922255
#>  [53,]  0.225610094  1.197915121 -0.022706290  1.005505322
#>  [54,] -0.998628765  0.472897638 -0.005389383 -0.163027582
#>  [55,] -1.728821854  0.196648925 -1.837362571  0.027693188
#>  [56,]  0.632901314  1.463543046  0.636357922  0.528148036
#>  [57,]  0.455111507  0.464557226  0.781895091 -0.136812642
#>  [58,]  1.260378567  1.426274656  1.707068959  0.726207155
#>  [59,]  1.269960380 -0.042567149 -0.556095182 -0.563022672
#>  [60,]  2.450834108  0.851162225 -1.233030689 -1.328907025
#>  [61,] -1.138030842  1.161217416  0.139964870  0.075943348
#>  [62,] -1.070982629 -0.617495027 -0.775870436  1.926180570
#>  [63,] -1.354141770 -0.196802181 -1.185663373  0.336157225
#>  [64,] -0.433060767 -1.522935654 -0.770793414  0.139587208
#>  [65,]  0.942544700  0.008468030 -0.047302756 -2.240118169
#>  [66,]  0.579904840 -0.680301994  0.536460900 -0.606318947
#>  [67,]  1.150544204 -0.205336976  0.642370025  0.861097800
#>  [68,] -1.215884144 -0.552487217  0.974242440 -0.419845156
#>  [69,]  0.153298388 -0.295543218 -0.043230904 -0.203363800
#>  [70,]  0.653943883 -0.458044905 -1.175165263 -0.148181438
#>  [71,]  0.321952423 -0.567080695  0.401232902 -0.615122646
#>  [72,]  1.395242591 -0.361583422  0.371749398 -1.957751064
#>  [73,] -0.683195998  1.673649637 -0.427789554  0.881538209
#>  [74,]  0.794357315 -0.940145078 -0.143021761 -0.749414043
#>  [75,]  0.322483736  1.150654502 -0.098428440 -1.523952937
#>  [76,]  0.579097757 -0.773325232  0.433670048 -0.724168124
#>  [77,] -1.432176454  0.479741511 -1.243420108 -0.047433493
#>  [78,]  1.012278812 -0.898041990  0.211773160 -0.171628550
#>  [79,]  0.897546165 -1.084463041  1.448362697 -0.099781063
#>  [80,]  0.298138145  0.635334501 -1.628418372  0.679156355
#>  [81,] -0.186557108 -0.092483285 -0.573278351 -0.761899897
#>  [82,]  1.761478893 -1.571146570  1.035313317 -0.124537625
#>  [83,] -0.034265265  0.952061817  2.935880968 -1.279870126
#>  [84,]  0.581062412 -0.527770353 -0.415843818  0.141415832
#>  [85,] -0.395867295  0.290510103  0.897629767  1.262122355
#>  [86,] -0.012235347  0.539153538 -1.603969196  1.045775953
#>  [87,] -2.442120610 -1.238775885 -0.859019959  0.791935644
#>  [88,] -0.834235463 -0.632105044  0.123031764  0.725152581
#>  [89,]  1.360028348  1.905977442 -1.690766158  0.814744714
#>  [90,] -0.150458846  0.831969940  0.718369070  1.281456991
#>  [91,] -1.140316237 -1.491741555  1.754285155 -1.171818925
#>  [92,] -1.410085542 -0.224098689 -1.721848754  2.885750115
#>  [93,]  0.521267903 -1.162657564  1.626854327  0.239668977
#>  [94,] -0.871342916  1.312390744 -1.107881879  2.496959379
#>  [95,]  2.780357847  0.123926044 -1.194043534  2.031201630
#>  [96,]  1.406616498 -0.197206019 -1.176446639  0.934036240
#>  [97,]  1.263038668  1.274346400  0.236059361 -0.748868913
#>  [98,]  0.293343635  1.388272627 -0.329081273  0.471242164
#>  [99,] -0.970384338 -2.461315775  0.021303871 -0.147200089
#> [100,]  0.457831486  0.873100904 -0.217135562 -0.140922442
#> attr(,"scaled:center")
#>  [1] -0.1155185625 -0.0021580704 -0.1648668787 -0.0217858703 -0.1368770057
#>  [6] -0.0878617963 -0.0008371926  0.0181244354 -0.0677145538 -0.0842019763
#> [11] -0.0075419570  0.1336330727  0.0857410357  0.0307662985 -0.0710467482
#> [16] -0.2244129083  0.1651090007  0.1291796133 -0.0121430062  0.0558363416
#> [21] -0.0026916786  0.0914267574  0.0783742886  0.0314066791 -0.1271835034
#> [26]  0.0682304632  0.0077674679  0.0423086508  0.0440359822  0.0788491745
#> [31]  0.0099241430  0.0968584317  0.0020242319  0.0455816297 -0.1807831658
#> [36] -0.0012353350 -0.1033830599  0.0174535152 -0.0613962933  0.0767967826
#> [41]  0.1450237838 -0.1819764173  0.0491678853  0.0204814699 -0.0367725059
#> [46] -0.1013170645 -0.1629925653 -0.1165246410 -0.0821366736  0.0608310916
#> attr(,"scaled:scale")
#>  [1] 1.4218334 1.4451743 1.5526519 1.1166766 0.9289288 0.9190978 0.9849230
#>  [8] 0.9235805 1.0413951 0.9138227 0.9776679 0.9479492 0.9513011 0.8989082
#> [15] 1.0002548 1.0094924 1.0424504 1.0756262 0.9576578 1.1139146 1.0885766
#> [22] 1.0584060 0.9967730 0.9655314 0.9265316 0.9586723 1.0839804 0.9757451
#> [29] 0.9642695 0.9871061 1.0238091 0.9516713 1.0550707 0.9684038 1.0244053
#> [36] 0.9344216 1.0398280 1.0122638 0.9448290 0.9391420 1.0155137 0.9744392
#> [43] 1.0490172 0.9341268 0.9874434 0.9799269 0.9877009 0.8846737 0.9471695
#> [50] 1.0328472
#>