Draws plausible parameters from a model using parametric sampling (if the information matrix
was computed) or via bootstrap sampling. Primarily for use with the DRF function.
draw_parameters(
mod,
draws,
method = c("parametric", "boostrap"),
redraws = 20,
verbose = FALSE,
...
)estimated single or multiple-group model
number of draws to obtain
type of plausible values to obtain. Can be 'parametric', for the parametric sampling
scheme which uses the estimated information matrix, or 'boostrap' to obtain values from the boot
function. Default is 'parametric'
number of redraws to perform when the given parameteric sample does not satisfy the upper and lower parameter bounds. If a valid set cannot be found within this number of draws then an error will be thrown
logical; include additional information in the console?
additional arguments to be passed
returns a draws x p matrix of plausible parameters, where each row correspeonds to a single set
# \donttest{
set.seed(1234)
n <- 40
N <- 500
# only first 5 items as anchors
model <- 'F = 1-40
CONSTRAINB = (1-5, a1), (1-5, d)'
a <- matrix(1, n)
d <- matrix(rnorm(n), n)
group <- c(rep('Group_1', N), rep('Group_2', N))
## -------------
# groups completely equal
dat1 <- simdata(a, d, N, itemtype = 'dich')
dat2 <- simdata(a, d, N, itemtype = 'dich')
dat <- rbind(dat1, dat2)
mod <- multipleGroup(dat, model, group=group, SE=TRUE,
invariance=c('free_means', 'free_var'))
param_set <- draw_parameters(mod, 100)
head(param_set)
#> [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9]
#> [1,] 1.1391733 -1.262820 0 1 1.0429681 0.4287659 0 1 1.426617
#> [2,] 1.0485232 -1.270312 0 1 1.2642454 0.4138879 0 1 1.055090
#> [3,] 0.9015717 -1.120912 0 1 1.1143080 0.2912340 0 1 1.179329
#> [4,] 1.2083866 -1.252729 0 1 1.2302781 0.3838831 0 1 1.282244
#> [5,] 1.0423036 -1.129994 0 1 1.0267542 0.4105462 0 1 1.109908
#> [6,] 0.9569426 -1.073894 0 1 0.8923473 0.5171925 0 1 1.122120
#> [,10] [,11] [,12] [,13] [,14] [,15] [,16] [,17] [,18]
#> [1,] 1.3570750 0 1 1.3229055 -2.259822 0 1 0.7230170 0.4306938
#> [2,] 0.9837466 0 1 1.1903106 -2.265426 0 1 0.7787884 0.6616437
#> [3,] 1.1911208 0 1 1.1822470 -2.236812 0 1 0.9837936 0.5259178
#> [4,] 0.9823447 0 1 1.0777503 -2.369026 0 1 0.8211318 0.3824945
#> [5,] 1.0500731 0 1 1.1938625 -2.170304 0 1 0.7517937 0.3950251
#> [6,] 1.3030726 0 1 0.9314959 -2.084336 0 1 0.8255724 0.5517900
#> [,19] [,20] [,21] [,22] [,23] [,24] [,25] [,26] [,27] [,28]
#> [1,] 0 1 1.163286 0.4935298 0 1 1.138409 -0.4731452 0 1
#> [2,] 0 1 1.295998 0.2962255 0 1 1.277704 -0.3844025 0 1
#> [3,] 0 1 1.393149 0.4956957 0 1 1.207933 -0.5510122 0 1
#> [4,] 0 1 1.221368 0.2570363 0 1 1.050332 -0.5915070 0 1
#> [5,] 0 1 1.051678 0.1173752 0 1 1.302897 -0.4298850 0 1
#> [6,] 0 1 1.066981 0.3894048 0 1 1.192811 -0.4857772 0 1
#> [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36]
#> [1,] 1.3527931 -0.5622184 0 1 0.8924523 -0.5117759 0 1
#> [2,] 1.1797532 -0.5451436 0 1 0.9312762 -0.4114688 0 1
#> [3,] 1.4738014 -0.6304343 0 1 0.8593679 -0.4383919 0 1
#> [4,] 1.0532547 -0.6969281 0 1 1.0449001 -0.4548017 0 1
#> [5,] 0.9259658 -0.5687871 0 1 0.8781297 -0.6391258 0 1
#> [6,] 1.4960287 -0.4478862 0 1 0.8747685 -0.4139944 0 1
#> [,37] [,38] [,39] [,40] [,41] [,42] [,43] [,44]
#> [1,] 1.0394596 -0.9996972 0 1 1.3385282 -0.4399517 0 1
#> [2,] 0.8843239 -0.9601556 0 1 1.0098399 -0.4069373 0 1
#> [3,] 1.0472867 -0.8473396 0 1 1.0328695 -0.4166243 0 1
#> [4,] 1.0481835 -1.1209198 0 1 1.5198540 -0.3906373 0 1
#> [5,] 0.8323404 -0.7925892 0 1 0.9477676 -0.4691304 0 1
#> [6,] 0.8903154 -0.8060392 0 1 1.1486426 -0.5071443 0 1
#> [,45] [,46] [,47] [,48] [,49] [,50] [,51] [,52]
#> [1,] 1.0213206 -1.0562947 0 1 1.2856267 -0.9980318 0 1
#> [2,] 1.0863032 -0.9086602 0 1 1.1838055 -0.6952484 0 1
#> [3,] 1.3031199 -1.0692199 0 1 1.0733006 -0.7782572 0 1
#> [4,] 1.2671360 -1.2655549 0 1 1.0755935 -0.8151340 0 1
#> [5,] 0.9003773 -0.8237290 0 1 1.0510661 -0.7829578 0 1
#> [6,] 0.7936868 -0.8023846 0 1 0.8012062 -0.7711908 0 1
#> [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#> [1,] 0.8176167 0.14315328 0 1 1.300684 1.0884409 0 1 0.8592587
#> [2,] 0.9589909 0.23628262 0 1 1.465505 1.0258226 0 1 1.1314658
#> [3,] 0.8126453 0.21269760 0 1 1.384538 1.0716422 0 1 0.8341418
#> [4,] 0.9141184 0.12653640 0 1 1.376912 0.9619842 0 1 0.9868513
#> [5,] 0.9342297 0.07777191 0 1 1.084789 1.0487468 0 1 0.9410772
#> [6,] 1.0545830 0.01141081 0 1 1.368815 1.3333229 0 1 1.0745821
#> [,62] [,63] [,64] [,65] [,66] [,67] [,68] [,69]
#> [1,] -0.11402988 0 1 0.8092405 -0.5234029 0 1 1.313815
#> [2,] -0.03003679 0 1 1.0429917 -0.5469948 0 1 1.241368
#> [3,] -0.11672769 0 1 1.2888724 -0.5122424 0 1 1.274849
#> [4,] -0.21990949 0 1 1.1642967 -0.7155273 0 1 1.077225
#> [5,] 0.06662208 0 1 0.9142243 -0.4847983 0 1 1.226575
#> [6,] 0.11544060 0 1 0.8656696 -0.3202004 0 1 1.139970
#> [,70] [,71] [,72] [,73] [,74] [,75] [,76] [,77] [,78]
#> [1,] -0.9808861 0 1 1.0888446 -0.7742100 0 1 1.178653 2.567495
#> [2,] -0.9901593 0 1 1.0017598 -0.5739917 0 1 1.713041 3.165237
#> [3,] -1.1134380 0 1 0.8404794 -0.5877732 0 1 1.559150 2.637695
#> [4,] -0.9457465 0 1 0.9973520 -0.5775796 0 1 1.482787 2.682632
#> [5,] -1.0808770 0 1 1.0080005 -0.6276717 0 1 1.150031 2.552812
#> [6,] -0.7695208 0 1 1.3709517 -0.6366048 0 1 1.572617 2.960891
#> [,79] [,80] [,81] [,82] [,83] [,84] [,85] [,86] [,87]
#> [1,] 0 1 0.9749299 1.262013e-01 0 1 1.2569399 -0.6753813 0
#> [2,] 0 1 0.6378761 -4.166715e-02 0 1 1.3503466 -0.6990225 0
#> [3,] 0 1 1.0769441 7.471144e-02 0 1 1.1304484 -0.4273836 0
#> [4,] 0 1 0.9466782 6.372824e-05 0 1 1.2338678 -0.7306365 0
#> [5,] 0 1 0.9646472 2.222591e-02 0 1 0.8675055 -0.5534084 0
#> [6,] 0 1 0.8953240 5.503009e-02 0 1 0.9862144 -0.5062192 0
#> [,88] [,89] [,90] [,91] [,92] [,93] [,94] [,95] [,96]
#> [1,] 1 0.8943722 -0.3696351 0 1 1.1414429 0.4496148 0 1
#> [2,] 1 0.8856739 -0.3901606 0 1 1.1720946 0.4236956 0 1
#> [3,] 1 0.7230564 -0.4177643 0 1 1.1242100 0.3720655 0 1
#> [4,] 1 0.7502966 -0.4709601 0 1 1.1538625 0.5534444 0 1
#> [5,] 1 0.8277971 -0.5723495 0 1 0.9200647 0.4595635 0 1
#> [6,] 1 0.8063382 -0.2832313 0 1 0.9777832 0.4521123 0 1
#> [,97] [,98] [,99] [,100] [,101] [,102] [,103] [,104]
#> [1,] 0.9558518 -0.6142525 0 1 1.345433 -1.290486 0 1
#> [2,] 1.1158192 -0.5877017 0 1 1.575491 -1.563344 0 1
#> [3,] 1.2789187 -0.6621007 0 1 1.565977 -1.553490 0 1
#> [4,] 1.0295226 -0.6705001 0 1 1.205478 -1.614853 0 1
#> [5,] 0.9924577 -0.5625288 0 1 1.092125 -1.555417 0 1
#> [6,] 1.0533350 -0.3614032 0 1 1.402934 -1.392839 0 1
#> [,105] [,106] [,107] [,108] [,109] [,110] [,111] [,112]
#> [1,] 1.371332 0.8211582 0 1 1.0591426 -0.7178136 0 1
#> [2,] 1.387880 0.6305299 0 1 1.2003554 -0.9512186 0 1
#> [3,] 1.236612 0.5939691 0 1 0.9270792 -0.9554504 0 1
#> [4,] 1.229718 0.5413782 0 1 0.8022873 -0.8891415 0 1
#> [5,] 1.279880 0.9269160 0 1 1.0720228 -1.0762579 0 1
#> [6,] 1.553084 1.0841084 0 1 1.3316037 -0.9780793 0 1
#> [,113] [,114] [,115] [,116] [,117] [,118] [,119] [,120]
#> [1,] 1.3841784 -0.11066277 0 1 0.9359219 -0.9057657 0 1
#> [2,] 1.2721137 -0.12848081 0 1 1.1714822 -0.9518233 0 1
#> [3,] 0.9154618 -0.25251407 0 1 1.2103078 -0.9698035 0 1
#> [4,] 1.2261814 -0.23384254 0 1 1.0271726 -0.7794828 0 1
#> [5,] 1.3606482 -0.11407690 0 1 0.9669156 -0.8007007 0 1
#> [6,] 1.1510474 -0.05008875 0 1 0.8964719 -0.7972877 0 1
#> [,121] [,122] [,123] [,124] [,125] [,126] [,127] [,128]
#> [1,] 1.0723225 1.231318 0 1 0.9407839 -0.32892724 0 1
#> [2,] 1.0880436 1.285069 0 1 1.0321043 -0.34033120 0 1
#> [3,] 1.3211002 1.525599 0 1 0.9438071 -0.27040348 0 1
#> [4,] 0.7331573 1.299408 0 1 1.0681686 -0.30191764 0 1
#> [5,] 1.1344772 1.469813 0 1 0.7784884 -0.10345169 0 1
#> [6,] 0.9448876 1.203234 0 1 0.8675671 -0.06172586 0 1
#> [,129] [,130] [,131] [,132] [,133] [,134] [,135] [,136]
#> [1,] 0.8582868 -0.5372406 0 1 1.0455409 -0.5890446 0 1
#> [2,] 1.0358113 -0.5796790 0 1 0.7891652 -0.4892658 0 1
#> [3,] 1.0376526 -0.5784629 0 1 1.0742342 -0.7452859 0 1
#> [4,] 0.9489044 -0.7975239 0 1 0.8301274 -0.6310764 0 1
#> [5,] 0.7512060 -0.7169792 0 1 0.8355666 -0.4990572 0 1
#> [6,] 1.2407208 -0.6411680 0 1 1.0449231 -0.4900693 0 1
#> [,137] [,138] [,139] [,140] [,141] [,142] [,143] [,144]
#> [1,] 1.2294942 -1.652664 0 1 0.8113621 -1.0591429 0 1
#> [2,] 0.9020156 -1.372806 0 1 0.9551166 -1.1611195 0 1
#> [3,] 1.0222276 -1.510737 0 1 0.8123751 -0.9439469 0 1
#> [4,] 0.7452007 -1.646841 0 1 0.9577579 -1.1058304 0 1
#> [5,] 0.9055052 -1.493870 0 1 0.8405731 -0.9016169 0 1
#> [6,] 1.0238228 -1.606602 0 1 0.5875118 -0.6929535 0 1
#> [,145] [,146] [,147] [,148] [,149] [,150] [,151] [,152]
#> [1,] 0.9904598 -2.317371 0 1 1.117666 -1.358529 0 1
#> [2,] 1.1253041 -2.307893 0 1 1.051017 -1.437534 0 1
#> [3,] 1.1460432 -2.378614 0 1 1.337640 -1.418902 0 1
#> [4,] 1.2316940 -2.440233 0 1 1.103265 -1.415206 0 1
#> [5,] 1.2664484 -2.624121 0 1 1.225437 -1.485042 0 1
#> [6,] 1.1905095 -2.588034 0 1 1.003447 -1.142972 0 1
#> [,153] [,154] [,155] [,156] [,157] [,158] [,159] [,160]
#> [1,] 1.0052002 -0.1446961 0 1 1.2271201 -0.2834317 0 1
#> [2,] 0.7331597 -0.1336782 0 1 0.8868209 -0.3849022 0 1
#> [3,] 0.7006706 -0.1968696 0 1 1.1800788 -0.3826167 0 1
#> [4,] 0.7622345 -0.2943723 0 1 1.0171900 -0.2596404 0 1
#> [5,] 0.7589936 -0.3463861 0 1 0.9470770 -0.4107271 0 1
#> [6,] 0.8812599 -0.1017898 0 1 1.1799026 -0.2237757 0 1
#> [,161] [,162] [,163] [,164] [,165] [,166] [,167] [,168] [,169]
#> [1,] 0 1 1.1391733 -1.262820 0 1 1.0429681 0.4287659 0
#> [2,] 0 1 1.0485232 -1.270312 0 1 1.2642454 0.4138879 0
#> [3,] 0 1 0.9015717 -1.120912 0 1 1.1143080 0.2912340 0
#> [4,] 0 1 1.2083866 -1.252729 0 1 1.2302781 0.3838831 0
#> [5,] 0 1 1.0423036 -1.129994 0 1 1.0267542 0.4105462 0
#> [6,] 0 1 0.9569426 -1.073894 0 1 0.8923473 0.5171925 0
#> [,170] [,171] [,172] [,173] [,174] [,175] [,176] [,177] [,178]
#> [1,] 1 1.426617 1.3570750 0 1 1.3229055 -2.259822 0 1
#> [2,] 1 1.055090 0.9837466 0 1 1.1903106 -2.265426 0 1
#> [3,] 1 1.179329 1.1911208 0 1 1.1822470 -2.236812 0 1
#> [4,] 1 1.282244 0.9823447 0 1 1.0777503 -2.369026 0 1
#> [5,] 1 1.109908 1.0500731 0 1 1.1938625 -2.170304 0 1
#> [6,] 1 1.122120 1.3030726 0 1 0.9314959 -2.084336 0 1
#> [,179] [,180] [,181] [,182] [,183] [,184] [,185] [,186]
#> [1,] 0.7230170 0.4306938 0 1 0.5769491 0.3784814 0 1
#> [2,] 0.7787884 0.6616437 0 1 0.9951315 0.5034109 0 1
#> [3,] 0.9837936 0.5259178 0 1 0.6653489 0.2313406 0 1
#> [4,] 0.8211318 0.3824945 0 1 0.9269538 0.3331860 0 1
#> [5,] 0.7517937 0.3950251 0 1 0.6941987 0.4615722 0 1
#> [6,] 0.8255724 0.5517900 0 1 0.8832421 0.6586239 0 1
#> [,187] [,188] [,189] [,190] [,191] [,192] [,193] [,194]
#> [1,] 1.1773834 -0.5981404 0 1 0.8270861 -0.3566986 0 1
#> [2,] 1.2006684 -0.4581539 0 1 1.2312320 -0.4470088 0 1
#> [3,] 0.9915690 -0.4398309 0 1 0.7832556 -0.3699639 0 1
#> [4,] 0.8631583 -0.6455257 0 1 0.9260677 -0.5539042 0 1
#> [5,] 1.1586244 -0.5415647 0 1 0.9432377 -0.4512672 0 1
#> [6,] 1.1344523 -0.1557483 0 1 0.8387873 -0.2677301 0 1
#> [,195] [,196] [,197] [,198] [,199] [,200] [,201] [,202]
#> [1,] 0.7955953 -0.6941641 0 1 1.1881512 -0.8673675 0 1
#> [2,] 1.0363500 -0.6677137 0 1 0.9175865 -0.8381550 0 1
#> [3,] 0.8495524 -0.4472644 0 1 1.0530314 -0.7773129 0 1
#> [4,] 0.6804811 -0.7379656 0 1 0.9491587 -0.8843622 0 1
#> [5,] 0.8446075 -0.3753405 0 1 0.7418503 -0.4363831 0 1
#> [6,] 0.7291248 -0.3667064 0 1 0.8138640 -0.5492331 0 1
#> [,203] [,204] [,205] [,206] [,207] [,208] [,209] [,210]
#> [1,] 1.1721655 -0.5049901 0 1 1.4271475 -0.8892223 0 1
#> [2,] 0.9024895 -0.3659127 0 1 1.3371642 -0.7302579 0 1
#> [3,] 0.8207300 -0.6219701 0 1 1.2302162 -0.8840178 0 1
#> [4,] 1.1753623 -0.8480960 0 1 1.0317380 -1.2797787 0 1
#> [5,] 0.9550778 -0.3684216 0 1 1.5088457 -0.9402829 0 1
#> [6,] 0.7787419 -0.1533637 0 1 0.6774169 -0.6722728 0 1
#> [,211] [,212] [,213] [,214] [,215] [,216] [,217] [,218]
#> [1,] 1.0828575 -0.5862648 0 1 0.9437633 0.0962067 0 1
#> [2,] 0.9180048 -0.6700223 0 1 1.1634167 0.4086137 0 1
#> [3,] 0.8099235 -0.6892266 0 1 0.9437323 0.3688838 0 1
#> [4,] 0.9380843 -0.7709447 0 1 0.9953350 0.2498628 0 1
#> [5,] 0.9065601 -0.5228424 0 1 0.8901406 0.2285538 0 1
#> [6,] 0.8478834 -0.5028715 0 1 0.8493648 0.6491576 0 1
#> [,219] [,220] [,221] [,222] [,223] [,224] [,225] [,226]
#> [1,] 1.251234 1.2658886 0 1 0.8093858 -0.03790735 0 1
#> [2,] 1.275142 1.1703791 0 1 0.8337950 -0.08659292 0 1
#> [3,] 1.076003 1.0331035 0 1 0.8603245 -0.24091030 0 1
#> [4,] 1.179012 0.8964719 0 1 1.0907076 -0.21612512 0 1
#> [5,] 1.465817 1.4526927 0 1 0.9667567 0.16196365 0 1
#> [6,] 1.003670 1.2809047 0 1 0.9793593 0.08777435 0 1
#> [,227] [,228] [,229] [,230] [,231] [,232] [,233] [,234]
#> [1,] 1.1241366 -0.2657009 0 1 0.8256937 -0.6486497 0 1
#> [2,] 1.1013752 -0.3205930 0 1 1.0771003 -0.8223220 0 1
#> [3,] 1.2209014 -0.2839774 0 1 0.7337646 -0.7364254 0 1
#> [4,] 1.1255481 -0.5293575 0 1 0.7869873 -1.0086808 0 1
#> [5,] 1.3929660 -0.1998158 0 1 0.7863870 -0.7640716 0 1
#> [6,] 0.9912053 -0.1306283 0 1 0.7348774 -0.7733009 0 1
#> [,235] [,236] [,237] [,238] [,239] [,240] [,241] [,242]
#> [1,] 1.0720175 -0.4476852 0 1 1.0192340 2.661261 0 1
#> [2,] 0.9165282 -0.5344050 0 1 1.3178091 2.756994 0 1
#> [3,] 0.9368710 -0.6706738 0 1 0.9743164 2.529591 0 1
#> [4,] 0.8131438 -0.5931740 0 1 0.9871451 2.429035 0 1
#> [5,] 1.0643698 -0.4906245 0 1 1.2127107 2.697031 0 1
#> [6,] 0.8418784 -0.4322469 0 1 0.7567214 2.617236 0 1
#> [,243] [,244] [,245] [,246] [,247] [,248] [,249] [,250]
#> [1,] 0.8355340 0.06772162 0 1 1.4138044 -0.21335226 0 1
#> [2,] 1.1336368 0.25337404 0 1 1.2815356 -0.17720487 0 1
#> [3,] 0.5790983 0.13761689 0 1 1.2638424 -0.27388825 0 1
#> [4,] 0.9006870 -0.10527717 0 1 1.0605285 -0.50725867 0 1
#> [5,] 0.9075384 0.18466623 0 1 1.5191647 -0.14991268 0 1
#> [6,] 0.9369036 0.43911745 0 1 0.9969278 0.06110801 0 1
#> [,251] [,252] [,253] [,254] [,255] [,256] [,257] [,258]
#> [1,] 1.1006458 -0.2311133 0 1 1.4073203 0.8881620 0 1
#> [2,] 1.0802621 -0.6115840 0 1 1.2684601 0.9620531 0 1
#> [3,] 0.7880575 -0.3300319 0 1 1.1213746 0.9071288 0 1
#> [4,] 0.9676795 -0.5463861 0 1 1.3449152 0.6588780 0 1
#> [5,] 1.2516888 -0.2831493 0 1 1.4669935 1.2248778 0 1
#> [6,] 0.8800113 -0.2296308 0 1 0.9690143 1.0714963 0 1
#> [,259] [,260] [,261] [,262] [,263] [,264] [,265] [,266]
#> [1,] 1.0834802 -0.2875225 0 1 1.2372837 -1.585027 0 1
#> [2,] 1.0168853 -0.4051299 0 1 0.7296664 -1.262766 0 1
#> [3,] 1.2575420 -0.5187227 0 1 0.8585518 -1.363042 0 1
#> [4,] 0.9252004 -0.7953462 0 1 1.1705405 -1.415958 0 1
#> [5,] 1.0538871 -0.5371288 0 1 0.9277104 -1.212550 0 1
#> [6,] 0.6340702 -0.3536110 0 1 0.8223351 -1.063511 0 1
#> [,267] [,268] [,269] [,270] [,271] [,272] [,273] [,274]
#> [1,] 1.3061236 0.6538265 0 1 0.9254825 -1.0120478 0 1
#> [2,] 1.1651533 0.6359037 0 1 0.6042100 -0.8961290 0 1
#> [3,] 1.0425028 0.5803314 0 1 0.9719572 -0.9050785 0 1
#> [4,] 1.0207775 0.4596206 0 1 0.8854151 -0.8462630 0 1
#> [5,] 1.3435261 0.7991064 0 1 1.0889661 -0.7383682 0 1
#> [6,] 0.8798895 0.8474392 0 1 0.8833759 -0.9096373 0 1
#> [,275] [,276] [,277] [,278] [,279] [,280] [,281] [,282]
#> [1,] 1.1094924 0.26984316 0 1 1.2318932 -0.9163726 0 1
#> [2,] 1.1581401 0.22183635 0 1 0.9474796 -0.8551239 0 1
#> [3,] 0.8855515 0.02177485 0 1 1.0470557 -1.0409513 0 1
#> [4,] 1.0652738 0.08385080 0 1 1.0388297 -0.9948871 0 1
#> [5,] 1.2904505 0.37346468 0 1 0.9947491 -0.7321717 0 1
#> [6,] 1.0330021 0.53328989 0 1 1.0023814 -0.6591202 0 1
#> [,283] [,284] [,285] [,286] [,287] [,288] [,289] [,290]
#> [1,] 1.0128029 1.086628 0 1 1.3016749 -0.5646866 0 1
#> [2,] 0.9325979 1.184938 0 1 1.2797706 -0.3322953 0 1
#> [3,] 0.8565952 1.200579 0 1 1.0858322 -0.5371236 0 1
#> [4,] 0.7655360 1.001292 0 1 0.9558104 -0.6197793 0 1
#> [5,] 0.9698579 1.206098 0 1 1.0974484 -0.3218921 0 1
#> [6,] 0.8846806 1.368624 0 1 0.6796287 -0.4114744 0 1
#> [,291] [,292] [,293] [,294] [,295] [,296] [,297] [,298]
#> [1,] 0.9665767 -0.4500584 0 1 1.2751350 -0.27255013 0 1
#> [2,] 1.0356999 -0.5722772 0 1 1.1089670 -0.16909395 0 1
#> [3,] 0.9499417 -0.4462351 0 1 1.1750721 -0.44601214 0 1
#> [4,] 0.6212870 -0.6610116 0 1 0.9129748 -0.70065364 0 1
#> [5,] 0.9964826 -0.5006607 0 1 1.1185854 -0.19542343 0 1
#> [6,] 0.7778939 -0.4091420 0 1 1.0454018 -0.08139411 0 1
#> [,299] [,300] [,301] [,302] [,303] [,304] [,305] [,306]
#> [1,] 0.9457425 -1.694496 0 1 0.8919544 -1.298281 0 1
#> [2,] 1.1671781 -1.569062 0 1 1.1484472 -1.217428 0 1
#> [3,] 0.9105014 -1.589028 0 1 0.7172947 -1.194990 0 1
#> [4,] 0.7951716 -1.910108 0 1 0.9743384 -1.257467 0 1
#> [5,] 0.8852933 -1.377246 0 1 0.9976156 -1.021672 0 1
#> [6,] 0.8919794 -1.526444 0 1 0.7979643 -1.071051 0 1
#> [,307] [,308] [,309] [,310] [,311] [,312] [,313] [,314]
#> [1,] 0.9776926 -1.917675 0 1 0.7331121 -0.9768939 0 1
#> [2,] 0.9623532 -1.886301 0 1 1.0542755 -1.0652908 0 1
#> [3,] 0.9434050 -2.146977 0 1 1.0355315 -1.1162900 0 1
#> [4,] 1.0764964 -2.357499 0 1 1.0399000 -1.2173863 0 1
#> [5,] 1.0682937 -2.334819 0 1 1.1998077 -1.0728763 0 1
#> [6,] 0.8298586 -1.838885 0 1 1.0184965 -1.0134333 0 1
#> [,315] [,316] [,317] [,318] [,319] [,320] [,321] [,322]
#> [1,] 1.0091983 -0.2197823576 0 1 1.0090839 -0.25014011 0 1
#> [2,] 1.0190892 -0.0009007269 0 1 0.9135354 -0.29233457 0 1
#> [3,] 1.0795103 -0.1674778046 0 1 0.7342503 -0.35314781 0 1
#> [4,] 0.9524419 -0.4013812735 0 1 0.9772553 -0.27946268 0 1
#> [5,] 1.1289974 0.1363981641 0 1 0.7633143 -0.12467480 0 1
#> [6,] 0.8079596 -0.0062898392 0 1 0.7487938 -0.06748691 0 1
#> [,323] [,324]
#> [1,] -0.17442566 0.7971556
#> [2,] -0.23040635 0.8413351
#> [3,] -0.17632929 1.0450458
#> [4,] 0.06453193 1.0788725
#> [5,] -0.27472444 0.8621631
#> [6,] -0.47536681 1.1212272
# }