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.
Usage
draw_parameters(
mod,
draws,
method = c("parametric", "boostrap"),
redraws = 20,
verbose = FALSE,
...
)Arguments
- mod
estimated single or multiple-group model
- draws
number of draws to obtain
- method
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
bootfunction. Default is 'parametric'- redraws
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
- verbose
logical; include additional information in the console?
- ...
additional arguments to be passed
Value
returns a draws x p matrix of plausible parameters, where each row correspeonds to a single set
Examples
# \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,] 1.1391466 -1.262732 0 1 1.0429557 0.4288456 0 1 1.426606
#> [2,] 1.0484950 -1.270227 0 1 1.2642244 0.4139766 0 1 1.055069
#> [3,] 0.9015547 -1.120840 0 1 1.1142845 0.2913125 0 1 1.179313
#> [4,] 1.2083648 -1.252644 0 1 1.2302610 0.3839690 0 1 1.282216
#> [5,] 1.0422811 -1.129911 0 1 1.0267379 0.4106248 0 1 1.109888
#> [6,] 0.9569274 -1.073820 0 1 0.8923374 0.5172596 0 1 1.122108
#> [,10] [,11] [,12] [,13] [,14] [,15] [,16] [,17] [,18]
#> [1,] 1.3571774 0 1 1.322894 -2.259730 0 1 0.7230033 0.4307521
#> [2,] 0.9838274 0 1 1.190297 -2.265337 0 1 0.7787838 0.6617068
#> [3,] 1.1912066 0 1 1.182237 -2.236729 0 1 0.9837763 0.5259850
#> [4,] 0.9824323 0 1 1.077731 -2.368946 0 1 0.8211142 0.3825557
#> [5,] 1.0501565 0 1 1.193853 -2.170215 0 1 0.7517755 0.3950838
#> [6,] 1.3031512 0 1 0.931496 -2.084264 0 1 0.8255580 0.5518470
#> [,19] [,20] [,21] [,22] [,23] [,24] [,25] [,26] [,27] [,28]
#> [1,] 0 1 1.163286 0.4935818 0 1 1.138407 -0.4730955 0 1
#> [2,] 0 1 1.295991 0.2962792 0 1 1.277705 -0.3843502 0 1
#> [3,] 0 1 1.393148 0.4957510 0 1 1.207929 -0.5509626 0 1
#> [4,] 0 1 1.221361 0.2570869 0 1 1.050326 -0.5914608 0 1
#> [5,] 0 1 1.051666 0.1174212 0 1 1.302897 -0.4298328 0 1
#> [6,] 0 1 1.066978 0.3894483 0 1 1.192808 -0.4857308 0 1
#> [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36]
#> [1,] 1.3527922 -0.5621641 0 1 0.8924486 -0.5117360 0 1
#> [2,] 1.1797521 -0.5450939 0 1 0.9312757 -0.4114287 0 1
#> [3,] 1.4737985 -0.6303789 0 1 0.8593667 -0.4383548 0 1
#> [4,] 1.0532488 -0.6968822 0 1 1.0448985 -0.4547601 0 1
#> [5,] 0.9259634 -0.5687442 0 1 0.8781226 -0.6390869 0 1
#> [6,] 1.4960321 -0.4478337 0 1 0.8747682 -0.4139592 0 1
#> [,37] [,38] [,39] [,40] [,41] [,42] [,43] [,44]
#> [1,] 1.0394548 -0.9996516 0 1 1.3385254 -0.4398966 0 1
#> [2,] 0.8843197 -0.9601142 0 1 1.0098375 -0.4068907 0 1
#> [3,] 1.0472866 -0.8472970 0 1 1.0328670 -0.4165789 0 1
#> [4,] 1.0481752 -1.1208752 0 1 1.5198534 -0.3905801 0 1
#> [5,] 0.8323410 -0.7925511 0 1 0.9477634 -0.4690860 0 1
#> [6,] 0.8903161 -0.8060024 0 1 1.1486373 -0.5070982 0 1
#> [,45] [,46] [,47] [,48] [,49] [,50] [,51] [,52]
#> [1,] 1.0213154 -1.0562481 0 1 1.2856200 -0.9979774 0 1
#> [2,] 1.0863028 -0.9086137 0 1 1.1838080 -0.6951990 0 1
#> [3,] 1.3031162 -1.0691690 0 1 1.0733000 -0.7782116 0 1
#> [4,] 1.2671260 -1.2655032 0 1 1.0755919 -0.8150880 0 1
#> [5,] 0.9003790 -0.8236885 0 1 1.0510653 -0.7829117 0 1
#> [6,] 0.7936885 -0.8023493 0 1 0.8012045 -0.7711537 0 1
#> [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#> [1,] 0.8176164 0.14319037 0 1 1.300684 1.0884990 0 1 0.8592558
#> [2,] 0.9589931 0.23632296 0 1 1.465501 1.0258831 0 1 1.1314653
#> [3,] 0.8126470 0.21273306 0 1 1.384536 1.0716996 0 1 0.8341388
#> [4,] 0.9141173 0.12657448 0 1 1.376906 0.9620413 0 1 0.9868449
#> [5,] 0.9342269 0.07781069 0 1 1.084790 1.0487980 0 1 0.9410798
#> [6,] 1.0545782 0.01144942 0 1 1.368823 1.3333786 0 1 1.0745860
#> [,62] [,63] [,64] [,65] [,66] [,67] [,68] [,69]
#> [1,] -0.11398877 0 1 0.8092358 -0.5233629 0 1 1.313813
#> [2,] -0.02998945 0 1 1.0429868 -0.5469495 0 1 1.241366
#> [3,] -0.11668911 0 1 1.2888691 -0.5121931 0 1 1.274843
#> [4,] -0.21986683 0 1 1.1642869 -0.7154799 0 1 1.077223
#> [5,] 0.06666392 0 1 0.9142211 -0.4847572 0 1 1.226570
#> [6,] 0.11548229 0 1 0.8656716 -0.3201641 0 1 1.139974
#> [,70] [,71] [,72] [,73] [,74] [,75] [,76] [,77] [,78]
#> [1,] -0.9808318 0 1 1.0888390 -0.7741621 0 1 1.178652 2.567551
#> [2,] -0.9901069 0 1 1.0017602 -0.5739475 0 1 1.713045 3.165313
#> [3,] -1.1133857 0 1 0.8404786 -0.5877344 0 1 1.559142 2.637754
#> [4,] -0.9457003 0 1 0.9973522 -0.5775370 0 1 1.482782 2.682693
#> [5,] -1.0808252 0 1 1.0079993 -0.6276279 0 1 1.150029 2.552865
#> [6,] -0.7694768 0 1 1.3709517 -0.6365555 0 1 1.572618 2.960952
#> [,79] [,80] [,81] [,82] [,83] [,84] [,85] [,86] [,87]
#> [1,] 0 1 0.9749301 0.1262439618 0 1 1.2569353 -0.6753267 0
#> [2,] 0 1 0.6378720 -0.0416330361 0 1 1.3503415 -0.6989660 0
#> [3,] 0 1 1.0769427 0.0747546849 0 1 1.1304517 -0.4273359 0
#> [4,] 0 1 0.9466747 0.0001041858 0 1 1.2338614 -0.7305844 0
#> [5,] 0 1 0.9646444 0.0222671210 0 1 0.8675036 -0.5533653 0
#> [6,] 0 1 0.8953225 0.0550663892 0 1 0.9862144 -0.5061771 0
#> [,88] [,89] [,90] [,91] [,92] [,93] [,94] [,95] [,96]
#> [1,] 1 0.8943716 -0.3695973 0 1 1.1414393 0.4496626 0 1
#> [2,] 1 0.8856731 -0.3901232 0 1 1.1720901 0.4237437 0 1
#> [3,] 1 0.7230544 -0.4177318 0 1 1.1242041 0.3721107 0 1
#> [4,] 1 0.7502930 -0.4709267 0 1 1.1538620 0.5534917 0 1
#> [5,] 1 0.8277908 -0.5723135 0 1 0.9200626 0.4596049 0 1
#> [6,] 1 0.8063402 -0.2831992 0 1 0.9777809 0.4521513 0 1
#> [,97] [,98] [,99] [,100] [,101] [,102] [,103] [,104]
#> [1,] 0.9558488 -0.6142072 0 1 1.345435 -1.290429 0 1
#> [2,] 1.1158181 -0.5876532 0 1 1.575488 -1.563279 0 1
#> [3,] 1.2789157 -0.6620498 0 1 1.565973 -1.553428 0 1
#> [4,] 1.0295186 -0.6704548 0 1 1.205469 -1.614798 0 1
#> [5,] 0.9924571 -0.5624844 0 1 1.092117 -1.555363 0 1
#> [6,] 1.0533409 -0.3613616 0 1 1.402935 -1.392784 0 1
#> [,105] [,106] [,107] [,108] [,109] [,110] [,111] [,112]
#> [1,] 1.371332 0.8212192 0 1 1.0591467 -0.7177679 0 1
#> [2,] 1.387873 0.6305891 0 1 1.2003530 -0.9511680 0 1
#> [3,] 1.236605 0.5940224 0 1 0.9270752 -0.9554079 0 1
#> [4,] 1.229710 0.5414319 0 1 0.8022843 -0.8891023 0 1
#> [5,] 1.279885 0.9269743 0 1 1.0720163 -1.0762102 0 1
#> [6,] 1.553092 1.0841694 0 1 1.3316021 -0.9780298 0 1
#> [,113] [,114] [,115] [,116] [,117] [,118] [,119] [,120]
#> [1,] 1.3841749 -0.11060560 0 1 0.9359197 -0.9057243 0 1
#> [2,] 1.2721097 -0.12842702 0 1 1.1714799 -0.9517767 0 1
#> [3,] 0.9154542 -0.25247084 0 1 1.2103053 -0.9697574 0 1
#> [4,] 1.2261741 -0.23379122 0 1 1.0271744 -0.7794422 0 1
#> [5,] 1.3606449 -0.11402170 0 1 0.9669167 -0.8006606 0 1
#> [6,] 1.1510462 -0.05004277 0 1 0.8964732 -0.7972518 0 1
#> [,121] [,122] [,123] [,124] [,125] [,126] [,127] [,128]
#> [1,] 1.0723194 1.231365 0 1 0.9407797 -0.32888606 0 1
#> [2,] 1.0880419 1.285116 0 1 1.0320999 -0.34028824 0 1
#> [3,] 1.3211029 1.525652 0 1 0.9438048 -0.27036418 0 1
#> [4,] 0.7331607 1.299448 0 1 1.0681650 -0.30187500 0 1
#> [5,] 1.1344798 1.469862 0 1 0.7784911 -0.10341601 0 1
#> [6,] 0.9448849 1.203272 0 1 0.8675712 -0.06169106 0 1
#> [,129] [,130] [,131] [,132] [,133] [,134] [,135] [,136]
#> [1,] 0.8582871 -0.5372003 0 1 1.0455377 -0.5890003 0 1
#> [2,] 1.0358110 -0.5796346 0 1 0.7891642 -0.4892284 0 1
#> [3,] 1.0376525 -0.5784201 0 1 1.0742263 -0.7452423 0 1
#> [4,] 0.9488971 -0.7974820 0 1 0.8301222 -0.6310389 0 1
#> [5,] 0.7512008 -0.7169416 0 1 0.8355657 -0.4990195 0 1
#> [6,] 1.2407197 -0.6411223 0 1 1.0449230 -0.4900294 0 1
#> [,137] [,138] [,139] [,140] [,141] [,142] [,143] [,144]
#> [1,] 1.2294915 -1.652614 0 1 0.8113574 -1.0591062 0 1
#> [2,] 0.9020176 -1.372767 0 1 0.9551096 -1.1610791 0 1
#> [3,] 1.0222266 -1.510695 0 1 0.8123734 -0.9439125 0 1
#> [4,] 0.7451934 -1.646803 0 1 0.9577524 -1.1057917 0 1
#> [5,] 0.9055043 -1.493830 0 1 0.8405727 -0.9015816 0 1
#> [6,] 1.0238202 -1.606560 0 1 0.5875165 -0.6929276 0 1
#> [,145] [,146] [,147] [,148] [,149] [,150] [,151] [,152]
#> [1,] 0.9904558 -2.317326 0 1 1.117666 -1.358480 0 1
#> [2,] 1.1253020 -2.307847 0 1 1.051013 -1.437486 0 1
#> [3,] 1.1460397 -2.378568 0 1 1.337640 -1.418851 0 1
#> [4,] 1.2316899 -2.440185 0 1 1.103262 -1.415160 0 1
#> [5,] 1.2664408 -2.624069 0 1 1.225434 -1.484991 0 1
#> [6,] 1.1905025 -2.587986 0 1 1.003452 -1.142933 0 1
#> [,153] [,154] [,155] [,156] [,157] [,158] [,159] [,160]
#> [1,] 1.0051991 -0.1446542 0 1 1.2271215 -0.2833808 0 1
#> [2,] 0.7331591 -0.1336433 0 1 0.8868182 -0.3848594 0 1
#> [3,] 0.7006685 -0.1968367 0 1 1.1800768 -0.3825686 0 1
#> [4,] 0.7622291 -0.2943376 0 1 1.0171921 -0.2595964 0 1
#> [5,] 0.7589868 -0.3463511 0 1 0.9470741 -0.4106837 0 1
#> [6,] 0.8812604 -0.1017550 0 1 1.1799061 -0.2237307 0 1
#> [,161] [,162] [,163] [,164] [,165] [,166] [,167] [,168] [,169]
#> [1,] 0 1 1.1391466 -1.262732 0 1 1.0429557 0.4288456 0
#> [2,] 0 1 1.0484950 -1.270227 0 1 1.2642244 0.4139766 0
#> [3,] 0 1 0.9015547 -1.120840 0 1 1.1142845 0.2913125 0
#> [4,] 0 1 1.2083648 -1.252644 0 1 1.2302610 0.3839690 0
#> [5,] 0 1 1.0422811 -1.129911 0 1 1.0267379 0.4106248 0
#> [6,] 0 1 0.9569274 -1.073820 0 1 0.8923374 0.5172596 0
#> [,170] [,171] [,172] [,173] [,174] [,175] [,176] [,177] [,178]
#> [1,] 1 1.426606 1.3571774 0 1 1.322894 -2.259730 0 1
#> [2,] 1 1.055069 0.9838274 0 1 1.190297 -2.265337 0 1
#> [3,] 1 1.179313 1.1912066 0 1 1.182237 -2.236729 0 1
#> [4,] 1 1.282216 0.9824323 0 1 1.077731 -2.368946 0 1
#> [5,] 1 1.109888 1.0501565 0 1 1.193853 -2.170215 0 1
#> [6,] 1 1.122108 1.3031512 0 1 0.931496 -2.084264 0 1
#> [,179] [,180] [,181] [,182] [,183] [,184] [,185] [,186]
#> [1,] 0.7230033 0.4307521 0 1 0.5769388 0.3785589 0 1
#> [2,] 0.7787838 0.6617068 0 1 0.9951119 0.5035140 0 1
#> [3,] 0.9837763 0.5259850 0 1 0.6653222 0.2314168 0 1
#> [4,] 0.8211142 0.3825557 0 1 0.9269222 0.3332792 0 1
#> [5,] 0.7517755 0.3950838 0 1 0.6941894 0.4616587 0 1
#> [6,] 0.8255580 0.5518470 0 1 0.8832418 0.6587158 0 1
#> [,187] [,188] [,189] [,190] [,191] [,192] [,193] [,194]
#> [1,] 1.1773518 -0.5980202 0 1 0.8270720 -0.3566062 0 1
#> [2,] 1.2006452 -0.4580316 0 1 1.2312009 -0.4468917 0 1
#> [3,] 0.9915531 -0.4397262 0 1 0.7832415 -0.3698774 0 1
#> [4,] 0.8631275 -0.6454301 0 1 0.9260350 -0.5538107 0 1
#> [5,] 1.1585960 -0.5414431 0 1 0.9432135 -0.4511658 0 1
#> [6,] 1.1344602 -0.1556356 0 1 0.8387838 -0.2676410 0 1
#> [,195] [,196] [,197] [,198] [,199] [,200] [,201] [,202]
#> [1,] 0.7955679 -0.6940780 0 1 1.1881213 -0.8672479 0 1
#> [2,] 1.0363178 -0.6676125 0 1 0.9175609 -0.8380504 0 1
#> [3,] 0.8495408 -0.4471783 0 1 1.0530105 -0.7772059 0 1
#> [4,] 0.6804507 -0.7378905 0 1 0.9491294 -0.8842631 0 1
#> [5,] 0.8446017 -0.3752494 0 1 0.7418588 -0.4362904 0 1
#> [6,] 0.7291264 -0.3666279 0 1 0.8138688 -0.5491412 0 1
#> [,203] [,204] [,205] [,206] [,207] [,208] [,209] [,210]
#> [1,] 1.1721466 -0.5048695 0 1 1.4271223 -0.8890825 0 1
#> [2,] 0.9024845 -0.3658077 0 1 1.3371508 -0.7301239 0 1
#> [3,] 0.8207079 -0.6218742 0 1 1.2301943 -0.8838944 0 1
#> [4,] 1.1753149 -0.8479801 0 1 1.0316858 -1.2796658 0 1
#> [5,] 0.9550714 -0.3683115 0 1 1.5088142 -0.9401337 0 1
#> [6,] 0.7787619 -0.1532719 0 1 0.6774216 -0.6721829 0 1
#> [,211] [,212] [,213] [,214] [,215] [,216] [,217] [,218]
#> [1,] 1.0828452 -0.5861556 0 1 0.9437336 0.09630676 0 1
#> [2,] 0.9179873 -0.6699210 0 1 1.1634014 0.40873175 0 1
#> [3,] 0.8099081 -0.6891363 0 1 0.9437219 0.36898479 0 1
#> [4,] 0.9380594 -0.7708488 0 1 0.9953128 0.24996544 0 1
#> [5,] 0.9065546 -0.5227409 0 1 0.8901220 0.22865416 0 1
#> [6,] 0.8478855 -0.5027797 0 1 0.8493828 0.64925409 0 1
#> [,219] [,220] [,221] [,222] [,223] [,224] [,225] [,226]
#> [1,] 1.251221 1.266023 0 1 0.8093781 -0.03781391 0 1
#> [2,] 1.275117 1.170511 0 1 0.8337817 -0.08649730 0 1
#> [3,] 1.075977 1.033217 0 1 0.8602997 -0.24081851 0 1
#> [4,] 1.178969 0.896589 0 1 1.0906765 -0.21602028 0 1
#> [5,] 1.465805 1.452843 0 1 0.9667596 0.16206983 0 1
#> [6,] 1.003671 1.281015 0 1 0.9793592 0.08787345 0 1
#> [,227] [,228] [,229] [,230] [,231] [,232] [,233] [,234]
#> [1,] 1.1241160 -0.2655825 0 1 0.8256853 -0.6485612 0 1
#> [2,] 1.1013481 -0.3204749 0 1 1.0770737 -0.8222168 0 1
#> [3,] 1.2208760 -0.2838568 0 1 0.7337515 -0.7363449 0 1
#> [4,] 1.1255037 -0.5292447 0 1 0.7869515 -1.0085977 0 1
#> [5,] 1.3929428 -0.1996781 0 1 0.7863706 -0.7639819 0 1
#> [6,] 0.9912011 -0.1305225 0 1 0.7348661 -0.7732199 0 1
#> [,235] [,236] [,237] [,238] [,239] [,240] [,241] [,242]
#> [1,] 1.0720076 -0.4475811 0 1 1.0192269 2.661383 0 1
#> [2,] 0.9165141 -0.5343090 0 1 1.3177828 2.757126 0 1
#> [3,] 0.9368476 -0.6705803 0 1 0.9742970 2.529697 0 1
#> [4,] 0.8131264 -0.5930898 0 1 0.9871156 2.429143 0 1
#> [5,] 1.0643571 -0.4905185 0 1 1.2126903 2.697156 0 1
#> [6,] 0.8418788 -0.4321600 0 1 0.7567289 2.617331 0 1
#> [,243] [,244] [,245] [,246] [,247] [,248] [,249] [,250]
#> [1,] 0.8355120 0.06781088 0 1 1.4137778 -0.21320620 0 1
#> [2,] 1.1336158 0.25348323 0 1 1.2815124 -0.17706541 0 1
#> [3,] 0.5790890 0.13768966 0 1 1.2638129 -0.27375573 0 1
#> [4,] 0.9006469 -0.10518950 0 1 1.0604838 -0.50714109 0 1
#> [5,] 0.9075214 0.18476248 0 1 1.5191378 -0.14975678 0 1
#> [6,] 0.9369070 0.43921166 0 1 0.9969372 0.06122403 0 1
#> [,251] [,252] [,253] [,254] [,255] [,256] [,257] [,258]
#> [1,] 1.1006380 -0.2310023 0 1 1.4072849 0.8883015 0 1
#> [2,] 1.0802242 -0.6114732 0 1 1.2684356 0.9621889 0 1
#> [3,] 0.7880489 -0.3299429 0 1 1.1213530 0.9072507 0 1
#> [4,] 0.9676486 -0.5462879 0 1 1.3448592 0.6590060 0 1
#> [5,] 1.2516732 -0.2830268 0 1 1.4669822 1.2250320 0 1
#> [6,] 0.8800127 -0.2295368 0 1 0.9690159 1.0716072 0 1
#> [,259] [,260] [,261] [,262] [,263] [,264] [,265] [,266]
#> [1,] 1.0834702 -0.2874097 0 1 1.2372478 -1.584904 0 1
#> [2,] 1.0168658 -0.4050202 0 1 0.7296529 -1.262675 0 1
#> [3,] 1.2575103 -0.5186030 0 1 0.8585336 -1.362947 0 1
#> [4,] 0.9251529 -0.7952480 0 1 1.1705157 -1.415849 0 1
#> [5,] 1.0538576 -0.5370151 0 1 0.9277009 -1.212447 0 1
#> [6,] 0.6340682 -0.3535294 0 1 0.8223437 -1.063422 0 1
#> [,267] [,268] [,269] [,270] [,271] [,272] [,273] [,274]
#> [1,] 1.306094 0.6539572 0 1 0.9254564 -1.0119465 0 1
#> [2,] 1.165126 0.6360270 0 1 0.6041941 -0.8960466 0 1
#> [3,] 1.042477 0.5804425 0 1 0.9719381 -0.9049791 0 1
#> [4,] 1.020742 0.4597298 0 1 0.8853996 -0.8461720 0 1
#> [5,] 1.343506 0.7992435 0 1 1.0889564 -0.7382568 0 1
#> [6,] 0.879895 0.8475420 0 1 0.8833626 -0.9095419 0 1
#> [,275] [,276] [,277] [,278] [,279] [,280] [,281] [,282]
#> [1,] 1.1094768 0.26996213 0 1 1.2318713 -0.9162525 0 1
#> [2,] 1.1581164 0.22195852 0 1 0.9474639 -0.8550198 0 1
#> [3,] 0.8855225 0.02187362 0 1 1.0470272 -1.0408446 0 1
#> [4,] 1.0652420 0.08396112 0 1 1.0388019 -0.9947843 0 1
#> [5,] 1.2904355 0.37359744 0 1 0.9947425 -0.7320641 0 1
#> [6,] 1.0330122 0.53340093 0 1 1.0023864 -0.6590190 0 1
#> [,283] [,284] [,285] [,286] [,287] [,288] [,289] [,290]
#> [1,] 1.0127823 1.086734 0 1 1.3016414 -0.5645558 0 1
#> [2,] 0.9325871 1.185045 0 1 1.2797537 -0.3321647 0 1
#> [3,] 0.8565887 1.200679 0 1 1.0858045 -0.5370098 0 1
#> [4,] 0.7655176 1.001384 0 1 0.9557775 -0.6196753 0 1
#> [5,] 0.9698479 1.206207 0 1 1.0974368 -0.3217709 0 1
#> [6,] 0.8846880 1.368723 0 1 0.6796234 -0.4113856 0 1
#> [,291] [,292] [,293] [,294] [,295] [,296] [,297] [,298]
#> [1,] 0.9665656 -0.4499586 0 1 1.2751136 -0.27242264 0 1
#> [2,] 1.0356769 -0.5721720 0 1 1.1089564 -0.16897548 0 1
#> [3,] 0.9499311 -0.4461398 0 1 1.1750387 -0.44589464 0 1
#> [4,] 0.6212646 -0.6609367 0 1 0.9129271 -0.70055388 0 1
#> [5,] 0.9964668 -0.5005566 0 1 1.1185724 -0.19530289 0 1
#> [6,] 0.7778943 -0.4090571 0 1 1.0454043 -0.08128453 0 1
#> [,299] [,300] [,301] [,302] [,303] [,304] [,305] [,306]
#> [1,] 0.9457158 -1.694387 0 1 0.8919256 -1.298182 0 1
#> [2,] 1.1671585 -1.568943 0 1 1.1484209 -1.217314 0 1
#> [3,] 0.9104830 -1.588929 0 1 0.7172748 -1.194906 0 1
#> [4,] 0.7951280 -1.910012 0 1 0.9743102 -1.257370 0 1
#> [5,] 0.8852881 -1.377143 0 1 0.9976048 -1.021567 0 1
#> [6,] 0.8919724 -1.526344 0 1 0.7979577 -1.070962 0 1
#> [,307] [,308] [,309] [,310] [,311] [,312] [,313] [,314]
#> [1,] 0.9776836 -1.917575 0 1 0.7331025 -0.976802 0 1
#> [2,] 0.9623449 -1.886201 0 1 1.0542558 -1.065177 0 1
#> [3,] 0.9433830 -2.146877 0 1 1.0355105 -1.116183 0 1
#> [4,] 1.0764580 -2.357391 0 1 1.0398692 -1.217281 0 1
#> [5,] 1.0682595 -2.334698 0 1 1.1997882 -1.072752 0 1
#> [6,] 0.8298636 -1.838796 0 1 1.0184892 -1.013326 0 1
#> [,315] [,316] [,317] [,318] [,319] [,320] [,321] [,322]
#> [1,] 1.0091735 -0.2196754000 0 1 1.0090686 -0.2500386 0 1
#> [2,] 1.0190790 -0.0007909197 0 1 0.9135182 -0.2922381 0 1
#> [3,] 1.0794865 -0.1673695662 0 1 0.7342340 -0.3530659 0 1
#> [4,] 0.9524019 -0.4012828584 0 1 0.9772363 -0.2793675 0 1
#> [5,] 1.1289963 0.1365166467 0 1 0.7633138 -0.1245854 0 1
#> [6,] 0.8079592 -0.0061984044 0 1 0.7488025 -0.0674045 0 1
#> [,323] [,324]
#> [1,] -0.17453294 0.7971852
#> [2,] -0.23051654 0.8413674
#> [3,] -0.17643803 1.0450901
#> [4,] 0.06442799 1.0789415
#> [5,] -0.27483590 0.8621857
#> [6,] -0.47548109 1.1212373
# }