Return Data Frame of Parameters
Usage
# S3 method for class 'emc.prior'
parameters(x, selection = "mu", N = 1000, covariates = NULL, ...)
# S3 method for class 'emc'
parameters(x, selection = "mu", N = NULL, resample = FALSE, ...)
parameters(x, ...)Arguments
- x
An emc or emc.prior object
- selection
String designating parameter type (e.g. mu, sigma2, correlation, alpha)
- N
Integer. How many samples to take from the posterior/prior. If
NULLwill return the full posterior- covariates
For priors, possible covariates in the design
- ...
Optional arguments that can be passed to
get_pars- resample
Boolean. If
TRUEwill sample N samples from the posterior with replacement
Value
A data frame with one row for each sample (with a subjects column if selection = "alpha" and using draws from the posterior)
Examples
# For prior inference:
# First set up a prior
design_DDMaE <- design(data = forstmann,model=DDM,
formula =list(v~0+S,a~E, t0~1, s~1, Z~1, sv~1, SZ~1),
constants=c(s=log(1)))
#> Parameter(s) st0 not specified in formula and assumed constant.
#>
#> Sampled Parameters:
#> [1] "v_Sleft" "v_Sright" "a" "a_Eneutral" "a_Eaccuracy"
#> [6] "t0" "Z" "sv" "SZ"
#>
#> Design Matrices:
#> $v
#> S v_Sleft v_Sright
#> left 1 0
#> right 0 1
#>
#> $a
#> E a a_Eneutral a_Eaccuracy
#> speed 1 0 0
#> neutral 1 1 0
#> accuracy 1 0 1
#>
#> $t0
#> t0
#> 1
#>
#> $s
#> s
#> 1
#>
#> $Z
#> Z
#> 1
#>
#> $sv
#> sv
#> 1
#>
#> $SZ
#> SZ
#> 1
#>
#> $st0
#> st0
#> 1
#>
# Then set up a prior using make_prior
p_vector=c(v_Sleft=-2,v_Sright=2,a=log(1),a_Eneutral=log(1.5),a_Eaccuracy=log(2),
t0=log(.2),Z=qnorm(.5),sv=log(.5),SZ=qnorm(.5))
psd <- c(v_Sleft=1,v_Sright=1,a=.3,a_Eneutral=.3,a_Eaccuracy=.3,
t0=.4,Z=1,sv=.4,SZ=1)
# Here we left the variance prior at default
prior_DDMaE <- prior(design_DDMaE,mu_mean=p_vector,mu_sd=psd)
# Get our prior samples
parameters(prior_DDMaE, N = 100)
#> v_Sleft v_Sright a a_Eneutral a_Eaccuracy t0
#> 1 -3.13730362 1.8209484 0.570708547 0.375172643 0.28519497 -1.8753457
#> 2 -2.34391723 2.0904966 0.479552631 0.378895574 1.01738703 -1.3571363
#> 3 -2.48987045 2.0471544 0.390059603 1.093388800 1.15742150 -1.6626983
#> 4 -1.15498700 2.9625280 0.205292829 -0.013117197 0.94804009 -1.7880608
#> 5 -1.97532502 0.3325249 0.220948789 0.521273079 0.61345169 -1.5621801
#> 6 -2.21905038 2.1680654 0.350515162 0.721719415 1.03672611 -1.8404251
#> 7 -3.35090269 2.0209836 0.374974371 0.190892452 0.46734049 -1.9848534
#> 8 -4.01421050 2.2119804 0.371002514 1.016737314 1.08349998 -1.3067280
#> 9 -1.29647610 1.8943287 -0.377594588 0.910795821 0.96656457 -1.5144658
#> 10 -2.52291238 2.6837455 -0.018246586 0.595353322 1.09380247 -1.6065219
#> 11 -0.48078229 2.3773880 -0.615666846 -0.003746128 0.63291288 -1.2631262
#> 12 -0.32894517 2.0560167 -0.015594572 -0.120506100 0.72294546 -1.8381779
#> 13 -3.99274849 1.5727207 0.034991185 0.137502837 0.79331806 -1.4448659
#> 14 -2.20529926 2.6511933 0.082129947 0.712867079 0.93844501 -1.6933552
#> 15 -2.46103834 4.4167734 -0.495314669 0.266268935 0.94076114 -1.4053849
#> 16 -2.01430741 0.2097188 0.010365320 0.462534203 0.74556510 -2.0314447
#> 17 -3.13558847 1.5643545 0.103831086 0.211351419 0.04585328 -1.2557376
#> 18 -2.77414493 2.8457315 -0.378204864 0.299102387 0.67108037 -2.0768985
#> 19 -3.65054654 1.6502458 0.226921932 0.243822360 0.76133476 -1.4125465
#> 20 -2.41367651 -0.6431490 -0.027882306 0.534550517 0.85376683 -1.8315493
#> 21 -0.72773322 1.2815338 -0.135101587 1.124700852 0.69648594 -0.9560105
#> 22 -1.69996145 0.9943637 0.005777782 0.082238912 0.90695818 -1.1755279
#> 23 -1.54523073 2.6599026 -0.059966948 0.211930921 0.74274349 -1.4339104
#> 24 -0.56959766 3.0466288 0.130586685 0.620018630 0.96829966 -2.6738070
#> 25 -2.29515780 2.8719650 -0.104541735 0.561016238 0.57594169 -2.0465528
#> 26 -1.93484607 3.1250027 0.592625716 0.321020474 0.29626185 -1.7051785
#> 27 -2.32614389 2.3730047 -0.068305219 0.411600321 0.78736448 -1.0781520
#> 28 -1.08522673 1.4256054 0.488064364 0.291178086 0.66141193 -1.0478178
#> 29 -3.35807906 2.1818472 0.049452260 0.514699514 0.85879449 -1.8501951
#> 30 -3.50916654 1.9048525 -0.268784347 -0.215760213 0.73818322 -1.6411226
#> 31 -1.79440250 1.3835642 -0.220439776 0.365924270 0.78615228 -2.0253101
#> 32 -2.69842067 1.7240548 0.334394564 0.570478296 1.06414992 -1.5537988
#> 33 -2.50633354 0.5794345 0.038397890 0.989220473 0.93342148 -1.1433366
#> 34 -2.27324811 1.5313002 0.211250185 0.046256057 0.95305702 -1.2637769
#> 35 -2.55721548 2.8449042 -0.234660554 0.738678534 0.76809460 -0.9486718
#> 36 -2.19726487 1.3704213 -0.250153074 0.579081820 0.36687297 -1.0158255
#> 37 -1.41326466 1.6982533 0.023850599 0.693844354 0.25620741 -1.9221338
#> 38 -1.32674614 2.0721668 -0.452327195 0.413295176 0.59822242 -1.6503765
#> 39 -2.22622198 2.3814258 -0.235054737 0.580362530 0.29819406 -2.7333478
#> 40 -1.49587375 0.8440835 -0.038144582 -0.176990405 1.04750145 -0.8654736
#> 41 -3.51606762 2.7903853 -0.063220254 0.208442230 0.26953944 -1.7293429
#> 42 -0.31241052 1.9839975 0.322483523 -0.375044793 0.55718783 -1.8796308
#> 43 -1.68160974 2.8464363 0.053457057 0.142888465 0.97549692 -1.5412027
#> 44 -2.67850315 0.1444283 0.159977809 0.498534185 0.28699688 -2.3866205
#> 45 -2.49293742 1.1658118 0.081320027 0.452671112 0.88206070 -1.7677571
#> 46 -1.25918548 2.9899716 -0.581551410 0.437622230 0.87578088 -2.1897676
#> 47 -1.46151797 2.7690523 0.036215799 0.664559638 1.10730154 -0.8229387
#> 48 -1.79443879 1.8446547 0.170486586 0.708668497 0.53775245 -1.7270760
#> 49 -3.96170760 0.8801003 -0.398326643 0.149377999 0.48515582 -1.4565159
#> 50 -3.04168886 1.5854113 -0.071708720 0.550550368 0.59674973 -2.4408336
#> 51 -2.78896322 0.4522235 0.737418148 0.356738525 0.66391181 -1.4412082
#> 52 -2.69309461 2.1188494 -0.409412837 0.582459912 0.77995039 -1.9711239
#> 53 -2.21284828 1.9063632 -0.026014240 0.837903635 1.03066875 -1.2756773
#> 54 -3.04167329 0.2716955 0.192549008 -0.053328051 0.69365229 -1.5093388
#> 55 -1.01363414 3.7386338 0.264353643 -0.177630162 1.11302004 -1.6318603
#> 56 -2.07526320 3.0191571 0.213480577 0.702543782 1.40802519 -1.3436716
#> 57 -2.48267682 4.3747347 0.112393070 0.866994168 0.66023408 -1.4048496
#> 58 -0.98716566 1.7985419 -0.611304748 0.346698333 0.85508436 -1.3628556
#> 59 -1.03214079 3.2765787 -0.067488381 0.308897332 1.13949853 -2.2766091
#> 60 -1.72037214 3.8778640 -0.001218196 0.321928901 0.83562069 -1.7210668
#> 61 -3.17669216 0.6817793 -0.177899210 0.644679258 0.10568563 -2.3639680
#> 62 -1.11325096 2.3333700 -0.051191885 0.651113549 0.80965673 -1.7878119
#> 63 -2.65801021 2.8552022 0.345880868 0.488347475 0.73637858 -1.6396879
#> 64 -4.50791780 0.4347182 -0.023301960 0.467353322 0.77620892 -1.2808352
#> 65 -3.20844272 0.7710138 0.222689107 0.380589125 0.93009256 -1.7165205
#> 66 -3.16961526 0.5579654 0.316296682 0.226266081 0.92998514 -1.0028417
#> 67 -2.81866978 2.0562148 0.089726071 0.177645673 1.49860488 -1.7927940
#> 68 -2.64356739 3.0453057 0.484663597 0.396556917 0.86182738 -1.6484029
#> 69 -2.60353125 0.5411506 -0.105275348 0.449477653 1.18023354 -1.2449540
#> 70 -2.16328493 4.5530261 -0.558068272 0.744781504 0.53497690 -0.9430416
#> 71 -1.09648357 3.4837795 0.585216302 0.644745305 1.24612706 -1.1108683
#> 72 -2.18520217 3.2209637 0.162385243 0.542672308 0.38170787 -1.8512432
#> 73 -1.43795861 0.8835836 0.548559137 0.543642513 0.48284610 -1.5130195
#> 74 -3.01411417 1.2086861 0.089878105 0.897180681 1.01853228 -1.8592649
#> 75 -1.73963851 4.5754498 -0.355586643 0.435741066 0.15915399 -1.3735035
#> 76 -1.58723050 3.5933700 -0.124204759 0.341819948 0.68218601 -1.4634304
#> 77 -1.80372195 4.4879979 0.129329678 0.462091041 0.29047424 -1.6082955
#> 78 -2.68681565 1.2792264 -0.064351355 0.815904903 1.00787317 -1.7534280
#> 79 -1.89636200 1.3373927 0.602004207 0.323784848 0.32896384 -1.6659426
#> 80 -1.64441239 0.3781417 0.066213387 0.498600132 0.26681465 -1.2272917
#> 81 -1.95326647 2.0965858 0.020929869 -0.149076724 0.19180906 -1.6404535
#> 82 -3.49869825 0.8985166 0.295817466 0.075918106 0.45329299 -1.5774884
#> 83 -3.12460367 1.6945304 -0.155027835 0.859183736 0.46230170 -1.6422727
#> 84 -1.32423758 0.9257934 0.136373343 0.341472965 0.78711581 -1.6454280
#> 85 -2.24919068 1.0042013 -0.311986513 0.400071036 0.65349464 -2.6291750
#> 86 -1.31480176 1.5530407 0.839217344 1.255132915 0.32753364 -1.4218251
#> 87 -3.26190046 2.2855896 0.524774209 0.356238107 0.64426917 -1.0500091
#> 88 -0.34645277 3.4152763 0.125985481 0.621831350 0.33406662 -1.4893853
#> 89 -3.13689311 2.2669183 0.128499612 0.421938699 1.23980383 -2.0183768
#> 90 -1.53590877 0.9795994 -0.394035275 0.257120845 1.21867433 -1.5871320
#> 91 -2.95167954 3.1579105 0.175411578 0.163529261 0.70951315 -1.3229053
#> 92 -0.88386338 3.0365480 -0.048744940 0.112687100 0.36640362 -1.4263231
#> 93 -2.37194488 0.9744578 -0.174720502 0.508331626 0.55786679 -1.4037459
#> 94 -0.09495642 2.3326217 0.069190092 -0.102093616 0.89108475 -2.0188873
#> 95 -3.74837228 3.7699041 -0.713222078 0.577308567 0.99832196 -1.8618251
#> 96 -1.51590061 1.7551162 0.274797617 0.645651815 0.41217647 -2.1697529
#> 97 -1.91606932 0.6800035 0.048367905 0.217986592 0.98029646 -0.6396423
#> 98 -2.07019422 1.5463536 0.472592312 -0.196172237 0.50018874 -2.1841753
#> 99 1.18404447 1.9499627 -0.133124794 0.495424683 0.22261979 -1.4133169
#> 100 -3.02298384 1.3065853 -0.230396872 0.795180098 1.16689085 -1.6721947
#> Z sv SZ
#> 1 0.48545998 -0.84338833 -0.561876364
#> 2 -0.11363990 -1.30630798 -0.521117318
#> 3 -1.75652740 -0.84865913 0.089207223
#> 4 0.17480270 -0.66332671 0.428166765
#> 5 0.13403865 -0.60473939 1.640846166
#> 6 2.00248273 -0.66646683 1.866851845
#> 7 -1.05251328 -0.86801099 0.331179173
#> 8 -1.72673040 -0.93374986 -0.352046457
#> 9 1.21810861 -1.22865690 0.660820298
#> 10 1.01755864 -1.16852079 -0.721604440
#> 11 -0.10188326 -0.44347219 0.959005378
#> 12 -0.97400958 -0.76510967 1.014943173
#> 13 -0.03303616 -1.67950646 2.571458146
#> 14 0.37816777 -1.07131071 0.856923011
#> 15 -0.58948104 -1.09185948 0.144475705
#> 16 0.47613328 -0.14171913 0.456236403
#> 17 -0.82947761 -0.92257129 1.503900609
#> 18 -0.63474826 -0.70468380 0.670695969
#> 19 0.26783502 -0.43184411 -0.122708661
#> 20 1.77950291 -0.57857741 0.126315858
#> 21 -1.43850664 -0.76935390 0.378423904
#> 22 -2.22498770 -0.19886980 -1.241044497
#> 23 0.88330282 -1.51408197 -1.636379268
#> 24 1.11027710 -0.88714222 0.230616831
#> 25 1.21001051 -0.39678718 1.724262239
#> 26 -0.21404124 -0.63247498 1.712304977
#> 27 0.12131838 -0.40801025 0.778860030
#> 28 1.29408391 -1.12914393 -0.873071000
#> 29 -0.99369859 -0.28243316 0.751061303
#> 30 -0.09736927 -0.60668616 0.882465164
#> 31 -0.18430887 -0.30624028 -0.108280091
#> 32 0.41027510 -0.91652995 0.605370669
#> 33 0.35885572 -0.93657005 -0.202240855
#> 34 -1.19862236 -0.43735038 2.430226652
#> 35 -1.45897073 -0.71366634 -0.526925176
#> 36 -1.18620659 -0.65271552 0.532989287
#> 37 0.32040231 -0.87105997 1.370003994
#> 38 -1.18155923 -0.49368396 -1.038956440
#> 39 0.46496799 -0.35693125 -0.285845424
#> 40 1.07401226 -0.70408597 -0.033330342
#> 41 -0.84906114 -0.85195939 -1.217599988
#> 42 -1.22292618 -0.07450352 -1.415281920
#> 43 -1.06349791 -1.24836680 2.086717434
#> 44 -0.11630252 -0.23738866 0.636124035
#> 45 0.89935405 -1.02547179 -0.330544700
#> 46 0.48062560 -1.02441689 1.020253012
#> 47 -0.02839505 -1.59276762 0.031526005
#> 48 0.39784221 -0.91323668 0.091267383
#> 49 0.98211300 -0.98410059 -0.996838982
#> 50 -0.09143428 -0.21827246 1.191601269
#> 51 -1.61403946 -0.98443483 -1.540442405
#> 52 0.22632494 -0.39391472 1.061095253
#> 53 -0.28734080 -0.54385061 0.403290331
#> 54 0.56386739 -0.61737669 -0.732853806
#> 55 0.52491428 -0.44433389 -0.096686073
#> 56 0.20738116 -1.57740042 2.691714003
#> 57 0.21395798 -0.76759546 -0.120393825
#> 58 0.61656782 -1.36998779 0.368742058
#> 59 -0.43682998 -0.51016235 -1.617773765
#> 60 0.81340037 -0.33137299 0.002691661
#> 61 -0.65377982 -0.53538924 -0.913566048
#> 62 0.23111493 -0.43414184 0.356283345
#> 63 2.16141585 -0.58262097 -0.158294029
#> 64 -0.19415241 -0.20731166 -0.921516043
#> 65 -0.59189210 -0.84048821 -1.852616824
#> 66 -0.19177481 -0.57959562 -1.751067519
#> 67 0.06424356 -0.43323043 -0.026018635
#> 68 1.01645522 -1.15561414 2.320860224
#> 69 0.14245843 -1.24894059 -0.866037745
#> 70 -1.13920064 -0.63569789 -1.099550942
#> 71 -0.13187491 -0.50233229 -0.971994211
#> 72 -0.76460601 -0.53502883 -0.990507630
#> 73 -0.35245320 -0.54468800 0.243532719
#> 74 0.82592290 -0.71257452 0.301313652
#> 75 1.09660847 -0.11488228 -1.925145252
#> 76 0.66515988 -0.16601883 -0.095487590
#> 77 -0.22132615 -0.69756551 -0.575417641
#> 78 -1.68591645 -1.03098055 -0.457760533
#> 79 -1.00537758 -0.63068490 0.233633614
#> 80 0.78417088 0.22670056 0.156702987
#> 81 -0.58106738 -0.67125257 -2.111208373
#> 82 -0.32274636 -0.63458031 2.305061982
#> 83 0.78713361 -1.11658339 1.655175816
#> 84 1.07051604 -1.23358733 -0.522616697
#> 85 1.04057346 -0.59325689 2.416207373
#> 86 -0.21124692 -0.61832672 0.227542729
#> 87 0.89839624 -1.35254511 0.228556973
#> 88 -0.95444894 -0.87635441 0.935603684
#> 89 0.60613026 -0.72871941 -0.260832244
#> 90 0.33143440 -0.76908584 0.470492732
#> 91 0.55773098 -0.10037357 -0.612987755
#> 92 -0.07112673 0.01849389 0.535137960
#> 93 -0.33433805 -0.73537114 -0.730509673
#> 94 -0.89152157 -0.32581071 -0.452700647
#> 95 0.44428705 -0.51749503 1.040623153
#> 96 0.16027754 -0.80273213 -0.985539113
#> 97 -0.91597924 -0.27008151 0.825149728
#> 98 1.39531344 -0.76942855 -0.524671199
#> 99 -0.09616320 -0.50573713 -0.982370636
#> 100 -0.35893656 -0.82476271 0.069236478
# For posterior inference:
# Get 100 samples of the group-level mean (the default)
parameters(samples_LNR, N = 100)
#> m m_lMd s t0
#> 1 -0.9811196 -0.78261637 -0.550915549 -1.5701987
#> 2 -0.9661313 -0.94391805 -0.374097927 -1.6407631
#> 3 -0.9826687 -0.45909686 -0.453095494 -1.5494807
#> 4 -0.9091190 -0.58215610 -0.583051882 -1.6288851
#> 5 -0.2347931 -0.40856077 -0.318005546 -1.8275333
#> 6 -0.9630477 -0.48595524 -0.851498474 -1.8425821
#> 7 -0.9289952 -0.56134356 -0.564343650 -1.7183571
#> 8 -0.9624463 -0.44454834 -0.393587605 -1.5837815
#> 9 -0.9526650 -0.41553245 -0.582071394 -1.7019723
#> 10 -0.9554050 -0.71563385 -0.362949261 -1.4185379
#> 11 -0.8140972 -0.26612308 -0.768833193 -1.6967899
#> 12 -0.9700553 -0.65848436 -0.452489583 -1.6002041
#> 13 -0.9133665 -0.68743892 -1.093544394 -1.7526855
#> 14 -0.9676942 -0.50167285 -0.745485585 -1.7214540
#> 15 -0.9304879 -0.55000731 -0.422394639 -1.2028143
#> 16 -0.9978517 -0.34314664 -0.416217621 -1.6497508
#> 17 -0.8820441 -0.31286621 -1.054195718 -1.8928151
#> 18 -1.0833885 -0.56306190 -0.324133381 -1.4020840
#> 19 -0.9051631 -0.72807168 -0.607005848 -1.6111211
#> 20 -0.9304912 -0.45985783 -0.336760158 -1.5513197
#> 21 -0.7404763 -0.51271531 -0.523377481 -1.6586290
#> 22 -1.0187790 -0.50733200 -0.398569682 -1.5282437
#> 23 -0.9667462 -0.50268188 0.219079443 -1.7472997
#> 24 -0.9582441 -0.52672186 -0.497889445 -1.6796394
#> 25 -0.9562441 -0.49078944 -0.436195364 -1.5368417
#> 26 -0.9663854 -0.50560942 -0.717922815 -1.5744469
#> 27 -1.0639107 -0.67385177 -0.314030962 -1.4792762
#> 28 -1.0224155 -0.56975173 -0.603173569 -1.3855251
#> 29 -0.9982484 -0.54367301 -0.491158919 -1.7003176
#> 30 -0.9903443 -0.56946833 -0.708312367 -1.6394673
#> 31 -1.0251776 -0.68233892 -0.554351915 -1.6956811
#> 32 -1.1291780 -0.75686292 -0.248538853 -1.5232408
#> 33 -0.9796944 -0.61680796 -0.620540699 -1.6505963
#> 34 -0.8113945 -0.51235466 -0.693188889 -1.7945636
#> 35 -1.2200772 -0.97315003 -0.297626169 -1.2112230
#> 36 -0.9201198 -0.57223551 -0.259050612 -1.6016039
#> 37 -0.9142194 -0.49761480 -0.302216539 -1.5773389
#> 38 -0.9616561 -0.40710868 -0.534711732 -1.7406819
#> 39 -0.9492449 -0.55375334 -0.413224737 -1.5423728
#> 40 -0.9894384 -0.39938793 -0.682662659 -1.9928827
#> 41 -0.8806886 -0.51984748 -0.573467032 -1.4341995
#> 42 -0.9679518 -0.41888690 -0.787556953 -1.9248131
#> 43 -1.0198531 -0.41597227 -0.589020660 -1.6237633
#> 44 -1.0808396 -0.43678203 -0.469510191 -1.6236085
#> 45 -0.9283611 -0.42075473 -0.634612323 -1.7550151
#> 46 -1.1426424 -0.52704506 -0.499286173 -1.5166501
#> 47 -1.3017300 -0.66544623 -0.335280194 -1.2440264
#> 48 -0.9751348 -0.47633672 -0.386779406 -1.6351779
#> 49 -0.9342233 -0.50224789 -0.620946883 -1.6489467
#> 50 -0.9985964 -0.45330474 -0.630421878 -1.5630470
#> 51 -0.9315878 -0.51966481 -0.465783536 -1.7370025
#> 52 -0.9870514 -0.89181965 -0.111344331 -1.4699460
#> 53 -0.9169195 -0.55404444 -0.353231656 -1.5539168
#> 54 -0.8786327 -0.54303675 -0.346648089 -1.5058297
#> 55 -0.9477902 -0.61595771 -0.556930477 -1.1847693
#> 56 -0.9776619 -0.40318795 -0.531056056 -1.2977443
#> 57 -0.8434763 -0.31870875 -0.789633438 -2.0120383
#> 58 -0.9119672 -0.49924716 -0.293699621 -1.5967863
#> 59 -1.0127207 -0.50425518 -0.449933515 -1.5165119
#> 60 -0.7353512 -0.32838606 -0.819073724 -2.0949358
#> 61 -0.9699761 -0.68924491 -0.484697162 -1.5171890
#> 62 -0.9522664 -0.07751097 -0.483834810 -1.6472381
#> 63 -1.0367669 -0.60408727 -0.527622950 -1.4247506
#> 64 -1.3134263 -0.93463755 -0.007397619 -1.3883584
#> 65 -1.0032964 -0.64708915 -0.614916236 -1.7384065
#> 66 -0.9177661 -0.43309888 -0.461699589 -1.6036037
#> 67 -1.0272529 -0.72496932 -0.028530760 -1.8904442
#> 68 -0.7828386 -0.36599802 -0.887909725 -1.9098846
#> 69 -0.9893040 -0.50524756 -0.622618992 -1.7356624
#> 70 -0.9539401 -0.43292314 -0.708360568 -1.9231819
#> 71 -0.7878306 -0.39772668 -0.543149953 -1.6056142
#> 72 -0.9994864 -0.69351118 -0.405460899 -1.0117419
#> 73 -1.0497741 -0.50217850 -0.474831935 -2.0087113
#> 74 -1.0139782 -0.45067914 -0.662114619 -2.1055082
#> 75 -1.1013596 -0.54601993 -0.410663264 -1.5231039
#> 76 -0.9018078 -0.36172083 -0.813482345 -1.8808036
#> 77 -0.8985171 -0.53372756 -0.516235249 -1.6973150
#> 78 -0.9947448 -0.58090808 -0.574309776 -1.6330763
#> 79 -0.9571102 -0.28786304 -0.549653244 -1.6012989
#> 80 -0.9639456 -0.46655578 -0.537054621 -1.7091922
#> 81 -0.9073231 -0.13683258 -0.458140184 -1.2824003
#> 82 -0.8228464 -0.41598224 -0.901945703 -1.8475220
#> 83 -0.9821921 -0.51472643 -0.600772843 -1.6982912
#> 84 -0.9044736 -0.70538364 -0.811337429 -1.4543041
#> 85 -0.7528521 -0.58467753 -0.738577861 -0.6768273
#> 86 -1.0532265 -0.57457383 -0.346887444 -1.3267671
#> 87 -1.0273203 -0.43054779 -0.626083765 -1.5889587
#> 88 -0.9992775 -0.73110696 -0.520787631 -1.7935877
#> 89 -1.0463057 -0.74508312 -0.113591348 -1.2245920
#> 90 -0.9786128 -0.04573991 -0.535787685 -1.7672893
#> 91 -0.9862878 -0.55763510 -0.528719731 -1.5286193
#> 92 -0.8887304 -0.31649320 -0.638359478 -1.6257021
#> 93 -0.9084803 -0.55503472 -0.687918729 -1.8579733
#> 94 -0.9313091 -0.47280438 -0.731479665 -1.8076099
#> 95 -1.0004912 -0.48937830 -0.603968635 -1.5828861
#> 96 -0.9248655 -0.54723492 -0.301369406 -1.4633857
#> 97 -0.8763110 -0.46918520 -0.650341487 -1.4310851
#> 98 -0.8957991 -0.40858245 -0.605396604 -1.7572215
#> 99 -0.9637624 -0.58609448 -0.594637143 -1.2356965
#> 100 -0.9967384 -0.72002983 -0.302294464 -1.3738543
# or from the individual-level parameters and mapped
parameters(samples_LNR, selection = "alpha", map = TRUE)
#> subjects m_lMFALSE m_lMTRUE s t0
#> 1 as1t -0.7872438 -1.1570009 0.4293839 0.16801658
#> 2 as1t -0.7817840 -1.0670096 0.3717159 0.14567906
#> 3 as1t -0.7175014 -1.0295195 0.3760064 0.13708996
#> 4 as1t -0.7872028 -1.1770163 0.4502336 0.17448345
#> 5 as1t -0.8156149 -1.1393071 0.4427031 0.16686474
#> 6 as1t -0.7005892 -1.0305718 0.3546520 0.12159670
#> 7 as1t -0.7276130 -1.0596583 0.4041022 0.14341162
#> 8 as1t -0.6935565 -1.1365971 0.4350651 0.15456096
#> 9 as1t -0.7700018 -1.1358369 0.4360685 0.16459899
#> 10 as1t -0.6749056 -0.9864615 0.3510998 0.11346567
#> 11 as1t -0.7195639 -1.0364228 0.3797011 0.13824446
#> 12 as1t -0.6886324 -1.0233665 0.3852579 0.12726889
#> 13 as1t -0.7752946 -1.1124558 0.4240553 0.16281209
#> 14 as1t -0.7462983 -1.1012901 0.4000910 0.14921527
#> 15 as1t -0.6106710 -0.9069335 0.3531630 0.09617918
#> 16 as1t -0.7053379 -1.0258826 0.3770549 0.13104244
#> 17 as1t -0.7111617 -1.0791789 0.4077908 0.14479556
#> 18 as1t -0.6936841 -0.9917101 0.3761668 0.12990626
#> 19 as1t -0.6627641 -0.9866716 0.3776492 0.12364275
#> 20 as1t -0.7133038 -1.0138732 0.3855606 0.13554326
#> 21 as1t -0.7217930 -1.0104788 0.3803812 0.12913389
#> 22 as1t -0.7242903 -1.0842174 0.4153931 0.15084367
#> 23 as1t -0.7430621 -1.0589072 0.3734719 0.13889447
#> 24 as1t -0.7216585 -1.0165478 0.3891099 0.12822946
#> 25 as1t -0.6406681 -0.9176045 0.3260429 0.08373377
#> 26 as1t -0.7306344 -1.0351993 0.4037467 0.14109172
#> 27 as1t -0.7127998 -1.0112245 0.3723586 0.12499177
#> 28 as1t -0.7520092 -1.0676239 0.3880921 0.13833993
#> 29 as1t -0.7197328 -1.0776054 0.4354251 0.14710947
#> 30 as1t -0.7508607 -1.0773372 0.4036126 0.14451288
#> 31 as1t -0.8226263 -1.1358475 0.4509304 0.17333695
#> 32 as1t -0.7310913 -1.0697305 0.4300573 0.15202498
#> 33 as1t -0.7679438 -1.0969674 0.4221040 0.15768440
#> 34 as1t -0.7487090 -1.0786683 0.4103467 0.15054198
#> 35 as1t -0.7744996 -1.1214514 0.4273803 0.16064738
#> 36 as1t -0.7964629 -1.1579801 0.4383740 0.17228062
#> 37 as1t -0.7588610 -1.0641653 0.4163428 0.14988124
#> 38 as1t -0.7009921 -0.9791781 0.3613880 0.12306163
#> 39 as1t -0.7238464 -1.0893286 0.4301851 0.15178784
#> 40 as1t -0.7874175 -1.1000332 0.4229469 0.16014793
#> 41 as1t -0.7362570 -1.0853779 0.4086294 0.14536702
#> 42 as1t -0.7485656 -1.1307904 0.4460703 0.16851289
#> 43 as1t -0.7016076 -1.0286610 0.3867210 0.12909833
#> 44 as1t -0.7480559 -1.1115560 0.4081617 0.15523067
#> 45 as1t -0.6405006 -0.9043945 0.3300171 0.08445788
#> 46 as1t -0.6532296 -0.9626391 0.3666730 0.10895569
#> 47 as1t -0.7040148 -1.0324869 0.3857556 0.12999493
#> 48 as1t -0.8352284 -1.2122631 0.4708365 0.18429295
#> 49 as1t -0.7168437 -1.0798260 0.4053278 0.14665948
#> 50 as1t -0.6070935 -0.9358713 0.3426830 0.09980805
#> 51 as1t -0.7368567 -1.0873505 0.4186030 0.14979388
#> 52 as1t -0.6763175 -0.9806645 0.3642130 0.11359139
#> 53 as1t -0.6563292 -0.9637161 0.3392152 0.10255932
#> 54 as1t -0.6533387 -0.9678162 0.3786926 0.11947505
#> 55 as1t -0.6614038 -1.0141181 0.3805165 0.12434530
#> 56 as1t -0.7628625 -1.1200091 0.4249748 0.15856903
#> 57 as1t -0.7220144 -1.0545759 0.3871085 0.13975675
#> 58 as1t -0.7109095 -1.0279436 0.3778541 0.13365437
#> 59 as1t -0.7501589 -1.0651132 0.4012592 0.14492181
#> 60 as1t -0.7381576 -1.0563478 0.4046139 0.14626901
#> 61 as1t -0.7546098 -1.0399877 0.3718251 0.13782127
#> 62 as1t -0.7144881 -1.0632520 0.4133738 0.14429825
#> 63 as1t -0.7515780 -1.0881057 0.4403547 0.16440378
#> 64 as1t -0.7798450 -1.1556270 0.4233238 0.16633895
#> 65 as1t -0.6620950 -1.0001065 0.3842340 0.12108479
#> 66 as1t -0.6893782 -1.0198099 0.3836754 0.13544359
#> 67 as1t -0.6438970 -0.9439693 0.3623025 0.11101413
#> 68 as1t -0.7697418 -1.0808029 0.3930781 0.15268079
#> 69 as1t -0.6505703 -0.9473575 0.3612524 0.10499307
#> 70 as1t -0.7703158 -1.0355221 0.3595024 0.13163747
#> 71 as1t -0.7131389 -1.0192035 0.3764897 0.12869942
#> 72 as1t -0.7582343 -1.1597054 0.4607373 0.17565856
#> 73 as1t -0.7258235 -1.0493961 0.3710301 0.13354864
#> 74 as1t -0.7536389 -1.0734022 0.4099012 0.14678890
#> 75 as1t -0.6551253 -0.9055053 0.3138597 0.08324387
#> 76 as1t -0.6970351 -1.0160926 0.3937478 0.12578117
#> 77 as1t -0.7232982 -1.0431399 0.3814829 0.13246155
#> 78 as1t -0.8060048 -1.1271240 0.4442186 0.16721360
#> 79 as1t -0.7345962 -1.0670625 0.4141387 0.14790988
#> 80 as1t -0.7428704 -1.1114749 0.4221870 0.15689487
#> 81 as1t -0.6804092 -0.9443908 0.3542292 0.10661996
#> 82 as1t -0.6949539 -0.9729386 0.3710433 0.11339297
#> 83 as1t -0.6530276 -0.9456366 0.3498557 0.09910587
#> 84 as1t -0.6868948 -0.9683943 0.3505727 0.10914970
#> 85 as1t -0.7890304 -1.1186404 0.4038738 0.15641637
#> 86 as1t -0.7200119 -1.0697364 0.4116401 0.14756638
#> 87 as1t -0.7872433 -1.1054970 0.4214496 0.15929478
#> 88 as1t -0.6662281 -0.9471675 0.3635858 0.09885393
#> 89 as1t -0.7117497 -1.0787862 0.3971265 0.14352790
#> 90 as1t -0.7362955 -1.0730466 0.4080333 0.14282382
#> 91 as1t -0.7085223 -0.9914230 0.3706027 0.12439652
#> 92 as1t -0.6873189 -0.9993865 0.3658255 0.12085522
#> 93 as1t -0.7544896 -1.0646996 0.3937386 0.14296763
#> 94 as1t -0.7358224 -1.0580397 0.4243844 0.14750745
#> 95 as1t -0.7346204 -1.1130749 0.4230006 0.15585541
#> 96 as1t -0.7138059 -1.0558257 0.3967372 0.13531140
#> 97 as1t -0.7394513 -1.0695557 0.4269228 0.15792581
#> 98 as1t -0.7780094 -1.1564659 0.4371126 0.16932010
#> 99 as1t -0.7107497 -1.0237728 0.3842626 0.13000473
#> 100 as1t -0.6560182 -0.9618811 0.3676605 0.11373738
#> 101 as1t -0.6897257 -1.0235771 0.3662859 0.12513523
#> 102 as1t -0.6448309 -0.9393513 0.3552599 0.10750156
#> 103 as1t -0.7055384 -1.0443786 0.4001313 0.12742383
#> 104 as1t -0.7928594 -1.0847885 0.4082327 0.15822779
#> 105 as1t -0.7365530 -1.0292112 0.3648745 0.12942239
#> 106 as1t -0.7177378 -1.0995296 0.4279220 0.15486906
#> 107 as1t -0.7282988 -1.0667479 0.3957993 0.14382537
#> 108 as1t -0.6581731 -0.9850518 0.3958601 0.12613933
#> 109 as1t -0.6849032 -0.9367062 0.3523640 0.10495299
#> 110 as1t -0.7819915 -1.1277728 0.4476395 0.16881901
#> 111 as1t -0.7464033 -1.0571454 0.3996287 0.14370013
#> 112 as1t -0.7394211 -1.0237487 0.3614820 0.12631052
#> 113 as1t -0.6748217 -1.0025288 0.3877831 0.12048503
#> 114 as1t -0.8301767 -1.1086645 0.4256795 0.16050426
#> 115 as1t -0.7341616 -1.0403601 0.3852665 0.13002827
#> 116 as1t -0.7806913 -1.0900099 0.4230767 0.16333041
#> 117 as1t -0.7226619 -1.0471909 0.4004733 0.14200933
#> 118 as1t -0.6909032 -1.0127200 0.3779048 0.12319567
#> 119 as1t -0.6556374 -0.9335804 0.3592914 0.10205537
#> 120 as1t -0.6773314 -0.9541202 0.3514517 0.10763646
#> 121 as1t -0.7308815 -1.0693791 0.4089236 0.14606731
#> 122 as1t -0.8084877 -1.1640536 0.4288452 0.17343929
#> 123 as1t -0.7754573 -1.1375975 0.4076061 0.15629489
#> 124 as1t -0.6994638 -1.0507805 0.3841095 0.13423306
#> 125 as1t -0.7351153 -1.0846929 0.4029959 0.14618218
#> 126 as1t -0.7053132 -0.9881773 0.3759156 0.12005471
#> 127 as1t -0.7068017 -1.0521620 0.4113915 0.13817453
#> 128 as1t -0.7201335 -1.0667811 0.4146586 0.14560177
#> 129 as1t -0.6750864 -0.9819987 0.3853135 0.12153688
#> 130 as1t -0.7736763 -1.1377099 0.4028054 0.15886852
#> 131 as1t -0.7447093 -1.0467212 0.3831709 0.13651159
#> 132 as1t -0.7338470 -1.0786933 0.4182813 0.15261339
#> 133 as1t -0.7421994 -1.0312194 0.3958864 0.13284598
#> 134 as1t -0.8002066 -1.1543569 0.4381499 0.17128686
#> 135 as1t -0.7767270 -1.0832061 0.4038499 0.15294995
#> 136 as1t -0.6775429 -0.9798464 0.3551291 0.11139055
#> 137 as1t -0.6990903 -0.9587767 0.3635988 0.11530345
#> 138 as1t -0.6852145 -0.9534068 0.3682995 0.11259044
#> 139 as1t -0.7074813 -1.0243337 0.3674736 0.12586707
#> 140 as1t -0.8186786 -1.1842117 0.4459840 0.18868285
#> 141 as1t -0.7409972 -1.0433496 0.3704495 0.13948958
#> 142 as1t -0.8193618 -1.1117800 0.4157302 0.16859284
#> 143 as1t -0.6300303 -0.9432500 0.3442393 0.09394759
#> 144 as1t -0.7176486 -1.0718319 0.3998227 0.13953618
#> 145 as1t -0.6202097 -0.9898864 0.3695391 0.10954006
#> 146 as1t -0.7162287 -1.0706455 0.3884072 0.14315521
#> 147 as1t -0.6499030 -0.9637710 0.3661698 0.10857226
#> 148 as1t -0.7311733 -1.1166088 0.4181847 0.15157460
#> 149 as1t -0.8229935 -1.1899999 0.4918894 0.18452999
#> 150 as1t -0.6669010 -0.9450893 0.3621561 0.11003797
#> 151 bd6t -0.6513525 -1.3135823 0.6245262 0.21992607
#> 152 bd6t -0.6440488 -1.2777198 0.5912560 0.20369259
#> 153 bd6t -0.6898805 -1.3221766 0.6241938 0.21207612
#> 154 bd6t -0.6849864 -1.3068814 0.6335140 0.21345184
#> 155 bd6t -0.6426868 -1.3510279 0.6368839 0.22033857
#> 156 bd6t -0.6271602 -1.2815950 0.6165215 0.20862328
#> 157 bd6t -0.6294156 -1.2741679 0.5904357 0.20226255
#> 158 bd6t -0.7174625 -1.2856999 0.5957751 0.20494825
#> 159 bd6t -0.6537927 -1.3473100 0.6198666 0.21563030
#> 160 bd6t -0.6851824 -1.3242719 0.6232013 0.21078805
#> 161 bd6t -0.6701575 -1.3716087 0.7002915 0.23431982
#> 162 bd6t -0.6998626 -1.4068322 0.6547853 0.22883210
#> 163 bd6t -0.6705283 -1.2608182 0.5683774 0.19922667
#> 164 bd6t -0.6852029 -1.2846741 0.6191840 0.20682661
#> 165 bd6t -0.7100346 -1.3235248 0.6095770 0.21577093
#> 166 bd6t -0.6710051 -1.1786403 0.5882826 0.19457873
#> 167 bd6t -0.6831252 -1.2803101 0.6464260 0.21401069
#> 168 bd6t -0.6946855 -1.3773605 0.6488808 0.22091591
#> 169 bd6t -0.6667655 -1.4163196 0.6594769 0.23118701
#> 170 bd6t -0.6974807 -1.3313847 0.6098617 0.21468964
#> 171 bd6t -0.7147610 -1.2703825 0.6453647 0.21689730
#> 172 bd6t -0.6730285 -1.2854458 0.5724651 0.20110736
#> 173 bd6t -0.6563006 -1.2742327 0.6069726 0.20020162
#> 174 bd6t -0.6791531 -1.2394442 0.5865296 0.20220978
#> 175 bd6t -0.7393746 -1.3087292 0.6072111 0.20906910
#> 176 bd6t -0.7129752 -1.3608107 0.6737275 0.22855023
#> 177 bd6t -0.7721832 -1.3436021 0.6094075 0.22252458
#> 178 bd6t -0.6572253 -1.3429096 0.6422432 0.21677493
#> 179 bd6t -0.6783492 -1.2400829 0.5822197 0.20308948
#> 180 bd6t -0.6437099 -1.2789448 0.6620428 0.21360788
#> 181 bd6t -0.7442113 -1.3054751 0.5802184 0.20687400
#> 182 bd6t -0.7455560 -1.2963851 0.5922387 0.21197528
#> 183 bd6t -0.6882040 -1.4459176 0.6792136 0.22948214
#> 184 bd6t -0.6431430 -1.2483815 0.6147576 0.20211201
#> 185 bd6t -0.6291594 -1.3136204 0.6285886 0.21626432
#> 186 bd6t -0.6193622 -1.3206329 0.6216105 0.20725513
#> 187 bd6t -0.6461730 -1.3262467 0.6410877 0.21208191
#> 188 bd6t -0.6757738 -1.3662900 0.6366853 0.21637044
#> 189 bd6t -0.6868235 -1.3239032 0.6476556 0.21831540
#> 190 bd6t -0.7159189 -1.3036833 0.6190394 0.21553141
#> 191 bd6t -0.7033656 -1.3578430 0.6269355 0.21907479
#> 192 bd6t -0.6976549 -1.3280984 0.6186824 0.21560577
#> 193 bd6t -0.6550737 -1.2996069 0.6186268 0.21244290
#> 194 bd6t -0.7487778 -1.3398290 0.6336352 0.22403247
#> 195 bd6t -0.7698773 -1.3678082 0.6527377 0.22894367
#> 196 bd6t -0.7099829 -1.3626568 0.6427447 0.22511511
#> 197 bd6t -0.7150821 -1.3105394 0.6151128 0.22087087
#> 198 bd6t -0.7210995 -1.3178158 0.6032981 0.21341860
#> 199 bd6t -0.6927786 -1.3649830 0.6737934 0.22474371
#> 200 bd6t -0.7042026 -1.3515560 0.5989583 0.21483830
#> 201 bd6t -0.7063591 -1.3626855 0.6651333 0.22734926
#> 202 bd6t -0.8258738 -1.3434636 0.6598113 0.22411554
#> 203 bd6t -0.7149521 -1.3273738 0.6318721 0.22635221
#> 204 bd6t -0.6591988 -1.1994517 0.5626243 0.19160973
#> 205 bd6t -0.7818350 -1.3406022 0.5969514 0.21995111
#> 206 bd6t -0.6814883 -1.2771950 0.6183380 0.20929941
#> 207 bd6t -0.6861687 -1.3194858 0.6349531 0.21580174
#> 208 bd6t -0.6466297 -1.2736365 0.6278820 0.21033520
#> 209 bd6t -0.6306682 -1.2622646 0.6011097 0.20118942
#> 210 bd6t -0.7217633 -1.2424506 0.5781905 0.20713212
#> 211 bd6t -0.6758677 -1.2665301 0.5518050 0.19887163
#> 212 bd6t -0.7475346 -1.3425651 0.6442243 0.22472406
#> 213 bd6t -0.7147900 -1.3660713 0.6520303 0.22431005
#> 214 bd6t -0.6250579 -1.3059337 0.6198061 0.20529211
#> 215 bd6t -0.6689934 -1.2147724 0.5537144 0.18906186
#> 216 bd6t -0.6661217 -1.3263685 0.6259941 0.21973081
#> 217 bd6t -0.6970342 -1.2502642 0.6143346 0.21041247
#> 218 bd6t -0.6578478 -1.2753348 0.6159787 0.20845757
#> 219 bd6t -0.7066331 -1.3821611 0.6504432 0.22298865
#> 220 bd6t -0.6629161 -1.2887062 0.6178499 0.20680869
#> 221 bd6t -0.6809803 -1.3603889 0.7094094 0.23429223
#> 222 bd6t -0.6676181 -1.2704152 0.5977281 0.20701192
#> 223 bd6t -0.6666943 -1.2731741 0.5769706 0.19953605
#> 224 bd6t -0.6693308 -1.3356488 0.6405377 0.21645913
#> 225 bd6t -0.6970132 -1.4172956 0.6927711 0.23421873
#> 226 bd6t -0.7162136 -1.4181931 0.6760360 0.23174386
#> 227 bd6t -0.6744792 -1.2452509 0.6080220 0.20538680
#> 228 bd6t -0.6482426 -1.3369358 0.6490138 0.22073318
#> 229 bd6t -0.6499383 -1.2757764 0.6033925 0.20452393
#> 230 bd6t -0.6929636 -1.3031066 0.6005276 0.21080828
#> 231 bd6t -0.6430733 -1.2638529 0.6191193 0.20526767
#> 232 bd6t -0.7078777 -1.3553834 0.6422639 0.21783240
#> 233 bd6t -0.7326696 -1.3327081 0.6439006 0.22110455
#> 234 bd6t -0.6921695 -1.2799153 0.5779720 0.20114157
#> 235 bd6t -0.6193310 -1.3228109 0.6493343 0.22319146
#> 236 bd6t -0.6624924 -1.2686299 0.6211480 0.21374307
#> 237 bd6t -0.6875806 -1.3230154 0.6495446 0.22010250
#> 238 bd6t -0.6753231 -1.2472992 0.5696760 0.20046454
#> 239 bd6t -0.6858468 -1.2993867 0.6236215 0.21534728
#> 240 bd6t -0.6576676 -1.3435743 0.6371050 0.22679132
#> 241 bd6t -0.6371954 -1.1861169 0.5762295 0.18932944
#> 242 bd6t -0.6349382 -1.3082052 0.6098963 0.21460627
#> 243 bd6t -0.7165922 -1.3373150 0.6602195 0.22937064
#> 244 bd6t -0.6259452 -1.2979280 0.5874952 0.20600045
#> 245 bd6t -0.7496883 -1.3689600 0.6972915 0.22461493
#> 246 bd6t -0.5981908 -1.2761600 0.6024936 0.20059397
#> 247 bd6t -0.7407439 -1.3523539 0.6272850 0.22180162
#> 248 bd6t -0.6912643 -1.2917587 0.6255867 0.21329626
#> 249 bd6t -0.6818949 -1.3468699 0.6574501 0.22033002
#> 250 bd6t -0.6499379 -1.2602769 0.5935858 0.19884548
#> 251 bd6t -0.7386345 -1.3090391 0.6051388 0.21434828
#> 252 bd6t -0.6677728 -1.3106525 0.6453151 0.21359980
#> 253 bd6t -0.7323352 -1.2575568 0.5703215 0.20671072
#> 254 bd6t -0.6998982 -1.2901009 0.5731684 0.20287694
#> 255 bd6t -0.7100538 -1.3132648 0.6584313 0.22604815
#> 256 bd6t -0.6265683 -1.3077185 0.6424235 0.21672062
#> 257 bd6t -0.6885798 -1.2724156 0.6029552 0.20875770
#> 258 bd6t -0.6821826 -1.3070054 0.6333662 0.21510314
#> 259 bd6t -0.6808222 -1.3436394 0.6527520 0.21701643
#> 260 bd6t -0.7183147 -1.2851893 0.6206698 0.21313935
#> 261 bd6t -0.6533935 -1.2589865 0.5559380 0.19860465
#> 262 bd6t -0.6738609 -1.2250497 0.5563053 0.19079286
#> 263 bd6t -0.7004082 -1.3325583 0.6163258 0.21770827
#> 264 bd6t -0.6823598 -1.3125692 0.6119460 0.21450920
#> 265 bd6t -0.7163883 -1.3633873 0.6342104 0.22479841
#> 266 bd6t -0.5937707 -1.3537364 0.6834280 0.22222801
#> 267 bd6t -0.6197231 -1.2853540 0.6048389 0.20605635
#> 268 bd6t -0.6744634 -1.3568515 0.6296059 0.21734391
#> 269 bd6t -0.7116277 -1.3148357 0.5872098 0.21348009
#> 270 bd6t -0.7187063 -1.2500753 0.5917608 0.20255116
#> 271 bd6t -0.6284374 -1.2470759 0.5945706 0.19575401
#> 272 bd6t -0.6544477 -1.3416845 0.6114220 0.21676606
#> 273 bd6t -0.6480485 -1.3652910 0.6471427 0.22303292
#> 274 bd6t -0.6866722 -1.2732820 0.6302779 0.20976229
#> 275 bd6t -0.6706104 -1.4130307 0.6406655 0.22435742
#> 276 bd6t -0.7326783 -1.4206500 0.6345549 0.22798450
#> 277 bd6t -0.6953945 -1.2992604 0.5841897 0.21147700
#> 278 bd6t -0.6737497 -1.3855504 0.6446499 0.22667556
#> 279 bd6t -0.6578104 -1.2352484 0.5977712 0.19121206
#> 280 bd6t -0.6821221 -1.3463002 0.6394038 0.21899726
#> 281 bd6t -0.6808072 -1.3449408 0.6326422 0.22197110
#> 282 bd6t -0.6398785 -1.2523714 0.5754070 0.19280316
#> 283 bd6t -0.7100033 -1.3321439 0.6601261 0.22693283
#> 284 bd6t -0.6947523 -1.2844014 0.6083885 0.20662422
#> 285 bd6t -0.6301285 -1.2461180 0.5784337 0.19665033
#> 286 bd6t -0.6402351 -1.1935122 0.5538978 0.18704626
#> 287 bd6t -0.7105553 -1.3627025 0.6326102 0.21754027
#> 288 bd6t -0.6996594 -1.3733172 0.6756695 0.23139392
#> 289 bd6t -0.7280160 -1.2966949 0.6365696 0.21849810
#> 290 bd6t -0.6970143 -1.3200086 0.6021421 0.21230308
#> 291 bd6t -0.6293012 -1.2325210 0.5927175 0.19820251
#> 292 bd6t -0.6973401 -1.3284179 0.6281564 0.20839674
#> 293 bd6t -0.6493191 -1.1795296 0.5629378 0.18621668
#> 294 bd6t -0.6805691 -1.3042673 0.6081048 0.21033989
#> 295 bd6t -0.6629757 -1.2222250 0.5869393 0.19585204
#> 296 bd6t -0.5897831 -1.2922985 0.6593161 0.21792809
#> 297 bd6t -0.5979289 -1.2287556 0.6041833 0.20544221
#> 298 bd6t -0.6604203 -1.3247229 0.6308341 0.21000323
#> 299 bd6t -0.6391888 -1.2565431 0.6252097 0.20679997
#> 300 bd6t -0.6549316 -1.2101131 0.5612868 0.19202108
#> 301 bl1t -0.6425259 -1.3150365 0.7363968 0.22279882
#> 302 bl1t -0.6255176 -1.2794691 0.7788502 0.22945684
#> 303 bl1t -0.7024789 -1.3804388 0.7665932 0.23720112
#> 304 bl1t -0.6747313 -1.3203565 0.7004331 0.21923165
#> 305 bl1t -0.6801801 -1.3191207 0.7436223 0.23163801
#> 306 bl1t -0.6981021 -1.2958516 0.7449468 0.22630224
#> 307 bl1t -0.6404600 -1.3596984 0.7845784 0.23256799
#> 308 bl1t -0.7094233 -1.2811712 0.7519419 0.21980108
#> 309 bl1t -0.7031465 -1.2652594 0.6971242 0.22044790
#> 310 bl1t -0.6002651 -1.2551225 0.7420754 0.22218404
#> 311 bl1t -0.6918574 -1.3060069 0.7166001 0.22096943
#> 312 bl1t -0.7189801 -1.3316324 0.7061819 0.22476580
#> 313 bl1t -0.7081653 -1.2919567 0.7454678 0.22608158
#> 314 bl1t -0.6589224 -1.2926582 0.7047279 0.21746556
#> 315 bl1t -0.7139431 -1.3286014 0.7931653 0.23479876
#> 316 bl1t -0.6880031 -1.3350333 0.7266994 0.22065584
#> 317 bl1t -0.6666357 -1.3108046 0.7765503 0.23264006
#> 318 bl1t -0.7165069 -1.2766482 0.7197293 0.21556985
#> 319 bl1t -0.7209080 -1.3099882 0.7452070 0.22983333
#> 320 bl1t -0.7525637 -1.3436897 0.7726297 0.23439923
#> 321 bl1t -0.7696770 -1.3567591 0.7938226 0.23954913
#> 322 bl1t -0.7129788 -1.3429108 0.7569677 0.23023590
#> 323 bl1t -0.7685169 -1.3587155 0.7336059 0.22574655
#> 324 bl1t -0.7270599 -1.2668246 0.6994483 0.21904876
#> 325 bl1t -0.6929205 -1.3132227 0.7519789 0.23032217
#> 326 bl1t -0.7508666 -1.3516455 0.7227470 0.22627236
#> 327 bl1t -0.7265757 -1.2684610 0.7371101 0.22239297
#> 328 bl1t -0.6461273 -1.3656607 0.7716244 0.23197263
#> 329 bl1t -0.7027315 -1.3106121 0.6918173 0.21506402
#> 330 bl1t -0.7530403 -1.3608641 0.7665630 0.23598347
#> 331 bl1t -0.6789778 -1.2961807 0.7158178 0.22109019
#> 332 bl1t -0.7582933 -1.2746832 0.6971084 0.21920971
#> 333 bl1t -0.7297764 -1.3781070 0.7138871 0.22316201
#> 334 bl1t -0.6413004 -1.3277531 0.7496622 0.23377654
#> 335 bl1t -0.6350292 -1.2781609 0.7272252 0.21286221
#> 336 bl1t -0.6726633 -1.3047938 0.7349912 0.22225665
#> 337 bl1t -0.7480874 -1.3383307 0.7488354 0.23454298
#> 338 bl1t -0.7535620 -1.3212156 0.7154615 0.22660095
#> 339 bl1t -0.6323505 -1.3235338 0.7502076 0.22639478
#> 340 bl1t -0.7511055 -1.3140514 0.7471710 0.22767624
#> 341 bl1t -0.8018702 -1.3205480 0.7252066 0.22342755
#> 342 bl1t -0.7245678 -1.3426947 0.6846748 0.21686119
#> 343 bl1t -0.7070918 -1.3714854 0.7998689 0.23732296
#> 344 bl1t -0.7385217 -1.2656082 0.7149736 0.22274236
#> 345 bl1t -0.7563972 -1.2668008 0.6934949 0.21616367
#> 346 bl1t -0.7298247 -1.3892367 0.7528917 0.23622227
#> 347 bl1t -0.6946585 -1.3183701 0.6952566 0.21802587
#> 348 bl1t -0.7389478 -1.2602555 0.7087188 0.21832872
#> 349 bl1t -0.6479551 -1.3055832 0.7992516 0.23211247
#> 350 bl1t -0.7594781 -1.3691365 0.7001022 0.22644805
#> 351 bl1t -0.6892592 -1.3681923 0.7359670 0.22484477
#> 352 bl1t -0.6895020 -1.3141755 0.7052336 0.22286415
#> 353 bl1t -0.6872580 -1.3099381 0.6952813 0.21791406
#> 354 bl1t -0.6563578 -1.2783442 0.7378265 0.22308686
#> 355 bl1t -0.7294925 -1.3863723 0.7947785 0.23910812
#> 356 bl1t -0.6511401 -1.3239657 0.7632875 0.22538128
#> 357 bl1t -0.6871650 -1.3320128 0.7362987 0.22595829
#> 358 bl1t -0.6832203 -1.3619220 0.7471103 0.22924068
#> 359 bl1t -0.7050625 -1.2558508 0.7056678 0.21995902
#> 360 bl1t -0.6698606 -1.3118140 0.6812678 0.21353042
#> 361 bl1t -0.7113797 -1.3093046 0.6984311 0.22295457
#> 362 bl1t -0.7972408 -1.3553240 0.7742162 0.23641167
#> 363 bl1t -0.6767465 -1.3253185 0.7574205 0.22470270
#> 364 bl1t -0.7276962 -1.3464585 0.8135278 0.23682517
#> 365 bl1t -0.6900629 -1.4217722 0.7952317 0.23565912
#> 366 bl1t -0.6622068 -1.2972868 0.6733936 0.21077955
#> 367 bl1t -0.6845068 -1.3499912 0.7400225 0.22865034
#> 368 bl1t -0.6525561 -1.2818679 0.6672929 0.20579903
#> 369 bl1t -0.7322513 -1.3036308 0.6466137 0.21244189
#> 370 bl1t -0.7418096 -1.3124488 0.7648888 0.23560544
#> 371 bl1t -0.7472292 -1.3169718 0.7438015 0.22610892
#> 372 bl1t -0.7121042 -1.2707056 0.7360128 0.22208134
#> 373 bl1t -0.7594214 -1.3218921 0.7600333 0.23260717
#> 374 bl1t -0.6699538 -1.3308481 0.7090700 0.21544508
#> 375 bl1t -0.7046195 -1.3142365 0.6925003 0.22021711
#> 376 bl1t -0.6412613 -1.3564876 0.7788940 0.23067137
#> 377 bl1t -0.7022379 -1.3151763 0.7105215 0.21898813
#> 378 bl1t -0.6601695 -1.2799191 0.6650373 0.20638399
#> 379 bl1t -0.6360542 -1.3150655 0.7176246 0.22308899
#> 380 bl1t -0.6767123 -1.2596359 0.6647197 0.21007997
#> 381 bl1t -0.7404283 -1.3213675 0.8034864 0.23698461
#> 382 bl1t -0.7018473 -1.3496325 0.7935591 0.23369937
#> 383 bl1t -0.7482937 -1.2799502 0.7117000 0.22389904
#> 384 bl1t -0.7002652 -1.2670464 0.7378487 0.22382038
#> 385 bl1t -0.6270800 -1.3365645 0.7924893 0.23070852
#> 386 bl1t -0.7475376 -1.3359938 0.7774005 0.23401093
#> 387 bl1t -0.6883527 -1.3544764 0.7476107 0.22482603
#> 388 bl1t -0.7231836 -1.3833655 0.7698436 0.23518384
#> 389 bl1t -0.7374950 -1.3559736 0.7295434 0.22857156
#> 390 bl1t -0.7117947 -1.2803006 0.7296215 0.22204952
#> 391 bl1t -0.7305692 -1.2636509 0.7186275 0.22377276
#> 392 bl1t -0.6427365 -1.2981797 0.7287554 0.21803839
#> 393 bl1t -0.7330085 -1.3358368 0.8085800 0.22887968
#> 394 bl1t -0.7255767 -1.3657404 0.7374130 0.23160980
#> 395 bl1t -0.6682339 -1.3244342 0.7407305 0.22533037
#> 396 bl1t -0.7117651 -1.3330417 0.7412962 0.22284786
#> 397 bl1t -0.6459263 -1.3028929 0.7491241 0.21998467
#> 398 bl1t -0.7624016 -1.2967695 0.6943597 0.21749172
#> 399 bl1t -0.6871591 -1.2659610 0.6710133 0.21071884
#> 400 bl1t -0.7500396 -1.2572505 0.7041646 0.22563021
#> 401 bl1t -0.6656479 -1.2492469 0.7021696 0.21492997
#> 402 bl1t -0.7589363 -1.3589792 0.7222205 0.23107347
#> 403 bl1t -0.7150904 -1.2953883 0.7060700 0.22182030
#> 404 bl1t -0.6468855 -1.2603937 0.6822754 0.21055147
#> 405 bl1t -0.7365705 -1.2780602 0.7304555 0.22532237
#> 406 bl1t -0.6744379 -1.2934210 0.7520711 0.22730409
#> 407 bl1t -0.7235483 -1.3785759 0.7035508 0.22353761
#> 408 bl1t -0.7325335 -1.4144151 0.7978611 0.23756639
#> 409 bl1t -0.7263850 -1.3012013 0.7302913 0.22285525
#> 410 bl1t -0.7240447 -1.3855253 0.7812781 0.23737288
#> 411 bl1t -0.6633044 -1.3041093 0.7205184 0.21690335
#> 412 bl1t -0.6728115 -1.3310603 0.7909516 0.22870552
#> 413 bl1t -0.6838013 -1.2607632 0.6808377 0.20983291
#> 414 bl1t -0.7159751 -1.3232140 0.6611157 0.21503266
#> 415 bl1t -0.7273238 -1.3756692 0.7723927 0.23712819
#> 416 bl1t -0.6412638 -1.3036523 0.7311275 0.21942872
#> 417 bl1t -0.6922304 -1.2641163 0.7049883 0.21940047
#> 418 bl1t -0.6496863 -1.3196942 0.7273203 0.22295811
#> 419 bl1t -0.7513628 -1.2598428 0.7312818 0.22762959
#> 420 bl1t -0.6941665 -1.3111917 0.7283716 0.22238208
#> 421 bl1t -0.7125374 -1.3108630 0.7393155 0.22419590
#> 422 bl1t -0.7194083 -1.3674738 0.7838579 0.23278268
#> 423 bl1t -0.6959866 -1.2404131 0.6519118 0.21138845
#> 424 bl1t -0.6892855 -1.3869124 0.7795217 0.23277260
#> 425 bl1t -0.6947145 -1.2469215 0.7092772 0.22080720
#> 426 bl1t -0.7224618 -1.3518398 0.7547425 0.23259646
#> 427 bl1t -0.7549161 -1.2468322 0.6894893 0.21758283
#> 428 bl1t -0.7561273 -1.2999979 0.7256994 0.22824315
#> 429 bl1t -0.7380485 -1.4338722 0.7718012 0.22660038
#> 430 bl1t -0.7559814 -1.2948797 0.6919549 0.22525424
#> 431 bl1t -0.7332289 -1.3852987 0.8059830 0.24434084
#> 432 bl1t -0.7459842 -1.2674477 0.6938678 0.21745504
#> 433 bl1t -0.6905369 -1.2845522 0.6830678 0.21739782
#> 434 bl1t -0.7507927 -1.3854020 0.7992228 0.24100618
#> 435 bl1t -0.6463572 -1.2574277 0.7078887 0.21868149
#> 436 bl1t -0.7259746 -1.4354514 0.7895601 0.23879250
#> 437 bl1t -0.6704558 -1.3720466 0.8053171 0.23329701
#> 438 bl1t -0.6845892 -1.3636331 0.7141532 0.22740105
#> 439 bl1t -0.6529809 -1.3113653 0.7512166 0.23193179
#> 440 bl1t -0.7420397 -1.2871301 0.7011978 0.22188850
#> 441 bl1t -0.6620421 -1.3204437 0.7298145 0.22020755
#> 442 bl1t -0.7735172 -1.2896468 0.7547983 0.22328284
#> 443 bl1t -0.7125990 -1.2788768 0.6937024 0.21897353
#> 444 bl1t -0.7061854 -1.2318731 0.6931918 0.21429552
#> 445 bl1t -0.7466843 -1.3090349 0.7262220 0.22296616
#> 446 bl1t -0.6533619 -1.3234566 0.7699138 0.22786518
#> 447 bl1t -0.6962337 -1.3756648 0.7510258 0.22583584
#> 448 bl1t -0.6631555 -1.3210536 0.7035021 0.21629529
#> 449 bl1t -0.7606564 -1.3373018 0.7431862 0.22996980
#> 450 bl1t -0.6347594 -1.3800775 0.8153273 0.23606915