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 -2.66476944 2.4854600 -0.112680862 0.23690220 0.58997201 -1.5732393
#> 2 -1.36924588 1.8863601 -0.459870601 0.24912991 0.54618604 -1.5905761
#> 3 -2.13315096 0.2434726 -0.116633959 0.43222728 0.94665108 -1.2244267
#> 4 -2.44655722 2.1748027 0.022365353 0.53391514 0.70054968 -2.2764280
#> 5 -1.88185549 2.1340386 0.066305841 0.89771896 0.62743207 -1.5422118
#> 6 -2.57746800 4.0024827 0.020010261 0.96552066 0.28787637 -1.6010445
#> 7 -2.93853870 0.9474867 -0.131147860 0.50481886 0.08888403 -1.5246457
#> 8 -1.24322524 0.2732696 -0.180452012 0.29985117 0.90420435 -1.6517064
#> 9 -1.76256973 3.2181086 -0.401632286 0.60371120 0.53627347 -1.3359397
#> 10 -1.99270991 3.0175586 -0.356530211 0.18898378 1.14891249 -1.4584827
#> 11 -1.13422060 1.8981167 0.187256242 0.69316672 1.19446363 -1.5870312
#> 12 -2.57185006 1.0259904 -0.053971869 0.70994806 0.09532263 -1.7803496
#> 13 -1.58857008 1.9669638 -0.739769458 1.17690255 0.63155740 -1.3489606
#> 14 -2.20979317 2.3781678 -0.283622649 0.66254201 0.55483568 -0.6427286
#> 15 -1.48986745 1.4105190 -0.299034223 0.44880782 0.68885496 -2.3255504
#> 16 -3.05501704 2.4761333 0.413571041 0.54233603 0.35247064 -1.7836961
#> 17 -1.11574918 1.1705224 -0.172068081 0.85663529 0.46090370 -1.2711453
#> 18 -3.16865142 1.3652517 -0.008652466 0.60667390 0.19798322 -1.7493396
#> 19 -1.50777143 2.2678350 0.195977304 0.36865251 0.56904423 -2.6666975
#> 20 -2.55527835 3.7795029 0.085927326 0.44335987 1.07482721 -1.8968244
#> 21 -0.36643158 0.5614934 -0.057155041 0.51899228 0.78315874 -2.0116924
#> 22 -0.91522491 -0.2249877 0.370708039 0.03315176 0.82957796 -1.3454769
#> 23 -1.56118130 2.8833028 -0.615701095 -0.08544867 1.12226788 -1.1907864
#> 24 -4.66092280 3.1102771 -0.145496279 0.47465016 0.60459984 -1.2606519
#> 25 -3.09278721 3.2100105 0.222270003 0.92274378 0.71269336 -1.1594368
#> 26 -2.23935157 1.7859588 0.045504151 0.91915660 0.59530401 -1.4602361
#> 27 -0.67178530 2.1213184 0.213852696 0.63912312 0.96757916 -1.8391957
#> 28 -0.59594973 3.2940839 -0.326997562 0.14354381 0.28572346 -1.5366990
#> 29 -2.60189285 1.0063014 0.308035517 0.63078350 0.24039722 -1.6474969
#> 30 -2.07921171 1.9026307 0.064845763 0.67020466 0.75482643 -1.8560122
#> 31 -3.03968035 1.8156911 0.290180178 0.37298108 0.48362098 -1.7198160
#> 32 -1.86090214 2.4102751 -0.167537074 0.58707631 0.54124712 -2.1776641
#> 33 -0.83474661 2.3588557 -0.182567153 0.34479285 0.61117275 -1.7969178
#> 34 -1.13584751 0.8013776 0.191847599 1.13453310 0.52598254 -1.2714762
#> 35 -0.34808461 0.5410293 -0.015389366 0.24738756 0.63396772 -1.8612694
#> 36 -0.51596907 0.8137934 0.030323745 0.56536189 0.86916778 -1.7301366
#> 37 -2.78173971 2.3204023 -0.133434594 0.81646631 0.89512334 -1.5805712
#> 38 -2.10234651 0.8184408 0.149597413 0.09377818 0.62528059 -1.4568676
#> 39 -4.80977468 2.4649680 0.252161948 0.31971148 0.84438506 -2.0718045
#> 40 -0.14008914 3.0740123 -0.008204090 0.39546601 0.23832689 -1.2932838
#> 41 -2.29976250 1.1509389 -0.119109156 0.04018511 1.19942403 -1.6158389
#> 42 -2.67548229 0.7770738 0.463982746 -0.01911947 0.78866426 -1.2708634
#> 43 -1.82941192 0.9365021 -0.416414714 1.03148034 0.48959624 -2.3516666
#> 44 -3.94295641 1.8836975 0.341818888 0.59630232 0.54526595 -1.9431132
#> 45 -2.39579795 2.8993541 -0.249243458 0.30630170 0.91539154 -1.2134493
#> 46 -3.45082431 2.4806256 -0.248452281 0.71154101 0.85469179 -1.3018170
#> 47 -0.03375198 1.9716049 -0.674715327 0.41492291 0.75481554 -1.6715761
#> 48 -2.29409533 2.3978422 -0.165067122 0.43284532 0.10463490 -2.0573978
#> 49 -1.61769486 2.9821130 -0.218215059 0.10641341 0.38064052 -1.7752734
#> 50 -4.07848927 1.9085657 0.356156043 0.76294549 0.45645822 -2.2285485
#> 51 -1.57942581 0.3859605 -0.218465733 -0.05666761 0.48521880 -1.5618981
#> 52 -2.90421503 2.2263249 0.224424349 0.72379368 0.62929270 -1.6468926
#> 53 -1.16559843 1.7126592 0.111972430 0.52645221 0.38064519 -2.3007597
#> 54 -1.74975218 2.5638674 0.056827871 0.18560897 0.98905694 -0.9139844
#> 55 -2.05605595 2.5249143 0.186609971 0.37645929 0.67056822 -1.2017751
#> 56 -1.33558414 2.2073812 -0.663189933 1.21297931 0.54834413 -0.6595440
#> 57 -1.48852925 2.2139580 -0.055836210 0.36934696 0.99699748 -1.6900212
#> 58 -1.38354428 2.6165678 -0.507630456 0.51608773 0.98350494 -1.0988064
#> 59 -3.66792805 1.5631700 0.137238624 -0.07986702 0.77703554 -0.8582923
#> 60 -2.27907217 2.8134004 0.271330639 0.40627261 0.34013953 -2.1367262
#> 61 -3.88632516 1.3462202 0.118318454 0.13139529 0.95917189 -1.4760899
#> 62 -2.44593503 2.2311149 0.194254007 0.51235011 0.49574412 -1.2673570
#> 63 -2.07562508 4.1614158 0.082894660 0.35797690 -0.05922816 -2.2355506
#> 64 -1.17849322 1.8058476 0.364376638 0.12901030 0.33061436 -2.1010324
#> 65 -2.26770642 1.4081079 -0.110505773 -0.15031994 0.34226260 -2.1862518
#> 66 -0.48350940 1.8082252 0.085163672 -0.11985515 0.44754625 -1.5869520
#> 67 -2.45839014 2.0642436 0.194937560 0.39765952 0.50007696 -1.1913156
#> 68 -2.09741250 3.0164552 -0.346850218 1.10172318 0.51208781 -2.1929777
#> 69 -1.08879032 2.1424584 -0.416845057 0.14565378 0.64416170 -0.5882275
#> 70 -0.33400910 0.8607994 0.043086970 0.07559983 0.96420211 -1.0159261
#> 71 -0.75357609 1.8681251 0.143111171 0.11386684 0.63758653 -1.1210524
#> 72 -2.60451323 1.2353940 0.118588761 0.10831282 0.86175960 -2.0560045
#> 73 -1.75895407 1.6475468 0.111344388 0.47852492 0.38891293 -1.9259635
#> 74 -2.62456747 2.8259229 -0.014570506 0.49585920 0.77125563 -0.5792580
#> 75 -1.41016408 3.0966085 0.433698672 -0.17207847 0.81697803 -0.9720899
#> 76 -1.63498125 2.6651599 0.395346265 0.37681883 0.75203059 -0.6142388
#> 77 -1.99714395 1.7786738 -0.003313749 0.23283982 0.48710248 -1.8977474
#> 78 -2.35997512 0.3140835 -0.253375029 0.26813695 0.72423858 -1.8744808
#> 79 -2.14126176 0.9946224 0.046846712 0.47555519 0.79982346 -2.2581812
#> 80 -1.04463436 2.7841709 0.689885808 0.45247600 0.70716724 -1.5708036
#> 81 -2.07753897 1.4189326 0.016420958 -0.22789740 0.24353770 -2.0500313
#> 82 -1.92012618 1.6772536 0.043925154 1.09698370 0.35576608 -1.7316258
#> 83 -2.08208690 2.7871336 -0.317577161 0.90201785 0.89587591 -2.0391206
#> 84 -2.08997520 3.0705160 -0.405330116 0.24868010 0.61838998 -2.0077574
#> 85 -4.54934277 3.0405735 0.074917721 1.13032732 0.89870665 -1.7882216
#> 86 -1.53096804 1.7887531 0.056115344 0.47372793 0.31457704 -1.4952021
#> 87 -0.60142799 2.8983962 -0.494548446 0.47403220 1.18921135 -1.0433274
#> 88 -1.69986843 1.0455511 -0.137405420 0.68614621 0.35207925 -1.5026706
#> 89 -3.02234733 2.6061303 -0.026679170 0.32721543 0.83237455 -2.0175981
#> 90 -1.94423523 2.3314344 -0.056953991 0.54661293 0.40764332 -1.1462737
#> 91 -1.28366838 2.5577310 0.444580205 0.22156878 1.02798817 -1.1948187
#> 92 -1.54221304 1.9288733 0.533730800 0.56600650 0.58156372 -2.0196548
#> 93 -1.48576988 1.6656619 -0.031667973 0.18631221 1.26466026 -1.4763892
#> 94 -3.02362359 1.1084784 0.275502351 0.26965491 0.16863550 -0.9014763
#> 95 -2.63096787 2.4442871 0.131739117 0.71765205 0.83837700 -1.7073914
#> 96 -3.40078743 2.1602775 -0.082188712 0.10980337 0.71832638 -2.1374365
#> 97 0.42448914 1.0840208 0.317299251 0.65301003 0.67208891 -1.7908965
#> 98 -3.43684344 3.3953134 -0.057211030 0.24806375 1.64836052 -1.6294528
#> 99 -1.50969736 1.9038368 0.140557537 0.11075392 0.38625203 -1.8868038
#> 100 -2.15689195 1.6410634 -0.098711649 0.42623605 0.72221845 -1.4934242
#> Z sv SZ
#> 1 1.598508771 -0.72857323 1.080799496
#> 2 1.300198678 0.22408441 1.547581059
#> 3 0.684309429 -1.25125692 0.849643046
#> 4 0.736495965 -0.53873655 -0.265651625
#> 5 1.168383873 -0.27147477 1.145263110
#> 6 1.249914571 -0.97924406 -0.752688968
#> 7 1.236675046 0.12188243 1.301175992
#> 8 -1.258648628 -0.01937290 0.911391292
#> 9 -0.060821955 -0.43996290 1.335517615
#> 10 -2.052222820 -1.23876216 -0.200781016
#> 11 -0.051981906 -1.39444212 0.099327594
#> 12 0.116637284 -1.05043021 0.333902942
#> 13 0.273766491 -0.28327789 0.817659446
#> 14 -1.651048896 -0.87874208 0.825379863
#> 15 0.034551067 -0.61705505 0.174726397
#> 16 0.346103620 -0.95196543 -2.157646335
#> 17 -1.260682879 -0.83496414 -0.073556019
#> 18 0.756406439 -0.90867084 0.227291922
#> 19 -0.092941018 -0.52103330 0.535398841
#> 20 -0.450338624 0.26583381 0.011129187
#> 21 0.019259275 -1.12411544 0.712703325
#> 22 -0.199889828 -0.95119276 0.165321021
#> 23 0.435288949 -0.40707582 0.917174918
#> 24 -0.348472449 -0.48574567 -0.390684979
#> 25 1.975419054 -0.80574003 -1.322951113
#> 26 -0.227684065 -0.68496690 0.314057664
#> 27 1.626881214 -0.84552988 -0.105784168
#> 28 0.164840868 -0.54750131 0.552157714
#> 29 -0.895947823 -1.52144761 0.150120131
#> 30 -0.734799252 -0.74586830 0.310016987
#> 31 1.114648545 -0.47312960 1.236675800
#> 32 0.127992966 0.08519331 0.800914340
#> 33 0.704167284 -1.17209258 0.866366132
#> 34 -0.782201846 -0.24886261 0.249824720
#> 35 -0.833843581 -0.46165823 -1.087580714
#> 36 0.079501995 -0.30864152 -1.456465917
#> 37 -1.507757318 -0.68270709 -0.316415868
#> 38 -0.783515789 -0.45995062 -1.316510402
#> 39 -0.127148607 -1.46975453 1.181180891
#> 40 -0.210734181 -0.95584435 -1.412025793
#> 41 1.074945077 -1.73382705 -0.453197830
#> 42 0.178190188 -1.04324937 0.941165807
#> 43 0.533259363 -0.56905508 -1.353834336
#> 44 0.271066757 -0.63020584 0.629711747
#> 45 -1.938504701 -0.65027102 0.608779012
#> 46 0.120719329 -0.34768781 1.380514528
#> 47 0.568288621 -0.28887599 -0.517982430
#> 48 -1.327755476 -1.03459666 -0.693304528
#> 49 -0.239029068 -0.49970017 -0.321324842
#> 50 2.458060492 -0.75811596 -0.097451250
#> 51 -1.364709458 -0.45715411 0.289344029
#> 52 -0.086714135 -0.11656248 1.125071892
#> 53 0.641830028 -1.30487139 0.001683688
#> 54 0.881178809 -1.47060754 1.399576185
#> 55 0.711601922 -0.29704228 2.382926695
#> 56 0.374643568 -0.07777510 -0.109710321
#> 57 -2.037682494 -0.77150288 0.539790606
#> 58 -0.224961271 -0.82190422 1.487837832
#> 59 -0.004060653 -0.80452879 0.474911714
#> 60 -0.592997366 -0.37419498 -1.958205175
#> 61 -0.170639618 -0.36561593 0.388365163
#> 62 1.152936226 -0.58263736 0.144104662
#> 63 -0.077673201 -0.61062956 0.276872459
#> 64 0.742297024 -0.72631516 0.789817922
#> 65 1.054322272 -0.93207922 0.789459853
#> 66 0.299086903 -0.99690643 2.684858999
#> 67 1.615545323 -0.70502477 0.562267345
#> 68 -0.350917827 -0.63446379 1.623621208
#> 69 -1.860227574 -0.24072532 -0.527234257
#> 70 1.950721006 -0.37410692 1.843266255
#> 71 0.541284143 -0.51020425 -1.038131040
#> 72 1.828530458 -0.50891064 -0.701003612
#> 73 0.299593685 -0.03752642 1.084617009
#> 74 -1.185288811 -0.65277924 -1.779977288
#> 75 -0.414015863 -0.77800739 -0.036537222
#> 76 0.431098928 -0.61764594 -1.342243125
#> 77 -0.214504515 -0.14589412 1.049086627
#> 78 2.006680691 -0.80205419 -1.213944470
#> 79 0.220711291 -0.56896715 -1.421108448
#> 80 0.069766231 -1.43253629 -1.671127059
#> 81 0.986058221 -1.13254318 -0.799513954
#> 82 -0.516759450 -0.08818901 -0.769484923
#> 83 0.454577809 -0.77847004 0.313228772
#> 84 -1.039955044 -0.70033928 -0.132175133
#> 85 2.797391147 0.43974323 -1.218711816
#> 86 1.749247363 -0.75878318 -0.162926711
#> 87 0.419951604 -0.40465886 -1.196935212
#> 88 0.428332039 -0.67118239 1.822188822
#> 89 -1.313450917 -0.89093953 1.751757150
#> 90 0.584705260 -1.01572831 0.054553246
#> 91 -0.162483132 -1.08351786 -1.089145191
#> 92 -0.582401675 -0.55599182 -0.450934647
#> 93 0.230633640 -1.36989215 0.659791900
#> 94 -2.377406925 -0.46402257 1.017249249
#> 95 0.915992058 -0.37289824 -0.936569034
#> 96 0.161226351 -0.94311854 0.957164274
#> 97 1.575307707 -1.49533031 -0.643194792
#> 98 -0.443749312 -0.57320108 -1.568424621
#> 99 -0.767989573 -0.17352719 1.579145562
#> 100 -0.746678941 -1.03190574 1.197077664
# 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