Wrapper to get the Pearson residuals of a fitted model.
Usage
getPearsonResiduals(object, ...)
# Default S3 method
getPearsonResiduals(object, ...)
# S3 method for class 'gam'
getPearsonResiduals(object, ...)
# S3 method for class 'brms'
getPearsonResiduals(object, ...)Examples
testData = createData(sampleSize = 400, family = gaussian())
fittedModel <- lm(observedResponse ~ Environment1 , data = testData)
# response that was used to fit the model
getObservedResponse(fittedModel)
#> [1] -1.592242554 0.559728095 -1.287841126 1.177379360 -1.171417834
#> [6] -0.717450618 -1.849851965 0.878770975 0.589549367 0.573028744
#> [11] 0.949495752 -0.524491380 0.014424821 0.733615707 0.361671134
#> [16] -0.723793320 -1.178485606 0.971732919 0.419451424 1.306272265
#> [21] -1.825564180 0.914157120 -0.111954174 -1.392182246 1.745170097
#> [26] 0.166596980 -0.304334552 0.683304111 0.627058237 0.698129539
#> [31] -0.770017207 -2.905131301 -0.515851718 -0.169881640 -2.508999673
#> [36] -0.114195244 -2.023606422 1.546712640 -1.284210443 -0.332140270
#> [41] 1.793961010 0.734715608 -0.569794265 3.133457806 1.585772635
#> [46] -0.146519661 2.589178453 -0.967815365 0.006466519 0.669074559
#> [51] 1.476669023 0.380758363 0.321528606 1.707568168 0.175475808
#> [56] 0.709094948 0.706706638 1.468723158 0.717929371 1.193607119
#> [61] -0.817968546 1.144490283 0.778332868 1.660996534 -0.760196135
#> [66] 1.054769835 0.868877387 1.889428434 -0.415575534 1.211649362
#> [71] -1.182916091 2.818366074 1.368716895 1.121817941 0.963099765
#> [76] 0.962880771 0.879138733 2.655826039 1.243466483 0.787579331
#> [81] 1.424104377 0.840557750 -1.479508666 2.158882681 0.336802005
#> [86] 0.738774898 -1.150315307 1.281063211 0.195298813 0.010833386
#> [91] -0.440498785 0.129840132 -0.129473424 1.589405966 1.045416827
#> [96] 0.912829275 0.811567351 -0.232989672 0.907268721 1.462053895
#> [101] 0.998269122 0.575014441 1.787489294 0.667260725 1.514978409
#> [106] 0.843052374 -0.092654154 0.034800492 1.016068989 3.315095715
#> [111] 3.106289379 0.490798991 1.425157946 1.312107248 0.518828418
#> [116] -0.657172815 2.890516011 -0.348711491 -0.301682034 0.300242174
#> [121] 0.813739099 1.573055136 0.426263391 0.278461033 1.217550502
#> [126] -1.265598103 0.597368015 -1.301348215 -1.732078220 -0.029573473
#> [131] 1.448270489 -0.044341088 -2.095715395 -0.828752271 0.083171315
#> [136] -0.724348875 -0.187417905 1.031821098 -0.241626177 -2.242564355
#> [141] -0.864157262 -0.279436635 -0.493871278 1.079484642 -0.645927317
#> [146] -0.647104191 1.311221789 -0.610078453 -0.190020454 1.590113842
#> [151] -0.071070100 -0.861265974 -1.762133058 -0.889941327 -0.454117234
#> [156] -0.012647811 -0.630755296 -1.640842406 0.119877508 0.166411667
#> [161] -1.457518935 1.191853710 -1.000412639 0.387121952 -1.653141492
#> [166] 0.842502365 -2.567254712 -0.050097828 -2.032679720 0.757949453
#> [171] -2.519659504 -2.644762777 -1.394508897 -1.310600219 -2.110185536
#> [176] 1.005102172 -2.446026257 -2.033706245 -1.110817397 -0.932528809
#> [181] -0.201788576 -1.992201691 -3.355619655 -2.473480829 1.070681531
#> [186] -1.875903228 -1.229789895 -1.187030453 -1.232065079 -3.637145250
#> [191] -1.203038300 1.154529414 -0.517827608 -1.535725129 -0.164060000
#> [196] -0.887262355 0.286960298 -2.510966302 -2.464262365 -1.749903929
#> [201] 1.206075472 0.239228419 -0.387706494 -3.254266413 1.306128581
#> [206] 0.347478674 -0.003827653 1.245961059 -2.293143014 -1.619146632
#> [211] 0.612851189 1.551830366 -1.141236947 -2.177761131 -1.216173764
#> [216] -0.181733629 -0.449033500 -1.221801538 -0.558060497 0.206812362
#> [221] 0.025410736 -0.133276761 1.029134089 -3.211447574 0.458973417
#> [226] -0.966510927 2.228012529 2.950982919 -1.074801043 -1.391772877
#> [231] -0.117385644 0.651202696 -2.568380062 -1.403819625 -0.933133278
#> [236] 1.139063085 -0.009523554 -0.034694166 -0.745896367 1.177414494
#> [241] 1.459456980 -1.626637266 2.661404183 2.512813523 0.257253831
#> [246] 2.241047086 0.195284077 0.863425497 0.043069780 -0.679023603
#> [251] 0.991838199 0.490953134 -2.928337515 1.170819951 0.208124813
#> [256] 1.399296366 -0.142744227 1.830372998 1.530920754 2.755723123
#> [261] -0.831490075 -0.467198225 1.674427464 0.210634190 -0.155792371
#> [266] -1.310138200 0.271897999 2.348188921 1.403757336 0.553898207
#> [271] 0.912288469 0.481494348 -0.904114800 -0.152527321 0.152565305
#> [276] 0.614988876 0.721012137 0.943534946 1.367970953 1.223465506
#> [281] -1.806283510 -2.539443162 -1.323336467 -1.315771918 -0.786021596
#> [286] 0.168945628 -1.846593537 -3.261294631 0.283609307 -2.030434522
#> [291] 0.079574413 -0.742475193 0.022247528 -0.528393712 -2.406835869
#> [296] -0.875182119 -1.700773063 -0.529707020 -1.295220727 -0.467664141
#> [301] -1.263206447 -3.651366169 -2.890129737 -3.916793891 -2.460241044
#> [306] -0.038432626 -1.927716308 -2.497642646 -2.886732078 -3.262344015
#> [311] 0.666506582 -2.791779591 -2.734642823 0.286437038 -1.369873658
#> [316] -2.199251424 -0.157334057 -1.306553361 -1.274755920 -2.562709969
#> [321] 0.907893134 1.269098725 0.241598133 -0.591993916 1.651435712
#> [326] -0.907242493 0.641571160 -1.692900261 0.008581548 1.599670719
#> [331] 0.150845571 -0.702688692 -0.690195007 1.626166471 0.471815713
#> [336] -1.000353116 -0.336924356 -0.369467571 2.139344058 -0.097269649
#> [341] -1.209587637 1.361925025 -1.640644674 1.229876090 0.709407708
#> [346] -0.944185085 -0.250004561 0.934225085 -0.560020951 -0.650436616
#> [351] -0.213313495 0.335105160 1.869136537 0.070261054 -0.323773912
#> [356] 0.265121730 0.146453125 -1.586174255 1.308382142 0.174084173
#> [361] 0.854427955 -0.440341100 -0.856699077 2.050928424 -1.264535300
#> [366] -0.069511711 0.874736404 0.262643367 0.873334053 0.417567342
#> [371] 2.116885834 -1.126681084 1.761224238 -0.151142407 0.585777259
#> [376] 0.174386660 0.346989938 0.680025599 -0.158783731 1.121409546
#> [381] -1.338940396 1.697714075 0.613176021 1.023263934 0.017419614
#> [386] -0.687448082 -2.716144550 1.355374265 1.401369932 1.481855506
#> [391] 1.520198494 -0.792845235 1.949497344 1.128609019 0.413782964
#> [396] 1.310264996 1.477370420 0.387495420 0.294252839 0.404739504
# predictions of the model for these points
getFitted(fittedModel)
# extract simulations from the model as matrix
getSimulations(fittedModel, nsim = 2)
#> sim_1 sim_2
#> 1 0.744200857 -1.000717937
#> 2 -0.898283635 2.172499666
#> 3 -1.284323322 -0.171612286
#> 4 -1.057837283 -1.459266686
#> 5 0.957340550 0.031963210
#> 6 0.422808594 -0.195537542
#> 7 -0.809697865 -2.837031344
#> 8 -0.631430169 0.545866230
#> 9 0.381872692 0.915509509
#> 10 2.423299517 0.475643030
#> 11 -0.284105266 -0.238170668
#> 12 -1.802401186 1.574088311
#> 13 -0.017693550 0.031503303
#> 14 -2.237470685 -0.620017107
#> 15 2.069374186 -0.337790534
#> 16 0.333790300 -0.073486366
#> 17 1.156737546 -2.117955500
#> 18 1.406393613 -0.111797431
#> 19 -0.882142420 -0.091397146
#> 20 0.770726921 -0.831132585
#> 21 0.500832372 -1.412550780
#> 22 1.171300002 -0.180018859
#> 23 0.892919508 0.190145194
#> 24 -0.765412651 -2.347137040
#> 25 1.684195181 1.444731290
#> 26 0.907680002 -2.926444114
#> 27 -0.179901190 0.116521535
#> 28 0.701255820 1.088388572
#> 29 -0.023186509 -0.197084230
#> 30 -0.654428092 0.985325282
#> 31 0.070909169 -0.691589146
#> 32 -0.201788556 -0.480398903
#> 33 -1.123240298 0.104829730
#> 34 -1.450967083 -0.535609423
#> 35 -0.977493812 0.695134997
#> 36 0.065738266 -1.821920642
#> 37 0.661342662 -0.827627454
#> 38 -0.280589876 -0.391216750
#> 39 -0.134625061 0.322050867
#> 40 0.214332947 1.314917700
#> 41 -1.043510826 0.451807164
#> 42 0.951187699 1.905578089
#> 43 -1.065872061 -1.180035948
#> 44 2.123492632 0.875965834
#> 45 1.472842809 -1.624485485
#> 46 0.235494804 2.131073894
#> 47 -0.002164291 1.278775366
#> 48 -1.060153500 -0.668915839
#> 49 0.434568474 1.796850156
#> 50 0.146180098 1.427503447
#> 51 1.908803995 -1.109925525
#> 52 -0.418869839 -0.088185194
#> 53 -0.774867971 -0.447071190
#> 54 1.594667772 -0.834778624
#> 55 1.960029956 1.669635957
#> 56 0.771431502 2.744749744
#> 57 0.344026771 1.301051605
#> 58 1.455225982 0.708776641
#> 59 0.121784016 1.848681226
#> 60 -1.575521329 -3.345367144
#> 61 -0.140704814 -1.382069509
#> 62 1.315318400 2.257077989
#> 63 0.711087499 1.331166833
#> 64 0.542445063 -1.333754345
#> 65 -2.260727342 -0.669242519
#> 66 0.828460416 -0.807091991
#> 67 0.160653357 -0.413864425
#> 68 0.996569732 3.483974876
#> 69 -2.216102307 0.515797870
#> 70 -0.024261400 0.569935690
#> 71 -0.729653587 -0.053423754
#> 72 -0.110682927 1.242282351
#> 73 0.864215989 -0.295170803
#> 74 0.487647520 0.694814399
#> 75 -0.301795386 -0.373210393
#> 76 -0.961358756 1.434049506
#> 77 -1.058134242 1.182639206
#> 78 -1.434972430 0.594278534
#> 79 2.659514807 1.727959236
#> 80 0.175360873 -3.312313339
#> 81 3.112513828 0.921456586
#> 82 -0.714689008 1.281248197
#> 83 -1.863314187 -0.247762912
#> 84 -0.603006197 -1.311037552
#> 85 -0.003024726 0.444752203
#> 86 -0.349995159 0.924282425
#> 87 0.143364802 -0.769600738
#> 88 -0.028601612 0.716139692
#> 89 -2.075623008 -1.433635640
#> 90 0.968329318 1.910235928
#> 91 -0.423390546 0.904956000
#> 92 1.473333261 1.061437005
#> 93 -1.713460700 -0.814159625
#> 94 2.868823617 0.470521141
#> 95 0.495133107 -0.290885796
#> 96 -0.701343261 1.034019588
#> 97 -1.137027579 -0.857961862
#> 98 0.986677495 -2.904900720
#> 99 2.807001869 1.848544512
#> 100 0.363994625 0.937650264
#> 101 1.653348506 2.778306102
#> 102 -2.425381548 -2.333075782
#> 103 0.839520189 2.641428157
#> 104 -1.154262376 -0.440675586
#> 105 1.919043660 0.791504523
#> 106 -0.966835653 0.601896663
#> 107 -0.058465467 -3.920678318
#> 108 0.763418388 0.704678692
#> 109 0.568009399 -0.173722467
#> 110 2.701743590 2.011295417
#> 111 -0.357587468 1.784774530
#> 112 -1.110488262 2.165936370
#> 113 -0.459499318 -1.922979181
#> 114 -0.745534861 1.638591718
#> 115 0.480899949 0.870189571
#> 116 0.429240659 0.865203480
#> 117 0.967185135 -0.115244937
#> 118 0.293325620 -1.336770949
#> 119 -1.208970486 -2.112230236
#> 120 1.053881776 0.082452526
#> 121 2.557526433 0.104023664
#> 122 -0.103952541 -0.540742305
#> 123 1.530631775 0.407774541
#> 124 -0.386678099 1.298732124
#> 125 1.888391576 0.869044314
#> 126 -2.067493252 -0.940092086
#> 127 2.835983464 -1.128447802
#> 128 0.133896121 -1.190852544
#> 129 -1.542468136 -1.324694499
#> 130 -1.782778893 -1.165011654
#> 131 -1.494489412 0.763940133
#> 132 1.352186775 1.094644583
#> 133 0.538842841 -2.872340857
#> 134 -1.379928485 2.251183154
#> 135 2.238252669 2.876391746
#> 136 -0.080834578 0.392301691
#> 137 -0.031162917 -1.213354773
#> 138 0.489881331 2.046699009
#> 139 -1.455057210 0.001731497
#> 140 1.565217231 2.249314712
#> 141 -3.737918503 -1.907484048
#> 142 1.341278027 1.356000364
#> 143 0.118026962 -1.928796251
#> 144 -0.264168907 -0.825583095
#> 145 0.751908946 -0.403823573
#> 146 -0.361384119 -0.092804391
#> 147 -0.454701410 2.299852194
#> 148 -1.325814501 -1.492300282
#> 149 1.947428657 0.476672512
#> 150 -0.476843143 0.327917217
#> 151 -0.597703949 -2.440423853
#> 152 -1.353123542 0.205680632
#> 153 -1.654065751 -2.156476114
#> 154 -0.682331921 -0.410658998
#> 155 0.212810291 -2.180878471
#> 156 1.706160266 0.321674105
#> 157 -1.826546422 0.954278041
#> 158 1.433560481 2.394331952
#> 159 0.812558499 -0.580520969
#> 160 1.065915287 1.057104058
#> 161 2.769240845 1.082025972
#> 162 -0.398000399 0.086244274
#> 163 0.263295236 1.438270626
#> 164 3.150367342 -0.946518199
#> 165 -0.355591593 1.845068074
#> 166 -0.373150933 1.569355868
#> 167 -0.410523668 -0.378509079
#> 168 -0.632910187 -0.678146844
#> 169 -0.108090067 -0.340132910
#> 170 -0.065597958 0.736732154
#> 171 -0.113984653 -1.043875924
#> 172 -2.730727983 -0.016616644
#> 173 0.019415401 -2.107844050
#> 174 0.511823815 -0.293149204
#> 175 0.246026157 -0.617374947
#> 176 1.257147988 1.078217071
#> 177 -0.701112740 -1.340492250
#> 178 -1.405992028 1.141623472
#> 179 -1.597005001 -0.789405406
#> 180 0.648128105 -1.097426125
#> 181 -0.194612529 0.036467587
#> 182 -1.887163550 0.840763442
#> 183 -1.440342427 -1.289122002
#> 184 0.052607541 -1.722994039
#> 185 0.434662984 0.143371656
#> 186 0.577774828 2.261772375
#> 187 -0.137318488 -2.346168903
#> 188 -0.794843013 0.011433333
#> 189 -1.849888354 0.216933183
#> 190 1.981821515 -0.125831249
#> 191 0.013055344 -0.957695818
#> 192 0.438797566 1.647163233
#> 193 -0.088471632 -2.544375774
#> 194 0.140505036 -0.995819557
#> 195 -0.335963945 -0.254805071
#> 196 0.527145337 -4.194570714
#> 197 0.209009015 1.591189456
#> 198 1.287588073 0.258369220
#> 199 -1.633565637 -3.005056716
#> 200 -1.169255969 -1.653055960
#> 201 1.531653324 -0.488926319
#> 202 0.937751446 1.375577101
#> 203 -1.570711612 -1.065421027
#> 204 -0.907618551 -0.428577975
#> 205 0.473536574 -1.033897287
#> 206 0.531301647 -0.004407661
#> 207 0.283466123 -0.204148239
#> 208 -0.684419775 2.332909354
#> 209 -0.178408364 -2.709839743
#> 210 0.937754153 -2.753336743
#> 211 -0.008777581 1.082606641
#> 212 -0.287760924 -0.398936128
#> 213 -2.279528451 -0.845279227
#> 214 -3.440213956 -1.457873876
#> 215 3.289398034 -0.808247529
#> 216 1.486605108 -0.152911624
#> 217 -0.549751166 -0.640341001
#> 218 -2.190759135 -2.588264259
#> 219 -0.209784205 0.527467467
#> 220 2.007665952 -0.556818330
#> 221 -1.396480974 1.035145502
#> 222 2.277445290 -1.163668084
#> 223 -0.170927416 2.273658446
#> 224 -2.437601973 0.493989990
#> 225 0.371714164 0.144198979
#> 226 -0.051964445 0.139261328
#> 227 -0.239416799 1.334365259
#> 228 1.939914902 -1.203558562
#> 229 1.586328385 0.655768355
#> 230 0.966237398 1.638703824
#> 231 0.090741497 -1.007530203
#> 232 1.329766224 2.153527228
#> 233 -1.795468573 -0.041919890
#> 234 1.674000437 -2.147363498
#> 235 -0.260583388 0.014614261
#> 236 0.688960006 -0.784134705
#> 237 0.049548312 -1.048927216
#> 238 0.998396271 -0.309403123
#> 239 -1.957746782 -2.948447692
#> 240 1.185770247 1.491640190
#> 241 -0.207698123 0.115277687
#> 242 -0.332989719 -0.830354270
#> 243 1.717236870 -0.668224988
#> 244 -2.217393584 0.790461675
#> 245 -1.573673632 -1.740832110
#> 246 1.457832905 0.478363374
#> 247 -1.302479309 -0.964645374
#> 248 1.485027242 -0.492834653
#> 249 0.596847586 0.263620338
#> 250 -0.818842719 -1.075537315
#> 251 -1.073642466 0.529556661
#> 252 1.471271770 -3.036675769
#> 253 -1.454614031 0.012345361
#> 254 1.043466230 2.074861029
#> 255 1.751930695 2.618763289
#> 256 1.258187656 -0.115471841
#> 257 -1.426821553 0.936471113
#> 258 0.873947089 2.727698752
#> 259 1.750185848 0.994178554
#> 260 -1.875552914 1.262094447
#> 261 -1.739151458 -0.042740777
#> 262 -0.275241146 0.747718942
#> 263 0.701527140 -0.131291609
#> 264 -1.798043736 -0.331822514
#> 265 -0.441082468 0.760837686
#> 266 0.800984617 -2.499713545
#> 267 0.294451342 -0.545746283
#> 268 0.119522844 1.907420758
#> 269 -0.423016133 1.598679296
#> 270 0.870779526 0.925073223
#> 271 3.054402901 1.868050824
#> 272 -0.923080956 -0.494593279
#> 273 -0.048625899 0.602112175
#> 274 0.588644011 -1.326795793
#> 275 -1.908249300 -0.887532286
#> 276 -0.893748146 -2.623667429
#> 277 -0.846534900 -0.443907354
#> 278 -1.557466433 -1.020949478
#> 279 2.254243555 -0.129012689
#> 280 0.034552286 -0.939509161
#> 281 -0.649882103 1.174428857
#> 282 -1.161196146 -1.304290428
#> 283 -1.083360689 1.411916154
#> 284 -0.546671612 0.343527046
#> 285 -0.975519549 1.565580758
#> 286 1.370533717 1.164937427
#> 287 -1.055641736 -0.961080358
#> 288 -2.459679226 -0.805759805
#> 289 4.711779207 1.764992519
#> 290 -3.012148048 -0.119563692
#> 291 -0.103543372 -0.608050190
#> 292 0.709030406 0.205738308
#> 293 -0.080327622 0.972480340
#> 294 0.504281729 2.339580028
#> 295 1.626523556 -1.747347555
#> 296 0.926511519 0.149222856
#> 297 -0.486912544 -0.689102786
#> 298 -0.588506612 -1.031210530
#> 299 -0.514570823 -1.595834950
#> 300 -0.124715521 0.283335664
#> 301 1.281882889 2.369003409
#> 302 -1.761819335 -0.632116344
#> 303 0.459887007 -0.672712148
#> 304 -0.264587667 0.636453931
#> 305 -0.289621763 1.836291701
#> 306 -0.730548611 2.285230239
#> 307 -0.742955166 2.519698667
#> 308 -2.105157750 -1.826675535
#> 309 1.465861628 0.683488185
#> 310 -0.160476032 -1.709983457
#> 311 2.283020240 -0.641539942
#> 312 -0.649001033 -0.212650153
#> 313 2.861904096 1.350569808
#> 314 1.035182485 0.942215783
#> 315 1.223456207 2.303923251
#> 316 0.572894213 -0.893361228
#> 317 -0.396200452 -1.417364045
#> 318 0.118005716 0.409889821
#> 319 1.326027383 2.428530172
#> 320 -1.029947935 -2.617613277
#> 321 0.719820825 0.090244850
#> 322 -0.194117041 1.067515165
#> 323 0.050064827 -0.743729135
#> 324 0.341798042 0.468387997
#> 325 0.546266824 0.818922940
#> 326 -0.269270475 0.578721791
#> 327 -0.014305555 -2.283630909
#> 328 -0.673895353 -1.175553214
#> 329 2.863907238 0.443614044
#> 330 3.208651960 0.162457826
#> 331 0.234914537 -0.853271299
#> 332 -3.085789082 0.751589101
#> 333 -1.996812826 2.025418271
#> 334 1.647797830 -0.522609662
#> 335 0.985480368 0.529951521
#> 336 -0.901599519 -3.648177959
#> 337 -0.754733875 -0.064328967
#> 338 0.659914546 -1.375496891
#> 339 0.741726800 2.054742330
#> 340 2.068387519 0.807151376
#> 341 -0.473370801 0.518937770
#> 342 2.837645113 1.931506120
#> 343 -2.551390385 -0.945605191
#> 344 -0.400972375 -2.528523679
#> 345 -2.413266586 0.311173891
#> 346 1.021130989 1.977908367
#> 347 -0.222126526 -2.619727869
#> 348 1.105715781 -1.282860762
#> 349 -1.195442948 0.685173506
#> 350 1.711245478 -1.218361067
#> 351 -2.238895256 -2.900624465
#> 352 -1.374782870 -1.611930014
#> 353 -0.679145801 0.231757292
#> 354 -0.464353135 -2.640765616
#> 355 -0.595064548 -1.226575291
#> 356 -0.419899084 -0.246554167
#> 357 -1.001284467 1.171259558
#> 358 0.633009108 -1.116729952
#> 359 0.171934075 0.827317894
#> 360 -2.022872516 -0.272583155
#> 361 -1.402680444 -1.089877945
#> 362 0.327971361 -1.065188302
#> 363 -1.586713280 1.815011281
#> 364 1.776361674 0.334781740
#> 365 -2.476463866 0.795220002
#> 366 -0.315719201 -1.067351909
#> 367 0.594017113 -0.524044711
#> 368 0.467896810 -0.145162489
#> 369 0.843227286 0.641130840
#> 370 -0.378263211 0.161744638
#> 371 -1.882654126 0.111625793
#> 372 1.467681552 -0.989720771
#> 373 -2.129683775 0.716563769
#> 374 -0.781575862 -1.199562377
#> 375 0.026587246 0.217611663
#> 376 -1.839821121 -0.328917503
#> 377 0.797616011 -2.847612614
#> 378 2.001775000 -0.805650500
#> 379 -0.290820050 0.338137505
#> 380 -1.041385262 -1.096242549
#> 381 -0.512270711 -1.935739396
#> 382 1.256419966 2.445771316
#> 383 -0.569677592 0.066081113
#> 384 -2.430162047 -0.528720496
#> 385 0.018590691 0.197909123
#> 386 -1.014291147 1.641271501
#> 387 0.157332258 1.724188986
#> 388 1.130574422 -0.113248717
#> 389 0.523905372 1.929418684
#> 390 1.408355213 1.170179241
#> 391 -2.213647946 -3.368703899
#> 392 -1.980227586 -2.678858319
#> 393 -1.150000904 1.470848835
#> 394 0.584855957 1.716788974
#> 395 -2.953402837 -1.661312135
#> 396 0.754738230 -0.438183833
#> 397 0.023543763 -0.245332430
#> 398 -1.831055137 -1.035612038
#> 399 0.295233874 1.144091773
#> 400 -0.635982607 -1.342196983
# extract simulations from the model for refit (often requires different structure)
x = getSimulations(fittedModel, nsim = 2, type = "refit")
getRefit(fittedModel, x[[1]])
#>
#> Call:
#> lm(formula = observedResponse ~ Environment1, data = newData)
#>
#> Coefficients:
#> (Intercept) Environment1
#> -0.0909 1.3122
#>
getRefit(fittedModel, getObservedResponse(fittedModel))
#>
#> Call:
#> lm(formula = observedResponse ~ Environment1, data = newData)
#>
#> Coefficients:
#> (Intercept) Environment1
#> -0.05796 1.13268
#>
# get data frame that was used to fit the model
getData(fittedModel)
#> ID observedResponse Environment1 group time x y
#> 1 1 -1.592242554 -8.893163e-01 1 145 0.199477131 0.879356435
#> 2 2 0.559728095 4.725652e-01 1 53 0.583984294 0.862800633
#> 3 3 -1.287841126 -3.666875e-01 1 309 0.429551339 0.296756323
#> 4 4 1.177379360 3.748999e-01 1 221 0.717594296 0.042356537
#> 5 5 -1.171417834 -8.690365e-01 1 101 0.029899485 0.701592657
#> 6 6 -0.717450618 -7.450057e-01 1 114 0.912214111 0.952576993
#> 7 7 -1.849851965 -8.524304e-01 1 291 0.178315598 0.320563728
#> 8 8 0.878770975 2.130435e-01 1 139 0.106320673 0.181461868
#> 9 9 0.589549367 4.096284e-01 1 373 0.356771208 0.613208192
#> 10 10 0.573028744 -1.130132e-01 1 49 0.550781276 0.882713522
#> 11 11 0.949495752 3.691744e-01 1 386 0.169913360 0.213947972
#> 12 12 -0.524491380 -1.753214e-01 1 361 0.671763400 0.034570913
#> 13 13 0.014424821 -6.254195e-03 1 384 0.824021932 0.807138722
#> 14 14 0.733615707 -7.822194e-01 1 357 0.718895234 0.433437123
#> 15 15 0.361671134 7.139919e-01 1 272 0.965023084 0.837691105
#> 16 16 -0.723793320 -3.417139e-01 1 138 0.388055936 0.943121249
#> 17 17 -1.178485606 -5.187503e-01 1 388 0.723335136 0.395282103
#> 18 18 0.971732919 -1.649987e-03 1 110 0.231859095 0.031013549
#> 19 19 0.419451424 -4.606011e-01 1 109 0.975626399 0.076338634
#> 20 20 1.306272265 5.171110e-01 1 191 0.313504281 0.824908257
#> 21 21 -1.825564180 -8.809737e-01 1 30 0.763098684 0.419866082
#> 22 22 0.914157120 -2.747292e-01 1 265 0.092006417 0.404849869
#> 23 23 -0.111954174 1.684651e-01 1 85 0.440552688 0.694187664
#> 24 24 -1.392182246 -6.847336e-01 1 135 0.805486420 0.159462170
#> 25 25 1.745170097 8.459132e-01 1 159 0.317590814 0.999044563
#> 26 26 0.166596980 8.448863e-01 1 377 0.230084511 0.934719606
#> 27 27 -0.304334552 5.074284e-02 1 121 0.612875934 0.772101476
#> 28 28 0.683304111 7.131836e-01 1 369 0.443747320 0.838835246
#> 29 29 0.627058237 4.137267e-01 1 390 0.597079516 0.067793122
#> 30 30 0.698129539 5.319152e-01 1 255 0.476158221 0.121962972
#> 31 31 -0.770017207 5.224554e-01 1 210 0.485731619 0.434576213
#> 32 32 -2.905131301 -3.428169e-02 1 243 0.126745931 0.583684261
#> 33 33 -0.515851718 6.107152e-01 1 83 0.204244259 0.241840783
#> 34 34 -0.169881640 -5.777895e-01 1 378 0.066887534 0.361149206
#> 35 35 -2.508999673 -3.959086e-01 1 164 0.961719896 0.429662551
#> 36 36 -0.114195244 -1.682052e-01 1 95 0.536166466 0.642585398
#> 37 37 -2.023606422 -3.132907e-02 1 84 0.706230117 0.182172291
#> 38 38 1.546712640 1.054845e-01 1 2 0.941066182 0.954393909
#> 39 39 -1.284210443 -3.261176e-01 1 72 0.982780407 0.484091900
#> 40 40 -0.332140270 -4.013416e-02 1 190 0.436702076 0.355324870
#> 41 41 1.793961010 6.246333e-01 2 204 0.972245229 0.838830331
#> 42 42 0.734715608 5.787953e-01 2 67 0.477120275 0.624847910
#> 43 43 -0.569794265 -1.992257e-01 2 374 0.060537311 0.320187763
#> 44 44 3.133457806 6.117645e-01 2 46 0.295640933 0.149690494
#> 45 45 1.585772635 4.279556e-01 2 271 0.413248395 0.011611165
#> 46 46 -0.146519661 3.436418e-01 2 344 0.427455993 0.622124105
#> 47 47 2.589178453 7.363813e-01 2 176 0.496558496 0.180299369
#> 48 48 -0.967815365 -6.848582e-01 2 9 0.397743691 0.220943774
#> 49 49 0.006466519 9.604492e-01 2 394 0.711657348 0.131821941
#> 50 50 0.669074559 -2.758463e-01 2 96 0.194872827 0.849593749
#> 51 51 1.476669023 5.108163e-01 2 312 0.365251172 0.801271562
#> 52 52 0.380758363 -6.938476e-01 2 281 0.449513688 0.773663009
#> 53 53 0.321528606 -3.609779e-01 2 268 0.145373087 0.397459069
#> 54 54 1.707568168 8.954524e-02 2 233 0.399950429 0.155827570
#> 55 55 0.175475808 6.692640e-01 2 297 0.871705520 0.898915792
#> 56 56 0.709094948 3.265797e-02 2 171 0.644493954 0.597686199
#> 57 57 0.706706638 3.628762e-01 2 276 0.105897021 0.486602945
#> 58 58 1.468723158 6.640369e-01 2 227 0.102266141 0.821700876
#> 59 59 0.717929371 4.346637e-01 2 111 0.525694385 0.878452622
#> 60 60 1.193607119 -9.247003e-01 2 211 0.346796814 0.222765155
#> 61 61 -0.817968546 -2.820099e-01 2 113 0.747332335 0.736051378
#> 62 62 1.144490283 7.827747e-01 2 154 0.603426185 0.104097383
#> 63 63 0.778332868 6.762818e-01 2 178 0.962824340 0.670663750
#> 64 64 1.660996534 2.471081e-01 2 52 0.300302361 0.078656831
#> 65 65 -0.760196135 -8.484165e-01 2 346 0.111698335 0.731665690
#> 66 66 1.054769835 -1.758487e-01 2 70 0.943335325 0.032239400
#> 67 67 0.868877387 -1.066360e-01 2 179 0.588079198 0.281284302
#> 68 68 1.889428434 8.751076e-01 2 270 0.127369080 0.857478912
#> 69 69 -0.415575534 -3.457133e-01 2 289 0.985536955 0.719410597
#> 70 70 1.211649362 4.552179e-01 2 147 0.906287988 0.721810037
#> 71 71 -1.182916091 -7.003565e-01 2 168 0.045391623 0.123375983
#> 72 72 2.818366074 8.275839e-01 2 60 0.846209673 0.573640860
#> 73 73 1.368716895 3.113074e-01 2 183 0.294079163 0.532051181
#> 74 74 1.121817941 9.325804e-01 2 76 0.157467319 0.749823408
#> 75 75 0.963099765 -6.448838e-01 2 242 0.410632732 0.330684971
#> 76 76 0.962880771 -1.702653e-01 2 19 0.552585268 0.935291014
#> 77 77 0.879138733 3.344870e-01 2 239 0.112128901 0.175102856
#> 78 78 2.655826039 7.905769e-01 2 331 0.411011206 0.373577150
#> 79 79 1.243466483 8.393686e-01 2 74 0.793017752 0.980106801
#> 80 80 0.787579331 -8.306515e-01 2 94 0.758766704 0.715856454
#> 81 81 1.424104377 1.256384e-01 3 51 0.891584671 0.700140635
#> 82 82 0.840557750 -3.108196e-05 3 185 0.110904346 0.178190715
#> 83 83 -1.479508666 -4.947195e-01 3 177 0.877876925 0.760961780
#> 84 84 2.158882681 1.459625e-02 3 3 0.473394848 0.011924925
#> 85 85 0.336802005 9.468225e-01 3 148 0.917291111 0.255241534
#> 86 86 0.738774898 -4.147099e-02 3 66 0.759138011 0.588849400
#> 87 87 -1.150315307 -4.417968e-02 3 341 0.577482962 0.821189357
#> 88 88 1.281063211 7.432137e-01 3 296 0.198099477 0.122871104
#> 89 89 0.195298813 -8.346640e-01 3 93 0.309793587 0.188884929
#> 90 90 0.010833386 2.963225e-01 3 36 0.353956025 0.579586287
#> 91 91 -0.440498785 -8.413980e-01 3 320 0.271477419 0.446556051
#> 92 92 0.129840132 2.996413e-01 3 144 0.267589727 0.016811037
#> 93 93 -0.129473424 -2.472835e-01 3 17 0.677898928 0.912781301
#> 94 94 1.589405966 3.965344e-01 3 54 0.750230154 0.356295172
#> 95 95 1.045416827 -2.376392e-01 3 252 0.300367868 0.427779862
#> 96 96 0.912829275 7.977838e-03 3 16 0.265419236 0.808892183
#> 97 97 0.811567351 -4.326522e-01 3 216 0.804201038 0.593612075
#> 98 98 -0.232989672 -9.641873e-01 3 399 0.792185194 0.490172477
#> 99 99 0.907268721 6.624264e-01 3 14 0.179185090 0.758830639
#> 100 100 1.462053895 2.263635e-01 3 129 0.172956363 0.071096115
#> 101 101 0.998269122 8.262220e-01 3 258 0.856912494 0.935980518
#> 102 102 0.575014441 -2.030542e-01 3 303 0.251702836 0.760470806
#> 103 103 1.787489294 4.111536e-01 3 153 0.568295718 0.633441333
#> 104 104 0.667260725 -8.798280e-01 3 254 0.357606535 0.207749507
#> 105 105 1.514978409 8.774321e-01 3 32 0.148618686 0.533412202
#> 106 106 0.843052374 -2.223409e-01 3 140 0.650486925 0.936067935
#> 107 107 -0.092654154 -7.580565e-01 3 89 0.435179444 0.648169951
#> 108 108 0.034800492 7.512247e-02 3 241 0.883908674 0.899213058
#> 109 109 1.016068989 -3.823908e-01 3 375 0.636726732 0.814262110
#> 110 110 3.315095715 9.521442e-01 3 198 0.164528796 0.374091952
#> 111 111 3.106289379 8.705371e-01 3 310 0.199863799 0.296959302
#> 112 112 0.490798991 -4.315743e-01 3 59 0.714338038 0.304467843
#> 113 113 1.425157946 2.556815e-01 3 247 0.825510777 0.116311841
#> 114 114 1.312107248 2.224764e-01 3 188 0.737328004 0.662798426
#> 115 115 0.518828418 1.315149e-01 3 124 0.021332991 0.005318356
#> 116 116 -0.657172815 -4.140953e-02 3 81 0.425617512 0.538071736
#> 117 117 2.890516011 -1.826012e-01 3 200 0.756140050 0.131336366
#> 118 118 -0.348711491 -3.736734e-02 3 20 0.114751723 0.626180244
#> 119 119 -0.301682034 -8.726248e-01 3 358 0.883026848 0.121016076
#> 120 120 0.300242174 6.537595e-03 3 249 0.009192882 0.590362569
#> 121 121 0.813739099 8.807374e-01 4 379 0.272796683 0.122937602
#> 122 122 1.573055136 6.241966e-02 4 189 0.194986625 0.550785727
#> 123 123 0.426263391 7.206401e-01 4 91 0.622359142 0.070260666
#> 124 124 0.278461033 9.069967e-01 4 293 0.904553554 0.869114507
#> 125 125 1.217550502 -8.318870e-03 4 194 0.617351545 0.725687773
#> 126 126 -1.265598103 -9.701197e-01 4 56 0.252712165 0.938063414
#> 127 127 0.597368015 -2.073420e-01 4 372 0.051696324 0.733751648
#> 128 128 -1.301348215 -8.260822e-01 4 260 0.300248861 0.667785229
#> 129 129 -1.732078220 -9.493933e-01 4 97 0.269229455 0.450763496
#> 130 130 -0.029573473 -9.075383e-02 4 261 0.645062748 0.283580607
#> 131 131 1.448270489 -4.145568e-02 4 141 0.449549774 0.947302491
#> 132 132 -0.044341088 4.018170e-01 4 18 0.582194419 0.377253475
#> 133 133 -2.095715395 -8.633155e-01 4 334 0.399940117 0.360011843
#> 134 134 -0.828752271 -4.900395e-01 4 21 0.408916204 0.455715711
#> 135 135 0.083171315 9.658682e-01 4 232 0.054693036 0.842567949
#> 136 136 -0.724348875 1.951004e-01 4 193 0.419555162 0.245685665
#> 137 137 -0.187417905 -1.703296e-01 4 116 0.926441971 0.498560909
#> 138 138 1.031821098 9.911056e-01 4 115 0.676785697 0.715986222
#> 139 139 -0.241626177 5.075476e-01 4 1 0.329115234 0.414327591
#> 140 140 -2.242564355 -3.829542e-01 4 5 0.477022480 0.202916539
#> 141 141 -0.864157262 -9.421094e-01 4 327 0.620559831 0.643463938
#> 142 142 -0.279436635 8.469023e-01 4 195 0.692357268 0.874609930
#> 143 143 -0.493871278 1.980422e-02 4 99 0.966529578 0.873329190
#> 144 144 1.079484642 2.706198e-01 4 73 0.015543978 0.626617463
#> 145 145 -0.645927317 -5.561108e-03 4 264 0.440720711 0.598452726
#> 146 146 -0.647104191 -1.078089e-01 4 283 0.776922688 0.471189901
#> 147 147 1.311221789 5.121779e-01 4 342 0.348765767 0.982502128
#> 148 148 -0.610078453 -9.023341e-01 4 311 0.863617032 0.255766931
#> 149 149 -0.190020454 3.998308e-02 4 299 0.446902968 0.749715844
#> 150 150 1.590113842 -6.948688e-01 4 340 0.171251597 0.543292529
#> 151 151 -0.071070100 -1.595155e-01 4 225 0.274096071 0.598447826
#> 152 152 -0.861265974 -9.915356e-02 4 127 0.519062527 0.197073488
#> 153 153 -1.762133058 -7.088855e-01 4 166 0.937640999 0.599452178
#> 154 154 -0.889941327 -9.739453e-01 4 88 0.032698097 0.251655021
#> 155 155 -0.454117234 -8.404863e-01 4 160 0.497474117 0.546023334
#> 156 156 -0.012647811 6.742390e-01 4 348 0.321559362 0.074051575
#> 157 157 -0.630755296 -4.910268e-01 4 332 0.847822715 0.465196968
#> 158 158 -1.640842406 2.698831e-01 4 126 0.224969887 0.945959866
#> 159 159 0.119877508 -9.421898e-01 4 41 0.810433388 0.447101043
#> 160 160 0.166411667 4.749752e-01 4 120 0.271797371 0.461462206
#> 161 161 -1.457518935 7.546597e-01 5 308 0.242453440 0.976521860
#> 162 162 1.191853710 8.029692e-01 5 69 0.485994895 0.203966472
#> 163 163 -1.000412639 8.635370e-01 5 122 0.205391544 0.663044259
#> 164 164 0.387121952 2.855065e-01 5 170 0.444512726 0.375153565
#> 165 165 -1.653141492 -2.569041e-01 5 218 0.392206888 0.250073291
#> 166 166 0.842502365 3.496219e-01 5 329 0.268164185 0.269940071
#> 167 167 -2.567254712 -9.292003e-01 5 63 0.311854782 0.459134431
#> 168 168 -0.050097828 1.121074e-01 5 294 0.600152456 0.413485909
#> 169 169 -2.032679720 -9.188157e-01 5 360 0.450847804 0.032312279
#> 170 170 0.757949453 7.930540e-01 5 45 0.358468074 0.231488575
#> 171 171 -2.519659504 -6.926916e-01 5 285 0.618446800 0.500406591
#> 172 172 -2.644762777 -6.567005e-01 5 277 0.479318832 0.535151489
#> 173 173 -1.394508897 -9.111056e-01 5 393 0.973428039 0.294152861
#> 174 174 -1.310600219 -2.491191e-01 5 103 0.953453241 0.134358325
#> 175 175 -2.110185536 -8.261023e-01 5 368 0.008839403 0.856149428
#> 176 176 1.005102172 9.155884e-01 5 263 0.016964083 0.422478431
#> 177 177 -2.446026257 -7.078953e-01 5 40 0.992123216 0.073473442
#> 178 178 -2.033706245 -5.628297e-01 5 133 0.953158045 0.292043518
#> 179 179 -1.110817397 1.986051e-01 5 102 0.526335253 0.608757214
#> 180 180 -0.932528809 -7.812028e-01 5 79 0.236408753 0.085898707
#> 181 181 -0.201788576 -4.950028e-01 5 215 0.288439897 0.565948771
#> 182 182 -1.992201691 -2.244931e-01 5 290 0.838986614 0.568656943
#> 183 183 -3.355619655 -7.179696e-03 5 273 0.491858197 0.678461628
#> 184 184 -2.473480829 -6.979399e-01 5 295 0.090879056 0.443921072
#> 185 185 1.070681531 2.540066e-01 5 298 0.857492797 0.836907787
#> 186 186 -1.875903228 5.027757e-01 5 229 0.700635273 0.064718556
#> 187 187 -1.229789895 -6.580616e-01 5 134 0.650143886 0.587782402
#> 188 188 -1.187030453 3.591847e-01 5 128 0.077726849 0.632536641
#> 189 189 -1.232065079 7.122120e-01 5 68 0.827409064 0.443574427
#> 190 190 -3.637145250 -8.694979e-01 5 86 0.733814766 0.845813606
#> 191 191 -1.203038300 -3.237671e-01 5 219 0.634353259 0.455814537
#> 192 192 1.154529414 7.733079e-01 5 202 0.586720758 0.930111768
#> 193 193 -0.517827608 -4.152594e-02 5 389 0.501828746 0.430332942
#> 194 194 -1.535725129 2.499063e-01 5 71 0.329058710 0.682514768
#> 195 195 -0.164060000 -7.035866e-02 5 117 0.191758204 0.236001233
#> 196 196 -0.887262355 -6.074515e-01 5 336 0.467419029 0.479169736
#> 197 197 0.286960298 4.321653e-01 5 15 0.375164964 0.890267453
#> 198 198 -2.510966302 9.344442e-01 5 48 0.397751969 0.929982058
#> 199 199 -2.464262365 -5.643175e-01 5 324 0.674343067 0.031079421
#> 200 200 -1.749903929 -2.928433e-01 5 234 0.240476151 0.985877633
#> 201 201 1.206075472 8.321386e-01 6 349 0.965588958 0.337149421
#> 202 202 0.239228419 5.298101e-01 6 385 0.309153641 0.959368740
#> 203 203 -0.387706494 -5.440981e-01 6 57 0.671876971 0.954818794
#> 204 204 -3.254266413 -6.434391e-01 6 112 0.048065404 0.167755768
#> 205 205 1.306128581 1.408192e-01 6 58 0.924215690 0.615133506
#> 206 206 0.347478674 3.007974e-01 6 31 0.313141502 0.271306584
#> 207 207 -0.003827653 8.723648e-01 6 224 0.013006973 0.866738359
#> 208 208 1.245961059 8.198682e-01 6 44 0.584414817 0.488947999
#> 209 209 -2.293143014 -8.294418e-01 6 162 0.854118977 0.672926697
#> 210 210 -1.619146632 -5.340212e-01 6 282 0.625507362 0.218943241
#> 211 211 0.612851189 -3.237866e-01 6 301 0.405085725 0.936556067
#> 212 212 1.551830366 6.109856e-01 6 197 0.256433804 0.662005346
#> 213 213 -1.141236947 -9.549823e-01 6 238 0.342583929 0.302479265
#> 214 214 -2.177761131 -6.503491e-01 6 157 0.830202789 0.878270554
#> 215 215 -1.216173764 3.223416e-01 6 163 0.469027361 0.335347777
#> 216 216 -0.181733629 3.088753e-01 6 172 0.675021004 0.743145725
#> 217 217 -0.449033500 -8.522431e-03 6 78 0.291938367 0.829320022
#> 218 218 -1.221801538 -2.721480e-01 6 370 0.098627748 0.827992635
#> 219 219 -0.558060497 -2.209483e-01 6 230 0.237414594 0.879678273
#> 220 220 0.206812362 6.399786e-01 6 7 0.555549134 0.236010953
#> 221 221 0.025410736 -1.733674e-01 6 137 0.543595176 0.618669572
#> 222 222 -0.133276761 -3.098372e-02 6 25 0.971998505 0.156892416
#> 223 223 1.029134089 7.418308e-01 6 201 0.437156102 0.004421249
#> 224 224 -3.211447574 -6.950229e-01 6 118 0.955705870 0.147489747
#> 225 225 0.458973417 5.293312e-01 6 330 0.333441497 0.499551932
#> 226 226 -0.966510927 -6.481327e-01 6 174 0.045903709 0.004113976
#> 227 227 2.228012529 5.551866e-01 6 376 0.196166182 0.686653677
#> 228 228 2.950982919 3.856633e-01 6 192 0.853080323 0.494851128
#> 229 229 -1.074801043 -9.970840e-01 6 208 0.908824604 0.898885340
#> 230 230 -1.391772877 3.613420e-01 6 269 0.843112557 0.403318495
#> 231 231 -0.117385644 -3.220558e-01 6 383 0.997045664 0.092590692
#> 232 232 0.651202696 6.925158e-01 6 180 0.703208094 0.965384723
#> 233 233 -2.568380062 -8.593818e-01 6 184 0.798400211 0.140129650
#> 234 234 -1.403819625 -1.843263e-01 6 142 0.068220036 0.534642481
#> 235 235 -0.933133278 4.254681e-01 6 27 0.824792399 0.474405249
#> 236 236 1.139063085 1.237876e-01 6 214 0.057763872 0.498142018
#> 237 237 -0.009523554 1.652135e-01 6 391 0.957711962 0.643301960
#> 238 238 -0.034694166 7.267112e-01 6 182 0.597120205 0.741804801
#> 239 239 -0.745896367 -9.743295e-01 6 292 0.739486530 0.044716732
#> 240 240 1.177414494 8.924386e-01 6 108 0.401243228 0.687543305
#> 241 241 1.459456980 -3.650717e-01 7 304 0.554216495 0.982989107
#> 242 242 -1.626637266 -8.628904e-01 7 143 0.809722278 0.933847893
#> 243 243 2.661404183 7.303451e-01 7 392 0.340783981 0.269321159
#> 244 244 2.512813523 1.558273e-01 7 326 0.025077117 0.465444039
#> 245 245 0.257253831 -8.898939e-01 7 305 0.112052317 0.554767910
#> 246 246 2.241047086 9.672829e-01 7 279 0.088037713 0.962177301
#> 247 247 0.195284077 -6.582161e-01 7 206 0.014188385 0.315246150
#> 248 248 0.863425497 -4.381524e-02 7 387 0.492454295 0.642620473
#> 249 249 0.043069780 9.646915e-02 7 209 0.351720599 0.136336949
#> 250 250 -0.679023603 -6.632888e-01 7 107 0.361342189 0.622009718
#> 251 251 0.991838199 7.328468e-01 7 169 0.371406165 0.917632006
#> 252 252 0.490953134 -2.547951e-01 7 339 0.894407192 0.617060315
#> 253 253 -2.928337515 -7.956670e-01 7 382 0.293643346 0.595194303
#> 254 254 1.170819951 2.306459e-01 7 152 0.242389410 0.611837957
#> 255 255 0.208124813 8.502122e-01 7 12 0.184506678 0.050329916
#> 256 256 1.399296366 2.488014e-01 7 363 0.989715172 0.673614702
#> 257 257 -0.142744227 8.714588e-02 7 146 0.671219645 0.205810227
#> 258 258 1.830372998 8.880876e-01 7 313 0.993356526 0.543890691
#> 259 259 1.530920754 2.308943e-01 7 26 0.771608842 0.117985538
#> 260 260 2.755723123 9.794709e-01 7 13 0.892167262 0.362352582
#> 261 261 -0.831490075 2.567792e-01 7 131 0.612150081 0.629939430
#> 262 262 -0.467198225 -6.730206e-01 7 43 0.556894309 0.737496854
#> 263 263 1.674427464 4.869971e-01 7 132 0.683550562 0.584636506
#> 264 264 0.210634190 2.093354e-01 7 226 0.972024448 0.941719264
#> 265 265 -0.155792371 -3.252222e-01 7 130 0.074386333 0.376603871
#> 266 266 -1.310138200 -7.121391e-01 7 213 0.726556594 0.962965701
#> 267 267 0.271897999 5.932317e-01 7 175 0.496789355 0.146310248
#> 268 268 2.348188921 8.965722e-01 7 396 0.553038771 0.007257867
#> 269 269 1.403757336 6.319194e-01 7 38 0.038929125 0.965315568
#> 270 270 0.553898207 6.758128e-01 7 367 0.678434599 0.166301752
#> 271 271 0.912288469 6.495414e-01 7 246 0.064655762 0.171747994
#> 272 272 0.481494348 -1.226495e-01 7 371 0.748241499 0.789279980
#> 273 273 -0.904114800 -8.896924e-01 7 161 0.106193973 0.611474900
#> 274 274 -0.152527321 -3.292004e-01 7 317 0.789785741 0.338312719
#> 275 275 0.152565305 -5.991819e-01 7 64 0.704218375 0.287723623
#> 276 276 0.614988876 -8.561017e-01 7 306 0.100346944 0.368216897
#> 277 277 0.721012137 1.861485e-01 7 322 0.908526638 0.925946642
#> 278 278 0.943534946 -1.456800e-01 7 186 0.581846439 0.174622204
#> 279 279 1.367970953 4.496386e-01 7 323 0.139723739 0.149479897
#> 280 280 1.223465506 7.438109e-01 7 328 0.874842732 0.420215640
#> 281 281 -1.806283510 1.369960e-01 8 325 0.432252243 0.138790163
#> 282 282 -2.539443162 -5.331166e-01 8 151 0.963269803 0.779553430
#> 283 283 -1.323336467 4.654562e-02 8 228 0.082337690 0.966057628
#> 284 284 -1.315771918 5.177041e-01 8 245 0.747941828 0.717898431
#> 285 285 -0.786021596 9.105185e-01 8 34 0.896145597 0.297139464
#> 286 286 0.168945628 7.390642e-01 8 22 0.745073973 0.722648044
#> 287 287 -1.846593537 -7.991147e-01 8 106 0.149809171 0.365180259
#> 288 288 -3.261294631 -5.726494e-01 8 104 0.713860028 0.374927431
#> 289 289 0.283609307 9.138816e-01 8 4 0.870627821 0.508604887
#> 290 290 -2.030434522 -3.276924e-01 8 359 0.156567980 0.248804172
#> 291 291 0.079574413 9.265980e-01 8 24 0.566215595 0.493327640
#> 292 292 -0.742475193 9.319292e-01 8 262 0.378480757 0.469285766
#> 293 293 0.022247528 6.233961e-01 8 302 0.315788750 0.470020817
#> 294 294 -0.528393712 -5.880429e-01 8 337 0.707661758 0.886872158
#> 295 295 -2.406835869 -6.819274e-01 8 222 0.830077263 0.273833821
#> 296 296 -0.875182119 8.174000e-01 8 321 0.936348349 0.560266754
#> 297 297 -1.700773063 1.200372e-01 8 275 0.200380399 0.452436670
#> 298 298 -0.529707020 7.617066e-01 8 256 0.771602216 0.590160819
#> 299 299 -1.295220727 -2.663334e-01 8 365 0.988108253 0.848274675
#> 300 300 -0.467664141 -6.422096e-02 8 380 0.980915578 0.882901931
#> 301 301 -1.263206447 7.106942e-01 8 150 0.245178470 0.522918225
#> 302 302 -3.651366169 -9.796757e-01 8 366 0.381933394 0.082179694
#> 303 303 -2.890129737 7.998270e-02 8 319 0.822506186 0.700267563
#> 304 304 -3.916793891 1.606665e-01 8 23 0.546646819 0.010932875
#> 305 305 -2.460241044 1.401273e-02 8 92 0.146606640 0.671244595
#> 306 306 -0.038432626 7.694269e-01 8 350 0.727276202 0.867157934
#> 307 307 -1.927716308 -1.373681e-01 8 240 0.135107228 0.682557123
#> 308 308 -2.497642646 -8.085378e-01 8 235 0.308895215 0.675154851
#> 309 309 -2.886732078 -3.233813e-01 8 119 0.125260456 0.902073231
#> 310 310 -3.262344015 -6.249374e-01 8 165 0.431580252 0.406072252
#> 311 311 0.666506582 7.371359e-01 8 288 0.321941280 0.306371009
#> 312 312 -2.791779591 -9.303144e-01 8 352 0.223355379 0.502978469
#> 313 313 -2.734642823 6.501082e-01 8 181 0.161336236 0.587240570
#> 314 314 0.286437038 9.321503e-01 8 250 0.625075552 0.597402156
#> 315 315 -1.369873658 6.555126e-01 8 231 0.951440150 0.382365801
#> 316 316 -2.199251424 5.214480e-01 8 347 0.715541541 0.991411269
#> 317 317 -0.157334057 -5.115762e-01 8 223 0.855371855 0.934980881
#> 318 318 -1.306553361 1.011544e-01 8 203 0.468230760 0.422627292
#> 319 319 -1.274755920 3.469258e-01 8 217 0.147443464 0.171057038
#> 320 320 -2.562709969 -1.571997e-01 8 42 0.359968219 0.935474576
#> 321 321 0.907893134 -1.997833e-01 9 259 0.890067159 0.734519189
#> 322 322 1.269098725 9.832090e-02 9 39 0.418165970 0.378917757
#> 323 323 0.241598133 -6.711384e-01 9 274 0.475047304 0.205531115
#> 324 324 -0.591993916 -1.226962e-02 9 173 0.480146063 0.228860673
#> 325 325 1.651435712 8.439541e-01 9 199 0.686089843 0.410306287
#> 326 326 -0.907242493 -6.782529e-01 9 82 0.207094253 0.552160688
#> 327 327 0.641571160 -2.619833e-01 9 47 0.673360624 0.381889128
#> 328 328 -1.692900261 -7.828954e-01 9 362 0.323736732 0.879403285
#> 329 329 0.008581548 1.664208e-01 9 37 0.431532903 0.214657598
#> 330 330 1.599670719 6.957820e-01 9 318 0.500907429 0.333858857
#> 331 331 0.150845571 2.349020e-01 9 353 0.265174356 0.312499193
#> 332 332 -0.702688692 1.027425e-01 9 300 0.744326404 0.537864278
#> 333 333 -0.690195007 -8.333896e-01 9 395 0.924791209 0.944990008
#> 334 334 1.626166471 1.298443e-01 9 187 0.925735886 0.939842219
#> 335 335 0.471815713 -1.099587e-01 9 398 0.972801407 0.713815050
#> 336 336 -1.000353116 -7.820061e-01 9 278 0.083121238 0.386643159
#> 337 337 -0.336924356 -8.710139e-01 9 6 0.661102703 0.624078569
#> 338 338 -0.369467571 -3.132038e-01 9 364 0.646728035 0.211531291
#> 339 339 2.139344058 9.995666e-01 9 123 0.701920462 0.515584137
#> 340 340 -0.097269649 5.321158e-01 9 87 0.957052108 0.741128680
#> 341 341 -1.209587637 -1.924453e-01 9 315 0.720860728 0.474617827
#> 342 342 1.361925025 9.537143e-01 9 196 0.162868386 0.079046843
#> 343 343 -1.640644674 -8.845408e-01 9 50 0.385070939 0.460279068
#> 344 344 1.229876090 -6.019452e-01 9 251 0.928599076 0.609481197
#> 345 345 0.709407708 -6.566888e-01 9 35 0.067074592 0.497957847
#> 346 346 -0.944185085 8.855996e-01 9 267 0.394228014 0.406911905
#> 347 347 -0.250004561 -8.360053e-01 9 400 0.582128592 0.195965067
#> 348 348 0.934225085 -2.379349e-01 9 75 0.790411728 0.245618837
#> 349 349 -0.560020951 -4.438186e-01 9 55 0.757809540 0.957270609
#> 350 350 -0.650436616 7.515899e-02 9 307 0.608223683 0.163238569
#> 351 351 -0.213313495 -8.443362e-01 9 207 0.547169835 0.054521359
#> 352 352 0.335105160 -6.362861e-01 9 220 0.710062356 0.555114864
#> 353 353 1.869136537 9.328590e-01 9 98 0.286695886 0.299262809
#> 354 354 0.070261054 -6.061074e-01 9 354 0.381996564 0.858908121
#> 355 355 -0.323773912 -1.138441e-01 9 105 0.091349644 0.509649098
#> 356 356 0.265121730 -5.889256e-01 9 314 0.757829390 0.188884742
#> 357 357 0.146453125 2.258408e-01 9 236 0.271625773 0.155950033
#> 358 358 -1.586174255 -1.799417e-01 9 11 0.285281549 0.534181796
#> 359 359 1.308382142 9.096102e-01 9 62 0.648967616 0.439743798
#> 360 360 0.174084173 2.519400e-01 9 205 0.464726573 0.269087191
#> 361 361 0.854427955 -7.810295e-01 10 286 0.492474030 0.765089793
#> 362 362 -0.440341100 -3.021637e-01 10 248 0.067050647 0.245055876
#> 363 363 -0.856699077 -4.308152e-01 10 356 0.475139124 0.526854495
#> 364 364 2.050928424 9.739535e-01 10 90 0.802701511 0.570287731
#> 365 365 -1.264535300 -2.091556e-01 10 136 0.384147275 0.674278148
#> 366 366 -0.069511711 -8.458716e-01 10 158 0.762270145 0.614905673
#> 367 367 0.874736404 3.510294e-01 10 155 0.640768266 0.867995533
#> 368 368 0.262643367 -3.216568e-01 10 253 0.448089096 0.357188975
#> 369 369 0.873334053 -2.505264e-01 10 355 0.613180941 0.520912579
#> 370 370 0.417567342 8.762345e-01 10 351 0.805758298 0.792481528
#> 371 371 2.116885834 7.242971e-01 10 284 0.770519382 0.501665092
#> 372 372 -1.126681084 -5.688529e-01 10 266 0.445552375 0.397758947
#> 373 373 1.761224238 -8.437494e-01 10 316 0.050750312 0.284593586
#> 374 374 -0.151142407 -8.075004e-01 10 244 0.017987638 0.514774802
#> 375 375 0.585777259 -4.445561e-01 10 280 0.090125145 0.426254906
#> 376 376 0.174386660 -2.740207e-02 10 381 0.005505989 0.967982659
#> 377 377 0.346989938 8.111060e-01 10 33 0.463330172 0.848889279
#> 378 378 0.680025599 3.813934e-01 10 77 0.661989016 0.024622595
#> 379 379 -0.158783731 -1.416999e-01 10 10 0.037450448 0.555353555
#> 380 380 1.121409546 3.453354e-01 10 343 0.034223222 0.284930738
#> 381 381 -1.338940396 -8.099970e-01 10 333 0.214973611 0.078576384
#> 382 382 1.697714075 4.557601e-01 10 65 0.948033024 0.552384029
#> 383 383 0.613176021 2.067121e-01 10 345 0.079129324 0.264979759
#> 384 384 1.023263934 -5.503323e-01 10 80 0.210136901 0.458047511
#> 385 385 0.017419614 -2.682804e-01 10 149 0.754238864 0.886744967
#> 386 386 -0.687448082 -7.591616e-01 10 8 0.550289732 0.523911501
#> 387 387 -2.716144550 -5.346044e-01 10 237 0.769489009 0.317881760
#> 388 388 1.355374265 7.955849e-01 10 156 0.996310769 0.244573960
#> 389 389 1.401369932 3.086441e-01 10 335 0.376518703 0.154959207
#> 390 390 1.481855506 7.793057e-01 10 100 0.101380856 0.304726769
#> 391 391 1.520198494 -4.303796e-01 10 125 0.633353913 0.279090895
#> 392 392 -0.792845235 4.029468e-01 10 29 0.203818341 0.767784098
#> 393 393 1.949497344 1.766141e-01 10 257 0.948795317 0.086460469
#> 394 394 1.128609019 2.278206e-01 10 61 0.296449123 0.630334228
#> 395 395 0.413782964 -2.688487e-01 10 167 0.245583234 0.754667015
#> 396 396 1.310264996 2.445750e-01 10 212 0.561232190 0.764345243
#> 397 397 1.477370420 9.139482e-01 10 397 0.904200251 0.799205740
#> 398 398 0.387495420 -6.876870e-01 10 287 0.548876721 0.768067560
#> 399 399 0.294252839 -4.576427e-01 10 338 0.239701224 0.835751747
#> 400 400 0.404739504 -5.635068e-01 10 28 0.990694432 0.514152909
#> expectedMean
#> 1 -1.009465455
#> 2 0.352415973
#> 3 -0.486836661
#> 4 0.254750708
#> 5 -0.989185704
#> 6 -0.865154927
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