Skip to contents

Wrapper to get the fitted/predicted response of the model at the response scale.

Usage

getFitted(object, ...)

# Default S3 method
getFitted(object, ...)

# S3 method for class 'gam'
getFitted(object, ...)

# S3 method for class 'HLfit'
getFitted(object, ...)

# S3 method for class 'MixMod'
getFitted(object, ...)

# S3 method for class 'phylolm'
getFitted(object, ...)

# S3 method for class 'phyloglm'
getFitted(object, ...)

# S3 method for class 'brmsfit'
getFitted(object, ...)

Arguments

object

a fitted model.

...

additional parameters to be passed on, usually to the simulate function of the respective model class.

Details

The purpose of this wrapper is to extract the fitted values, which is implemented via predict(model, type = "response") for most model classes.

If you implement this function for a new model class, you should include an option to modify which random effects (REs) are included in the predictions. If this option is not available, it is essential that predictions are provided marginally/unconditionally, i.e. without the RE estimates (because of https://github.com/florianhartig/DHARMa/issues/43), which corresponds to re-form = ~0 in lme4.

Author

Florian Hartig

Examples

testData = createData(sampleSize = 400, family = gaussian())

fittedModel <- lm(observedResponse ~ Environment1 , data = testData)

# response that was used to fit the model
getObservedResponse(fittedModel)
#>   [1] -2.574460652  0.664275841  2.376681558 -1.067957466  0.339797078
#>   [6]  0.218102957 -0.522741256  0.258312203  0.032234980 -0.475778740
#>  [11]  1.402667454 -0.408740968  0.029629108  0.216875853 -1.422314303
#>  [16]  1.160967101 -0.624111331  0.143935077  0.324235048  0.191278766
#>  [21] -0.159448838 -0.278526666 -0.933792638  1.894202262  1.460161480
#>  [26] -1.105077636 -0.688082750  0.138672632  1.660491276  0.667347217
#>  [31]  1.189141322  0.763453916  2.400840335 -1.313472063 -1.285441504
#>  [36] -0.358287983  1.521711408 -1.920066677  1.311266431  1.723127179
#>  [41]  0.781130994 -1.811965140 -1.742818014 -0.579529769 -2.117711204
#>  [46] -0.648610473 -0.922090937 -0.189354482 -0.630777717 -3.628003080
#>  [51] -0.123981964 -0.710116379 -1.557554853  0.451450716 -1.283768833
#>  [56] -0.856441933 -2.212042510 -0.587553631  0.016735054  0.226599048
#>  [61] -1.979744955 -2.504785978 -1.225605585 -1.217136219  1.355269904
#>  [66] -1.097319526 -0.457067812 -1.708545418 -1.862746845 -2.796975155
#>  [71] -0.684726843 -1.896085072 -0.124689297 -2.727552622 -2.171167364
#>  [76] -0.199108306  2.436845859  0.079177784 -2.930107085 -1.612481717
#>  [81] -0.683935853 -0.454686775 -1.182396023  1.603987065  0.101124546
#>  [86]  0.620417772 -1.882837318 -0.894840387  0.105532558 -0.931831899
#>  [91] -0.143638834  1.067986012  0.602718120  0.740318862 -1.393533538
#>  [96] -1.306898408 -1.109300956 -0.183733467 -1.396859402 -1.912863813
#> [101] -1.329881608 -0.696854164  0.748515075  0.167451161  2.029421643
#> [106] -1.727837878 -0.082329726 -3.147442564  0.103100635 -1.756566337
#> [111] -0.430893379 -0.447310838 -1.672839788  0.058130223 -0.507045862
#> [116] -0.423592668  0.397243256 -0.357243095  0.345094880 -0.238971713
#> [121]  0.710897799 -1.091180367 -1.101858817  2.450081203  0.536054713
#> [126]  0.188922161 -0.200682538  1.150937633  2.346417228  2.177975051
#> [131]  1.066237671  3.665700884  2.932061527 -0.872601471  0.277810222
#> [136] -0.435503381  0.350651978  0.906589560  0.219271231 -0.851489715
#> [141] -0.857871799 -0.477401929  1.557483086  1.815372980  1.524442763
#> [146]  1.544988317 -0.243209591  1.651595744  0.856048621  1.649820503
#> [151]  0.798318025  1.696680994  0.624084830 -0.330308924  0.689799271
#> [156] -1.120722621 -0.528273200  1.449545385 -0.410542476  1.404867485
#> [161]  0.519127134 -1.825300964 -0.787184409  1.108701283 -1.187661836
#> [166] -0.092470693  2.008167935  0.168910840 -0.296907941 -2.864087017
#> [171]  0.256174198 -2.384868097 -0.995435168 -1.493053053  1.108203984
#> [176] -0.545443710  0.265911883 -0.952861883  0.896117235 -2.383006898
#> [181] -1.389361685  1.358457409 -0.961952124  1.041926272 -1.321561641
#> [186] -0.563980383  0.266467575 -0.967360496  0.859762208 -0.492098124
#> [191] -0.743176789  0.963669906 -2.165010642  0.258447869  0.803120928
#> [196] -0.524155446 -1.200919909  0.254352862  0.765058198 -2.253554903
#> [201] -0.869050286 -0.249531780 -1.796526905  1.955193954 -2.304632818
#> [206]  2.094994792 -1.788460971 -0.662958187  0.958197264 -1.184522004
#> [211]  0.813413816 -1.244372171  1.319693226  1.309628821 -0.421231267
#> [216] -1.148534804  0.344142266  0.588921516 -0.287796808  1.578706174
#> [221] -0.289911916  0.123609982  3.193516642  0.376047938  1.916949111
#> [226]  0.959646714  1.397753423  0.201541175 -0.675592079  2.561367050
#> [231] -0.170951832 -0.032529634  2.242486093  0.248969818  1.016752866
#> [236]  1.410938215 -1.284870470  1.361472585  1.762629243  1.198307505
#> [241]  0.761188264  3.035128032  1.142750501 -0.142575111  1.200978938
#> [246] -0.255225739  1.073627144  1.000549602 -0.879977091  1.171802111
#> [251]  1.584444836  1.599774511  1.944555475  0.189839334 -0.794334623
#> [256]  2.150827042  0.679798689  2.659691233  1.727231740  1.033871069
#> [261]  0.293927492  2.280777152  1.131884502  1.024036223  0.855131004
#> [266]  2.414629468  0.592938115 -0.876392747 -0.777175197 -0.352944338
#> [271]  2.370067857  2.176435431 -1.093731162  1.716047337  0.694565766
#> [276]  1.341924743 -0.664572737 -1.643531062 -0.806638623 -0.001940975
#> [281]  0.501089537  1.419972959  1.191038782  0.930146399  1.157372840
#> [286]  0.174843881 -0.602278129  1.926157481 -1.113759051 -0.061503115
#> [291]  0.272830678 -1.626802828  2.126458075 -0.440735426  0.126263176
#> [296]  0.416731500 -0.511107599  0.344330940  0.513975824  1.029149266
#> [301]  0.898513327  0.682566607 -1.836619752  0.217352992 -0.304415150
#> [306] -0.816634553  0.628359101  0.291316878 -1.163807552  1.593950994
#> [311] -0.898787846 -2.753232130 -0.992771738 -1.277676905  0.525825783
#> [316]  1.606788983  0.672303878 -1.940491979 -1.333387946 -0.775118676
#> [321]  0.139977828 -0.573764391 -2.098756034 -2.484358939 -0.915448297
#> [326] -0.815815802  0.655358940 -1.293743441 -2.105991812  2.651423205
#> [331] -0.328385557 -1.893022244  0.914731168 -0.257928023  0.718157946
#> [336]  0.346015744 -0.306372355 -2.344641618  0.516390266  0.247224698
#> [341] -0.592774630  0.502205608 -1.642920130 -2.139900119 -1.306750335
#> [346]  0.961005671 -1.434254447 -0.879719861 -2.006008762 -0.784151847
#> [351] -0.973803513 -1.693916925  0.318737607 -0.079332182  0.489912210
#> [356]  0.811854718 -0.273799597 -1.677080885 -0.359814889 -2.071177848
#> [361] -1.161840347 -1.187739978  0.622644782  0.253230267 -1.343249275
#> [366]  0.352849945  0.370708269 -0.781360928 -1.971158609  0.193329216
#> [371]  1.207195074  1.420607197 -1.392833932 -0.572060207 -0.268078318
#> [376] -2.104488742 -0.112724631 -0.626752941  0.338043911 -1.823747994
#> [381] -0.973981166  0.523842593  0.192816390  1.215200294 -0.071231752
#> [386] -2.307303227 -0.994605370 -1.265388408 -0.272252580 -2.123083178
#> [391] -1.177018195  0.901844329  1.038513160 -2.109674427  0.148554240
#> [396] -1.509224469 -1.561272511 -2.248821101  0.071090133 -4.134212708

# 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    2.7370277824  1.085504205
#> 2    0.2578437863 -0.152234710
#> 3    0.1232221520  3.538903807
#> 4    0.2707885657 -0.036387251
#> 5   -0.2809954550  2.028778387
#> 6   -0.2644971828  0.797068124
#> 7   -0.0353386512 -0.068019107
#> 8   -1.1056344917 -3.204828593
#> 9    0.2477974667  1.414926669
#> 10  -1.1754192655 -0.123043425
#> 11  -0.2832521856  0.798659495
#> 12  -2.7163336398 -0.804388841
#> 13   0.2315233862  1.052456093
#> 14  -1.2084357605 -2.364118262
#> 15  -3.2327352046  0.067437497
#> 16   0.0041293779 -2.838431254
#> 17   1.3681412895 -0.354813539
#> 18  -1.8741252284 -0.215764178
#> 19  -1.6624315318  1.610447051
#> 20  -0.8127563454 -1.193230501
#> 21  -1.2308295876 -0.768840753
#> 22  -0.4373792630 -0.845266957
#> 23  -0.9284246525  2.215641953
#> 24  -0.8387071692  0.455791503
#> 25   0.3744121692 -0.095414527
#> 26  -0.0633656330  0.699019248
#> 27   2.1990542832  1.097712480
#> 28   0.8838930093  0.657600428
#> 29   0.3171273837  0.292389011
#> 30  -2.1263611063 -0.204045893
#> 31  -0.9667846803  0.634114247
#> 32  -0.4030585425  2.869159527
#> 33   1.8330922416  0.325664209
#> 34  -2.7300711605 -1.078747495
#> 35  -2.8847055055 -2.334487297
#> 36  -1.8835903562  1.590611061
#> 37   1.8442131997  3.082853282
#> 38  -1.2648013712 -0.580122370
#> 39  -0.4283515395 -0.379567675
#> 40  -1.4970973175 -0.126756153
#> 41  -0.0980325624  1.319253886
#> 42   0.3111946261  1.494393998
#> 43   1.9846600989 -1.482917504
#> 44  -0.3848979458 -0.256252360
#> 45   1.9299917195  2.615252851
#> 46  -1.3319522498  1.512758545
#> 47   1.2298531181 -1.089228260
#> 48   0.3579942292 -1.864293653
#> 49  -0.2228018248 -2.005847525
#> 50  -0.4107697442 -0.407873652
#> 51  -0.5363266070 -0.234218113
#> 52  -1.1296897522 -2.029829491
#> 53  -0.8651820687 -2.983702862
#> 54  -0.1880389779 -1.134658371
#> 55   0.2482771317  0.728730960
#> 56   0.5284741668 -2.690424629
#> 57   1.1101146703 -0.937481327
#> 58  -0.7770379073 -1.101763173
#> 59   2.1624303360  2.644357786
#> 60   0.2733798065 -1.245071054
#> 61  -1.3930564926 -1.270127051
#> 62   0.2230560073 -0.073087967
#> 63   0.0760642828  0.001031019
#> 64   0.0404906517 -0.584818460
#> 65   0.8194195917  0.923760505
#> 66  -2.2576279599 -0.488211417
#> 67   0.0959689432  0.611161609
#> 68  -0.0116935278  0.012413045
#> 69  -2.6617282287 -0.544004379
#> 70   2.1995700783 -1.839963688
#> 71   1.5687390241 -1.998537626
#> 72   0.1837787251 -0.865589157
#> 73  -0.7098660897  0.857603289
#> 74   0.1065079627  0.453919355
#> 75  -4.1224840845 -1.085445638
#> 76   0.5975021683 -2.272285843
#> 77   1.5441960889  1.498246975
#> 78   1.1346589910  3.611171269
#> 79  -0.8644060902 -1.756383917
#> 80  -1.6400528491 -0.398208410
#> 81  -0.4951523338 -0.129313118
#> 82   1.7575381563  2.011967027
#> 83  -1.0851831162 -0.591771642
#> 84   2.2089927756  1.551215262
#> 85   0.8410247958  0.842498072
#> 86   0.0001630252  1.129996122
#> 87  -0.4049560679 -0.018276976
#> 88  -1.0415550065  0.813308720
#> 89   2.7723844377  0.139141747
#> 90  -1.6483324790  1.058815594
#> 91  -0.2778200437  0.679718624
#> 92  -0.4417100736 -0.547746523
#> 93   2.2692885239  0.870446855
#> 94   0.8996991863  1.280281890
#> 95  -3.0346928415 -1.483104496
#> 96  -1.7713669797  1.141054769
#> 97   0.4433410621  0.796788921
#> 98   1.6988221113 -0.812575518
#> 99  -2.0326747020 -3.019695447
#> 100  1.0090598941 -2.033202951
#> 101 -0.6503175537 -0.041937106
#> 102 -0.1908187338  2.972811270
#> 103  1.3334842724 -0.118491964
#> 104  0.0533979867  1.351147449
#> 105 -0.1005625908  1.827998882
#> 106 -2.0563099557 -1.394623182
#> 107  2.4902402717 -1.283625162
#> 108 -1.0071949362 -0.415188063
#> 109  0.7402808813  0.543064622
#> 110 -1.1271553423 -0.151681593
#> 111 -0.4078282558  0.541737367
#> 112 -0.3569683564 -1.058808247
#> 113 -2.2817659649 -2.263336562
#> 114  0.6781561584 -1.664071163
#> 115 -0.8512342098 -0.387271915
#> 116  0.6474965356 -1.838251965
#> 117 -0.1184390302 -0.647698982
#> 118  1.5716768377  1.793890775
#> 119  2.5135939416  0.572790606
#> 120 -1.4082376151 -0.869038331
#> 121 -1.2154146238 -0.438622487
#> 122  1.1073258569 -0.931081187
#> 123  0.4541106392  0.640264235
#> 124  2.4265681152  0.089118201
#> 125  0.9428387798  1.029283166
#> 126  1.4403687193  0.158408317
#> 127 -0.5582056505 -0.083012130
#> 128 -0.5951203339  1.096024530
#> 129  0.1926320630  0.791382039
#> 130  1.0191897179  0.366394868
#> 131  0.0543667140  0.684623029
#> 132  0.6782620919 -0.677321490
#> 133 -0.3791204003 -0.145610504
#> 134  1.0421719457 -1.347833256
#> 135  1.6924291483 -0.718973067
#> 136 -0.0118406470  1.648062736
#> 137  1.1358603316  0.832100476
#> 138  0.6192172128  1.718193437
#> 139 -1.5823594556 -0.643152386
#> 140 -2.9008546395 -1.229014376
#> 141 -3.4955401357 -2.897254437
#> 142 -2.6758675177 -1.651496083
#> 143 -0.0013775740 -0.136977542
#> 144  1.9804858321  1.500228466
#> 145 -3.5476860222 -0.810817233
#> 146  0.4690931234 -0.379620381
#> 147 -0.8072460345 -0.589508420
#> 148  2.1917605484 -0.507665306
#> 149  1.6584128316 -0.033443850
#> 150 -1.9117924120 -0.516303342
#> 151  2.1600550810  1.425192981
#> 152  0.8990467223 -0.946584101
#> 153 -1.1964779631 -0.425133314
#> 154 -0.2050004158 -0.819754715
#> 155 -0.6345849250  2.617005073
#> 156  0.2599239191 -0.466814485
#> 157  0.0088420161  0.241335123
#> 158 -0.5280307774  2.771492237
#> 159  0.3877513715 -1.027599720
#> 160  0.3011326281  0.901995197
#> 161  1.0712333651 -0.167378952
#> 162  0.6313105369 -0.371774681
#> 163 -0.1785857790 -0.562651799
#> 164 -0.6119555891 -0.477854538
#> 165 -2.1264877499 -2.019264664
#> 166 -1.0946883948  2.031422193
#> 167 -0.8001447719  1.245249184
#> 168  0.5857986874 -1.820953891
#> 169 -1.5632222411 -0.862482839
#> 170 -1.5307546258 -2.783512127
#> 171 -0.9263299776 -0.107050991
#> 172 -0.3888716038 -0.557222693
#> 173 -0.2773973003 -0.201174217
#> 174 -0.4266398747 -1.971265307
#> 175  1.2907249505 -0.084217056
#> 176 -0.6059968738  1.152716367
#> 177  2.4345355511  0.655660933
#> 178 -1.6222442758 -1.619402899
#> 179 -1.3902195236 -1.479369147
#> 180 -0.2764823082 -1.570523244
#> 181 -0.6529405127 -0.946809689
#> 182  0.2434935983  1.352704169
#> 183  0.2555569163 -0.396698061
#> 184  1.2637459024  1.989634382
#> 185  2.5947554990  0.520430297
#> 186 -2.5353885934 -0.629515201
#> 187  0.2519414060  1.508854620
#> 188  0.2017054699  0.657480601
#> 189 -2.5304095452 -1.282270111
#> 190 -0.1661174495 -1.624133430
#> 191 -1.0550221860  1.161439427
#> 192  1.2018531354 -1.017959189
#> 193 -1.0344816682 -3.031197725
#> 194 -0.0337513742 -1.821519819
#> 195  2.5603571828  1.310530899
#> 196  0.6096791044 -0.859437112
#> 197 -0.0809878680 -2.079366426
#> 198 -0.2717110372 -1.159873715
#> 199  0.3197263074  0.356357224
#> 200 -0.9456594325 -1.198161987
#> 201 -0.3858101661 -0.794510366
#> 202  1.9234473502  2.995641837
#> 203 -1.6096078029 -0.538753301
#> 204  0.8474406404  0.356337251
#> 205 -1.3297636694 -2.334668565
#> 206  0.2399374683 -0.886628744
#> 207 -1.4438007495 -0.754763398
#> 208  1.0218375838  1.107054544
#> 209  1.9031572382 -0.102489343
#> 210 -0.8491702187 -2.100976193
#> 211 -2.3721776193 -0.489068143
#> 212 -0.2444497557 -2.191252638
#> 213  0.8737271620  0.567939888
#> 214 -0.5623259304 -1.469224393
#> 215  0.5149729852 -0.978315495
#> 216 -1.3628198048  0.375128477
#> 217 -0.7270606672  0.164760611
#> 218 -0.4489595746 -0.737731777
#> 219 -1.2594789050 -0.943569709
#> 220 -0.6486188166  0.260583125
#> 221  0.3011376758 -2.336395787
#> 222 -0.7448274082  0.857438438
#> 223  1.5140223418  0.026780376
#> 224 -0.8301085238 -1.414539661
#> 225 -0.3562208057  2.330857898
#> 226 -1.5053353854  0.169906970
#> 227 -2.2280639091  0.158731618
#> 228  1.5705447052 -0.117062513
#> 229 -2.4548738542  1.610800933
#> 230 -2.7887942373  0.357992025
#> 231  1.2272229822 -0.174677463
#> 232  0.1769869224 -0.632184233
#> 233  2.2551269897  1.115743444
#> 234  0.6150278816 -0.367071626
#> 235 -2.1823570998 -0.174679991
#> 236  1.1066943936  1.359345025
#> 237 -2.2463980256  0.597100780
#> 238  0.4738397507  2.025906042
#> 239  2.8417018973 -0.111306037
#> 240  1.0424448492  2.490849850
#> 241 -0.9426854955  0.304234102
#> 242 -0.1630837393 -0.808421934
#> 243 -0.0571266006 -0.767569503
#> 244 -0.2724130106  1.173617576
#> 245 -1.1801906872  0.720703423
#> 246  1.6010131569  1.309951607
#> 247  0.1061028392 -1.607832246
#> 248  1.6156037029 -0.956972319
#> 249 -1.3225427139 -0.797280973
#> 250 -0.6285602039  1.662771795
#> 251  1.0523710054  2.354154799
#> 252 -0.7605538355  0.955252153
#> 253  1.5857189220  1.688602216
#> 254 -0.5597011983  0.225603976
#> 255  1.2074223047  0.248430392
#> 256  0.2784246102  0.243007754
#> 257 -0.1236227188 -1.002055609
#> 258  1.7300408513  0.390345326
#> 259  0.5822231810 -0.030919385
#> 260 -0.4937571060  0.655456696
#> 261  1.0376547326 -2.654541736
#> 262  0.8569488631  0.683921915
#> 263  0.4725434212  1.548670502
#> 264  0.9231996061 -3.098415483
#> 265  0.6729488526 -0.708061378
#> 266  1.4996883049 -0.343440466
#> 267 -0.3165353255 -0.326451255
#> 268 -0.9987139806 -2.872462299
#> 269  0.1974676666 -2.064800830
#> 270  1.2424984492 -0.593920942
#> 271  0.8986940904 -0.564037215
#> 272  0.7564664437  0.725453542
#> 273 -1.0921829806  0.699094067
#> 274 -0.3597719396  0.112118342
#> 275  0.7672802274  0.242604145
#> 276  1.4733897320  1.605496006
#> 277 -1.9852242297 -0.327849924
#> 278  0.2865902972  0.639772952
#> 279  0.0056392207 -0.891285586
#> 280  1.0213957700  2.587107897
#> 281  2.6347141465  0.057432727
#> 282  0.2411244836  1.214432127
#> 283 -1.3633204223 -1.425122676
#> 284 -1.1824571818 -1.047564868
#> 285 -0.6846019415 -1.860470880
#> 286 -2.6403207908 -0.903567495
#> 287  2.3290997672  1.335168740
#> 288 -2.2071651661 -0.479605308
#> 289 -2.8894840411 -2.065352008
#> 290 -0.1187841466 -0.770727657
#> 291 -0.5621638054  0.605021279
#> 292  0.9307556179  0.754832343
#> 293 -1.4303621731  0.187912490
#> 294 -1.3812542040 -0.470327994
#> 295 -2.4302152444  1.581489426
#> 296 -0.4973513121  0.315032097
#> 297  0.1283024473 -2.298917580
#> 298 -0.8168531979 -1.392191575
#> 299 -0.5103084704  0.194499160
#> 300 -1.3083410688  1.122633343
#> 301  1.1091154583  1.118380370
#> 302  0.8077929375  0.548487031
#> 303 -2.5018445418 -1.735434190
#> 304 -2.7981936341 -0.730186295
#> 305 -0.8057870899 -0.384220393
#> 306  1.3507867858 -0.997407037
#> 307  0.9195717179 -1.573437544
#> 308  1.7938603229  0.477264918
#> 309 -1.4577108458 -2.669170518
#> 310  1.3092161823  1.840106680
#> 311 -0.2570718035 -0.938649881
#> 312 -0.8783093036 -0.383966639
#> 313 -0.8946993591  0.874815370
#> 314 -0.5724402060 -0.522700259
#> 315 -0.7580316715 -0.175928759
#> 316  0.1907777901  0.160315186
#> 317  1.0130924204  1.776495333
#> 318  0.5011034156 -2.403101796
#> 319 -0.4095755279  0.228530722
#> 320  0.3072633043 -1.590837448
#> 321 -3.4432148429 -0.702771333
#> 322 -1.6675193937 -3.054078695
#> 323  0.5183512867 -1.984242960
#> 324  1.1907664531 -0.831747799
#> 325 -0.5616263687 -0.342223268
#> 326  0.3330686034 -0.812289701
#> 327 -0.1321765840 -3.517572916
#> 328  0.1040955732  0.727141261
#> 329  0.0392766234 -1.661293615
#> 330  1.6668463992  0.795742645
#> 331  0.6723673989 -2.234909577
#> 332 -1.0787946648  0.319242276
#> 333  0.7196271697 -0.999246969
#> 334  1.2343694229 -0.518901521
#> 335  1.8072984130 -0.443791252
#> 336 -1.5926730816 -1.469106058
#> 337 -1.8274280518 -0.979303423
#> 338  0.2734389247  0.844998916
#> 339  2.0211840584 -0.702040162
#> 340  0.7338227132  0.125738869
#> 341  0.3019746418 -0.933839498
#> 342  0.0812520628  0.504575094
#> 343 -0.1568336976 -1.362588561
#> 344 -1.1745984750 -1.313835492
#> 345 -1.3213308393 -2.302090669
#> 346  0.6243518441 -2.763613415
#> 347 -1.5821783700 -0.868449191
#> 348  1.3347500433 -0.598000670
#> 349  0.1950771075 -1.015657308
#> 350  0.9933515788 -1.621862825
#> 351 -2.1663303363 -1.598831180
#> 352 -1.0092259662 -1.349834924
#> 353  2.7195763457 -0.951290769
#> 354  0.8300439790  3.372936468
#> 355  1.5763287063  2.607027600
#> 356 -0.6359606659  2.021444738
#> 357  2.7001105022  0.639021504
#> 358  0.2208652363 -1.535730440
#> 359 -0.7937778980  0.054838242
#> 360 -1.3809151576 -2.164259950
#> 361 -0.7818104068 -1.505138899
#> 362 -0.1329519991 -0.663529112
#> 363 -1.2802412316 -0.531105534
#> 364 -0.2612209774  0.366424672
#> 365 -0.7787971767 -0.615894065
#> 366  1.2239532650  1.022269297
#> 367 -0.0127330300  0.892292486
#> 368  1.0964271528 -1.216067908
#> 369  0.0971955719 -0.913538992
#> 370  1.0537349877 -1.267749306
#> 371  1.1486335114  1.804661106
#> 372 -1.4651787626 -2.202725445
#> 373  0.2836462590 -1.892777791
#> 374  0.8661644388  0.522940083
#> 375  0.2993224451  1.445728284
#> 376  0.0364263879 -0.252976926
#> 377 -1.2986619428 -1.650437174
#> 378 -0.9399881376  0.334020153
#> 379  1.6277176688  0.533220728
#> 380  0.8491961175 -0.547721176
#> 381 -0.3567840347 -1.874426747
#> 382 -0.0360040204  0.755598142
#> 383 -0.5449746564 -1.190033116
#> 384  2.7988413929  2.289939272
#> 385  1.4334532045  1.718197295
#> 386  0.2031240074  0.438118885
#> 387  0.8341779245 -0.405681719
#> 388  1.2564320880  0.102369359
#> 389 -0.2491497717 -2.171310062
#> 390 -1.6264746392  0.997576447
#> 391 -0.3672908101 -0.629073577
#> 392  1.5833030027  0.293001377
#> 393  1.7663924425  1.948620121
#> 394  1.6238008917 -2.027349405
#> 395 -0.6139983492 -0.124329180
#> 396 -1.1185574765 -1.496681019
#> 397  0.8043755093 -1.771109558
#> 398 -0.8858275185 -0.976374422
#> 399 -0.6166879316  0.608782632
#> 400 -0.5243450233 -1.630938043

# 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  
#>     -0.08454       1.24225  
#> 

getRefit(fittedModel, getObservedResponse(fittedModel))
#> 
#> Call:
#> lm(formula = observedResponse ~ Environment1, data = newData)
#> 
#> Coefficients:
#>  (Intercept)  Environment1  
#>     -0.07898       1.15935  
#> 

# get data frame that was used to fit the model
getData(fittedModel)
#>      ID observedResponse Environment1 group time            x           y
#> 1     1     -2.574460652  0.392435485     1  311 0.9175995232 0.697877645
#> 2     2      0.664275841  0.450916025     1  284 0.5680213831 0.710057314
#> 3     3      2.376681558  0.739729416     1  179 0.7694929536 0.279776651
#> 4     4     -1.067957466  0.410742944     1  323 0.3054886553 0.391764185
#> 5     5      0.339797078  0.738528546     1  262 0.8472175261 0.011770112
#> 6     6      0.218102957 -0.411359876     1   45 0.1798252072 0.167817884
#> 7     7     -0.522741256 -0.070718943     1  149 0.4625622921 0.476443218
#> 8     8      0.258312203 -0.665534767     1  184 0.3001043957 0.364948730
#> 9     9      0.032234980 -0.239133793     1   85 0.2596288191 0.724548188
#> 10   10     -0.475778740 -0.945331574     1  247 0.7976851889 0.442471800
#> 11   11      1.402667454  0.872098155     1  332 0.0528799514 0.560212685
#> 12   12     -0.408740968 -0.957899920     1  343 0.5091842709 0.300415880
#> 13   13      0.029629108  0.882369565     1   32 0.7417495940 0.984363360
#> 14   14      0.216875853 -0.763361124     1  350 0.6801629320 0.975806305
#> 15   15     -1.422314303 -0.562643398     1  342 0.2052466183 0.493851950
#> 16   16      1.160967101 -0.798677228     1  155 0.1273285337 0.142484714
#> 17   17     -0.624111331  0.253498364     1  253 0.0874395492 0.105848323
#> 18   18      0.143935077  0.240509447     1  366 0.1993693025 0.146401634
#> 19   19      0.324235048  0.374290118     1  165 0.9960346434 0.954563706
#> 20   20      0.191278766 -0.354778659     1  145 0.0139503914 0.020938448
#> 21   21     -0.159448838 -0.189683739     1  292 0.2716293393 0.414865856
#> 22   22     -0.278526666 -0.882653174     1  367 0.2569292076 0.707813076
#> 23   23     -0.933792638  0.571776117     1  160 0.9231152455 0.875936307
#> 24   24      1.894202262  0.005388666     1  314 0.0777167978 0.808106386
#> 25   25      1.460161480  0.785455401     1  162 0.5974341445 0.331193489
#> 26   26     -1.105077636  0.038416492     1  111 0.1420275969 0.045419127
#> 27   27     -0.688082750 -0.053283912     1  166 0.5346449041 0.559764144
#> 28   28      0.138672632  0.940718665     1  358 0.9892306393 0.167046825
#> 29   29      1.660491276  0.992474696     1  276 0.9413320157 0.396603937
#> 30   30      0.667347217 -0.120822107     1  313 0.8828778279 0.820339396
#> 31   31      1.189141322  0.709222978     1   14 0.3635183051 0.480733243
#> 32   32      0.763453916  0.897267484     1  289 0.2944824244 0.275902402
#> 33   33      2.400840335  0.426628594     1  306 0.0994586237 0.254828457
#> 34   34     -1.313472063 -0.993146324     1  388 0.5327091969 0.763087729
#> 35   35     -1.285441504 -0.965970664     1  377 0.3448833355 0.942262943
#> 36   36     -0.358287983 -0.641555495     1  139 0.2729747675 0.309619955
#> 37   37      1.521711408  0.896092128     1  176 0.2994925724 0.668631855
#> 38   38     -1.920066677 -0.556400526     1   59 0.3997987115 0.460840566
#> 39   39      1.311266431  0.044012765     1  230 0.0442382421 0.737109460
#> 40   40      1.723127179 -0.105686258     1   76 0.9217121303 0.754326748
#> 41   41      0.781130994  0.252139301     2  189 0.0724212907 0.387798672
#> 42   42     -1.811965140  0.140314591     2   83 0.8531841161 0.378304465
#> 43   43     -1.742818014  0.957667465     2  300 0.4639853314 0.721158381
#> 44   44     -0.579529769 -0.325110618     2  339 0.3957739873 0.864168484
#> 45   45     -2.117711204  0.382274068     2   78 0.3604328935 0.052818448
#> 46   46     -0.648610473 -0.060992786     2  127 0.6350212197 0.819688066
#> 47   47     -0.922090937  0.016961705     2  224 0.3039506893 0.351975780
#> 48   48     -0.189354482  0.361755870     2  125 0.1151101654 0.445767540
#> 49   49     -0.630777717 -0.935776275     2  119 0.0913518250 0.038686907
#> 50   50     -3.628003080 -0.669973211     2  267 0.6875551404 0.212485637
#> 51   51     -0.123981964 -0.425993244     2  117 0.1874491940 0.922698600
#> 52   52     -0.710116379  0.396192258     2  222 0.2019061986 0.808098387
#> 53   53     -1.557554853 -0.826456445     2  131 0.1875890256 0.006928355
#> 54   54      0.451450716  0.474515105     2  226 0.3364118191 0.902019911
#> 55   55     -1.283768833  0.036954862     2  298 0.1309506895 0.526531292
#> 56   56     -0.856441933 -0.094324346     2  105 0.8480516039 0.177216310
#> 57   57     -2.212042510  0.545562360     2    1 0.0164330152 0.184253630
#> 58   58     -0.587553631  0.190641203     2  234 0.7185924847 0.344836648
#> 59   59      0.016735054  0.994758143     2   18 0.8910887886 0.385048385
#> 60   60      0.226599048 -0.394895235     2   90 0.4528047384 0.258867441
#> 61   61     -1.979744955 -0.713762877     2  257 0.9686870053 0.965844882
#> 62   62     -2.504785978 -0.784962174     2  321 0.4320598489 0.206122997
#> 63   63     -1.225605585  0.583903477     2  115 0.8223245759 0.173687427
#> 64   64     -1.217136219 -0.702688212     2  183 0.1014201993 0.352974870
#> 65   65      1.355269904  0.314466189     2  181 0.3544543455 0.896916922
#> 66   66     -1.097319526 -0.884308503     2  201 0.2798704598 0.285431727
#> 67   67     -0.457067812  0.823471586     2   58 0.3033050576 0.409071937
#> 68   68     -1.708545418 -0.103196607     2  392 0.4879513818 0.938055286
#> 69   69     -1.862746845 -0.892987556     2  208 0.8503525287 0.200596940
#> 70   70     -2.796975155  0.191927921     2  387 0.7514075343 0.766345912
#> 71   71     -0.684726843 -0.610282029     2    6 0.4296481966 0.479659507
#> 72   72     -1.896085072 -0.480292797     2  135 0.4088483993 0.407035132
#> 73   73     -0.124689297  0.283454794     2  213 0.6258847397 0.061000955
#> 74   74     -2.727552622 -0.766903054     2  269 0.3585685275 0.798522226
#> 75   75     -2.171167364 -0.764999283     2  132 0.5030434025 0.592608190
#> 76   76     -0.199108306 -0.620664931     2   53 0.7722737861 0.877514646
#> 77   77      2.436845859  0.729850317     2   97 0.9236307966 0.675464855
#> 78   78      0.079177784  0.891406162     2   11 0.1868916322 0.359843229
#> 79   79     -2.930107085 -0.933734115     2  381 0.5657208692 0.347132438
#> 80   80     -1.612481717 -0.228594495     2  330 0.2305003814 0.985357408
#> 81   81     -0.683935853  0.903397744     3  137 0.3582949133 0.041637335
#> 82   82     -0.454686775 -0.010689854     3   89 0.3498320561 0.602911001
#> 83   83     -1.182396023 -0.331904943     3  288 0.5361473504 0.344573604
#> 84   84      1.603987065  0.989951770     3  375 0.6396530846 0.336204757
#> 85   85      0.101124546  0.659507849     3  400 0.4244913948 0.857982634
#> 86   86      0.620417772  0.397087391     3  386 0.9933586314 0.879789406
#> 87   87     -1.882837318 -0.605237162     3  354 0.9079769112 0.668480969
#> 88   88     -0.894840387 -0.721564129     3  237 0.0634750207 0.008766958
#> 89   89      0.105532558  0.678331460     3  351 0.0879835102 0.757741758
#> 90   90     -0.931831899 -0.809937256     3  349 0.5498995078 0.146415193
#> 91   91     -0.143638834  0.266570517     3  238 0.5243423532 0.276730420
#> 92   92      1.067986012  0.050073119     3   27 0.5585833529 0.858659246
#> 93   93      0.602718120  0.891196335     3  334 0.6062957835 0.596008180
#> 94   94      0.740318862  0.407151124     3  280 0.6090275561 0.166216432
#> 95   95     -1.393533538 -0.580750261     3   46 0.6374138091 0.463388849
#> 96   96     -1.306898408 -0.288350845     3  325 0.2812806950 0.980681850
#> 97   97     -1.109300956 -0.322352161     3  206 0.3107622061 0.201659285
#> 98   98     -0.183733467  0.888187897     3  259 0.4410712880 0.609147179
#> 99   99     -1.396859402 -0.993993440     3   37 0.1037920581 0.006334074
#> 100 100     -1.912863813  0.591212313     3   81 0.2233287045 0.336776629
#> 101 101     -1.329881608 -0.885889308     3  318 0.7098318469 0.921458672
#> 102 102     -0.696854164  0.539945382     3   33 0.7317648195 0.861520265
#> 103 103      0.748515075  0.914675516     3  277 0.6279518642 0.208141941
#> 104 104      0.167451161  0.438464920     3  121 0.6388576124 0.699971888
#> 105 105      2.029421643  0.512138844     3  378 0.2672307026 0.247802709
#> 106 106     -1.727837878 -0.529008603     3  355 0.4681616994 0.892318500
#> 107 107     -0.082329726  0.734142514     3  106 0.1737220874 0.649632346
#> 108 108     -3.147442564 -0.723873627     3  274 0.1316232958 0.122561695
#> 109 109      0.103100635 -0.011380274     3  203 0.2218186532 0.101468824
#> 110 110     -1.756566337 -0.844000111     3  212 0.7026230225 0.488249207
#> 111 111     -0.430893379 -0.329069081     3  192 0.5379108570 0.724720797
#> 112 112     -0.447310838 -0.171348766     3  197 0.9009324154 0.963978986
#> 113 113     -1.672839788 -0.609260313     3  231 0.8613786267 0.441064435
#> 114 114      0.058130223  0.059837031     3  394 0.4208953213 0.609736881
#> 115 115     -0.507045862  0.082812993     3   13 0.0811820149 0.626835399
#> 116 116     -0.423592668  0.081722880     3  265 0.4576408779 0.136490443
#> 117 117      0.397243256  0.433289707     3  218 0.1466072057 0.850329085
#> 118 118     -0.357243095  0.627301562     3  295 0.7163090874 0.699085159
#> 119 119      0.345094880  0.901503681     3   20 0.6194777729 0.853436445
#> 120 120     -0.238971713 -0.115885123     3   61 0.4708230388 0.994566729
#> 121 121      0.710897799 -0.460613076     4  244 0.7345258719 0.950344041
#> 122 122     -1.091180367 -0.130472541     4  122 0.8723605275 0.249856708
#> 123 123     -1.101858817  0.005064197     4  341 0.1146418212 0.395674621
#> 124 124      2.450081203  0.091597127     4  336 0.5898541713 0.944821807
#> 125 125      0.536054713  0.924189282     4  136 0.4996708855 0.648251296
#> 126 126      0.188922161  0.589025073     4  395 0.4872499269 0.855445424
#> 127 127     -0.200682538 -0.216664899     4  146 0.0175744127 0.439349971
#> 128 128      1.150937633  0.557307916     4  249 0.2196528569 0.823985290
#> 129 129      2.346417228  0.851840940     4   65 0.9558850394 0.808731746
#> 130 130      2.177975051  0.847312126     4  190 0.4388374882 0.806438671
#> 131 131      1.066237671 -0.375700030     4    5 0.4806329578 0.349033306
#> 132 132      3.665700884  0.376272755     4   95 0.4105011951 0.859855212
#> 133 133      2.932061527 -0.054759831     4  391 0.6673189863 0.889043011
#> 134 134     -0.872601471  0.201365365     4  324 0.2026294167 0.641724773
#> 135 135      0.277810222  0.480479558     4  110 0.4774751554 0.142439214
#> 136 136     -0.435503381  0.430729296     4  361 0.8085616461 0.515159602
#> 137 137      0.350651978  0.099796389     4  379 0.0870563120 0.379658111
#> 138 138      0.906589560  0.881820199     4  180 0.7816502654 0.766895538
#> 139 139      0.219271231  0.222394665     4   98 0.7849644057 0.284057349
#> 140 140     -0.851489715 -0.818304247     4   48 0.7433468874 0.376358795
#> 141 141     -0.857871799 -0.942726928     4  344 0.6005629119 0.164279664
#> 142 142     -0.477401929 -0.655127938     4  200 0.4291000869 0.652281080
#> 143 143      1.557483086  0.443088671     4   77 0.7392140909 0.094966369
#> 144 144      1.815372980  0.886387887     4  209 0.0692689575 0.919352259
#> 145 145      1.524442763 -0.730091184     4  353 0.0143914390 0.787974729
#> 146 146      1.544988317  0.564323223     4  195 0.9258851523 0.464256115
#> 147 147     -0.243209591 -0.614797222     4  322 0.4012080976 0.911657840
#> 148 148      1.651595744  0.780800225     4  113 0.8638170096 0.705667909
#> 149 149      0.856048621  0.396204351     4  215 0.4232743825 0.036572789
#> 150 150      1.649820503  0.342683388     4  188 0.9272864114 0.851138673
#> 151 151      0.798318025  0.909747633     4   31 0.9665928106 0.039173742
#> 152 152      1.696680994  0.408346513     4   62 0.8907323743 0.910202117
#> 153 153      0.624084830 -0.363250115     4   67 0.8147212425 0.849784532
#> 154 154     -0.330308924 -0.564552969     4  293 0.2747436573 0.077659048
#> 155 155      0.689799271 -0.115997979     4  328 0.9890898515 0.592418375
#> 156 156     -1.120722621 -0.575565636     4  296 0.4074146287 0.555735767
#> 157 157     -0.528273200 -0.538971209     4  326 0.7818000310 0.974763830
#> 158 158      1.449545385  0.769651386     4   25 0.9946772044 0.354708769
#> 159 159     -0.410542476 -0.809514440     4  286 0.6607740109 0.130583674
#> 160 160      1.404867485  0.166149172     4  302 0.9320788356 0.921494617
#> 161 161      0.519127134  0.585067820     5  112 0.6268958270 0.394271074
#> 162 162     -1.825300964  0.127854890     5   87 0.4884970717 0.089599696
#> 163 163     -0.787184409 -0.965791338     5   64 0.3139100047 0.630849940
#> 164 164      1.108701283 -0.248196713     5  396 0.8304538238 0.457870865
#> 165 165     -1.187661836 -0.880598983     5  178 0.5600877900 0.836399828
#> 166 166     -0.092470693  0.655000594     5   69 0.4140270599 0.277998102
#> 167 167      2.008167935  0.997701380     5  150 0.6018844873 0.232006056
#> 168 168      0.168910840 -0.963344671     5  327 0.6103922836 0.049039759
#> 169 169     -0.296907941 -0.107377497     5    7 0.1735868934 0.690290318
#> 170 170     -2.864087017 -0.998032347     5  363 0.1200884571 0.173032850
#> 171 171      0.256174198 -0.010001270     5  130 0.1348774366 0.508352479
#> 172 172     -2.384868097 -0.166201983     5  303 0.8290416847 0.239901979
#> 173 173     -0.995435168 -0.338635044     5   52 0.4939158093 0.793465562
#> 174 174     -1.493053053 -0.226019138     5  376 0.3596807527 0.412571901
#> 175 175      1.108203984  0.476027274     5  147 0.8927934573 0.361324483
#> 176 176     -0.545443710  0.872115163     5  133 0.6819537999 0.302855107
#> 177 177      0.265911883  0.314191863     5  305 0.9165227511 0.474016214
#> 178 178     -0.952861883 -0.505145318     5  261 0.9649039311 0.524626542
#> 179 179      0.896117235  0.100568172     5  158 0.5332239913 0.182254605
#> 180 180     -2.383006898 -0.624413734     5  128 0.9792111870 0.508449503
#> 181 181     -1.389361685 -0.211761709     5  365 0.3323318954 0.097181093
#> 182 182      1.358457409  0.669023131     5  107 0.2154817146 0.479798499
#> 183 183     -0.961952124 -0.133922913     5  225 0.0240620160 0.687086018
#> 184 184      1.041926272  0.826878033     5  211 0.7978894550 0.545458837
#> 185 185     -1.321561641  0.664797682     5   94 0.7013940739 0.987008006
#> 186 186     -0.563980383 -0.825429769     5   92 0.4907197366 0.059412988
#> 187 187      0.266467575  0.151099626     5   86 0.4623022925 0.093786784
#> 188 188     -0.967360496 -0.170675505     5   35 0.8855424714 0.904197242
#> 189 189      0.859762208 -0.482224836     5  142 0.0348902629 0.540477347
#> 190 190     -0.492098124 -0.004209151     5    4 0.4064415519 0.036502767
#> 191 191     -0.743176789  0.113769678     5  210 0.9339335361 0.567178715
#> 192 192      0.963669906  0.261297266     5  196 0.0433393025 0.361270080
#> 193 193     -2.165010642 -0.944545038     5   88 0.7634741226 0.738941455
#> 194 194      0.258447869  0.871103669     5  337 0.0007561028 0.943488713
#> 195 195      0.803120928  0.447897297     5   70 0.8769502372 0.944390317
#> 196 196     -0.524155446 -0.339788286     5  258 0.9710542024 0.352761335
#> 197 197     -1.200919909 -0.801598579     5  312 0.8565913490 0.472223926
#> 198 198      0.254352862 -0.944516992     5  399 0.1708551219 0.067844552
#> 199 199      0.765058198  0.908281458     5  348 0.7881691849 0.135974378
#> 200 200     -2.253554903 -0.686025306     5   17 0.4256445935 0.519498941
#> 201 201     -0.869050286 -0.596998277     6  152 0.0746116666 0.526897392
#> 202 202     -0.249531780  0.773390971     6  173 0.8715420759 0.525352726
#> 203 203     -1.796526905 -0.376730846     6  316 0.5297889214 0.294933456
#> 204 204      1.955193954 -0.476182568     6  182 0.8203481897 0.501623115
#> 205 205     -2.304632818 -0.616903882     6  102 0.0403949816 0.905442119
#> 206 206      2.094994792  0.417997098     6  227 0.0589484244 0.876560538
#> 207 207     -1.788460971 -0.723583890     6  233 0.3571543801 0.042671870
#> 208 208     -0.662958187  0.288413061     6  275 0.6524259590 0.735531558
#> 209 209      0.958197264  0.649709915     6  198 0.6690538072 0.568905419
#> 210 210     -1.184522004 -0.995503846     6  372 0.3550409749 0.501811203
#> 211 211      0.813413816  0.215779537     6   63 0.3029600766 0.119257634
#> 212 212     -1.244372171 -0.958841160     6  186 0.9099525826 0.296389127
#> 213 213      1.319693226  0.902536706     6   82 0.3281044089 0.939417383
#> 214 214      1.309628821 -0.532902431     6  290 0.6778244276 0.421979164
#> 215 215     -0.421231267 -0.109262889     6  393 0.3149351811 0.761482615
#> 216 216     -1.148534804 -0.393688746     6   73 0.8470406765 0.596407099
#> 217 217      0.344142266 -0.467559673     6  272 0.3241487909 0.998956996
#> 218 218      0.588921516 -0.351884878     6  368 0.7749177259 0.236350436
#> 219 219     -0.287796808 -0.433022499     6  167 0.8814295777 0.634727956
#> 220 220      1.578706174  0.518717063     6  191 0.6497371541 0.037603148
#> 221 221     -0.289911916 -0.069129535     6   40 0.2048701397 0.558204914
#> 222 222      0.123609982  0.105440975     6   15 0.8278471462 0.212364009
#> 223 223      3.193516642  0.819289433     6  319 0.1834513464 0.839129434
#> 224 224      0.376047938 -0.866703800     6   10 0.4342292822 0.148996643
#> 225 225      1.916949111  0.658803734     6  100 0.8003570007 0.727132189
#> 226 226      0.959646714 -0.007517149     6   36 0.4949192053 0.376044564
#> 227 227      1.397753423 -0.644130967     6  346 0.9909055380 0.434116191
#> 228 228      0.201541175 -0.072684689     6  389 0.0007117309 0.107804443
#> 229 229     -0.675592079 -0.591048978     6  364 0.8936565206 0.870067135
#> 230 230      2.561367050  0.130177413     6   80 0.0544916503 0.838938408
#> 231 231     -0.170951832  0.480937447     6  333 0.0086198468 0.455551838
#> 232 232     -0.032529634 -0.204415562     6  310 0.0118987996 0.249859461
#> 233 233      2.242486093  0.794228725     6   54 0.4239727925 0.459395551
#> 234 234      0.248969818  0.596754089     6  243 0.2183043805 0.154486031
#> 235 235      1.016752866 -0.500472558     6  228 0.9367464832 0.749119846
#> 236 236      1.410938215  0.443737371     6  301 0.0347442364 0.857446054
#> 237 237     -1.284870470 -0.655980721     6   50 0.9826498989 0.625576769
#> 238 238      1.361472585  0.840491788     6  151 0.5503400690 0.932676221
#> 239 239      1.762629243  0.714933339     6  207 0.6383444977 0.581198495
#> 240 240      1.198307505  0.472076948     6   57 0.2508698420 0.802358792
#> 241 241      0.761188264 -0.070478810     7   42 0.9385790017 0.076155127
#> 242 242      3.035128032  0.588789138     7   56 0.3947585761 0.084956026
#> 243 243      1.142750501  0.099837913     7  282 0.5042736062 0.003450950
#> 244 244     -0.142575111  0.566368360     7  362 0.6513980036 0.930537958
#> 245 245      1.200978938  0.880793325     7  123 0.2648633441 0.012627860
#> 246 246     -0.255225739 -0.148170089     7   39 0.2517170480 0.931809687
#> 247 247      1.073627144 -0.380664142     7  194 0.6706898389 0.998669140
#> 248 248      1.000549602  0.626722166     7  242 0.8354686880 0.317953231
#> 249 249     -0.879977091  0.207529356     7  217 0.4292012476 0.487714021
#> 250 250      1.171802111  0.306594301     7   51 0.5420114568 0.981610174
#> 251 251      1.584444836  0.499775260     7   79 0.3838187612 0.153268290
#> 252 252      1.599774511  0.685791955     7  216 0.8123786205 0.842121985
#> 253 253      1.944555475  0.939225290     7  120 0.0659450314 0.809027395
#> 254 254      0.189839334  0.293304543     7  329 0.8530361773 0.934468992
#> 255 255     -0.794334623 -0.131593227     7  169 0.1957889411 0.912281813
#> 256 256      2.150827042  0.566628090     7   84 0.3958839674 0.432004581
#> 257 257      0.679798689  0.168932558     7  250 0.5909386529 0.066844112
#> 258 258      2.659691233  0.915344078     7  315 0.0352015318 0.084919903
#> 259 259      1.727231740 -0.603963681     7  175 0.5996681692 0.516100925
#> 260 260      1.033871069 -0.123935902     7  171 0.3035430140 0.217629221
#> 261 261      0.293927492 -0.046195230     7   22 0.7768933750 0.950672002
#> 262 262      2.280777152  0.142522643     7  104 0.8227615599 0.379954166
#> 263 263      1.131884502 -0.129132079     7    9 0.2181153940 0.879416939
#> 264 264      1.024036223 -0.693218791     7   26 0.3312346758 0.954617281
#> 265 265      0.855131004 -0.673982560     7  294 0.0250837402 0.762414565
#> 266 266      2.414629468  0.974079959     7   99 0.3184679409 0.323414802
#> 267 267      0.592938115 -0.195979325     7  266 0.1380555171 0.113325415
#> 268 268     -0.876392747 -0.695210736     7  383 0.4126875571 0.752073208
#> 269 269     -0.777175197 -0.725282876     7  335 0.5214464844 0.528748905
#> 270 270     -0.352944338  0.092406954     7  370 0.8395378448 0.385793249
#> 271 271      2.370067857  0.710259343     7  177 0.4401338426 0.780096726
#> 272 272      2.176435431  0.773094922     7  229 0.5684020126 0.422823112
#> 273 273     -1.093731162 -0.582128343     7   19 0.0067544556 0.375894772
#> 274 274      1.716047337 -0.116085320     7  263 0.3239694468 0.597126808
#> 275 275      0.694565766  0.520989181     7  214 0.3848383490 0.038154854
#> 276 276      1.341924743  0.989827243     7  256 0.1210333002 0.805239566
#> 277 277     -0.664572737 -0.957442741     7  202 0.6370706942 0.588558971
#> 278 278     -1.643531062 -0.829214779     7  360 0.5086050867 0.428821323
#> 279 279     -0.806638623 -0.140540076     7  170 0.6810579787 0.637150795
#> 280 280     -0.001940975  0.678764221     7   55 0.5310304766 0.971313879
#> 281 281      0.501089537  0.626293114     8   44 0.1762597484 0.246217299
#> 282 282      1.419972959  0.293401477     8   24 0.1648884320 0.111512685
#> 283 283      1.191038782 -0.061997409     8   91 0.6005599587 0.736867381
#> 284 284      0.930146399 -0.195967562     8  204 0.0234992881 0.504208659
#> 285 285      1.157372840 -0.355026335     8  157 0.3149379974 0.675593102
#> 286 286      0.174843881 -0.770917934     8  239 0.3457643015 0.130142915
#> 287 287     -0.602278129  0.835779173     8  252 0.3858252838 0.468560646
#> 288 288      1.926157481  0.053551445     8   72 0.1994889320 0.418262406
#> 289 289     -1.113759051 -0.955531065     8  338 0.9060354524 0.289531148
#> 290 290     -0.061503115 -0.636652398     8  285 0.0355368722 0.199115742
#> 291 291      0.272830678 -0.079324231     8  109 0.2011562539 0.225031395
#> 292 292     -1.626802828  0.360301339     8  270 0.9567877583 0.241878676
#> 293 293      2.126458075  0.665106067     8  271 0.1699466466 0.160569650
#> 294 294     -0.440735426 -0.356584595     8  223 0.6247458488 0.426379402
#> 295 295      0.126263176  0.334784090     8  357 0.4035898352 0.570418389
#> 296 296      0.416731500  0.731899420     8    3 0.9574850150 0.871885125
#> 297 297     -0.511107599 -0.258482287     8  143 0.7467658769 0.606792737
#> 298 298      0.344330940 -0.899413112     8   23 0.3831945832 0.475812171
#> 299 299      0.513975824  0.426257576     8  317 0.3467388768 0.152784222
#> 300 300      1.029149266  0.256182638     8  129 0.6847570601 0.592355313
#> 301 301      0.898513327 -0.345443704     8  390 0.7128933761 0.419665786
#> 302 302      0.682566607  0.835777699     8  369 0.9444579014 0.370271030
#> 303 303     -1.836619752 -0.642657519     8  159 0.2159492860 0.547669446
#> 304 304      0.217352992 -0.351168514     8   30 0.4601895032 0.445796303
#> 305 305     -0.304415150 -0.653665836     8  398 0.1980771678 0.750450886
#> 306 306     -0.816634553 -0.965488025     8  299 0.4339517846 0.419824829
#> 307 307      0.628359101  0.461867115     8  138 0.7221916451 0.257341280
#> 308 308      0.291316878  0.019569458     8  205 0.5159884810 0.243579495
#> 309 309     -1.163807552 -0.904558189     8  291 0.3957273492 0.421440534
#> 310 310      1.593950994  0.247445689     8  174 0.2951750436 0.859368495
#> 311 311     -0.898787846 -0.920053646     8  148 0.9168157266 0.985117212
#> 312 312     -2.753232130 -0.636507772     8  236 0.7734569132 0.064516844
#> 313 313     -0.992771738 -0.150473190     8  103 0.9146826363 0.203816584
#> 314 314     -1.277676905 -0.730859746     8   16 0.3945150133 0.866077649
#> 315 315      0.525825783  0.020078831     8  309 0.0130878875 0.191526664
#> 316 316      1.606788983  0.424471017     8  134 0.8538571009 0.720902232
#> 317 317      0.672303878  0.905264213     8  168 0.2254747213 0.999218370
#> 318 318     -1.940491979 -0.947448283     8   12 0.7233123214 0.148458245
#> 319 319     -1.333387946 -0.370105023     8  140 0.4708214027 0.869933564
#> 320 320     -0.775118676 -0.549991595     8  108 0.6746713291 0.330180740
#> 321 321      0.139977828 -0.552775597     9  331 0.5743062971 0.293533648
#> 322 322     -0.573764391 -0.975013854     9  356 0.2703188362 0.336850858
#> 323 323     -2.098756034 -0.663795932     9  241 0.9073182242 0.684302384
#> 324 324     -2.484358939  0.070558406     9   60 0.5740233269 0.204811290
#> 325 325     -0.915448297 -0.013742636     9  297 0.0715641477 0.071416241
#> 326 326     -0.815815802 -0.038885823     9   71 0.3664450003 0.831749882
#> 327 327      0.655358940 -0.791871699     9  144 0.9621285498 0.365492704
#> 328 328     -1.293743441  0.336280087     9  254 0.5076508266 0.580478035
#> 329 329     -2.105991812 -0.847326239     9  248 0.1760170474 0.672763660
#> 330 330      2.651423205  0.791892537     9  126 0.4130967157 0.808655720
#> 331 331     -0.328385557 -0.346808270     9  279 0.0863709708 0.137669996
#> 332 332     -1.893022244 -0.880672486     9    8 0.3621975463 0.356843828
#> 333 333      0.914731168  0.752225413     9  397 0.7454453390 0.219503418
#> 334 334     -0.257928023  0.555921542     9  340 0.5007055018 0.048260814
#> 335 335      0.718157946  0.852643907     9   43 0.9123936971 0.371111412
#> 336 336      0.346015744  0.015789273     9   66 0.6057276626 0.384571519
#> 337 337     -0.306372355 -0.626223114     9  116 0.1018760023 0.298105381
#> 338 338     -2.344641618  0.179448814     9  245 0.1498856130 0.923687200
#> 339 339      0.516390266 -0.101984783     9  347 0.8773038771 0.985663789
#> 340 340      0.247224698  0.991630350     9  307 0.6691823979 0.408357668
#> 341 341     -0.592774630  0.435971763     9   28 0.8956345357 0.912412462
#> 342 342      0.502205608  0.586630029     9  193 0.4754892031 0.100601788
#> 343 343     -1.642920130 -0.400226515     9  141 0.1763379828 0.216532885
#> 344 344     -2.139900119 -0.665571791     9  118 0.4363539170 0.414111615
#> 345 345     -1.306750335 -0.271480158     9  114 0.4020062166 0.101253037
#> 346 346      0.961005671 -0.114980389     9   68 0.5933858398 0.698075444
#> 347 347     -1.434254447 -0.514828823     9  221 0.6380510051 0.571851234
#> 348 348     -0.879719861 -0.433049154     9  154 0.8603101852 0.966077926
#> 349 349     -2.006008762 -0.945904984     9  382 0.5539734086 0.578011706
#> 350 350     -0.784151847 -0.417964580     9  283 0.3712643364 0.547667031
#> 351 351     -0.973803513 -0.938706669     9  163 0.7705385189 0.201261052
#> 352 352     -1.693916925 -0.463337676     9  220 0.4813501777 0.089412105
#> 353 353      0.318737607 -0.318368613     9   75 0.7909977345 0.683473408
#> 354 354     -0.079332182  0.985572545     9   96 0.9581821985 0.610630276
#> 355 355      0.489912210  0.931363452     9  101 0.5547369586 0.188741874
#> 356 356      0.811854718 -0.085883103     9   49 0.1442698613 0.324946448
#> 357 357     -0.273799597  0.774373414     9   93 0.8278123417 0.687856248
#> 358 358     -1.677080885 -0.262683162     9  185 0.7461384258 0.129721228
#> 359 359     -0.359814889 -0.169903189     9  273 0.7266917303 0.396187339
#> 360 360     -2.071177848 -0.840631911     9  268 0.4925885873 0.062281129
#> 361 361     -1.161840347 -0.658925437    10  199 0.7105250026 0.429127793
#> 362 362     -1.187739978 -0.630920597    10   74 0.4011201179 0.071653834
#> 363 363      0.622644782 -0.434001678    10  240 0.2562348358 0.975697161
#> 364 364      0.253230267  0.163317022    10  278 0.9137819896 0.971905573
#> 365 365     -1.343249275 -0.973849171    10   47 0.0902573087 0.681445092
#> 366 366      0.352849945  0.690525686    10  172 0.6310499329 0.808498665
#> 367 367      0.370708269  0.982151699    10  164 0.3475530345 0.180541635
#> 368 368     -0.781360928  0.165351855    10  161 0.1881904083 0.553411206
#> 369 369     -1.971158609 -0.086677564    10  187 0.9155875829 0.780343705
#> 370 370      0.193329216 -0.361998796    10  385 0.5332597671 0.013275497
#> 371 371      1.207195074  0.653963665    10   41 0.4400019113 0.938358893
#> 372 372      1.420607197 -0.237132861    10   21 0.1634132315 0.287364732
#> 373 373     -1.392833932 -0.653892901    10  380 0.4005637090 0.800806402
#> 374 374     -0.572060207 -0.010381694    10  235 0.1849570570 0.545265866
#> 375 375     -0.268078318  0.285514682    10  308 0.3109369653 0.004532797
#> 376 376     -2.104488742 -0.362533828    10  246 0.7203202914 0.653262451
#> 377 377     -0.112724631  0.268937827    10   34 0.1809448993 0.436170359
#> 378 378     -0.626752941 -0.793116899    10  255 0.0861812267 0.291525771
#> 379 379      0.338043911  0.099278114    10  359 0.1521985766 0.026132820
#> 380 380     -1.823747994 -0.021006637    10  320 0.1954569910 0.295505514
#> 381 381     -0.973981166 -0.800530941    10  281 0.9853376027 0.313746765
#> 382 382      0.523842593  0.420533745    10  156 0.9160955620 0.428380639
#> 383 383      0.192816390  0.023787255    10  287 0.0520355834 0.708813617
#> 384 384      1.215200294  0.034454790    10   29 0.8783591778 0.685625584
#> 385 385     -0.071231752  0.734776264    10  232 0.7241801426 0.605277329
#> 386 386     -2.307303227 -0.375861057    10  264 0.0816655143 0.502631339
#> 387 387     -0.994605370 -0.611225994    10  219 0.6227097560 0.441874791
#> 388 388     -1.265388408  0.243493752    10  371 0.8108554257 0.851116939
#> 389 389     -0.272252580 -0.827467784    10  374 0.2320992460 0.114192801
#> 390 390     -2.123083178 -0.643193240    10  251 0.8151882249 0.966061264
#> 391 391     -1.177018195 -0.025866095    10  124 0.5304076574 0.424626237
#> 392 392      0.901844329  0.933703282    10  384 0.7332674304 0.108516917
#> 393 393      1.038513160  0.801850187    10  153 0.8203983726 0.026058896
#> 394 394     -2.109674427 -0.333482341    10   38 0.2671785173 0.665690637
#> 395 395      0.148554240 -0.562439791    10  345 0.7193723910 0.389080962
#> 396 396     -1.509224469 -0.781198298    10  304 0.6439955893 0.266524403
#> 397 397     -1.561272511  0.374536184    10  260 0.1390712184 0.162905820
#> 398 398     -2.248821101 -0.656134952    10  373 0.1129728805 0.703289558
#> 399 399      0.071090133 -0.068608861    10  352 0.1978628302 0.682523036
#> 400 400     -4.134212708 -0.593625854    10    2 0.3641577691 0.064816444
#>     expectedMean
#> 1    0.520389976
#> 2    0.578870516
#> 3    0.867683907
#> 4    0.538697435
#> 5    0.866483037
#> 6   -0.283405386
#> 7    0.057235548
#> 8   -0.537580277
#> 9   -0.111179302
#> 10  -0.817377083
#> 11   1.000052646
#> 12  -0.829945429
#> 13   1.010324056
#> 14  -0.635406634
#> 15  -0.434688907
#> 16  -0.670722738
#> 17   0.381452855
#> 18   0.368463937
#> 19   0.502244608
#> 20  -0.226824168
#> 21  -0.061729248
#> 22  -0.754698684
#> 23   0.699730607
#> 24   0.133343157
#> 25   0.913409892
#> 26   0.166370983
#> 27   0.074670579
#> 28   1.068673156
#> 29   1.120429187
#> 30   0.007132384
#> 31   0.837177469
#> 32   1.025221975
#> 33   0.554583085
#> 34  -0.865191833
#> 35  -0.838016173
#> 36  -0.513601004
#> 37   1.024046619
#> 38  -0.428446036
#> 39   0.171967256
#> 40   0.022268233
#> 41  -0.784706853
#> 42  -0.896531563
#> 43  -0.079178689
#> 44  -1.361956771
#> 45  -0.654572086
#> 46  -1.097838940
#> 47  -1.019884449
#> 48  -0.675090284
#> 49  -1.972622428
#> 50  -1.706819365
#> 51  -1.462839398
#> 52  -0.640653896
#> 53  -1.863302599
#> 54  -0.562331049
#> 55  -0.999891292
#> 56  -1.131170500
#> 57  -0.491283794
#> 58  -0.846204951
#> 59  -0.042088011
#> 60  -1.431741389
#> 61  -1.750609030
#> 62  -1.821808328
#> 63  -0.452942677
#> 64  -1.739534366
#> 65  -0.722379965
#> 66  -1.921154656
#> 67  -0.213374568
#> 68  -1.140042760
#> 69  -1.929833710
#> 70  -0.844918233
#> 71  -1.647128182
#> 72  -1.517138951
#> 73  -0.753391360
#> 74  -1.803749208
#> 75  -1.801845436
#> 76  -1.657511085
#> 77  -0.306995837
#> 78  -0.145439992
#> 79  -1.970580269
#> 80  -1.265440649
#> 81   0.618832511
#> 82  -0.295255087
#> 83  -0.616470175
#> 84   0.705386538
#> 85   0.374942616
#> 86   0.112522159
#> 87  -0.889802394
#> 88  -1.006129362
#> 89   0.393766228
#> 90  -1.094502489
#> 91  -0.017994716
#> 92  -0.234492114
#> 93   0.606631102
#> 94   0.122585891
#> 95  -0.865315494
#> 96  -0.572916078
#> 97  -0.606917393
#> 98   0.603622664
#> 99  -1.278558673
#> 100  0.306647080
#> 101 -1.170454541
#> 102  0.255380149
#> 103  0.630110283
#> 104  0.153899687
#> 105  0.227573612
#> 106 -0.813573835
#> 107  0.449577281
#> 108 -1.008438860
#> 109 -0.295945507
#> 110 -1.128565344
#> 111 -0.613634314
#> 112 -0.455913999
#> 113 -0.893825546
#> 114 -0.224728202
#> 115 -0.201752239
#> 116 -0.202842353
#> 117  0.148724474
#> 118  0.342736329
#> 119  0.616938448
#> 120 -0.400450356
#> 121  0.260790875
#> 122  0.590931410
#> 123  0.726468148
#> 124  0.813001078
#> 125  1.645593233
#> 126  1.310429024
#> 127  0.504739052
#> 128  1.278711867
#> 129  1.573244891
#> 130  1.568716077
#> 131  0.345703921
#> 132  1.097676706
#> 133  0.666644120
#> 134  0.922769316
#> 135  1.201883508
#> 136  1.152133246
#> 137  0.821200340
#> 138  1.603224150
#> 139  0.943798616
#> 140 -0.096900296
#> 141 -0.221322977
#> 142  0.066276012
#> 143  1.164492622
#> 144  1.607791838
#> 145 -0.008687234
#> 146  1.285727174
#> 147  0.106606728
#> 148  1.502204176
#> 149  1.117608301
#> 150  1.064087339
#> 151  1.631151584
#> 152  1.129750464
#> 153  0.358153835
#> 154  0.156850982
#> 155  0.605405972
#> 156  0.145838315
#> 157  0.182432742
#> 158  1.491055337
#> 159 -0.088110489
#> 160  0.887553123
#> 161  0.430861061
#> 162 -0.026351870
#> 163 -1.119998097
#> 164 -0.402403472
#> 165 -1.034805742
#> 166  0.500793834
#> 167  0.843494621
#> 168 -1.117551430
#> 169 -0.261584257
#> 170 -1.152239106
#> 171 -0.164208029
#> 172 -0.320408743
#> 173 -0.492841804
#> 174 -0.380225898
#> 175  0.321820514
#> 176  0.717908404
#> 177  0.159985104
#> 178 -0.659352078
#> 179 -0.053638588
#> 180 -0.778620494
#> 181 -0.365968468
#> 182  0.514816372
#> 183 -0.288129673
#> 184  0.672671273
#> 185  0.510590923
#> 186 -0.979636528
#> 187 -0.003107133
#> 188 -0.324882265
#> 189 -0.636431595
#> 190 -0.158415911
#> 191 -0.040437082
#> 192  0.107090507
#> 193 -1.098751797
#> 194  0.716896909
#> 195  0.293690537
#> 196 -0.493995045
#> 197 -0.955805339
#> 198 -1.098723752
#> 199  0.754074698
#> 200 -0.840232065
#> 201 -0.118755434
#> 202  1.251633814
#> 203  0.101511997
#> 204  0.002060275
#> 205 -0.138661038
#> 206  0.896239941
#> 207 -0.245341046
#> 208  0.766655905
#> 209  1.127952758
#> 210 -0.517261003
#> 211  0.694022381
#> 212 -0.480598317
#> 213  1.380779549
#> 214 -0.054659587
#> 215  0.368979954
#> 216  0.084554098
#> 217  0.010683170
#> 218  0.126357965
#> 219  0.045220345
#> 220  0.996959906
#> 221  0.409113309
#> 222  0.583683819
#> 223  1.297532276
#> 224 -0.388460957
#> 225  1.137046577
#> 226  0.470725695
#> 227 -0.165888124
#> 228  0.405558154
#> 229 -0.112806134
#> 230  0.608420256
#> 231  0.959180291
#> 232  0.273827281
#> 233  1.272471568
#> 234  1.074996932
#> 235 -0.022229714
#> 236  0.921980214
#> 237 -0.177737877
#> 238  1.318734632
#> 239  1.193176182
#> 240  0.950319792
#> 241  0.949399919
#> 242  1.608667867
#> 243  1.119716642
#> 244  1.586247089
#> 245  1.900672053
#> 246  0.871708640
#> 247  0.639214586
#> 248  1.646600895
#> 249  1.227408085
#> 250  1.326473030
#> 251  1.519653989
#> 252  1.705670684
#> 253  1.959104018
#> 254  1.313183272
#> 255  0.888285502
#> 256  1.586506819
#> 257  1.188811286
#> 258  1.935222806
#> 259  0.415915048
#> 260  0.895942826
#> 261  0.973683499
#> 262  1.162401372
#> 263  0.890746649
#> 264  0.326659938
#> 265  0.345896169
#> 266  1.993958688
#> 267  0.823899404
#> 268  0.324667993
#> 269  0.294595853
#> 270  1.112285682
#> 271  1.730138072
#> 272  1.792973651
#> 273  0.437750386
#> 274  0.903793409
#> 275  1.540867910
#> 276  2.009705971
#> 277  0.062435988
#> 278  0.190663950
#> 279  0.879338652
#> 280  1.698642950
#> 281  0.643887956
#> 282  0.310996319
#> 283 -0.044402568
#> 284 -0.178372720
#> 285 -0.337431494
#> 286 -0.753323093
#> 287  0.853374015
#> 288  0.071146286
#> 289 -0.937936224
#> 290 -0.619057557
#> 291 -0.061729389
#> 292  0.377896180
#> 293  0.682700908
#> 294 -0.338989753
#> 295  0.352378931
#> 296  0.749494261
#> 297 -0.240887445
#> 298 -0.881818271
#> 299  0.443852418
#> 300  0.273777479
#> 301 -0.327848863
#> 302  0.853372540
#> 303 -0.625062678
#> 304 -0.333573673
#> 305 -0.636070995
#> 306 -0.947893184
#> 307  0.479461956
#> 308  0.037164299
#> 309 -0.886963348
#> 310  0.265040530
#> 311 -0.902458805
#> 312 -0.618912931
#> 313 -0.132878349
#> 314 -0.713264905
#> 315  0.037673672
#> 316  0.442065859
#> 317  0.922859054
#> 318 -0.929853442
#> 319 -0.352510182
#> 320 -0.532396753
#> 321 -0.865807816
#> 322 -1.288046074
#> 323 -0.976828151
#> 324 -0.242473813
#> 325 -0.326774855
#> 326 -0.351918043
#> 327 -1.104903918
#> 328  0.023247868
#> 329 -1.160358458
#> 330  0.478860318
#> 331 -0.659840489
#> 332 -1.193704705
#> 333  0.439193194
#> 334  0.242889323
#> 335  0.539611687
#> 336 -0.297242946
#> 337 -0.939255333
#> 338 -0.133583405
#> 339 -0.415017002
#> 340  0.678598131
#> 341  0.122939543
#> 342  0.273597810
#> 343 -0.713258734
#> 344 -0.978604010
#> 345 -0.584512377
#> 346 -0.428012608
#> 347 -0.827861042
#> 348 -0.746081373
#> 349 -1.258937203
#> 350 -0.730996800
#> 351 -1.251738888
#> 352 -0.776369895
#> 353 -0.631400832
#> 354  0.672540326
#> 355  0.618331233
#> 356 -0.398915322
#> 357  0.461341195
#> 358 -0.575715382
#> 359 -0.482935409
#> 360 -1.153664130
#> 361 -1.100820838
#> 362 -1.072815998
#> 363 -0.875897079
#> 364 -0.278578379
#> 365 -1.415744572
#> 366  0.248630285
#> 367  0.540256298
#> 368 -0.276543546
#> 369 -0.528572965
#> 370 -0.803894197
#> 371  0.212068264
#> 372 -0.679028262
#> 373 -1.095788302
#> 374 -0.452277095
#> 375 -0.156380719
#> 376 -0.804429229
#> 377 -0.172957574
#> 378 -1.235012300
#> 379 -0.342617287
#> 380 -0.462902038
#> 381 -1.242426342
#> 382 -0.021361656
#> 383 -0.418108146
#> 384 -0.407440611
#> 385  0.292880863
#> 386 -0.817756458
#> 387 -1.053121395
#> 388 -0.198401649
#> 389 -1.269363185
#> 390 -1.085088641
#> 391 -0.467761496
#> 392  0.491807881
#> 393  0.359954786
#> 394 -0.775377742
#> 395 -1.004335192
#> 396 -1.223093699
#> 397 -0.067359217
#> 398 -1.098030353
#> 399 -0.510504262
#> 400 -1.035521255