Fitted values for a dynamitefit object, i.e.,
\(E(y_t | newdata, \theta)\) where \(\theta\) contains all the
model parameters. See also predict.dynamitefit() for multi-step
predictions.
Usage
# S3 method for class 'dynamitefit'
fitted(
object,
newdata = NULL,
n_draws = NULL,
thin = 1,
expand = TRUE,
df = TRUE,
...
)Arguments
- object
[
dynamitefit]
The model fit object.- newdata
[
data.frame]
Data used in predictions. IfNULL(default), the data used in model estimation is used for predictions as well. There should be no new time points that were not present in the data that were used to fit the model, and no new group levels can be included.- n_draws
[
integer(1)]
Number of posterior samples to use, default isNULLwhich uses all samples without permuting (with chains concatenated). Ifn_drawsis smaller thanndraws(object), a random subset ofn_drawsposterior samples are used.- thin
[
integer(1)]
Use only everythinposterior sample. This can be beneficial with when the model object contains large number of samples. Default is1meaning that all samples are used.- expand
[
logical(1)]
IfTRUE(the default), the output is a singledata.framecontaining the originalnewdataand the predicted values. Otherwise, alistis returned with two components,simulatedandobserved, where the first contains only the predicted values, and the second contains the originalnewdata. SettingexpandtoFALSEcan help conserve memory becausenewdatais not replicatedn_drawstimes in the output. This argument is ignored iffunsare provided.- df
[
logical(1)]
IfTRUE(default) the output consists ofdata.frameobjects, anddata.tableobjects otherwise.- ...
Ignored.
See also
Obtaining predictions
predict.dynamitefit()
Examples
data.table::setDTthreads(1) # For CRAN
fitted(gaussian_example_fit, n_draws = 2L)
#> id time .draw y_fitted x z y
#> 1 1 1 1 NA -0.5753469626 0 0.404690656
#> 2 1 2 1 1.824046192 1.0527114656 1 1.366561787
#> 3 1 3 1 0.128558253 0.1192452364 0 0.104795746
#> 4 1 4 1 0.516781440 -0.5211173176 0 0.929566554
#> 5 1 5 1 1.055191096 1.3011759922 1 0.860590438
#> 6 1 6 1 2.529136158 -0.2052992575 1 2.116082005
#> 7 1 7 1 2.107358891 0.4922285701 1 2.297089650
#> 8 1 8 1 -0.002202432 0.8719649541 0 -0.139421359
#> 9 1 9 1 2.393703127 -0.0973692675 1 2.317530179
#> 10 1 10 1 1.992218666 -0.8338435805 0 1.937360674
#> 11 1 11 1 1.646959737 -0.3970305203 0 1.657080795
#> 12 1 12 1 0.024069550 0.8636484342 0 0.218155954
#> 13 1 13 1 -1.017791932 1.0610952533 0 -0.944676028
#> 14 1 14 1 1.179201492 0.5397906055 1 1.386499245
#> 15 1 15 1 6.464033354 -2.5079178022 1 6.593880944
#> 16 1 16 1 3.732969632 0.9112096768 1 3.852378758
#> 17 1 17 1 0.174081803 2.5754497637 1 0.322540139
#> 18 1 18 1 1.294150195 0.7841708791 1 1.529191330
#> 19 1 19 1 -2.875650295 2.7973911470 0 -3.053726414
#> 20 1 20 1 -0.861219924 1.4819340159 1 -0.916626670
#> 21 1 21 1 2.716591941 -0.6249283875 1 2.478956305
#> 22 1 22 1 2.146478031 0.5102732511 1 2.471760969
#> 23 1 23 1 2.321368257 0.2018374723 1 2.483551899
#> 24 1 24 1 1.615127984 0.7412773772 1 1.558667362
#> 25 1 25 1 0.841957507 1.3426239200 1 0.603979578
#> 26 1 26 1 -1.643357189 1.9001363349 0 -1.670883500
#> 27 1 27 1 1.622586754 0.0650680195 1 1.583935930
#> 28 1 28 1 2.581659139 -0.8682240473 1 2.719419770
#> 29 1 29 1 2.189518220 -0.2382486959 1 1.834727911
#> 30 1 30 1 2.897871366 -0.6860240001 1 2.840950465
#> 31 2 1 1 NA 0.6079643222 1 0.799914607
#> 32 2 2 1 2.235243320 -1.0491770067 1 2.149899777
#> 33 2 3 1 2.167377446 0.2436874296 1 2.040891783
#> 34 2 4 1 2.819917063 -0.4898704531 1 2.954428636
#> 35 2 5 1 1.915255857 0.7567747638 1 2.145966376
#> 36 2 6 1 1.890228596 0.6511932816 1 1.911350810
#> 37 2 7 1 2.355216870 0.2678350153 1 2.347386937
#> 38 2 8 1 3.253895707 -0.3484724490 1 2.997893465
#> 39 2 9 1 3.026341425 0.2161525418 1 2.973068796
#> 40 2 10 1 2.837021824 0.5787223746 1 2.749272526
#> 41 2 11 1 4.999666475 -1.2175999878 1 5.134904795
#> 42 2 12 1 1.199546155 1.3805145283 0 1.299656939
#> 43 2 13 1 1.469117183 -0.2128482786 0 1.431866443
#> 44 2 14 1 0.277861259 0.6164557164 0 0.139077598
#> 45 2 15 1 4.646757142 -1.5652817650 1 4.307466136
#> 46 2 16 1 1.951454569 0.1424584320 0 1.645318818
#> 47 2 17 1 2.721252135 -1.1852888106 0 2.739822928
#> 48 2 18 1 0.222223168 2.2996193612 1 0.400544920
#> 49 2 19 1 -3.325511988 2.8322260239 0 -3.232121868
#> 50 2 20 1 -0.086344890 -0.6129877549 0 -0.096106520
#> 51 2 21 1 0.973900506 0.9571642742 1 0.808179646
#> 52 2 22 1 0.837342480 -0.3331209012 0 0.806465525
#> 53 2 23 1 2.740166675 -0.4271963863 1 2.966742075
#> 54 2 24 1 1.756369469 0.7532950478 1 1.682595750
#> 55 2 25 1 0.927967178 -0.5035252869 0 0.841259557
#> 56 2 26 1 0.066320178 0.1100091234 0 0.401112094
#> 57 2 27 1 -0.387959903 0.5785892916 0 -0.596732278
#> 58 2 28 1 -0.480807717 0.7295603610 0 -0.103846778
#> 59 2 29 1 3.080053279 -1.5578549039 1 3.318138732
#> 60 2 30 1 2.609353541 0.9934799821 1 2.385513284
#> 61 3 1 1 NA -1.6178827083 0 1.589469150
#> 62 3 2 1 0.525766685 -1.2601552448 0 0.617471337
#> 63 3 3 1 1.200662501 1.2324758785 1 0.933796334
#> 64 3 4 1 2.350739201 0.0471544328 1 2.464414121
#> 65 3 5 1 2.339187093 -1.7267303991 0 2.393225576
#> 66 3 6 1 0.527464356 0.2737664910 0 0.443974132
#> 67 3 7 1 1.785883006 0.6532576795 1 2.049700719
#> 68 3 8 1 2.468764073 0.5185037659 1 2.358937157
#> 69 3 9 1 2.380430666 0.8824651644 1 2.186053658
#> 70 3 10 1 4.367620714 -1.0875807141 1 4.528401569
#> 71 3 11 1 2.583883218 1.6875894829 1 2.426948131
#> 72 3 12 1 -0.875162024 1.9662480155 0 -1.006076800
#> 73 3 13 1 2.217744668 -0.0936367939 1 2.184646963
#> 74 3 14 1 2.764039584 0.6165678175 1 2.457425439
#> 75 3 15 1 1.755699916 -0.0776732006 0 1.814345957
#> 76 3 16 1 5.211058123 -1.3894835240 1 5.341931014
#> 77 3 17 1 2.560609181 0.1009198590 0 2.612250999
#> 78 3 18 1 3.298975424 0.1567029874 1 3.492895037
#> 79 3 19 1 5.454396281 -1.2187118163 1 5.591424183
#> 80 3 20 1 3.031843382 1.1161366155 1 2.959620779
#> 81 3 21 1 0.221254036 2.4244891412 1 0.323614017
#> 82 3 22 1 2.492854297 -0.0659609464 1 2.617828575
#> 83 3 23 1 0.513339256 0.2681028700 0 0.358802880
#> 84 3 24 1 2.511194648 -0.2626705034 1 2.476196111
#> 85 3 25 1 1.924977929 0.7166833209 1 2.114982126
#> 86 3 26 1 1.509702359 1.1403868251 1 1.189201279
#> 87 3 27 1 3.135078270 -1.1692066215 1 3.239107424
#> 88 3 28 1 0.064032400 0.5002658724 0 -0.008853710
#> 89 3 29 1 -0.072425704 0.7613098954 0 -0.360347074
#> 90 3 30 1 2.776584305 0.0385235991 1 2.857669749
#> 91 4 1 1 NA -0.0555619655 1 -0.509070404
#> 92 4 2 1 1.601006727 3.2410399349 1 1.662914737
#> 93 4 3 1 2.898060013 -0.5160638309 1 2.713559641
#> 94 4 4 1 -0.372959549 1.3001986777 0 -0.654154140
#> 95 4 5 1 2.776297408 -0.6015067080 1 2.880026657
#> 96 4 6 1 -0.188454594 1.0246732348 0 -0.512214487
#> 97 4 7 1 2.433727177 -0.1227086610 1 2.357019808
#> 98 4 8 1 1.487638131 -0.3906849786 0 1.333609316
#> 99 4 9 1 2.722522426 0.2055975045 1 2.563418561
#> 100 4 10 1 -0.027673496 1.4840309316 0 -0.153086411
#> 101 4 11 1 0.421039560 -0.0160025272 0 0.516660645
#> 102 4 12 1 2.808669402 -0.0283950547 1 2.768632032
#> 103 4 13 1 4.170855449 -0.0867141350 1 4.435263347
#> 104 4 14 1 7.210314273 -1.6921015209 1 7.245585692
#> 105 4 15 1 5.385362915 0.2062940448 1 5.307947840
#> 106 4 16 1 3.941990479 -0.8660377447 0 3.940906546
#> 107 4 17 1 6.634495864 -1.7799772880 1 6.330504622
#> 108 4 18 1 4.957228931 0.0467335275 1 5.208499829
#> 109 4 19 1 3.866498189 0.4690319560 1 3.772663633
#> 110 4 20 1 2.456486044 1.0365480099 1 2.449861713
#> 111 4 21 1 4.383373309 -0.9159792437 1 4.337403489
#> 112 4 22 1 3.648271812 -0.1152217094 1 3.491070826
#> 113 4 23 1 4.533954952 -1.2304309254 1 4.648292859
#> 114 4 24 1 1.588238243 -0.3125438690 0 1.476969981
#> 115 4 25 1 1.300830883 -0.7496685841 0 1.071210218
#> 116 4 26 1 1.637155370 0.7680813047 1 1.339660702
#> 117 4 27 1 -0.269051813 0.8061848554 0 -0.236030426
#> 118 4 28 1 1.723013892 0.6342502537 1 1.998996179
#> 119 4 29 1 -0.349727189 1.1291443956 0 -0.516310824
#> 120 4 30 1 2.633787630 0.5361489758 1 2.477371860
#> 121 5 1 1 NA 0.5194072039 1 -1.015564748
#> 122 5 2 1 0.037979449 -0.4168575882 0 -0.358001992
#> 123 5 3 1 0.850532494 -0.9925071504 0 0.995924635
#> 124 5 4 1 0.340116453 2.2930789738 1 0.435371740
#> 125 5 5 1 2.569927705 -0.3520464566 1 2.686379055
#> 126 5 6 1 1.820938455 0.8176594464 1 1.914369287
#> 127 5 7 1 3.118254710 -0.4136765136 1 2.890286451
#> 128 5 8 1 2.179685456 -1.0927872091 0 2.177077263
#> 129 5 9 1 3.591326790 -0.6164358429 1 3.387878492
#> 130 5 10 1 2.795528020 -1.1862065853 0 3.071519967
#> 131 5 11 1 2.473126250 1.0749450773 1 2.484300724
#> 132 5 12 1 6.751559862 -2.2490510903 1 6.432870397
#> 133 5 13 1 1.720053741 1.4414617561 0 1.555910025
#> 134 5 14 1 0.712381026 0.3687420580 0 0.642576596
#> 135 5 15 1 2.292675850 0.2768724589 1 2.794626863
#> 136 5 16 1 1.771320135 -0.1632849322 0 1.975275125
#> 137 5 17 1 2.298573014 0.5898359230 1 2.377354020
#> 138 5 18 1 1.172185129 0.0965858341 0 1.423748628
#> 139 5 19 1 1.170492055 -0.2112469186 0 1.104385321
#> 140 5 20 1 2.906487971 -0.1624831319 1 2.927595835
#> 141 5 21 1 1.835657805 1.0576641709 1 1.804799350
#> 142 5 22 1 3.492246130 -0.6505126188 1 3.468711050
#> 143 5 23 1 3.035516872 -0.1361368722 1 2.773317033
#> 144 5 24 1 0.558380983 0.0735986090 0 0.090839406
#> 145 5 25 1 2.521773676 -0.4785282105 1 2.581973374
#> 146 5 26 1 1.574798545 -1.1680916221 0 1.427473427
#> 147 5 27 1 1.934103116 0.3073900762 1 2.249363143
#> 148 5 28 1 1.868368621 0.4236450456 1 1.653165083
#> 149 5 29 1 0.343667469 -0.2951078307 0 0.109843919
#> 150 5 30 1 2.801910564 -0.5236266979 1 3.098508130
#> 151 6 1 1 NA 0.3011533622 0 0.100858666
#> 152 6 2 1 0.111712151 0.2982275915 0 -0.077473924
#> 153 6 3 1 0.645985143 1.6756969324 1 0.688756122
#> 154 6 4 1 -0.954744124 1.5475810590 0 -1.018973558
#> 155 6 5 1 1.467477914 0.7035239028 1 1.760778549
#> 156 6 6 1 2.847687219 -0.2097931712 1 3.171997074
#> 157 6 7 1 5.933562990 -2.6431489520 1 6.241876948
#> 158 6 8 1 0.732337161 1.2100105104 0 0.821080598
#> 159 6 9 1 1.454864985 -0.7347992519 0 1.595493535
#> 160 6 10 1 2.917153808 0.1010791514 1 2.785827430
#> 161 6 11 1 6.754158763 -2.6016996703 1 6.873161645
#> 162 6 12 1 4.081767977 0.0315260046 0 4.057492642
#> 163 6 13 1 1.047924958 1.1250718923 0 0.965979753
#> 164 6 14 1 1.620966772 0.9678592099 1 1.992564997
#> 165 6 15 1 2.212058312 0.8215067804 1 1.748782349
#> 166 6 16 1 -0.425131353 2.5530261135 1 -0.398741205
#> 167 6 17 1 -1.265612424 1.0966084717 0 -1.243935377
#> 168 6 18 1 -0.162678680 0.0697662309 0 0.090187707
#> 169 6 19 1 0.209137401 0.1870511466 0 0.304185792
#> 170 6 20 1 1.816998188 -0.9759266928 0 2.119589527
#> 171 6 21 1 1.976047589 0.8251497278 1 2.270608134
#> 172 6 22 1 5.457239382 -2.0186886591 1 5.462765820
#> 173 6 23 1 2.429341524 0.8257908317 1 3.031629934
#> 174 6 24 1 -0.446272006 1.0630177893 0 -0.290063217
#> 175 6 25 1 -0.413886230 0.4387217506 0 -0.255384632
#> 176 6 26 1 2.186498482 -0.1711126523 1 2.058993810
#> 177 6 27 1 2.154913977 0.2638060136 1 2.451878672
#> 178 6 28 1 0.408106406 -0.2018380447 0 0.355040854
#> 179 6 29 1 1.966060775 0.5362428184 1 1.722045860
#> 180 6 30 1 3.166240817 -1.1512213349 1 3.055582569
#> 181 7 1 1 NA 0.1056761941 1 3.022104185
#> 182 7 2 1 2.310169272 0.6365696740 1 2.055910950
#> 183 7 3 1 2.916657787 -0.4411632169 1 2.967003529
#> 184 7 4 1 2.845259297 -0.1331509643 1 2.800330659
#> 185 7 5 1 0.895694923 -0.1056713340 0 0.788323885
#> 186 7 6 1 2.112995179 0.3781677722 1 2.396762471
#> 187 7 7 1 3.023550384 -0.0929410185 1 3.098144938
#> 188 7 8 1 2.497278846 0.7409000113 1 2.668812770
#> 189 7 9 1 3.431176602 -0.1318027930 1 3.393338137
#> 190 7 10 1 1.241754548 0.5329892868 0 1.093863440
#> 191 7 11 1 3.498597485 -0.4531978300 1 3.421389098
#> 192 7 12 1 2.073650429 0.2055612084 0 2.053310858
#> 193 7 13 1 2.454194303 0.8344015678 1 2.108926160
#> 194 7 14 1 1.771048572 1.2765786815 1 1.739126254
#> 195 7 15 1 1.618017581 -0.1941524093 0 1.851509719
#> 196 7 16 1 5.899528471 -1.8602275742 1 5.822541133
#> 197 7 17 1 0.844862801 1.4456622411 0 0.465610117
#> 198 7 18 1 3.245741512 -1.8484727753 0 3.539276284
#> 199 7 19 1 3.544021281 0.2275427286 1 3.881829904
#> 200 7 20 1 5.316111626 -1.0891451909 1 5.067313416
#> 201 7 21 1 4.149012128 -0.0701942243 1 3.807179482
#> 202 7 22 1 2.928998754 0.3488349702 1 2.635644332
#> 203 7 23 1 5.507628999 -2.1741246492 1 5.332999549
#> 204 7 24 1 2.858229161 0.4260204867 1 2.915745587
#> 205 7 25 1 1.564210168 -0.6791122705 0 1.211932662
#> 206 7 26 1 1.193605481 1.3052615363 1 1.365926521
#> 207 7 27 1 1.934916766 0.5084847916 1 1.974232311
#> 208 7 28 1 0.356599921 -0.0768658984 0 -0.001635648
#> 209 7 29 1 2.504050245 -0.2758904748 1 2.352680629
#> 210 7 30 1 2.737313150 0.9147522410 1 2.680799332
#> 211 8 1 1 NA -0.6407060083 1 -0.428615845
#> 212 8 2 1 2.041059782 -0.4837806257 1 2.011674191
#> 213 8 3 1 1.010422446 -0.7230659699 0 1.096189866
#> 214 8 4 1 1.746837590 -1.7565273956 0 1.519444885
#> 215 8 5 1 3.557702193 -1.2586486281 1 3.745340843
#> 216 8 6 1 3.851178881 -0.9454088311 1 3.345610826
#> 217 8 7 1 0.502566378 0.4302846964 0 0.684066387
#> 218 8 8 1 0.762821640 1.7242622392 1 0.750975243
#> 219 8 9 1 2.297814076 0.3100169866 1 2.394660844
#> 220 8 10 1 2.608061103 0.5867353391 1 2.481019325
#> 221 8 11 1 4.230865178 -0.6754822916 1 4.208841294
#> 222 8 12 1 4.773980519 -0.1553453471 1 4.703960196
#> 223 8 13 1 5.314090304 -0.2873407998 1 5.417760935
#> 224 8 14 1 3.402972921 -0.2249612710 0 3.637277813
#> 225 8 15 1 2.250345803 1.2145887945 1 2.413492795
#> 226 8 16 1 -0.231796256 1.1310546518 0 -0.581707387
#> 227 8 17 1 4.824085495 -1.9251452518 1 4.797526268
#> 228 8 18 1 4.584223033 -1.6711270586 0 4.538173643
#> 229 8 19 1 3.791680718 -1.2619004629 0 3.527386042
#> 230 8 20 1 2.966689752 0.4577869579 1 2.623029058
#> 231 8 21 1 3.677414008 -0.4536463741 1 3.713207248
#> 232 8 22 1 2.201832293 0.7616395076 1 2.227958566
#> 233 8 23 1 4.384970954 -1.4879261874 1 4.253492117
#> 234 8 24 1 1.246124251 1.4330075108 1 1.243802590
#> 235 8 25 1 4.075016149 -1.7029648351 1 4.268532761
#> 236 8 26 1 2.000327273 0.8760961096 1 2.172244960
#> 237 8 27 1 0.363558266 -0.1163584399 0 0.424825880
#> 238 8 28 1 1.568637130 0.6873641133 1 1.653377917
#> 239 8 29 1 -0.243004663 0.6823152451 0 -0.204850369
#> 240 8 30 1 2.567501966 0.2380714916 1 2.112486402
#> 241 9 1 1 NA -0.8497043460 1 1.145681218
#> 242 9 2 1 1.999130305 0.5168620443 1 2.060451984
#> 243 9 3 1 3.426093330 -1.2362731189 1 3.611234909
#> 244 9 4 1 2.981762667 -0.3887798641 1 3.104076490
#> 245 9 5 1 1.064791090 1.6844357081 1 0.940592347
#> 246 9 6 1 1.450001326 0.8569230109 1 1.580796088
#> 247 9 7 1 0.012919810 0.5353988409 0 -0.002035771
#> 248 9 8 1 2.275384475 0.0651539326 1 2.594268388
#> 249 9 9 1 4.081612229 -1.0396803527 1 4.121756260
#> 250 9 10 1 4.126228239 -0.3017466639 1 3.899953027
#> 251 9 11 1 5.531436245 -1.2229261794 1 5.915908246
#> 252 9 12 1 4.679814242 0.5682886208 1 4.433565492
#> 253 9 13 1 4.193303876 0.3732414342 1 4.147687449
#> 254 9 14 1 4.899991390 -0.3218925862 1 4.969679632
#> 255 9 15 1 5.816963623 -0.9215160429 1 6.092338705
#> 256 9 16 1 3.619952292 -0.5272342572 0 3.489168459
#> 257 9 17 1 3.147299330 0.4127694972 1 3.195334402
#> 258 9 18 1 3.686735723 -0.0775389668 1 3.835236782
#> 259 9 19 1 3.400645285 0.2855895802 1 3.322878015
#> 260 9 20 1 3.583117031 -0.0711267337 1 3.614633925
#> 261 9 21 1 -0.605085551 1.5753077068 0 -0.320646125
#> 262 9 22 1 3.695141943 -1.2887162354 1 3.634863633
#> 263 9 23 1 4.316297845 -1.1619375576 1 4.398863271
#> 264 9 24 1 2.970213594 -0.0076368704 1 2.877896868
#> 265 9 25 1 -0.712996002 1.2651684352 0 -0.642107011
#> 266 9 26 1 1.410723953 0.4637961416 1 1.542273722
#> 267 9 27 1 1.470003264 0.9255460985 1 1.349542380
#> 268 9 28 1 -0.021355448 0.1716315069 0 0.070331551
#> 269 9 29 1 2.227210975 -0.1172907147 1 2.294627288
#> 270 9 30 1 2.844766455 -0.2390677595 1 2.631366744
#> 271 10 1 1 NA -1.0241287906 1 -0.243098210
#> 272 10 2 1 1.883180802 0.3689645274 1 1.845338526
#> 273 10 3 1 3.400082096 -1.2847157223 1 3.415391240
#> 274 10 4 1 2.520409430 0.0892072231 1 2.671626886
#> 275 10 5 1 -0.281169818 0.9113912918 0 -0.186934534
#> 276 10 6 1 0.651750369 -0.4610383389 0 0.529066321
#> 277 10 7 1 0.962364495 -0.5552783513 0 0.655498983
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#> 280 10 10 1 3.384833611 0.0795019953 1 3.622796787
#> 281 10 11 1 2.121492684 1.5466091542 1 1.914785204
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#> 301 11 1 1 NA 0.1176465971 1 -0.478543238
#> 302 11 2 1 2.183561222 -0.2153805076 1 1.845366106
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#> 311 11 11 1 3.081399579 -1.4152819198 0 3.582249207
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#> 320 11 20 1 1.249193279 0.5351379605 0 1.097999232
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#> 325 11 25 1 3.048803775 -0.5836394406 1 2.937608154
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#> 327 11 27 1 0.702223626 -0.1502093742 0 0.419404059
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#> 329 11 29 1 2.220962281 0.1116204982 1 2.227757210
#> 330 11 30 1 2.636509618 1.3259083426 1 2.885934394
#> 331 12 1 1 NA -0.9474746142 1 -0.710417122
#> 332 12 2 1 2.008911481 0.0652930335 1 1.877130021
#> 333 12 3 1 1.864829521 0.6179858172 1 1.759789006
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#> 336 12 6 1 4.297029368 -1.6510488957 1 4.501533363
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#> 338 12 8 1 2.891904195 -0.2814821150 1 3.055072341
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#> 341 12 11 1 3.231537328 0.3183902604 1 3.092213141
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#> 343 12 13 1 7.298545647 -1.7283045153 1 7.095562643
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#> 358 12 28 1 2.871457028 -1.3191257242 1 2.749138011
#> 359 12 29 1 2.329278702 -0.2834053150 1 2.349048730
#> 360 12 30 1 3.048565857 -0.6981666346 1 2.931330481
#> 361 13 1 1 NA -0.4905574437 1 -0.211244628
#> 362 13 2 1 2.145672398 -0.0340672537 1 1.964347649
#> 363 13 3 1 -0.432309653 1.1098481389 0 -0.384748019
#> 364 13 4 1 1.593422308 0.6843094294 1 1.386224740
#> 365 13 5 1 3.771086801 -1.3387742872 1 3.621573592
#> 366 13 6 1 3.479627845 -0.4639872430 1 3.771304119
#> 367 13 7 1 3.051607305 0.1263158585 1 2.855508307
#> 368 13 8 1 4.510126128 -1.3229511128 1 4.239562380
#> 369 13 9 1 4.388978392 -0.6984206676 1 4.270753061
#> 370 13 10 1 4.824549168 -0.7817397115 1 4.642428416
#> 371 13 11 1 3.615469566 0.8464362856 1 3.587746197
#> 372 13 12 1 1.880244211 0.3978422088 0 1.745698465
#> 373 13 13 1 2.559877320 0.6418300277 1 2.870533862
#> 374 13 14 1 3.315241408 0.4574620794 1 3.593126593
#> 375 13 15 1 2.244735014 -0.0829199423 0 2.048333565
#> 376 13 16 1 2.923567283 -1.0995509417 0 3.010070006
#> 377 13 17 1 3.757881779 -0.0365372222 1 3.634684524
#> 378 13 18 1 4.032110344 -1.4986982545 0 3.855345251
#> 379 13 19 1 2.082282457 1.3985720063 1 1.932605725
#> 380 13 20 1 4.491575317 -1.0255422485 1 3.935054380
#> 381 13 21 1 1.863434431 1.3953134389 1 1.816196897
#> 382 13 22 1 4.024164329 -0.9571704712 1 4.029602296
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#> 386 13 26 1 0.684836736 1.2954257908 1 0.571076697
#> 387 13 27 1 1.964768032 0.2925586849 1 2.114426736
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#> 389 13 29 1 0.618690260 -0.5910171645 0 0.545245811
#> 390 13 30 1 3.026986146 -0.7494084445 1 2.930446699
#> 391 14 1 1 NA -0.2560921922 1 1.641784471
#> 392 14 2 1 1.782205836 2.1284518990 1 1.766273151
#> 393 14 3 1 1.686222154 0.7075883538 1 1.666752499
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#> 396 14 6 1 1.703924093 0.8253798628 1 1.472755020
#> 397 14 7 1 1.148177508 1.2722667795 1 0.982327760
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#> 399 14 9 1 2.913982117 -0.2759451684 1 3.110890711
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#> 401 14 11 1 2.520431916 0.1781901884 1 2.170241162
#> 402 14 12 1 4.233154579 -0.5502237415 1 4.453769005
#> 403 14 13 1 7.011836223 -1.5293105312 1 6.712950111
#> 404 14 14 1 6.055667783 -1.6177737654 0 6.145593274
#> 405 14 15 1 3.925959634 0.7898179218 1 4.232926926
#> 406 14 16 1 2.802762910 0.9035164264 1 2.572192862
#> 407 14 17 1 2.841323265 0.3650187514 1 3.194480550
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#> 421 15 1 1 NA 1.8438620052 0 0.301846721
#> 422 15 2 1 0.092225224 -0.7413360963 0 0.495252865
#> 423 15 3 1 0.351665062 -0.3636572971 0 0.081746629
#> 424 15 4 1 1.291823722 0.8496430456 1 1.067041408
#> 425 15 5 1 2.724373298 -0.5229123763 1 2.712106652
#> 426 15 6 1 2.049732821 0.5101325469 1 2.243000103
#> 427 15 7 1 1.454671583 -0.7184662213 0 1.438761680
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#> 431 15 11 1 4.506267553 -0.8752554775 1 4.499200885
#> 432 15 12 1 2.542137526 0.0912673835 0 2.775975748
#> 433 15 13 1 3.800869690 0.0016836885 1 4.103435953
#> 434 15 14 1 1.956552155 0.2796278624 0 1.630500930
#> 435 15 15 1 3.382118617 -0.2677064216 1 3.589473495
#> 436 15 16 1 1.641061012 1.4837794887 1 1.791492550
#> 437 15 17 1 2.014355655 0.6651598757 1 1.941862547
#> 438 15 18 1 1.628483428 0.9860582211 1 1.804358312
#> 439 15 19 1 5.112146918 -1.6484948184 1 5.111800381
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#> 441 15 21 1 3.975127847 -0.5246711995 1 3.904585504
#> 442 15 22 1 3.267033127 -0.1000139589 1 3.362658354
#> 443 15 23 1 3.222940436 -0.3906352515 1 2.975793986
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#> 445 15 25 1 2.243251432 0.2074804074 1 2.791354140
#> 446 15 26 1 3.273391621 -0.9388959197 1 3.524172544
#> 447 15 27 1 2.789163949 -0.5941776416 1 3.144103270
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#> 449 15 29 1 0.083387428 -0.0081521523 0 0.220362779
#> 450 15 30 1 2.978331413 -1.5849912682 1 2.852695037
#> 451 16 1 1 NA -0.6519499017 1 0.487329123
#> 452 16 2 1 2.477941372 -1.0959962671 1 2.357684577
#> 453 16 3 1 2.623415513 0.0597499374 1 2.646066711
#> 454 16 4 1 3.143298133 -0.4465572164 1 2.999906565
#> 455 16 5 1 2.249765600 0.6837455219 1 2.376575775
#> 456 16 6 1 3.503189867 -0.5894810385 1 3.598665235
#> 457 16 7 1 3.757279215 -0.4503386239 1 4.047490557
#> 458 16 8 1 3.404035544 0.1516805045 1 3.552219136
#> 459 16 9 1 3.128094030 0.5500439612 1 3.337472839
#> 460 16 10 1 2.442969509 1.3700039940 1 2.901271922
#> 461 16 11 1 0.831117169 0.9411658067 0 0.893628678
#> 462 16 12 1 5.762955440 -1.9617075989 1 5.642701283
#> 463 16 13 1 3.311635419 0.2502478213 0 3.339448062
#> 464 16 14 1 1.567467039 1.8778640211 1 1.521178197
#> 465 16 15 1 2.171498871 -0.5918921022 0 2.375538626
#> 466 16 16 1 -1.136723050 1.9507210064 0 -1.095355089
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#> 468 16 18 1 1.353808044 -1.0984900071 0 1.282890679
#> 469 16 19 1 2.738652918 0.2285569733 1 2.716720231
#> 470 16 20 1 4.131802769 -0.4509346471 1 4.217960493
#> 471 16 21 1 -0.257761137 3.1840444741 1 -0.392473088
#> 472 16 22 1 1.336110148 0.7685074319 1 1.344661764
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#> 476 16 26 1 1.655977575 0.6289649925 1 1.565840376
#> 477 16 27 1 1.264050011 1.5804318370 1 1.405650328
#> 478 16 28 1 3.389373938 -1.6885424746 1 3.335212109
#> 479 16 29 1 0.250549594 0.2074951407 0 -0.007513032
#> 480 16 30 1 0.732707837 0.8196281375 0 0.764720098
#> 481 17 1 1 NA 0.2353865723 0 0.838735792
#> 482 17 2 1 0.222667333 0.0377883992 0 0.191608243
#> 483 17 3 1 2.774326872 -0.7045964637 1 2.836624491
#> 484 17 4 1 0.555174403 0.1748027002 0 0.653172813
#> 485 17 5 1 0.478657166 -0.0608219547 0 0.306873124
#> 486 17 6 1 1.472527569 -0.9967807422 0 1.705717923
#> 487 17 7 1 -1.871770059 2.3974524800 0 -2.193663792
#> 488 17 8 1 0.236093932 1.7123049773 1 0.121438359
#> 489 17 9 1 1.380369212 1.2366758001 1 1.596277213
#> 490 17 10 1 0.392315602 0.6732538634 0 0.180485342
#> 491 17 11 1 0.327616922 0.1705880818 0 0.353068387
#> 492 17 12 1 4.187843873 -1.1198997214 1 3.984045736
#> 493 17 13 1 3.814926957 0.5638673903 1 3.722570306
#> 494 17 14 1 4.369368009 -0.0040606534 1 4.025459778
#> 495 17 15 1 4.770480362 -0.3683525751 1 4.721923734
#> 496 17 16 1 3.289227112 0.7976006576 1 3.231237734
#> 497 17 17 1 3.905204473 -0.0954875904 1 3.857280417
#> 498 17 18 1 5.092991192 -0.7995139536 1 5.463013161
#> 499 17 19 1 2.349668970 1.6535472347 1 2.514261858
#> 500 17 20 1 2.648386757 0.5142301202 1 2.888844778
#> 501 17 21 1 3.371781442 -0.0500372679 1 3.463829304
#> 502 17 22 1 3.963441807 -0.5758595679 1 3.676885378
#> 503 17 23 1 4.391889429 -1.1037521360 1 4.640561008
#> 504 17 24 1 3.096767875 0.0488888907 1 3.102241922
#> 505 17 25 1 1.484678569 1.2245603121 1 1.294413427
#> 506 17 26 1 3.487064407 -1.2621945494 1 3.525196361
#> 507 17 27 1 2.568165958 -0.0039889443 1 2.516307109
#> 508 17 28 1 1.570376664 1.1025651994 1 1.379699687
#> 509 17 29 1 -0.596085431 1.5324236216 0 -0.575068235
#> 510 17 30 1 0.720806025 0.1923696467 0 0.978592497
#> 511 18 1 1 NA 0.0779608496 1 2.071741513
#> 512 18 2 1 1.922727560 0.3104807494 1 1.857768347
#> 513 18 3 1 2.757110347 -0.7172181616 1 2.728081877
#> 514 18 4 1 2.267725689 0.0745511772 1 2.138159274
#> 515 18 5 1 -0.256403934 0.6329607130 0 0.089484971
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#> 517 18 7 1 2.022244428 0.0111291872 1 2.008031701
#> 518 18 8 1 0.991093062 -0.3261438925 0 0.976781721
#> 519 18 9 1 2.334627798 0.1390978572 1 2.489165776
#> 520 18 10 1 1.001814273 0.0721667524 0 0.985810670
#> 521 18 11 1 3.799209610 -1.0634979064 1 3.961389858
#> 522 18 12 1 6.062559008 -1.3277554756 1 6.212309452
#> 523 18 13 1 5.210208465 0.1894262375 1 5.260302609
#> 524 18 14 1 5.184849765 -0.2784540250 1 4.837006811
#> 525 18 15 1 6.883730358 -1.8526168242 1 6.980944689
#> 526 18 16 1 2.426876196 1.8432662546 1 2.432770913
#> 527 18 17 1 0.874835915 0.1962780455 0 1.045285564
#> 528 18 18 1 2.412333999 0.0798738187 1 2.431079292
#> 529 18 19 1 1.148704013 1.4152763499 1 1.137069591
#> 530 18 20 1 2.937657661 -0.3343380522 1 2.921649866
#> 531 18 21 1 3.573669658 -0.4437493119 1 3.720244429
#> 532 18 22 1 2.995913445 -0.0100976720 1 3.137863821
#> 533 18 23 1 1.146607233 1.1612892557 1 1.044611601
#> 534 18 24 1 0.894065142 0.9432244684 1 0.549582742
#> 535 18 25 1 2.656974501 -0.7018044335 1 2.493005577
#> 536 18 26 1 2.758576857 -0.5518704133 1 2.322867854
#> 537 18 27 1 1.454110152 0.8478427689 1 1.430312510
#> 538 18 28 1 2.237851398 -0.5766189242 1 2.290170663
#> 539 18 29 1 2.700059304 -1.3579978310 1 2.710422679
#> 540 18 30 1 0.609400283 0.2071719742 0 0.686783445
#> 541 19 1 1 NA -0.9618566341 1 0.775618842
#> 542 19 2 1 0.068022317 0.4365234789 0 -0.135926899
#> 543 19 3 1 -0.717170537 0.8846504990 0 -0.678071348
#> 544 19 4 1 1.645091433 0.4281667650 1 1.786451002
#> 545 19 5 1 1.237515848 1.3355176151 1 1.448957290
#> 546 19 6 1 0.545658394 -0.0143074132 0 0.856978333
#> 547 19 7 1 0.671584066 1.6335684214 1 0.728988578
#> 548 19 8 1 2.185809362 0.3730046558 1 2.148104617
#> 549 19 9 1 2.643017818 0.4102750965 1 2.720378428
#> 550 19 10 1 2.895167814 -1.5077573175 0 2.998676399
#> 551 19 11 1 3.388753668 -1.3880490476 0 3.403829026
#> 552 19 12 1 3.384873110 -0.8536236967 0 3.068515873
#> 553 19 13 1 3.197594441 -0.7328538063 0 3.437243572
#> 554 19 14 1 3.446404437 0.4749117140 1 3.559906566
#> 555 19 15 1 5.607635646 -1.1696152604 1 5.864572177
#> 556 19 16 1 3.041715082 1.2464239087 1 3.030252780
#> 557 19 17 1 -1.921994948 2.4879978772 0 -1.562994549
#> 558 19 18 1 0.176592169 -0.3227463618 0 0.289248540
#> 559 19 19 1 1.867651643 0.4199516038 1 1.752528650
#> 560 19 20 1 3.097647541 -0.1055599088 1 3.337717122
#> 561 19 21 1 2.977396098 0.2998652501 1 3.237240592
#> 562 19 22 1 5.342572059 -1.7786591487 1 4.768469828
#> 563 19 23 1 2.715006578 0.3983627156 1 2.830445800
#> 564 19 24 1 2.779122766 -0.1093171232 1 2.662006792
#> 565 19 25 1 1.023857586 -0.3511962296 0 1.168046018
#> 566 19 26 1 3.304719077 -1.1827995068 1 3.402614460
#> 567 19 27 1 0.569552300 -0.1001165259 0 0.665776861
#> 568 19 28 1 3.224586393 -1.8516917296 1 3.256093902
#> 569 19 29 1 2.234126972 -0.1996190506 1 2.274342063
#> 570 19 30 1 2.844988622 -0.0433473543 1 3.005001569
#> 571 20 1 1 NA -0.0713080861 1 -1.427111353
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#> 1351 46 1 1 NA -0.2803953352 0 0.256396754
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#> 1411 48 1 1 NA -0.3724387561 1 -1.860587630
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#> 1713 8 3 2 0.946019869 -0.7230659699 0 1.096189866
#> 1714 8 4 2 1.786306189 -1.7565273956 0 1.519444885
#> 1715 8 5 2 3.514131282 -1.2586486281 1 3.745340843
#> 1716 8 6 2 3.841476366 -0.9454088311 1 3.345610826
#> 1717 8 7 2 0.425953434 0.4302846964 0 0.684066387
#> 1718 8 8 2 0.752502093 1.7242622392 1 0.750975243
#> 1719 8 9 2 2.288676510 0.3100169866 1 2.394660844
#> 1720 8 10 2 2.511146029 0.5867353391 1 2.481019325
#> 1721 8 11 2 4.184083499 -0.6754822916 1 4.208841294
#> 1722 8 12 2 4.710363854 -0.1553453471 1 4.703960196
#> 1723 8 13 2 5.242722795 -0.2873407998 1 5.417760935
#> 1724 8 14 2 3.348894715 -0.2249612710 0 3.637277813
#> 1725 8 15 2 2.215752400 1.2145887945 1 2.413492795
#> 1726 8 16 2 -0.307476197 1.1310546518 0 -0.581707387
#> 1727 8 17 2 4.859146825 -1.9251452518 1 4.797526268
#> 1728 8 18 2 4.444190186 -1.6711270586 0 4.538173643
#> 1729 8 19 2 3.672347313 -1.2619004629 0 3.527386042
#> 1730 8 20 2 2.849358226 0.4577869579 1 2.623029058
#> 1731 8 21 2 3.592228576 -0.4536463741 1 3.713207248
#> 1732 8 22 2 2.198507293 0.7616395076 1 2.227958566
#> 1733 8 23 2 4.331836031 -1.4879261874 1 4.253492117
#> 1734 8 24 2 1.000597350 1.4330075108 1 1.243802590
#> 1735 8 25 2 4.038239380 -1.7029648351 1 4.268532761
#> 1736 8 26 2 1.975007112 0.8760961096 1 2.172244960
#> 1737 8 27 2 0.310330903 -0.1163584399 0 0.424825880
#> 1738 8 28 2 1.517973485 0.6873641133 1 1.653377917
#> 1739 8 29 2 -0.448132596 0.6823152451 0 -0.204850369
#> 1740 8 30 2 2.585571339 0.2380714916 1 2.112486402
#> 1741 9 1 2 NA -0.8497043460 1 1.145681218
#> 1742 9 2 2 1.943988459 0.5168620443 1 2.060451984
#> 1743 9 3 2 3.481934086 -1.2362731189 1 3.611234909
#> 1744 9 4 2 3.018383761 -0.3887798641 1 3.104076490
#> 1745 9 5 2 1.181263608 1.6844357081 1 0.940592347
#> 1746 9 6 2 1.480118125 0.8569230109 1 1.580796088
#> 1747 9 7 2 -0.030940151 0.5353988409 0 -0.002035771
#> 1748 9 8 2 2.288859001 0.0651539326 1 2.594268388
#> 1749 9 9 2 4.068239220 -1.0396803527 1 4.121756260
#> 1750 9 10 2 4.104132243 -0.3017466639 1 3.899953027
#> 1751 9 11 2 5.571010090 -1.2229261794 1 5.915908246
#> 1752 9 12 2 4.694331539 0.5682886208 1 4.433565492
#> 1753 9 13 2 4.226583044 0.3732414342 1 4.147687449
#> 1754 9 14 2 4.913724530 -0.3218925862 1 4.969679632
#> 1755 9 15 2 5.865122883 -0.9215160429 1 6.092338705
#> 1756 9 16 2 3.631140906 -0.5272342572 0 3.489168459
#> 1757 9 17 2 3.172704623 0.4127694972 1 3.195334402
#> 1758 9 18 2 3.754645746 -0.0775389668 1 3.835236782
#> 1759 9 19 2 3.437161042 0.2855895802 1 3.322878015
#> 1760 9 20 2 3.568662826 -0.0711267337 1 3.614633925
#> 1761 9 21 2 -0.548342976 1.5753077068 0 -0.320646125
#> 1762 9 22 2 3.632052113 -1.2887162354 1 3.634863633
#> 1763 9 23 2 4.341572725 -1.1619375576 1 4.398863271
#> 1764 9 24 2 2.913310364 -0.0076368704 1 2.877896868
#> 1765 9 25 2 -0.763360623 1.2651684352 0 -0.642107011
#> 1766 9 26 2 1.390736603 0.4637961416 1 1.542273722
#> 1767 9 27 2 1.498971415 0.9255460985 1 1.349542380
#> 1768 9 28 2 -0.015898164 0.1716315069 0 0.070331551
#> 1769 9 29 2 2.249148400 -0.1172907147 1 2.294627288
#> 1770 9 30 2 2.836323595 -0.2390677595 1 2.631366744
#> 1771 10 1 2 NA -1.0241287906 1 -0.243098210
#> 1772 10 2 2 1.853894317 0.3689645274 1 1.845338526
#> 1773 10 3 2 3.453307182 -1.2847157223 1 3.415391240
#> 1774 10 4 2 2.522503741 0.0892072231 1 2.671626886
#> 1775 10 5 2 -0.193861850 0.9113912918 0 -0.186934534
#> 1776 10 6 2 0.619542259 -0.4610383389 0 0.529066321
#> 1777 10 7 2 0.913516015 -0.5552783513 0 0.655498983
#> 1778 10 8 2 1.379643092 1.1250027458 1 1.248016943
#> 1779 10 9 2 2.911908188 -0.1843088688 1 3.226234221
#> 1780 10 10 2 3.369271425 0.0795019953 1 3.622796787
#> 1781 10 11 2 2.050557808 1.5466091542 1 1.914785204
#> 1782 10 12 2 -0.019155758 1.0106779645 0 0.150112460
#> 1783 10 13 2 1.867631963 0.4032903312 1 1.829617664
#> 1784 10 14 2 -0.825090852 1.4878378319 0 -0.887358328
#> 1785 10 15 2 1.675175787 -1.2084427204 0 1.765303631
#> 1786 10 16 2 0.689178965 1.6659909000 1 0.713818111
#> 1787 10 17 2 0.371207752 1.5933699514 1 0.277424068
#> 1788 10 18 2 3.286905385 -0.5810673806 1 3.547790179
#> 1789 10 19 2 1.377802656 1.7492473631 1 1.052654357
#> 1790 10 20 2 0.285558711 1.7791026669 1 0.380044556
#> 1791 10 21 2 4.898347858 -2.0054578182 1 4.868335599
#> 1792 10 22 2 1.698385937 1.4824027185 1 1.899864315
#> 1793 10 23 2 4.428699131 -1.5890896941 1 4.186120484
#> 1794 10 24 2 -0.556596955 1.1256676052 0 -0.423094959
#> 1795 10 25 2 1.461902585 0.3603572379 1 1.716701519
#> 1796 10 26 2 1.848086528 0.4771142454 1 1.800642044
#> 1797 10 27 2 1.712813018 0.6482297737 1 1.564769319
#> 1798 10 28 2 2.549473030 -0.8301085743 1 2.341021040
#> 1799 10 29 2 0.263553945 -0.3446758639 0 0.205609773
#> 1800 10 30 2 2.681717492 0.0692353265 1 2.473965339
#> 1801 11 1 2 NA 0.1176465971 1 -0.478543238
#> 1802 11 2 2 2.126039321 -0.2153805076 1 1.845366106
#> 1803 11 3 2 2.980124059 -0.5739734793 1 2.727937010
#> 1804 11 4 2 -0.068648555 0.8450130041 0 0.198378009
#> 1805 11 5 2 2.167756043 0.2374302725 1 2.233113146
#> 1806 11 6 2 0.264349636 2.4167733538 1 0.351792428
#> 1807 11 7 2 0.402876583 1.7795029098 1 0.465082022
#> 1808 11 8 2 -1.291575940 1.9754190540 0 -1.104607879
#> 1809 11 9 2 1.432799108 0.9672672602 1 1.298585289
#> 1810 11 10 2 1.972911600 0.9612641518 1 1.966557917
#> 1811 11 11 2 3.103608412 -1.4152819198 0 3.582249207
#> 1812 11 12 2 5.107250156 -0.5179824302 1 5.366516935
#> 1813 11 13 2 4.936926838 -1.0416732943 0 5.263842597
#> 1814 11 14 2 5.562961726 -1.6679280458 0 5.711074986
#> 1815 11 15 2 4.795240602 -1.2289861776 0 4.771647033
#> 1816 11 16 2 6.093716728 -1.1392006400 1 6.050091377
#> 1817 11 17 2 3.526390320 -0.4140158630 0 3.461478853
#> 1818 11 18 2 3.827387071 0.0547365251 1 3.850571492
#> 1819 11 19 2 4.182101843 -0.1640900041 1 3.962837714
#> 1820 11 20 2 1.147605997 0.5351379605 0 1.097999232
#> 1821 11 21 2 3.586744889 -0.6431947916 1 3.662140687
#> 1822 11 22 2 0.891903495 0.3851548237 0 1.171066353
#> 1823 11 23 2 1.876379316 0.4195830393 1 1.870576721
#> 1824 11 24 2 1.385324030 0.8830023110 1 1.178325128
#> 1825 11 25 2 3.023690078 -0.5836394406 1 2.937608154
#> 1826 11 26 2 3.177562949 -0.4914053002 1 3.062103470
#> 1827 11 27 2 0.708961525 -0.1502093742 0 0.419404059
#> 1828 11 28 2 2.342889373 -0.2901591198 1 2.432464613
#> 1829 11 29 2 2.100102308 0.1116204982 1 2.227757210
#> 1830 11 30 2 2.644200159 1.3259083426 1 2.885934394
#> 1831 12 1 2 NA -0.9474746142 1 -0.710417122
#> 1832 12 2 2 1.944592968 0.0652930335 1 1.877130021
#> 1833 12 3 2 1.774711784 0.6179858172 1 1.759789006
#> 1834 12 4 2 1.524540650 0.9625279685 1 2.007909574
#> 1835 12 5 2 1.457747472 1.2181086103 1 1.569199613
#> 1836 12 6 2 4.251083625 -1.6510488957 1 4.501533363
#> 1837 12 7 2 0.974519456 0.2864244196 0 0.781702796
#> 1838 12 8 2 2.848196613 -0.2814821150 1 3.055072341
#> 1839 12 9 2 3.392643940 -0.1082800912 1 2.966020532
#> 1840 12 10 2 2.936038690 -1.4564659171 0 2.671380225
#> 1841 12 11 2 3.175808164 0.3183902604 1 3.092213141
#> 1842 12 12 2 4.427004457 -0.2940953272 1 4.284924656
#> 1843 12 13 2 7.208432107 -1.7283045153 1 7.095562643
#> 1844 12 14 2 6.569129561 -0.4368299769 1 6.566440836
#> 1845 12 15 2 2.305211689 0.7422970242 0 2.598539978
#> 1846 12 16 2 3.265265912 0.1436232347 1 3.476017315
#> 1847 12 17 2 4.095383503 -0.2121505321 1 3.779509451
#> 1848 12 18 2 6.733514318 -2.1112083733 1 6.937739948
#> 1849 12 19 2 5.193528533 -0.1629267107 1 5.242251503
#> 1850 12 20 2 2.682341923 -0.3719448752 0 2.698440156
#> 1851 12 21 2 4.965417686 -1.4368434437 1 4.979191840
#> 1852 12 22 2 -0.011916461 1.3416402950 0 -0.242383956
#> 1853 12 23 2 1.235854472 -0.9929283498 0 1.219076741
#> 1854 12 24 2 1.462675505 0.6120834609 1 1.624147700
#> 1855 12 25 2 4.552494248 -1.9940787873 1 4.294265260
#> 1856 12 26 2 4.110661158 -1.3193853133 1 3.937380702
#> 1857 12 27 2 -0.136380190 1.0403770193 0 -0.142081642
#> 1858 12 28 2 2.826884906 -1.3191257242 1 2.749138011
#> 1859 12 29 2 2.236107535 -0.2834053150 1 2.349048730
#> 1860 12 30 2 2.969848484 -0.6981666346 1 2.931330481
#> 1861 13 1 2 NA -0.4905574437 1 -0.211244628
#> 1862 13 2 2 2.040162371 -0.0340672537 1 1.964347649
#> 1863 13 3 2 -0.588555271 1.1098481389 0 -0.384748019
#> 1864 13 4 2 1.469814342 0.6843094294 1 1.386224740
#> 1865 13 5 2 3.724380036 -1.3387742872 1 3.621573592
#> 1866 13 6 2 3.474528035 -0.4639872430 1 3.771304119
#> 1867 13 7 2 3.002587332 0.1263158585 1 2.855508307
#> 1868 13 8 2 4.409975139 -1.3229511128 1 4.239562380
#> 1869 13 9 2 4.283944318 -0.6984206676 1 4.270753061
#> 1870 13 10 2 4.725904484 -0.7817397115 1 4.642428416
#> 1871 13 11 2 3.473097704 0.8464362856 1 3.587746197
#> 1872 13 12 2 1.810304873 0.3978422088 0 1.745698465
#> 1873 13 13 2 2.485536495 0.6418300277 1 2.870533862
#> 1874 13 14 2 3.247637206 0.4574620794 1 3.593126593
#> 1875 13 15 2 2.191854165 -0.0829199423 0 2.048333565
#> 1876 13 16 2 2.890069294 -1.0995509417 0 3.010070006
#> 1877 13 17 2 3.709389026 -0.0365372222 1 3.634684524
#> 1878 13 18 2 3.929933176 -1.4986982545 0 3.855345251
#> 1879 13 19 2 2.061748450 1.3985720063 1 1.932605725
#> 1880 13 20 2 4.454349864 -1.0255422485 1 3.935054380
#> 1881 13 21 2 1.831523148 1.3953134389 1 1.816196897
#> 1882 13 22 2 3.903696734 -0.9571704712 1 4.029602296
#> 1883 13 23 2 5.792326970 -2.1645470853 1 5.733825052
#> 1884 13 24 2 2.762439578 0.4147007068 1 2.711618747
#> 1885 13 25 2 -1.419361036 1.9022097714 0 -1.352296430
#> 1886 13 26 2 0.554958976 1.2954257908 1 0.571076697
#> 1887 13 27 2 1.883510586 0.2925586849 1 2.114426736
#> 1888 13 28 2 2.771267598 -0.9670319027 1 2.896752984
#> 1889 13 29 2 0.510158218 -0.5910171645 0 0.545245811
#> 1890 13 30 2 2.978978918 -0.7494084445 1 2.930446699
#> 1891 14 1 2 NA -0.2560921922 1 1.641784471
#> 1892 14 2 2 1.770081816 2.1284518990 1 1.766273151
#> 1893 14 3 2 1.727665835 0.7075883538 1 1.666752499
#> 1894 14 4 2 3.697761431 -1.3952743498 1 3.769974415
#> 1895 14 5 2 2.309285165 0.6608202978 1 2.196038201
#> 1896 14 6 2 1.855005250 0.8253798628 1 1.472755020
#> 1897 14 7 2 1.179629122 1.2722667795 1 0.982327760
#> 1898 14 8 2 0.937199066 -0.2393515671 0 0.993337541
#> 1899 14 9 2 3.046359493 -0.2759451684 1 3.110890711
#> 1900 14 10 2 1.228947484 0.3204023143 0 0.973104533
#> 1901 14 11 2 2.634391394 0.1781901884 1 2.170241162
#> 1902 14 12 2 4.350950675 -0.5502237415 1 4.453769005
#> 1903 14 13 2 7.068488580 -1.5293105312 1 6.712950111
#> 1904 14 14 2 6.149109157 -1.6177737654 0 6.145593274
#> 1905 14 15 2 4.084740825 0.7898179218 1 4.232926926
#> 1906 14 16 2 2.898590933 0.9035164264 1 2.572192862
#> 1907 14 17 2 2.974061231 0.3650187514 1 3.194480550
#> 1908 14 18 2 3.240442479 -1.1014834389 0 3.199120265
#> 1909 14 19 2 0.514180556 0.8983962407 0 0.286807054
#> 1910 14 20 2 1.336170219 -0.5824016746 0 1.332989954
#> 1911 14 21 2 1.056236998 -0.1907034326 0 1.126239265
#> 1912 14 22 2 0.393477466 0.1667812884 0 0.417321336
#> 1913 14 23 2 2.976962077 -0.6375687651 1 3.323694884
#> 1914 14 24 2 3.103266140 -0.2798823971 1 3.376918940
#> 1915 14 25 2 -0.925135753 3.3903708213 1 -0.849651674
#> 1916 14 26 2 1.192644910 -1.4202194917 0 1.265949757
#> 1917 14 27 2 -0.243339345 0.6687513994 0 -0.046682017
#> 1918 14 28 2 0.196863897 -0.1446110701 0 -0.101025883
#> 1919 14 29 2 2.484968765 -0.3159369312 1 2.342796362
#> 1920 14 30 2 1.034697763 -0.6196150527 0 0.980781509
#> 1921 15 1 2 NA 1.8438620052 0 0.301846721
#> 1922 15 2 2 0.138575032 -0.7413360963 0 0.495252865
#> 1923 15 3 2 0.393835003 -0.3636572971 0 0.081746629
#> 1924 15 4 2 1.309682051 0.8496430456 1 1.067041408
#> 1925 15 5 2 2.843804587 -0.5229123763 1 2.712106652
#> 1926 15 6 2 2.189630192 0.5101325469 1 2.243000103
#> 1927 15 7 2 1.526964215 -0.7184662213 0 1.438761680
#> 1928 15 8 2 0.924457354 -0.2140412400 0 0.674679057
#> 1929 15 9 2 -0.353215703 1.1146485454 0 -0.547628510
#> 1930 15 10 2 2.604789322 -0.4447819783 1 2.742100485
#> 1931 15 11 2 4.616732686 -0.8752554775 1 4.499200885
#> 1932 15 12 2 2.621780379 0.0912673835 0 2.775975748
#> 1933 15 13 2 3.870003556 0.0016836885 1 4.103435953
#> 1934 15 14 2 2.049551462 0.2796278624 0 1.630500930
#> 1935 15 15 2 3.471167915 -0.2677064216 1 3.589473495
#> 1936 15 16 2 1.711633309 1.4837794887 1 1.791492550
#> 1937 15 17 2 2.143119955 0.6651598757 1 1.941862547
#> 1938 15 18 2 1.844844134 0.9860582211 1 1.804358312
#> 1939 15 19 2 5.227133572 -1.6484948184 1 5.111800381
#> 1940 15 20 2 3.613984890 0.3428883929 1 3.508261291
#> 1941 15 21 2 4.027819891 -0.5246711995 1 3.904585504
#> 1942 15 22 2 3.361766974 -0.1000139589 1 3.362658354
#> 1943 15 23 2 3.286127490 -0.3906352515 1 2.975793986
#> 1944 15 24 2 2.714692725 -0.1090375092 1 2.571090473
#> 1945 15 25 2 2.298515193 0.2074804074 1 2.791354140
#> 1946 15 26 2 3.401008711 -0.9388959197 1 3.524172544
#> 1947 15 27 2 2.927666562 -0.5941776416 1 3.144103270
#> 1948 15 28 2 1.267677788 -1.7981325564 0 1.403434919
#> 1949 15 29 2 0.112049839 -0.0081521523 0 0.220362779
#> 1950 15 30 2 3.063747455 -1.5849912682 1 2.852695037
#> 1951 16 1 2 NA -0.6519499017 1 0.487329123
#> 1952 16 2 2 2.464188985 -1.0959962671 1 2.357684577
#> 1953 16 3 2 2.614910342 0.0597499374 1 2.646066711
#> 1954 16 4 2 3.178413655 -0.4465572164 1 2.999906565
#> 1955 16 5 2 2.339527224 0.6837455219 1 2.376575775
#> 1956 16 6 2 3.542023945 -0.5894810385 1 3.598665235
#> 1957 16 7 2 3.796888977 -0.4503386239 1 4.047490557
#> 1958 16 8 2 3.442548442 0.1516805045 1 3.552219136
#> 1959 16 9 2 3.172045198 0.5500439612 1 3.337472839
#> 1960 16 10 2 2.388449115 1.3700039940 1 2.901271922
#> 1961 16 11 2 0.782744047 0.9411658067 0 0.893628678
#> 1962 16 12 2 5.793392713 -1.9617075989 1 5.642701283
#> 1963 16 13 2 3.340490634 0.2502478213 0 3.339448062
#> 1964 16 14 2 1.637589096 1.8778640211 1 1.521178197
#> 1965 16 15 2 2.175418992 -0.5918921022 0 2.375538626
#> 1966 16 16 2 -1.146990615 1.9507210064 0 -1.095355089
#> 1967 16 17 2 -1.613993453 1.3178208837 0 -1.853402656
#> 1968 16 18 2 1.492234252 -1.0984900071 0 1.282890679
#> 1969 16 19 2 2.845375373 0.2285569733 1 2.716720231
#> 1970 16 20 2 4.138211762 -0.4509346471 1 4.217960493
#> 1971 16 21 2 -0.144306578 3.1840444741 1 -0.392473088
#> 1972 16 22 2 1.399679458 0.7685074319 1 1.344661764
#> 1973 16 23 2 1.480979838 0.8567854738 1 1.463797299
#> 1974 16 24 2 2.229471003 0.2293954957 1 1.806331832
#> 1975 16 25 2 -0.271608814 0.8498066475 0 -0.014859892
#> 1976 16 26 2 1.638842566 0.6289649925 1 1.565840376
#> 1977 16 27 2 1.289696103 1.5804318370 1 1.405650328
#> 1978 16 28 2 3.363571559 -1.6885424746 1 3.335212109
#> 1979 16 29 2 0.123880650 0.2074951407 0 -0.007513032
#> 1980 16 30 2 0.836834183 0.8196281375 0 0.764720098
#> 1981 17 1 2 NA 0.2353865723 0 0.838735792
#> 1982 17 2 2 0.076533004 0.0377883992 0 0.191608243
#> 1983 17 3 2 2.670107145 -0.7045964637 1 2.836624491
#> 1984 17 4 2 0.445438594 0.1748027002 0 0.653172813
#> 1985 17 5 2 0.428591382 -0.0608219547 0 0.306873124
#> 1986 17 6 2 1.347174117 -0.9967807422 0 1.705717923
#> 1987 17 7 2 -2.054698466 2.3974524800 0 -2.193663792
#> 1988 17 8 2 0.192590894 1.7123049773 1 0.121438359
#> 1989 17 9 2 1.411183523 1.2366758001 1 1.596277213
#> 1990 17 10 2 0.286924809 0.6732538634 0 0.180485342
#> 1991 17 11 2 0.259641585 0.1705880818 0 0.353068387
#> 1992 17 12 2 4.127496675 -1.1198997214 1 3.984045736
#> 1993 17 13 2 3.751018734 0.5638673903 1 3.722570306
#> 1994 17 14 2 4.288134103 -0.0040606534 1 4.025459778
#> 1995 17 15 2 4.715284859 -0.3683525751 1 4.721923734
#> 1996 17 16 2 3.197360816 0.7976006576 1 3.231237734
#> 1997 17 17 2 3.839335383 -0.0954875904 1 3.857280417
#> 1998 17 18 2 5.012464698 -0.7995139536 1 5.463013161
#> 1999 17 19 2 2.274223243 1.6535472347 1 2.514261858
#> 2000 17 20 2 2.548064101 0.5142301202 1 2.888844778
#> 2001 17 21 2 3.285573039 -0.0500372679 1 3.463829304
#> 2002 17 22 2 3.860075910 -0.5758595679 1 3.676885378
#> 2003 17 23 2 4.316719353 -1.1037521360 1 4.640561008
#> 2004 17 24 2 2.935400184 0.0488888907 1 3.102241922
#> 2005 17 25 2 1.343187630 1.2245603121 1 1.294413427
#> 2006 17 26 2 3.427073050 -1.2621945494 1 3.525196361
#> 2007 17 27 2 2.542420497 -0.0039889443 1 2.516307109
#> 2008 17 28 2 1.487763575 1.1025651994 1 1.379699687
#> 2009 17 29 2 -0.895846041 1.5324236216 0 -0.575068235
#> 2010 17 30 2 0.729572741 0.1923696467 0 0.978592497
#> 2011 18 1 2 NA 0.0779608496 1 2.071741513
#> 2012 18 2 2 1.874114576 0.3104807494 1 1.857768347
#> 2013 18 3 2 2.801010398 -0.7172181616 1 2.728081877
#> 2014 18 4 2 2.289544824 0.0745511772 1 2.138159274
#> 2015 18 5 2 -0.161523650 0.6329607130 0 0.089484971
#> 2016 18 6 2 -0.088517482 0.1444757047 0 -0.102025046
#> 2017 18 7 2 1.968998333 0.0111291872 1 2.008031701
#> 2018 18 8 2 1.014098036 -0.3261438925 0 0.976781721
#> 2019 18 9 2 2.417279748 0.1390978572 1 2.489165776
#> 2020 18 10 2 1.010467355 0.0721667524 0 0.985810670
#> 2021 18 11 2 3.894159027 -1.0634979064 1 3.961389858
#> 2022 18 12 2 6.103496934 -1.3277554756 1 6.212309452
#> 2023 18 13 2 5.275418786 0.1894262375 1 5.260302609
#> 2024 18 14 2 5.237590431 -0.2784540250 1 4.837006811
#> 2025 18 15 2 6.941610834 -1.8526168242 1 6.980944689
#> 2026 18 16 2 2.415273563 1.8432662546 1 2.432770913
#> 2027 18 17 2 0.932828962 0.1962780455 0 1.045285564
#> 2028 18 18 2 2.560838006 0.0798738187 1 2.431079292
#> 2029 18 19 2 1.275077135 1.4152763499 1 1.137069591
#> 2030 18 20 2 3.013597671 -0.3343380522 1 2.921649866
#> 2031 18 21 2 3.587737302 -0.4437493119 1 3.720244429
#> 2032 18 22 2 3.045884304 -0.0100976720 1 3.137863821
#> 2033 18 23 2 1.101338815 1.1612892557 1 1.044611601
#> 2034 18 24 2 0.812766079 0.9432244684 1 0.549582742
#> 2035 18 25 2 2.704737334 -0.7018044335 1 2.493005577
#> 2036 18 26 2 2.825502820 -0.5518704133 1 2.322867854
#> 2037 18 27 2 1.518719792 0.8478427689 1 1.430312510
#> 2038 18 28 2 2.254971192 -0.5766189242 1 2.290170663
#> 2039 18 29 2 2.803014537 -1.3579978310 1 2.710422679
#> 2040 18 30 2 0.611568284 0.2071719742 0 0.686783445
#> 2041 19 1 2 NA -0.9618566341 1 0.775618842
#> 2042 19 2 2 -0.031722277 0.4365234789 0 -0.135926899
#> 2043 19 3 2 -0.860499875 0.8846504990 0 -0.678071348
#> 2044 19 4 2 1.580998832 0.4281667650 1 1.786451002
#> 2045 19 5 2 1.289415308 1.3355176151 1 1.448957290
#> 2046 19 6 2 0.522168758 -0.0143074132 0 0.856978333
#> 2047 19 7 2 0.545322908 1.6335684214 1 0.728988578
#> 2048 19 8 2 2.170672420 0.3730046558 1 2.148104617
#> 2049 19 9 2 2.660939562 0.4102750965 1 2.720378428
#> 2050 19 10 2 2.876853942 -1.5077573175 0 2.998676399
#> 2051 19 11 2 3.396162325 -1.3880490476 0 3.403829026
#> 2052 19 12 2 3.357651745 -0.8536236967 0 3.068515873
#> 2053 19 13 2 3.125073484 -0.7328538063 0 3.437243572
#> 2054 19 14 2 3.430981017 0.4749117140 1 3.559906566
#> 2055 19 15 2 5.596601769 -1.1696152604 1 5.864572177
#> 2056 19 16 2 2.987411152 1.2464239087 1 3.030252780
#> 2057 19 17 2 -1.945889230 2.4879978772 0 -1.562994549
#> 2058 19 18 2 0.304303836 -0.3227463618 0 0.289248540
#> 2059 19 19 2 1.971139668 0.4199516038 1 1.752528650
#> 2060 19 20 2 3.088038262 -0.1055599088 1 3.337717122
#> 2061 19 21 2 2.952729666 0.2998652501 1 3.237240592
#> 2062 19 22 2 5.215135523 -1.7786591487 1 4.768469828
#> 2063 19 23 2 2.642175153 0.3983627156 1 2.830445800
#> 2064 19 24 2 2.697946504 -0.1093171232 1 2.662006792
#> 2065 19 25 2 0.972097113 -0.3511962296 0 1.168046018
#> 2066 19 26 2 3.295616371 -1.1827995068 1 3.402614460
#> 2067 19 27 2 0.586430140 -0.1001165259 0 0.665776861
#> 2068 19 28 2 3.166782126 -1.8516917296 1 3.256093902
#> 2069 19 29 2 2.123030552 -0.1996190506 1 2.274342063
#> 2070 19 30 2 2.800586854 -0.0433473543 1 3.005001569
#> 2071 20 1 2 NA -0.0713080861 1 -1.427111353
#> 2072 20 2 2 2.072803617 -0.4583653327 1 2.078818744
#> 2073 20 3 2 3.392162406 -1.0155925786 1 3.540753332
#> 2074 20 4 2 2.742478092 0.0246749828 1 2.425098742
#> 2075 20 5 2 2.702474906 0.0072900903 1 2.526145178
#> 2076 20 6 2 2.690764196 -1.7902812373 0 2.584246143
#> 2077 20 7 2 4.509367935 -1.4385066449 1 4.694977468
#> 2078 20 8 2 3.811405898 -0.2276840649 1 3.502254970
#> 2079 20 9 2 3.991449699 -0.5584569123 1 3.741714412
#> 2080 20 10 2 3.745558173 0.0261002253 1 4.207689549
#> 2081 20 11 2 1.800266804 2.0867174345 1 1.392179171
#> 2082 20 12 2 4.158748152 -0.6933045279 1 3.839355500
#> 2083 20 13 2 3.135671537 0.9863658599 1 3.364322556
#> 2084 20 14 2 4.574459200 -0.2790721708 1 4.593655939
#> 2085 20 15 2 4.560494366 -1.4420346464 0 4.606931184
#> 2086 20 16 2 4.549079630 -0.1318749118 1 4.425437545
#> 2087 20 17 2 3.619917238 0.4310989281 1 4.043984795
#> 2088 20 18 2 3.887221312 0.1464171787 1 4.011484064
#> 2089 20 19 2 1.064092678 0.7212208071 0 0.687971627
#> 2090 20 20 2 1.691166880 -0.7305096728 0 1.520897801
#> 2091 20 21 2 4.842954777 -1.5684246208 1 5.021885784
#> 2092 20 22 2 4.605426998 -0.7776214429 1 4.661008193
#> 2093 20 23 2 2.763982000 0.3623521576 1 3.145323555
#> 2094 20 24 2 2.821788455 -0.0703769216 1 2.918932641
#> 2095 20 25 2 2.640574778 -1.7271210366 0 2.895925331
#> 2096 20 26 2 2.107666015 0.6206635577 1 1.798757799
#> 2097 20 27 2 0.558493151 -0.2796299070 0 0.423089873
#> 2098 20 28 2 0.221019087 -0.1128632394 0 0.074750868
#> 2099 20 29 2 -0.129770212 0.6315231278 0 -0.045826471
#> 2100 20 30 2 2.941410051 -0.5101604414 1 2.575135379
#> 2101 21 1 2 NA 1.4445508584 1 -1.033511335
#> 2102 21 2 2 2.076884846 -1.0633261340 1 1.839926355
#> 2103 21 3 2 0.484701407 1.9552939655 1 0.697085271
#> 2104 21 4 2 3.673870830 -1.6674750976 1 3.464059881
#> 2105 21 5 2 1.824823203 1.0175586370 1 1.900393453
#> 2106 21 6 2 2.508697799 0.0345510671 1 2.391162601
#> 2107 21 7 2 2.930782544 -0.1905168020 1 2.834442444
#> 2108 21 8 2 2.992091258 0.0204507085 1 3.281776717
#> 2109 21 9 2 2.762493762 0.6053706689 1 2.613047265
#> 2110 21 10 2 3.569101553 -0.3164158682 1 3.064417782
#> 2111 21 11 2 2.535996997 -0.6785031454 0 2.280400552
#> 2112 21 12 2 3.019687380 0.3823051425 1 3.108845356
#> 2113 21 13 2 1.531557462 1.7386337669 1 1.161799968
#> 2114 21 14 2 -0.181419266 0.8134003741 0 -0.412397737
#> 2115 21 15 2 -1.263057172 1.0543222720 0 -1.092725731
#> 2116 21 16 2 1.240406029 0.4770372383 1 1.038553694
#> 2117 21 17 2 2.519974367 0.1887531093 1 2.668876836
#> 2118 21 18 2 0.342036795 2.3050619820 1 0.228653878
#> 2119 21 19 2 2.070092556 -1.1969352122 0 1.601446992
#> 2120 21 20 2 0.313881940 1.9050435849 1 0.267503222
#> 2121 21 21 2 1.733467134 0.4903026427 1 1.739358429
#> 2122 21 22 2 2.477963041 0.1250338837 1 2.719464033
#> 2123 21 23 2 3.703179199 -0.8525256703 1 3.308128541
#> 2124 21 24 2 1.270116427 -0.4843190876 0 1.614715702
#> 2125 21 25 2 3.116090150 -0.7365782323 1 2.822076034
#> 2126 21 26 2 2.121705019 0.4463130166 1 2.277056586
#> 2127 21 27 2 1.701282859 0.7844382453 1 1.626236349
#> 2128 21 28 2 1.250170253 1.3210692672 1 0.972270670
#> 2129 21 29 2 0.885924491 1.7620209034 1 0.982384827
#> 2130 21 30 2 2.906492921 -0.8234186138 1 2.823185238
#> 2131 22 1 2 NA 0.4515040531 1 -1.589455114
#> 2132 22 2 2 1.692398274 1.2631851761 1 2.169889755
#> 2133 22 3 2 0.528125121 -0.0903195940 0 0.364448913
#> 2134 22 4 2 1.519670865 0.7364959648 1 1.518702329
#> 2135 22 5 2 1.608545027 -1.1884340351 0 1.543213354
#> 2136 22 6 2 2.348736804 0.1902303157 1 2.330951514
#> 2137 22 7 2 0.376501840 0.3784239036 0 0.214545310
#> 2138 22 8 2 2.150692702 0.3140576635 1 2.336179797
#> 2139 22 9 2 3.575792057 -0.5063335422 1 3.613208396
#> 2140 22 10 2 3.775220990 -0.1023465135 1 3.669688308
#> 2141 22 11 2 6.288205006 -1.8555716539 1 6.243507144
#> 2142 22 12 2 4.351935552 0.9821130025 1 3.997678131
#> 2143 22 13 2 3.315223309 0.8811788089 1 3.968787218
#> 2144 22 14 2 3.126158546 0.9044354644 1 2.849453739
#> 2145 22 15 2 4.530221605 -0.5973300914 1 4.664853728
#> 2146 22 16 2 5.716080797 -0.9719942115 1 5.832991891
#> 2147 22 17 2 6.650830204 -1.3422431253 1 6.717373992
#> 2148 22 18 2 6.550758175 -1.1246036713 1 6.751046025
#> 2149 22 19 2 4.537376283 0.3001315669 1 4.200470556
#> 2150 22 20 2 3.379023749 0.3326217315 1 3.170713453
#> 2151 22 21 2 1.470413900 -0.0961632011 0 1.228321206
#> 2152 22 22 2 3.412305421 -0.7063214924 1 3.659235998
#> 2153 22 23 2 -1.535750493 1.9536678799 0 -1.615113922
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#> 2155 22 25 2 1.280032949 0.6224097829 1 1.062395747
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#> 2158 22 28 2 1.808143760 0.6622542969 1 1.684616706
#> 2159 22 29 2 1.833538869 0.4260143626 1 1.723119524
#> 2160 22 30 2 2.637700963 0.8518564033 1 2.627716754
#> 2161 23 1 2 NA 0.0412329220 0 -2.848546770
#> 2162 23 2 2 1.773684222 -0.3496503880 1 1.752247321
#> 2163 23 3 2 0.031772137 0.2145388266 0 0.030778331
#> 2164 23 4 2 1.646374636 0.3860265683 1 1.569217149
#> 2165 23 5 2 3.032420685 -0.7216044404 1 3.155400971
#> 2166 23 6 2 2.554042089 0.1747263970 1 2.334110005
#> 2167 23 7 2 2.304835183 0.3000385452 1 2.286853436
#> 2168 23 8 2 1.521797405 1.3282146960 1 1.609885731
#> 2169 23 9 2 2.087499758 -1.4205655047 0 2.292098354
#> 2170 23 10 2 4.278903483 -1.1815592271 1 4.042707627
#> 2171 23 11 2 1.445801507 0.5332593628 0 1.626751603
#> 2172 23 12 2 4.136927648 -0.7273835291 1 3.907422263
#> 2173 23 13 2 5.227878568 -1.9436509013 0 5.690122802
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#> 2175 23 15 2 3.436689092 0.7894598528 1 3.521373659
#> 2176 23 16 2 3.993883396 -0.1852021694 1 3.822115703
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#> 2187 23 27 2 1.708432350 0.4783661478 1 1.596271245
#> 2188 23 28 2 -0.250413025 0.4413831984 0 -0.235353355
#> 2189 23 29 2 2.114174605 -0.0137534165 1 1.903526389
#> 2190 23 30 2 3.000671832 -1.4261846729 1 2.818656165
#> 2191 24 1 2 NA -0.4224968323 0 1.290733928
#> 2192 24 2 2 2.118216771 -0.8655128627 1 2.288057725
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#> 2197 24 7 2 3.568679003 -1.0056362595 1 3.515922684
#> 2198 24 8 2 2.991228709 0.1213183775 1 3.038357804
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#> 2200 24 10 2 2.807874010 0.4986580438 1 2.845931149
#> 2201 24 11 2 3.145269772 0.3102302561 1 3.398532306
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#> 2203 24 13 2 2.139766981 1.3995761854 1 2.097335116
#> 2204 24 14 2 5.033727590 -1.1766921577 1 4.761824719
#> 2205 24 15 2 2.283723836 1.5164906017 1 2.507725624
#> 2206 24 16 2 -0.404540086 1.2209637083 0 -0.464594392
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#> 2213 24 23 2 5.251351981 -1.8248975842 1 5.456776809
#> 2214 24 24 2 5.944166881 -2.3137357739 1 5.733950647
#> 2215 24 25 2 1.389818626 -0.2142115342 0 1.798772857
#> 2216 24 26 2 1.736567267 0.5572457464 1 1.988073597
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#> 2219 24 29 2 2.350875500 -0.3075569096 1 2.496395032
#> 2220 24 30 2 2.607834526 0.4402989420 1 2.655353903
#> 2221 25 1 2 NA -2.0532472215 0 -0.493723874
#> 2222 25 2 2 1.976207016 -0.2362795689 1 1.972207329
#> 2223 25 3 2 2.852366105 -0.5743886898 1 2.683492245
#> 2224 25 4 2 2.403263553 0.1181445110 1 2.424548819
#> 2225 25 5 2 2.252700877 0.3773879730 1 2.246276361
#> 2226 25 6 2 2.135306827 0.4761332783 1 2.314355110
#> 2227 25 7 2 0.718973360 0.0192592746 0 0.935924813
#> 2228 25 8 2 1.876994258 0.7128423200 1 1.994553941
#> 2229 25 9 2 1.237135683 1.9458512177 1 0.955075416
#> 2230 25 10 2 3.742531309 -1.0389564403 1 3.627609079
#> 2231 25 11 2 5.602656200 -1.3538343357 1 5.562391321
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#> 2243 25 23 2 2.705419649 -0.2038564714 1 2.542782506
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#> 2250 25 30 2 2.927869396 -0.7926116508 1 3.237294967
#> 2251 26 1 2 NA 1.1313372134 0 0.394970678
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#> 2260 26 10 2 2.428615694 -0.2262219814 1 2.249833490
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#> 2264 26 14 2 3.404692612 -0.5929973657 1 3.508110587
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#> 2279 26 29 2 1.240396661 0.9890579202 1 1.355149532
#> 2280 26 30 2 2.554208755 0.2823102145 1 2.325596505
#> 2281 27 1 2 NA -1.4606400709 0 1.181617853
#> 2282 27 2 2 0.026175382 1.1099202897 0 0.166619837
#> 2283 27 3 2 2.309801893 -0.1829253884 1 2.630112311
#> 2284 27 4 2 2.468448313 0.2210194686 1 2.453704199
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#> 2850 45 30 2 3.233653305 -1.7103796664 1 3.255519366
#> 2851 46 1 2 NA -0.2803953352 0 0.256396754
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#> 2857 46 7 2 4.137657065 -2.6609227985 0 4.215483498
#> 2858 46 8 2 3.432874106 -0.0951474508 1 3.385208749
#> 2859 46 9 2 4.630263504 -1.4589707285 1 4.516460399
#> 2860 46 10 2 4.125096376 -0.2107341807 1 4.513575996
#> 2861 46 11 2 3.370011608 -0.8281742704 0 3.302043529
#> 2862 46 12 2 3.267786489 0.5899826794 1 3.551906019
#> 2863 46 13 2 4.443311086 -0.1203938246 1 4.370095995
#> 2864 46 14 2 4.333490781 0.1441046625 1 4.275243031
#> 2865 46 15 2 5.090407925 -0.6035312478 1 5.277280957
#> 2866 46 16 2 3.415570834 -0.6245674736 0 3.252238054
#> 2867 46 17 2 5.970594907 -1.6218582591 1 5.987073571
#> 2868 46 18 2 3.295216218 1.0405734557 1 3.598926743
#> 2869 46 19 2 2.933318752 0.5847052602 1 2.807353151
#> 2870 46 20 2 3.640717821 -0.2739623748 1 3.538139850
#> 2871 46 21 2 1.237925784 0.1174595846 0 1.164951666
#> 2872 46 22 2 -0.830286800 1.0966616331 0 -1.187506310
#> 2873 46 23 2 0.959345035 -1.0022598737 0 0.791772540
#> 2874 46 24 2 -0.709770260 0.6483473512 0 -0.744777131
#> 2875 46 25 2 -2.381664217 2.0055732743 0 -2.295669263
#> 2876 46 26 2 0.251191563 1.2949457957 1 0.322335573
#> 2877 46 27 2 -0.395019344 0.5100979282 0 -0.262585395
#> 2878 46 28 2 -1.314314322 2.1272135525 0 -1.176755781
#> 2879 46 29 2 3.108975252 -1.2987319948 1 3.044671789
#> 2880 46 30 2 2.825651828 -0.2094484283 1 2.776714424
#> 2881 47 1 2 NA 0.5629895332 0 -1.856360586
#> 2882 47 2 2 0.119249073 -0.7886028379 0 0.106389520
#> 2883 47 3 2 -0.904114203 1.0807994962 0 -0.970242529
#> 2884 47 4 2 1.856112369 -2.0142104979 0 1.985484775
#> 2885 47 5 2 0.276137893 0.4114299206 0 0.202382509
#> 2886 47 6 2 2.685167714 -0.3497542392 1 2.684726554
#> 2887 47 7 2 1.656761889 1.1102770966 1 1.682642290
#> 2888 47 8 2 3.729004119 -0.8959478228 1 3.505353231
#> 2889 47 9 2 3.526795225 -0.0512978861 1 3.330785688
#> 2890 47 10 2 4.286267059 -0.6567429254 1 4.106334483
#> 2891 47 11 2 3.037034418 1.0202530122 1 3.324366474
#> 2892 47 12 2 3.813174193 0.2893440288 1 3.578136447
#> 2893 47 13 2 2.945661434 1.0128343358 1 3.033948896
#> 2894 47 14 2 4.107751760 -0.0756250808 1 4.149563590
#> 2895 47 15 2 6.350209135 -1.4588494144 1 6.333550168
#> 2896 47 16 2 1.892968306 0.8259229016 0 2.018787467
#> 2897 47 17 2 0.998413834 0.2207112910 0 0.805122756
#> 2898 47 18 2 2.503437423 0.2497257360 1 2.574730250
#> 2899 47 19 2 4.507730548 -0.8064528227 1 4.631404501
#> 2900 47 20 2 5.336033053 -0.9855391126 1 5.185188659
#> 2901 47 21 2 2.434766404 -0.3315457582 0 2.284616499
#> 2902 47 22 2 4.088742925 -0.9884429224 1 4.238215633
#> 2903 47 23 2 2.539219992 -1.1051827292 0 2.692308332
#> 2904 47 24 2 4.144629329 -1.2198100315 1 4.070911338
#> 2905 47 25 2 0.983828226 -0.0035803084 0 0.848498226
#> 2906 47 26 2 1.699063452 0.5783349405 1 1.596951129
#> 2907 47 27 2 1.646410216 0.8687932702 1 1.647806247
#> 2908 47 28 2 1.951981757 0.3661143829 1 2.040229704
#> 2909 47 29 2 1.857362945 0.4243787949 1 1.905038368
#> 2910 47 30 2 2.334160597 2.4787458014 1 2.536588814
#> 2911 48 1 2 NA -0.3724387561 1 -1.860587630
#> 2912 48 2 2 1.959586900 -0.5946172675 1 1.891144083
#> 2913 48 3 2 1.731216647 0.6307541157 1 1.927477400
#> 2914 48 4 2 2.196255211 0.2119804334 1 2.033588129
#> 2915 48 5 2 2.563594688 -0.0330361593 1 2.168190726
#> 2916 48 6 2 1.829973588 0.7564064385 1 1.834719214
#> 2917 48 7 2 1.174003576 -0.4849875966 0 1.146260405
#> 2918 48 8 2 4.649332005 -2.0707510705 1 5.043243077
#> 2919 48 9 2 4.265114206 -0.5269251761 1 4.389257562
#> 2920 48 10 2 3.355235722 -1.4120257927 0 3.460117575
#> 2921 48 11 2 1.256186689 0.5384820321 0 1.514635101
#> 2922 48 12 2 4.400890052 -0.9042150256 1 4.225870266
#> 2923 48 13 2 2.967415279 -0.2014581470 0 2.887106935
#> 2924 48 14 2 0.740168744 2.1614158463 1 1.180290752
#> 2925 48 15 2 3.394938751 -0.3509178272 1 3.404101115
#> 2926 48 16 2 1.856819251 -0.0485683528 0 1.896778204
#> 2927 48 17 2 2.698413213 0.3104500805 1 3.120412371
#> 2928 48 18 2 0.384184569 2.4162073731 1 0.559301148
#> 2929 48 19 2 2.540864714 0.0545532458 1 2.565488407
#> 2930 48 20 2 3.101475973 0.0839306795 1 3.059357337
#> 2931 48 21 2 2.884569711 0.2782949133 1 2.808165232
#> 2932 48 22 2 1.608594893 1.1079950410 1 1.922539667
#> 2933 48 23 2 1.690639432 0.5919460034 1 1.692281599
#> 2934 48 24 2 2.164574513 0.1072350348 1 1.845048822
#> 2935 48 25 2 4.018545606 -1.4958268140 1 3.469631999
#> 2936 48 26 2 1.434469324 1.3646727815 1 1.455974773
#> 2937 48 27 2 -0.816841325 1.3693516880 0 -0.801217467
#> 2938 48 28 2 2.488342422 -0.8747813772 1 2.220614293
#> 2939 48 29 2 0.826844875 -1.1125453200 0 0.828384272
#> 2940 48 30 2 2.528816538 0.9897022081 1 2.512201874
#> 2941 49 1 2 NA 0.9769733867 1 -0.022834094
#> 2942 49 2 2 1.757820331 1.6509074673 1 1.890837374
#> 2943 49 3 2 2.509854748 -0.1136398955 1 2.291823876
#> 2944 49 4 2 -0.550498889 1.2366750464 0 -0.343103513
#> 2945 49 5 2 4.477859729 -2.4658981938 1 4.676090144
#> 2946 49 6 2 1.803207831 -0.5388091600 0 1.865438510
#> 2947 49 7 2 2.446463589 0.2306168306 1 2.344137305
#> 2948 49 8 2 2.861394838 0.1501201312 1 3.027341641
#> 2949 49 9 2 3.524688932 -0.1972648691 1 3.472271901
#> 2950 49 10 2 3.967008832 -0.2997624966 1 3.877525779
#> 2951 49 11 2 3.234282708 0.7690522950 1 3.118880658
#> 2952 49 12 2 1.812655235 0.2263249424 0 2.013905806
#> 2953 49 13 2 4.528500313 -2.0376824944 0 4.584207497
#> 2954 49 14 2 2.392913048 0.2763155321 0 2.114715566
#> 2955 49 15 2 1.232378542 0.1467084841 0 1.290089002
#> 2956 49 16 2 2.570101118 0.3013136517 1 2.487496598
#> 2957 49 17 2 5.502885745 -1.4211084475 1 5.475378564
#> 2958 49 18 2 3.693563825 0.6851982381 1 3.624085039
#> 2959 49 19 2 2.886739001 0.7163316195 1 2.940459805
#> 2960 49 20 2 5.205001695 -1.3199965265 1 5.212145772
#> 2961 49 21 2 5.488258001 -1.1855916490 1 5.459743360
#> 2962 49 22 2 2.387913882 -0.4895328712 0 2.515928090
#> 2963 49 23 2 2.835183742 -0.1196896641 1 2.672165305
#> 2964 49 24 2 1.816493988 -0.9440576916 0 1.515098647
#> 2965 49 25 2 1.268451941 -0.7684170270 0 1.583654432
#> 2966 49 26 2 3.946088187 -1.7015798027 1 3.771079259
#> 2967 49 27 2 2.074707398 0.7626511463 1 2.023128339
#> 2968 49 28 2 1.564612547 1.0244748630 1 1.937714972
#> 2969 49 29 2 2.870790572 -1.0510732262 1 2.891431822
#> 2970 49 30 2 2.530415907 1.6755721558 1 2.689318569
#> 2971 50 1 2 NA -0.3745808578 1 0.149938747
#> 2972 50 2 2 2.047609569 -0.0540281251 1 1.755086924
#> 2973 50 3 2 3.756304785 -1.5329020029 1 4.049610391
#> 2974 50 4 2 0.957677897 2.0375740182 1 1.076061989
#> 2975 50 5 2 0.104389907 2.5714581459 1 -0.044604420
#> 2976 50 6 2 1.998456004 0.2272919217 1 2.044199171
#> 2977 50 7 2 1.073128808 -0.2951578009 0 0.988926553
#> 2978 50 8 2 0.753779310 -0.0792117093 0 0.264026161
#> 2979 50 9 2 1.163323831 -0.6295787427 0 1.136211392
#> 2980 50 10 2 3.677085696 -0.8490611350 1 3.751728788
#> 2981 50 11 2 3.932975969 0.1207193293 1 3.677867529
#> 2982 50 12 2 3.333672129 0.7480811625 1 3.489499606
#> 2983 50 13 2 2.629433006 -0.1958892488 0 2.544599144
#> 2984 50 14 2 1.972920331 -0.1582940287 0 1.816004877
#> 2985 50 15 2 0.982140961 1.6236212077 1 1.004184589
#> 2986 50 16 2 2.481028668 0.2603614907 1 2.617673160
#> 2987 50 17 2 2.117560431 0.9553656397 1 2.219318416
#> 2988 50 18 2 1.964049034 -0.4469593090 0 1.868055357
#> 2989 50 19 2 0.446407483 0.5577309821 0 0.554567864
#> 2990 50 20 2 2.376821727 0.1612263513 1 2.272492856
#> 2991 50 21 2 2.130707760 -0.8358940534 0 2.206942818
#> 2992 50 22 2 2.485287349 0.2943533884 1 2.551791148
#> 2993 50 23 2 0.591142577 0.0740052117 0 0.892844219
#> 2994 50 24 2 2.183568549 -0.0003846487 1 2.208617975
#> 2995 50 25 2 0.093901192 0.4084885048 0 -0.121140002
#> 2996 50 26 2 2.246416470 -0.2806762797 1 2.381388225
#> 2997 50 27 2 0.091557606 0.4211471730 0 0.104957356
#> 2998 50 28 2 -0.464548757 0.9047588937 0 -0.711684545
#> 2999 50 29 2 1.915943916 0.5254124483 1 1.969896757
#> 3000 50 30 2 0.663753573 0.9149653183 0 0.677013200
# \donttest{
set.seed(1)
# Please update your rstan and StanHeaders installation before running
# on Windows
if (!identical(.Platform$OS.type, "windows")) {
fit <- dynamite(
dformula = obs(LakeHuron ~ 1, "gaussian") + lags(),
data = data.frame(LakeHuron, time = seq_len(length(LakeHuron)), id = 1),
time = "time",
group = "id",
chains = 1,
refresh = 0
)
if (requireNamespace("dplyr") &&
requireNamespace("tidyr") &&
base::getRversion() >= "4.1.0") {
# One-step ahead samples (fitted values) from the posterior
# (first time point is fixed due to lag in the model):
fitted(fit) |>
dplyr::filter(time > 2) |>
ggplot2::ggplot(ggplot2::aes(time, LakeHuron_fitted, group = .draw)) +
ggplot2::geom_line(alpha = 0.5) +
# observed values
ggplot2::geom_line(ggplot2::aes(y = LakeHuron), colour = "tomato") +
ggplot2::theme_bw()
# Posterior predictive distribution given the first time point:
predict(fit, type = "mean") |>
dplyr::filter(time > 2) |>
ggplot2::ggplot(ggplot2::aes(time, LakeHuron_mean, group = .draw)) +
ggplot2::geom_line(alpha = 0.5) +
# observed values
ggplot2::geom_line(ggplot2::aes(y = LakeHuron), colour = "tomato") +
ggplot2::theme_bw()
}
}
# }