Title
![[Experimental]](figures/lifecycle-experimental.svg)
make_predict_dat(Smooth, dat)Arguments
- Smooth
The smooth object from construct_smooth_data
- dat
The testing data to construct the new design matrix.
Value
a data frame containing the trasnformed desgin matrix for the testing data
Examples
raw_dat <- sim_Bai(100, 5)$dat %>% data.frame
test_dat <- sim_Bai(100, 5)$dat %>% data.frame
sm_df <- data.frame(
Var = setdiff(names(raw_dat), "y"),
Func = "s",
Args ="bs='cr', k=5"
)
dsn_smooth <- construct_smooth_data(sm_df, raw_dat)$Smooth
make_predict_dat(dsn_smooth, test_dat)
#> x1.pen1 x1.pen2 x1.pen3 x1.null1 x2.pen1
#> 1 0.482601094 1.135747007 -0.07733336 -1.05347802 0.040870971
#> 2 0.502994576 1.127122638 0.07370019 -1.12011946 0.216122692
#> 3 0.170468483 0.954544420 -0.78922780 -0.64048809 -0.437076921
#> 4 0.332862191 1.076704719 -0.56128183 -0.80131205 0.029365868
#> 5 -0.450770823 -0.336681088 -0.88396035 0.12644003 -0.326803835
#> 6 0.391277544 1.110912772 -0.42956400 -0.87802884 0.304461672
#> 7 0.111220373 0.087543049 3.32835527 -2.17569621 0.205783750
#> 8 0.279247653 -0.994061418 1.25717875 1.11400101 -0.443747412
#> 9 -0.144049884 0.659440859 -0.99135123 -0.41225023 0.098378794
#> 10 0.285764646 1.044401668 -0.64335745 -0.74861160 -0.204973020
#> 11 -0.234610080 -0.738097059 -0.58750760 0.36039212 -0.133691653
#> 12 0.359531005 1.093303550 -0.50616121 -0.83443388 0.065054821
#> 13 0.210799485 -1.111022861 0.46811096 0.84758241 0.537656153
#> 14 0.296320501 1.051923981 -0.62640401 -0.75987610 0.211952977
#> 15 0.162024681 0.187135380 3.08618195 -2.10706411 0.158399691
#> 16 -0.486741198 -0.195324815 -0.94738284 0.05215369 0.138635993
#> 17 -0.336245304 -0.585151879 -0.72577261 0.26502018 -0.324315703
#> 18 0.425122274 1.126106987 -0.32962467 -0.93144090 -0.014029187
#> 19 0.042618984 -1.030871518 -0.11179187 0.61227650 -0.398540019
#> 20 -0.081702102 -0.917511813 -0.35376014 0.49451517 -0.177066060
#> 21 0.208719296 -1.111221860 0.45653716 0.84331396 0.202702908
#> 22 -0.388490894 -0.488009418 -0.79574259 0.20912555 0.542676408
#> 23 0.333598711 1.077181650 -0.55985412 -0.80219090 0.033227955
#> 24 0.310414235 1.061726715 -0.60253884 -0.77538255 -0.360106690
#> 25 -0.405628471 -0.451595746 -0.81910893 0.18881878 -0.175088207
#> 26 0.194455548 -1.111115549 0.38261442 0.81572341 0.207675631
#> 27 0.158373195 -1.102322922 0.22713033 0.75565318 0.545173838
#> 28 -0.497351485 -0.008842877 -1.00672969 -0.04393263 0.130200958
#> 29 -0.116046432 -0.881253895 -0.41046607 0.46424130 0.490925366
#> 30 -0.462622567 -0.298693826 -0.90267779 0.10626718 -0.222969998
#> 31 0.185192807 -0.445966701 2.79362766 1.55656810 0.114171935
#> 32 -0.491625466 0.044850902 -1.01897305 -0.07153827 0.164921212
#> 33 -0.174137063 -0.814863754 -0.50021265 0.41359517 0.004522933
#> 34 0.445397382 1.132634613 -0.25660415 -0.96842778 0.078786499
#> 35 -0.393394403 0.322848102 -1.04756705 -0.21724739 -0.370062718
#> 36 0.391677900 1.111116787 -0.42850581 -0.87861361 0.153343219
#> 37 -0.341110265 -0.576797612 -0.73226424 0.26009885 -0.174570755
#> 38 -0.412000270 -0.437272809 -0.82790931 0.18091154 0.224255218
#> 39 0.157752949 0.943957123 -0.80185569 -0.62987624 -0.134919825
#> 40 -0.339409359 -0.579732163 -0.72999482 0.26182480 0.196842532
#> 41 0.449090703 1.133543243 -0.24187028 -0.97570883 0.079453877
#> 42 0.109844461 -0.177879789 3.39225905 1.71602928 -0.022756502
#> 43 0.482052672 1.135832024 -0.08064459 -1.05197061 0.157705696
#> 44 -0.400467805 -0.462866127 -0.81203127 0.19507166 -0.138164340
#> 45 -0.290004267 -0.659265861 -0.66372619 0.30984587 0.052329548
#> 46 0.264420520 -0.800381591 1.89602541 1.30615583 -0.032487502
#> 47 0.105214565 -1.075373663 0.04980785 0.68312104 0.208230841
#> 48 0.293937422 1.050238752 -0.63029780 -0.75730784 0.143667141
#> 49 0.177274472 -0.416298248 2.86206619 1.57503172 0.111873408
#> 50 -0.498978562 -0.059055668 -0.99334058 -0.01813963 -0.075451821
#> 51 0.276528826 -1.021113463 1.14299306 1.07785629 0.120282768
#> 52 -0.279458210 -0.675013565 -0.64941801 0.31967748 0.153342241
#> 53 0.218460976 0.993427094 -0.73606417 -0.68262817 -0.225209078
#> 54 -0.051380196 0.754893373 -0.94965361 -0.47598104 0.073118166
#> 55 0.289734415 1.047247897 -0.63707005 -0.75281436 -0.013079941
#> 56 -0.020418280 0.784890733 -0.93308817 -0.49737651 0.410815911
#> 57 0.125964719 0.917032060 -0.83108897 -0.60423343 0.205717663
#> 58 -0.498980065 -0.057173453 -0.99387642 -0.01910669 -0.369805225
#> 59 -0.376906547 0.352145748 -1.04702653 -0.23311267 -0.150203414
#> 60 -0.438977784 0.228493412 -1.04454733 -0.16698288 -0.353956843
#> 61 -0.031362339 -0.966846203 -0.26412021 0.54009236 0.366067729
#> 62 0.523010893 1.067045858 0.48555932 -1.28555292 -0.049942462
#> 63 0.275518708 0.414755549 2.51894492 -1.94378940 -0.429568691
#> 64 0.499433517 1.129646263 0.04212917 -1.10651046 0.210132793
#> 65 -0.430368079 -0.392990754 -0.85379098 0.15671985 -0.063995860
#> 66 -0.249848322 0.536333234 -1.02583395 -0.33694630 -0.353895343
#> 67 0.456390606 0.817548235 1.41043639 -1.60598265 0.544310816
#> 68 -0.481224231 -0.224243130 -0.93576343 0.06719730 0.346067941
#> 69 0.278469414 -1.004357487 1.21505609 1.10074268 0.184741578
#> 70 0.103059331 0.897259829 -0.85026349 -0.58647257 -0.100054139
#> 71 -0.012044271 -0.984573200 -0.22713482 0.55818048 0.118054565
#> 72 0.225871976 -1.107530239 0.55955378 0.88085007 0.211639287
#> 73 0.164402851 0.191823464 3.07471227 -2.10380078 0.436488679
#> 74 -0.311798199 -0.625440905 -0.69307854 0.28911117 0.519556921
#> 75 0.276881379 -0.897707597 1.60110183 1.21932982 0.162470706
#> 76 0.240000084 -1.099922493 0.66129122 0.91697774 0.550373774
#> 77 -0.489084559 -0.181156078 -0.95283175 0.04480442 0.149721780
#> 78 -0.004301957 -0.991485175 -0.21182881 0.56555433 0.070209124
#> 79 0.412922207 1.121154016 -0.36832699 -0.91117163 0.137982871
#> 80 0.436535959 1.130078226 -0.29003324 -0.95168757 0.181656427
#> 81 0.218010197 -0.575515052 2.48562743 1.47252995 0.440725713
#> 82 0.279847229 -0.946567380 1.43590362 1.16934984 -0.227970625
#> 83 -0.080572909 0.725805219 -0.96401229 -0.45592312 -0.090218006
#> 84 0.198034147 -1.111363889 0.40034115 0.82239265 -0.442707636
#> 85 -0.461306293 0.169582371 -1.03912056 -0.13610400 -0.125055264
#> 86 0.460180723 1.135621016 -0.19430550 -0.99883266 0.144876164
#> 87 0.397218714 1.113887425 -0.41359072 -0.88680909 0.506305072
#> 88 -0.445955608 0.211406776 -1.04324815 -0.15799305 0.548217891
#> 89 0.482227459 1.135805532 -0.07959235 -1.05244986 -0.018913619
#> 90 -0.498617558 -0.034443916 -1.00013811 -0.03078258 0.208821525
#> 91 -0.481765963 -0.221614617 -0.93684746 0.06582728 0.364821367
#> 92 0.056877246 -0.001071667 3.77001117 1.81483672 -0.341636466
#> 93 -0.277181542 0.501054067 -1.03245844 -0.31638870 0.148489546
#> 94 -0.077212645 -0.922094507 -0.34610641 0.49851069 0.126895585
#> 95 -0.342752107 0.407694356 -1.04397700 -0.26361050 -0.417639196
#> 96 0.005932535 -1.000448786 -0.19112848 0.57542746 0.198153186
#> 97 -0.430774136 0.247436269 -1.04572202 -0.17698550 0.102158040
#> 98 -0.362783648 -0.538005375 -0.76119731 0.23754624 -0.410311035
#> 99 0.269315818 -1.053930255 0.98407801 1.02640344 0.203288941
#> 100 0.215204010 -1.110393783 0.49338496 0.85685728 -0.440120864
#> x2.pen2 x2.pen3 x2.null1 x3.pen1 x3.pen2 x3.pen3
#> 1 -1.0649284519 -0.234453566 -0.68061167 0.414641463 -1.21132973 -0.26396723
#> 2 0.8999820198 0.697665885 0.63030708 -0.485269378 -0.26337478 -1.16476276
#> 3 0.0032956064 0.801148897 0.04145584 -0.416570069 -0.40453411 -1.15432495
#> 4 -0.0001921403 -4.196112105 -1.93974348 0.253746378 0.60260041 2.43446018
#> 5 -0.5600054794 0.510082844 -0.26444619 -0.410135446 0.51867277 -0.95326785
#> 6 0.9766010655 0.600919357 0.72340210 0.213441760 0.45872306 2.77482731
#> 7 -0.8586793653 -2.087443532 -1.34001398 -0.537957138 0.15046018 -1.11080437
#> 8 -0.0952163211 0.767812768 -0.01047861 -0.501529559 -0.22021104 -1.16490290
#> 9 -1.1059857761 -0.452318816 -0.77391416 0.275404698 -1.13668625 -0.62042486
#> 10 0.9347537863 -6.218437403 -2.48795914 0.327200983 0.97351562 1.40704668
#> 11 0.5548875884 0.857469050 0.35412471 0.023993660 -0.93156302 -0.92678789
#> 12 -0.1464184597 -3.873571597 -1.85161105 -0.061788739 0.97246509 -0.51531446
#> 13 1.0981814677 -0.148721574 1.18206383 -0.522677832 -0.15084464 -1.16226495
#> 14 -0.9924815321 -1.620272486 -1.19352466 0.329356258 1.01862841 1.24870636
#> 15 -0.5634413160 -2.898923603 -1.57929395 0.071534089 1.08728426 -0.27802129
#> 16 -1.1203567867 -0.659308571 -0.85660873 0.292707327 0.76141487 2.03153486
#> 17 -0.5652010726 0.506036382 -0.26750893 0.166862382 1.14835395 -0.03730715
#> 18 -1.0128684173 -0.075236016 -0.60709869 -0.338412878 0.63934121 -0.87289711
#> 19 -0.3778190115 0.633383923 -0.16135731 -0.091672735 0.94305211 -0.56019373
#> 20 0.8235946174 -5.978291506 -2.42289298 0.418180124 -1.21232761 -0.25055775
#> 21 -0.8308676978 -2.172866726 -1.36599179 0.324188274 0.94207302 1.50996795
#> 22 1.0927718773 -0.214036378 1.21312202 -0.469546984 0.39322758 -1.02016372
#> 23 -1.0582894516 -0.209980560 -0.66964135 0.261921654 -1.12724803 -0.64424987
#> 24 -0.4848150511 0.565127268 -0.22098773 0.382633542 -0.70291957 2.03082455
#> 25 -0.8168036874 0.259053013 -0.43072174 0.202336330 -1.08283067 -0.73644123
#> 26 0.8923646482 0.705134220 0.62217317 -0.431365073 -0.37774617 -1.15752437
#> 27 1.0886560679 -0.255256807 1.23233248 0.328857206 1.00070429 1.31337715
#> 28 -1.1188039897 -0.610409767 -0.83751807 0.420413432 -1.21291802 -0.24190428
#> 29 1.1002181261 0.163242283 1.02047682 -0.427649266 0.48492912 -0.97279094
#> 30 -0.7458260480 0.340997728 -0.38084732 0.327871846 0.98273440 1.37582462
#> 31 0.8055044087 0.772238795 0.53884102 -0.543381591 -0.03443438 -1.15006561
#> 32 -1.1175132485 -0.840810401 -0.92539026 0.007928244 1.03595580 -0.40047554
#> 33 -1.0315142999 -0.125045737 -0.63066639 0.122508288 1.12290303 -0.16040419
#> 34 -1.0940540728 -0.370299920 -0.73964030 -0.498228113 -0.22949615 -1.16498935
#> 35 -0.4597663571 0.582104188 -0.20682462 0.323163087 0.93324073 1.53799772
#> 36 -0.5382665381 -2.961518745 -1.59717139 -0.333613768 -0.53472093 -1.12991054
#> 37 -0.8175338175 0.258141938 -0.43125766 0.185667082 1.15704111 0.02275879
#> 38 0.9072739131 0.690219332 0.63824852 -0.506066401 -0.20691615 -1.16466878
#> 39 0.5535215717 0.857662293 0.35324634 0.317935126 0.89481984 1.65614500
#> 40 -0.7854946941 -2.306811400 -1.40629930 -0.225205672 0.79426446 -0.73919941
#> 41 0.7722579834 0.791058516 0.51052581 -0.402819597 0.95400103 5.99918297
#> 42 0.2089264210 -4.650340490 -2.06308832 0.414919144 -0.78393701 1.80524397
#> 43 -0.5599541297 -2.907635939 -1.58178628 -0.546561254 0.03962601 -1.13727997
#> 44 -0.8671360792 0.192289013 -0.46903831 -0.470948711 -0.29716022 -1.16367851
#> 45 -1.0744398399 -0.272819445 -0.69759313 0.142527890 1.13514825 -0.10768110
#> 46 0.2477068355 -4.734153219 -2.08580052 -0.456886184 -0.32758945 -1.16195432
#> 47 0.8928666512 0.704651468 0.62270430 0.293963629 0.76714918 2.01624553
#> 48 -1.1208032737 -0.690293177 -0.86857566 -0.074474217 -0.83762633 -0.99963310
#> 49 0.8033180704 0.773575183 0.53692744 -0.132874250 0.90029108 -0.61876012
#> 50 -0.9451127437 0.068049927 -0.53585127 -0.496544998 0.32098366 -1.05212246
#> 51 -0.3835749734 -3.333222832 -1.70207621 0.273771481 1.16709708 0.41895304
#> 52 -0.5382617176 -2.961530666 -1.59717479 0.252446824 -1.12046700 -0.66027335
#> 53 -0.7423276334 0.344732813 -0.37848891 0.499323814 -1.18854652 0.28269292
#> 54 0.7661415012 0.794190718 0.50548875 0.503552467 -1.07171467 0.86973365
#> 55 0.1703200373 -4.566833927 -2.04045127 0.493212503 -1.02200519 1.05694480
#> 56 1.0575700494 0.415366652 0.86523877 -0.299046525 -0.58209393 -1.11705050
#> 57 -0.8580377323 -2.089446707 -1.34062571 -0.532446751 0.18377740 -1.10109132
#> 58 -0.4604330005 0.581660631 -0.20719977 -0.466651812 0.40021414 -1.01683105
#> 59 0.7165951626 -5.747132167 -2.36026168 0.002824463 -0.91205221 -0.94384323
#> 60 0.2526754208 0.855900282 0.17568835 0.287658275 -1.14503171 -0.59764932
#> 61 1.0255756562 0.506137472 0.80009055 -0.444201248 0.45084506 -0.99133721
#> 62 -0.9742993551 0.011927855 -0.56441789 -0.274705590 -0.61372724 -1.10715229
#> 63 0.0478179937 0.814056822 0.06502512 -0.402749950 -0.42835119 -1.15097786
#> 64 -1.0206531427 -1.501652673 -1.15492806 -0.525885538 -0.13803818 -1.16139731
#> 65 -0.9583995715 0.043342293 -0.54853995 0.480841318 -1.20940901 0.08650329
#> 66 -0.4997552762 0.554690325 -0.22950437 0.320723420 1.10528404 0.88165823
#> 67 1.0902339230 -0.240059374 1.22528345 -0.438976571 0.46186278 -0.98546745
#> 68 0.5488377044 -2.286364252 1.99139380 -0.064173667 -0.84785241 -0.99273205
#> 69 -1.1024087160 -1.026804183 -0.99292972 -0.539398788 -0.06801930 -1.15457773
#> 70 0.5915887219 0.851426076 0.37808562 0.265357222 0.64706308 2.32511704
#> 71 -0.3736051241 -3.356546094 -1.70859503 0.341866270 -1.17873635 -0.48134190
#> 72 -0.9373998805 -1.827047990 -1.25936269 -0.284436525 -0.60123607 -1.11119115
#> 73 1.0739131351 0.350959853 0.90792688 -0.527507488 0.20858319 -1.09332001
#> 74 1.1047700879 0.007636467 1.10417354 0.323156849 0.93318880 1.53816146
#> 75 -1.1184142307 -0.821478806 -0.91820886 -0.449198715 -0.34330720 -1.16078123
#> 76 1.0456194904 -0.552240193 1.36329267 0.169061475 1.14944388 -0.03056003
#> 77 -0.5205449354 -3.005179630 -1.60960203 0.479028553 -0.96912527 1.23968392
#> 78 -0.1678757346 -3.825704806 -1.83847290 -0.533013161 -0.10555476 -1.15866912
#> 79 -1.1202711489 -0.655391206 -0.85508870 0.200589055 -1.08147026 -0.73886442
#> 80 -0.6884240457 -2.576169873 -1.48594906 0.266914736 1.16929516 0.37695602
#> 81 1.0764257594 0.339198986 0.91545941 0.495519574 -1.19509228 0.23141761
#> 82 0.4430280522 0.866584788 0.28484530 0.143105365 -1.03520513 -0.81128476
#> 83 -0.9275562981 0.098848687 -0.51977348 -0.479300782 0.36874236 -1.03150057
#> 84 -0.1380662220 0.751231398 -0.03306148 0.022750385 -0.93042682 -0.92781326
#> 85 -0.8841872229 0.167604480 -0.48274728 0.036575765 1.05990545 -0.34793362
#> 86 -1.1208514881 -0.697962981 -0.87152286 -0.511377512 -0.19042988 -1.16419887
#> 87 1.1040163423 0.087946694 1.06186436 -0.481155216 -0.27342092 -1.16453060
#> 88 1.0285333503 -0.643099758 1.40117798 0.315107567 1.12218322 0.79071416
#> 89 0.6756164218 0.830620846 0.43608654 0.230433492 0.51779284 2.63727579
#> 90 -1.0321937211 -1.449386014 -1.13771076 -0.179595635 -0.72685483 -1.06202504
#> 91 1.0246343226 0.508358152 0.79840847 -0.122668923 -0.78837691 -1.02998120
#> 92 -0.5279198719 0.534355075 -0.24571272 0.223270551 1.16915518 0.16256189
#> 93 -1.1208488337 -0.721441901 -0.88050858 -0.221085002 -0.85651099 5.56080555
#> 94 -1.1179494286 -0.592181041 -0.83033478 0.446845341 -1.21707634 -0.12579917
#> 95 -0.3081224686 0.672296303 -0.12351057 0.086311801 1.09818580 -0.24607825
#> 96 0.8837264661 0.713240564 0.61313848 -0.442480852 -0.35658905 -1.15963773
#> 97 -1.1079793000 -0.469307561 -0.78089794 0.117288660 -0.11719184 3.49712687
#> 98 0.1215414428 0.832475864 0.10433581 -0.377240413 0.57699637 -0.91660126
#> 99 0.8883919051 0.708908958 0.61799377 0.269045749 0.66159161 2.28886922
#> 100 -0.0226606271 0.793005505 0.02775334 0.284806405 0.72653905 2.12324285
#> x3.null1 x4.pen1 x4.pen2 x4.pen3 x4.null1 x5.pen1
#> 1 0.93381824 -0.425553154 -0.18976441 0.716973005 0.1128973500 0.31663042
#> 2 0.11246032 0.063898966 -1.04692790 0.097299068 0.6426388274 -0.14346997
#> 3 0.18851854 0.494760318 1.12594385 -1.527268093 -1.6131412589 -0.40526862
#> 4 -1.66185280 -0.431648642 0.09630804 0.774969016 -0.0300332571 0.10405594
#> 5 -0.30189710 -0.304698427 -0.52544861 0.581830372 0.2879725678 0.37522997
#> 6 -1.75692462 0.332142042 -1.23829501 -0.958223105 1.1192472040 -0.05766666
#> 7 -0.10306038 0.162319244 -1.14995593 -0.130380011 0.7637597759 0.33443954
#> 8 0.08964893 -0.064338797 0.79094440 0.697951937 -0.4087748655 0.37165749
#> 9 0.74412667 -0.251291048 -0.62236842 0.525713957 0.3423311480 -0.26093140
#> 10 -1.35841345 -0.112507121 -0.83030129 0.366901687 0.4707255039 0.29436169
#> 11 0.52425222 0.358537385 -1.09473175 -1.851930464 1.4321498376 0.03731884
#> 12 -0.60965603 0.249964496 1.14751977 0.404053959 -0.7062115468 0.03863809
#> 13 0.05329078 0.335376547 -1.23604351 -0.993124654 1.1324619593 0.17887330
#> 14 -1.30851916 0.236913432 -1.21259513 -0.378073064 0.8808620521 0.27993769
#> 15 -0.73230245 0.384686323 1.27049223 0.110744847 -0.8998105369 -0.41824248
#> 16 -1.54631883 0.317903202 -0.87467546 -2.621341044 1.6729236137 -0.44182072
#> 17 -0.84182330 -0.438423084 -0.10000645 0.740353471 0.0678872229 0.19832718
#> 18 -0.37278246 0.205926006 1.10172465 0.467987805 -0.6556089428 0.37415577
#> 19 -0.58419124 0.302433963 -1.24344949 -0.713170962 1.0233032670 0.36755877
#> 20 0.94022603 0.059229891 0.93834940 0.619162874 -0.5115795029 -0.36504399
#> 21 -1.39029439 -0.292462637 -0.54891705 0.569078148 0.3009102783 0.04739860
#> 22 -0.23200891 -0.441808665 -0.02145412 0.756885573 0.0287034555 0.04957227
#> 23 0.72965820 0.203868567 -1.18717563 -0.257016805 0.8251707740 0.38888910
#> 24 1.75717494 -0.126053889 -0.81189313 0.383681944 0.4584414122 -0.42516002
#> 25 0.67049577 0.497859274 1.31247057 -0.485633977 -1.2013871831 -0.28714850
#> 26 0.17387637 0.462965911 1.31529912 -0.211751110 -1.0726722147 0.37525160
#> 27 -1.32902761 0.442099750 0.95731232 -2.100685451 -1.8106292805 0.37170487
#> 28 0.94433958 0.305823835 1.20237923 0.304536283 -0.7777107391 -0.34520190
#> 29 -0.28278109 0.174646209 1.06812738 0.507293736 -0.6220905322 0.16796320
#> 30 -1.34865909 0.234639670 -1.21099643 -0.369012004 0.8767837135 -0.15787868
#> 31 -0.00719007 -0.178388147 -0.73745863 0.445517332 0.4108622622 0.31924067
#> 32 -0.67125808 0.451008785 1.31123555 -0.146620823 -1.0399676334 -0.25582437
#> 33 -0.78731704 0.218261238 -1.19878984 -0.307102930 0.8485380241 -0.42332059
#> 34 0.09454226 -0.213787651 -0.68353432 0.485154605 0.3781102898 -0.43796325
#> 35 -1.39890700 -0.037235356 -0.92739444 0.265884184 0.5401006242 -0.22916981
#> 36 0.26157976 -0.183473925 0.63371872 0.749038907 -0.3131684179 -0.08945643
#> 37 -0.86745084 -0.301624776 0.44657398 0.780259940 -0.2096034498 0.36557940
#> 38 0.08265439 -0.373562579 0.29674123 0.787219116 -0.1313310184 -0.29955181
#> 39 -1.43490012 -0.066823272 -0.89019161 0.307370926 0.5124809727 -0.18388265
#> 40 -0.47226556 0.360007561 -1.17323846 -1.480980028 1.3078847396 -0.39652739
#> 41 2.86813061 -0.150251912 -0.77817345 0.412819326 0.4365023159 -0.32011132
#> 42 1.68872490 -0.142576732 0.69012514 0.733755320 -0.3463008594 -0.12711481
#> 43 -0.04552924 0.181547467 -1.16778906 -0.186025123 0.7911827448 0.38390857
#> 44 0.13044058 0.403651226 1.28434126 0.049698082 -0.9349073154 0.30402123
#> 45 -0.81101150 0.268789117 1.16646189 0.373110098 -0.7292771302 -0.08013828
#> 46 0.14674360 0.294196747 -1.24181241 -0.660138461 1.0017233134 0.40068123
#> 47 -1.54185896 -0.009453973 -0.96134229 0.224278402 0.5667439804 -0.04096695
#> 48 0.45298101 0.364993286 1.25486513 0.167022387 -0.8661901378 -0.14316855
#> 49 -0.54956721 -0.151024225 -0.77707842 0.413732949 0.4358011408 0.26825397
#> 50 -0.19297654 0.357675513 -1.08613929 -1.887340017 1.4436859041 -0.42073393
#> 51 -1.02422062 -0.054285853 -0.90609587 0.290110179 0.5241082467 0.21333146
#> 52 0.71975312 -0.260499124 -0.60658561 0.535496738 0.3333010378 -0.16031539
#> 53 1.16951225 0.255097693 -1.22440296 -0.455293384 0.9150797213 0.33221839
#> 54 1.38545960 -0.198319850 -0.70750156 0.468019557 0.3925125197 0.08787407
#> 55 1.44931783 -0.355782347 -0.41557089 0.635222535 0.2289226447 -0.03764445
#> 56 0.28914636 0.316866652 -1.24364604 -0.819086004 1.0654906933 0.38224654
#> 57 -0.12045283 0.080291311 -1.06517871 0.064684549 0.6610249565 -0.20192776
#> 58 -0.23582432 -0.271579362 0.49880627 0.774265141 -0.2377145483 -0.42020604
#> 59 0.50866290 -0.276414565 -0.57847169 0.552280093 0.3173975078 -0.38107844
#> 60 0.75768548 -0.320957033 -0.49280374 0.598747471 0.2701827158 -0.11865244
#> 61 -0.26372413 0.134081833 1.02345579 0.551978102 -0.5811196004 0.08126200
#> 62 0.30791847 0.505668622 1.30471876 -0.587558111 -1.2463234917 0.26323425
#> 63 0.20163591 -0.031992088 0.83060220 0.680332147 -0.4348158564 0.27934881
#> 64 0.04661071 -0.050915939 0.80751983 0.690859287 -0.4195416666 0.13963930
#> 65 1.09002783 0.241617675 -1.21582139 -0.397215276 0.8894330459 0.19959978
#> 66 -1.18820562 0.300346755 1.19719288 0.315393863 -0.7702635532 -0.34788453
#> 67 -0.26985837 -0.421382373 -0.21012229 0.710984385 0.1231648792 -0.22402534
#> 68 0.46032738 0.044218880 0.92092723 0.630611930 -0.4984374145 0.38873273
#> 69 0.01021444 -0.263550207 -0.60128071 0.538725745 0.3302827500 -0.33271102
#> 70 -1.63085437 0.338644472 1.23237874 0.233316265 -0.8247814856 0.36982766
#> 71 0.82334043 -0.441136914 -0.05933836 0.749363214 0.0475878443 -0.26492359
#> 72 0.30046834 0.132514238 -1.12060050 -0.052457629 0.7240581612 0.32702310
#> 73 -0.13344663 -0.324653486 0.40328409 0.783782708 -0.1866663307 0.37861181
#> 74 -1.39895723 -0.432483816 -0.14935131 0.728103279 0.0925863825 -0.21731750
#> 75 0.15520941 -0.053222050 0.80468461 0.692099383 -0.4176885031 -0.43505627
#> 76 -0.84473165 0.111148978 -1.09847446 -0.001867852 0.6973727239 -0.14159630
#> 77 1.50989755 -0.193256940 -0.71520590 0.462350912 0.3971932686 0.11539843
#> 78 0.02970211 0.202511684 1.09809720 0.472505571 -0.6518600058 -0.37971142
#> 79 0.66886311 -0.384804845 0.26783331 0.786925423 -0.1165382564 0.37356106
#> 80 -1.00845051 -0.255471958 -0.61524366 0.530163101 0.3382452589 0.37860459
#> 81 1.14917832 -0.194492189 -0.71333234 0.463736805 0.3960526198 -0.11500493
#> 82 0.61781317 0.503449904 1.30751882 -0.555189283 -1.2322024026 0.37408670
#> 83 -0.21869728 0.309508677 -1.24403253 -0.762721965 1.0431857752 0.37857993
#> 84 0.52333092 -0.076730439 -0.87747006 0.320707557 0.5033567640 0.20146489
#> 85 -0.69797555 -0.439196206 0.03641039 0.766770184 -0.0001336427 0.17178958
#> 86 0.07399921 -0.266674154 0.50696035 0.773150234 -0.2421510909 0.36395348
#> 87 0.11779442 -0.360464749 0.32786643 0.786960222 -0.1473540268 0.34269503
#> 88 -1.15720812 0.166340093 -1.15376298 -0.141637058 0.7693666019 0.39946883
#> 89 -1.71874377 -0.114407146 -0.82773860 0.369276994 0.4690013914 -0.42412007
#> 90 0.37804070 0.515809751 1.27205449 -0.848883508 -1.3558775288 -0.14944165
#> 91 0.41870481 -0.290866816 0.46576417 0.778284241 -0.2198722947 -0.44123528
#> 92 -0.92499388 -0.428136433 0.11588532 0.777200608 -0.0398277720 -0.43854548
#> 93 -2.49938242 0.405758266 1.28579456 0.042428491 -0.9390000464 0.20317826
#> 94 0.99801803 0.286777978 1.18414922 0.341178403 -0.7522562441 -0.16673075
#> 95 -0.74756251 -0.118458070 -0.82225420 0.374317165 0.4653270678 -0.43441494
#> 96 0.16238877 0.381544443 1.26807706 0.120168728 -0.8942698992 0.33287228
#> 97 2.17833252 -0.001483529 0.86720184 0.661947871 -0.4597848367 -0.42157422
#> 98 -0.33561289 0.110866860 0.99740148 0.574761386 -0.5587794104 0.29619015
#> 99 -1.62052342 0.279835320 1.17737388 0.353792933 -0.7432722115 -0.18227904
#> 100 -1.57294512 -0.441338067 -0.05410593 0.750451948 0.0449785646 0.32184946
#> x5.pen2 x5.pen3 x5.null1
#> 1 -1.00989562 -1.05178257 0.922865827
#> 2 0.69126581 1.16792380 -0.571500381
#> 3 0.11042531 0.97933372 -0.212228937
#> 4 1.08151309 1.13740097 -0.892735796
#> 5 -0.93772027 -1.68996802 1.153398366
#> 6 0.83250270 1.17868548 -0.672587643
#> 7 1.36430822 0.73769604 -1.397837516
#> 8 -0.95267859 -1.60120789 1.122552052
#> 9 0.47598916 1.12241382 -0.432162482
#> 10 1.32890696 0.87262401 -1.273229134
#> 11 0.98129900 1.16645696 -0.795145542
#> 12 0.98331920 1.16606842 -0.796970284
#> 13 1.18773818 1.07580169 -1.018448927
#> 14 -0.49520102 -3.29584877 1.668976817
#> 15 -0.35033993 0.66852962 0.071625883
#> 16 -0.09062122 0.86473015 -0.091897111
#> 17 -0.98973209 -0.54660985 0.721267962
#> 18 1.37974230 0.51084020 -1.573652628
#> 19 -0.96434910 -1.52530144 1.095895350
#> 20 -0.47852724 0.54419616 0.159451683
#> 21 -0.90631817 -0.17353865 0.555426591
#> 22 -0.90774846 -0.17792987 0.557491234
#> 23 1.37120012 0.35904503 -1.676875276
#> 24 -0.32516206 0.69049246 0.055071964
#> 25 -0.59947636 0.40306404 0.249623141
#> 26 -0.83964069 -2.15318882 1.309429564
#> 27 1.37992508 0.53022134 -1.559779418
#> 28 0.28881203 1.05915957 -0.318335593
#> 29 -0.97609617 -0.45690074 0.682981539
#> 30 0.66653506 1.16433161 -0.554775404
#> 31 -1.00921014 -1.06826611 0.929111670
#> 32 0.48616970 1.12524810 -0.438496645
#> 33 0.03522636 0.93971115 -0.167505034
#> 34 -0.25933423 0.74462115 0.012651781
#> 35 -0.66971641 0.30674383 0.306731047
#> 36 -0.80427849 0.07661134 0.432206478
#> 37 -0.78111739 -2.38043776 1.383402617
#> 38 0.39538772 1.09774411 -0.382615777
#> 39 0.62092474 1.15652890 -0.524506026
#> 40 -0.41168864 0.61179336 0.112854152
#> 41 0.34925934 1.08187161 -0.354655693
#> 42 0.71892549 1.17138217 -0.590500041
#> 43 1.17791947 -0.51962723 -2.164467634
#> 44 1.33847044 0.84499190 -1.300515899
#> 45 0.79633297 1.17765842 -0.645629056
#> 46 1.32557596 0.05367180 -1.862799894
#> 47 0.85910785 1.17856754 -0.693012444
#> 48 -0.75698153 0.16624258 0.384947042
#> 49 -1.01069820 -0.80248592 0.826038714
#> 50 -0.34174780 0.67610726 0.065954353
#> 51 -0.99562927 -0.59491031 0.741524620
#> 52 0.66231657 1.16367315 -0.551945569
#> 53 -0.65139092 -2.82367392 1.523830220
#> 54 -0.93199311 -0.25868700 0.594931308
#> 55 -0.84578340 -0.01327831 0.477840515
#> 56 1.37705831 0.43699662 -1.624991716
#> 57 0.58843022 1.15007988 -0.503342691
#> 58 -0.34360790 0.67447412 0.067180178
#> 59 -0.44664816 0.57724367 0.136986186
#> 60 -0.77915521 0.12566424 0.406574282
#> 61 -0.92793884 -0.24424067 0.588305727
#> 62 -0.44990941 -3.42493734 1.708018051
#> 63 -1.01206280 -0.85234808 0.845782367
#> 64 1.13299669 1.11266779 -0.949961398
#> 65 -0.28760152 -3.86838041 1.840469466
#> 66 -0.50915420 0.51094824 0.181493289
#> 67 -0.67542969 0.29832890 0.311575181
#> 68 1.37139525 0.36115135 -1.675501491
#> 69 -0.53397344 0.48284373 0.199718403
#> 70 -0.95837297 -1.56503394 1.109881355
#> 71 -0.62780378 0.36571043 0.272147621
#> 72 1.35873204 0.76728605 -1.372182188
#> 73 -0.88000426 -1.97965342 1.251871146
#> 74 -0.68277144 0.28737230 0.317849882
#> 75 -0.03119247 0.90155199 -0.127767119
#> 76 -0.75843498 0.16365342 0.386338941
#> 77 1.09809119 1.13031015 -0.910531352
#> 78 0.19462000 1.01942677 -0.262207653
#> 79 -0.94554962 -1.64452983 1.137649987
#> 80 -0.90688432 -1.85269476 1.209106073
#> 81 0.73914973 1.17352110 -0.604607667
#> 82 -0.94328199 -1.65790472 1.142294720
#> 83 -0.90743844 -1.84995317 1.208176076
#> 84 -0.99101566 -0.55647279 0.725423993
#> 85 -0.97792665 -0.46767619 0.687627955
#> 86 -0.97213193 -1.47025600 1.076396349
#> 87 1.36980275 0.70138048 -1.428293125
#> 88 1.28254798 -0.14115462 -1.970781265
#> 89 -0.32923445 0.68698956 0.057736133
#> 90 -0.75113775 0.17655793 0.379385061
#> 91 -0.23189552 0.76588155 -0.004711628
#> 92 -0.05780749 0.88538463 -0.111746710
#> 93 -0.99170566 -0.56191001 0.727710765
#> 94 0.65115743 1.16186833 -0.544490633
#> 95 -0.28177315 0.72668118 0.026983039
#> 96 -1.00393918 -1.16233397 0.964419224
#> 97 0.04349146 0.94424818 -0.172431140
#> 98 1.33075762 0.86758499 -1.278286683
#> 99 0.62377711 1.15706026 -0.526378873
#> 100 -1.00843127 -1.08518326 0.935503178