Creating design matrix based on spline configuration
Source:R/helper-functions.R
construct_smooth_data.Rdcontruct_smooth_data creates the design matrix according to the spline function defined in sm_df. The spline design matrix is created using smoothCon from the pacakge mgcv.
construct_smooth_data(sm_df, dat)Arguments
- sm_df
a data frame that has three columns, Func, Var, Args (case sensitive). See example
- dat
the raw data set
Value
a list contains
datathe contructed design matrix, the intercept and outcome is not included
Smooth
Details
![[Experimental]](figures/lifecycle-experimental.svg)
Examples
raw_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"
)
construct_smooth_data(sm_df, raw_dat)
#> $data
#> x1.pen1 x1.pen2 x1.pen3 x1.null1 x2.pen1 x2.pen2
#> 1 -0.19826553 0.69235463 0.997994333 -0.422950228 0.051044593 1.06579942
#> 2 0.30532198 1.24447647 0.437883132 -0.932536489 0.382145430 -0.70126164
#> 3 0.15778606 -1.11786774 0.052526664 0.698836529 0.370085949 1.40461320
#> 4 -0.42083122 0.31104368 1.049140878 -0.211267112 -0.463654290 0.01092353
#> 5 0.33312890 1.26382907 0.357255083 -0.979536648 0.194340055 -1.03372542
#> 6 0.30309227 1.24281020 0.443797855 -0.928982459 0.340431081 -1.09906517
#> 7 0.04974291 0.04509368 -4.469366214 2.128814810 -0.408271841 -0.38826879
#> 8 0.24370329 -1.16978218 -0.176891208 0.801800840 0.199837103 1.25384290
#> 9 -0.09108207 0.83214515 0.944632270 -0.511338462 0.290172925 -0.45489170
#> 10 -0.26953938 -0.69893197 0.680843020 0.335151879 -0.467173458 -0.15498383
#> 11 0.26275821 -0.51783286 -3.135289470 1.767211070 0.332024186 0.88811467
#> 12 -0.12961967 -0.86460369 0.516323899 0.448643601 -0.463926772 0.00851032
#> 13 0.39095603 1.29149574 0.129095132 -1.100868951 -0.459953283 -0.21453681
#> 14 0.04067956 -1.02663374 0.276163549 0.587306287 0.234233094 -0.31997666
#> 15 0.43064683 1.04429559 -1.307493021 -1.683371103 -0.432156415 0.17454175
#> 16 -0.44183326 0.25957473 1.047875575 -0.184369564 0.013271598 -0.90455541
#> 17 -0.44906435 -0.38724723 0.882939520 0.152952190 0.359197311 1.40026485
#> 18 0.26102066 -1.17773216 -0.234148797 0.826125555 -0.420058477 -0.35938647
#> 19 0.36094530 -1.18647390 -0.727257937 1.019235912 -0.466074147 -0.01285442
#> 20 -0.03390952 -0.96002020 0.389247454 0.525052117 0.023379135 -0.91267287
#> 21 0.31819050 -1.19375190 -0.467985055 0.920956065 0.167026954 -1.01659324
#> 22 0.32644773 -1.19418097 -0.510018258 0.937330344 0.300375406 0.78314787
#> 23 -0.17885694 -0.81044419 0.576379226 0.409489332 -0.349540572 -0.50244191
#> 24 -0.20025268 0.68959852 0.998815275 -0.421292583 -0.416291608 0.22965059
#> 25 0.30697929 -0.64895201 -2.795857551 1.671887517 -0.375497345 0.34522769
#> 26 -0.26279212 0.59888650 1.021635056 -0.368113010 0.446724157 -0.98890910
#> 27 -0.49740513 -0.22545708 0.951616518 0.066261333 -0.432734747 -0.32414585
#> 28 0.27245719 -1.18233610 -0.274794425 0.843107969 -0.438765679 -0.30520783
#> 29 -0.38362058 -0.52431582 0.807156297 0.229792635 -0.446804504 -0.27669867
#> 30 0.22231127 1.17422666 0.618580222 -0.815629683 0.415662161 1.38856611
#> 31 -0.28634690 0.56237658 1.028688185 -0.347361614 -0.452732665 -0.25207327
#> 32 0.34758254 -1.19174148 -0.633107926 0.984267175 -0.211633612 -0.68980406
#> 33 -0.14245701 -0.85084972 0.532267530 0.438465189 0.382587912 -1.10117257
#> 34 -0.50951231 -0.02429582 1.010279695 -0.038158202 -0.111136508 0.83606625
#> 35 0.31462919 1.25126034 0.412369551 -0.947693216 0.326556455 1.38003945
#> 36 -0.35827986 -0.56797666 0.779054520 0.255197422 0.260335694 1.32030203
#> 37 -0.33474010 -0.60559178 0.753104791 0.277534662 0.012738298 -0.07102803
#> 38 0.36941506 -0.86398694 -2.185547747 1.494810564 -0.462702402 -0.19626531
#> 39 0.24345845 -1.16966213 -0.176115135 0.801467773 0.262042912 1.32204638
#> 40 -0.18264612 -0.80611113 0.580886524 0.406456661 -0.457636883 -0.22786268
#> 41 0.07662335 -1.05646357 0.215088023 0.619126765 -0.451970183 -0.25547494
#> 42 -0.50582419 0.01278579 1.018122362 -0.057209977 0.446723113 -0.99812369
#> 43 -0.21488396 0.66908538 1.004678275 -0.409039034 -0.158624660 0.76255442
#> 44 -0.50050614 -0.20876744 0.957561004 0.057490376 -0.060258333 0.91115796
#> 45 0.13120264 -1.09878389 0.110270522 0.671270739 0.407752579 -1.09286608
#> 46 0.04421245 0.99021427 0.846179495 -0.627243612 0.428433243 -1.07342780
#> 47 -0.05445881 0.30649411 -5.060745821 2.285856551 0.013101048 1.01429090
#> 48 0.23283012 1.18390080 0.599396539 -0.828995327 -0.197275711 -0.70598760
#> 49 -0.43578987 -0.41911953 0.866875855 0.170482901 0.419233825 1.38010029
#> 50 0.39362147 -0.98069940 -1.802808925 1.378787330 -0.467598038 -0.14942673
#> 51 -0.51150069 -0.06345735 1.001019421 -0.017999131 -0.151837802 -0.75449042
#> 52 0.29306620 -0.60658592 -2.907527458 1.703459450 0.270974042 1.33102887
#> 53 -0.33227745 0.48634143 1.039835176 -0.305101824 -0.453599317 0.07883481
#> 54 -0.06734038 -0.92803699 0.435500530 0.498132237 -0.468765537 -0.12996931
#> 55 0.36237953 -0.83626558 -2.269615740 1.519722984 0.370354372 -1.10208576
#> 56 0.31780403 1.25350785 0.403346299 -0.952988291 0.432556356 -1.06658673
#> 57 0.18070332 1.13432706 0.686610202 -0.765823643 0.415985985 -0.81206825
#> 58 -0.30297256 -0.65279977 0.718051114 0.306247033 -0.438664758 0.14899143
#> 59 -0.34508797 0.46374101 1.042277037 -0.292754931 -0.258599227 -0.63339975
#> 60 0.13828960 -1.10398079 0.095355260 0.678464355 0.152341919 1.19681821
#> 61 -0.25620522 0.60884203 1.019509003 -0.373830627 -0.113829213 -0.79232055
#> 62 0.44745603 1.26845831 -0.334588429 -1.313318440 0.425631084 1.31708855
#> 63 0.30651394 1.24536089 0.434690772 -0.934448287 -0.311558865 -0.56162021
#> 64 -0.49584520 0.07533982 1.029341725 -0.089316837 -0.382285878 -0.44346016
#> 65 0.44598326 1.27144176 -0.311043294 -1.303311540 0.005841533 0.19263060
#> 66 -0.40364340 0.34940358 1.048938132 -0.231471402 -0.365472482 0.37011685
#> 67 -0.51167112 -0.09106587 0.993878325 -0.003752315 -0.271387644 0.56884717
#> 68 -0.22519300 0.65438877 1.008617604 -0.400347077 -0.033373716 -0.20257169
#> 69 0.02771088 -1.01550911 0.297005040 0.576176351 -0.451683401 -0.25673385
#> 70 -0.34448886 -0.59031737 0.763844816 0.268410257 0.395800784 1.40632581
#> 71 -0.49949456 -0.21443248 0.955565976 0.060464667 0.256702581 0.64497448
#> 72 -0.51048120 -0.12404261 0.984673201 0.013314095 0.425632743 1.33905239
#> 73 0.43216795 1.28745017 -0.147773662 -1.231905311 0.252805293 1.31250891
#> 74 0.41422053 1.29369968 -0.005620509 -1.166423753 0.420008697 -1.08358029
#> 75 -0.31329115 0.51864282 1.035663915 -0.322910475 0.443081020 -1.03572163
#> 76 -0.15318810 0.75312738 0.977768622 -0.460253204 0.446757916 -0.99405673
#> 77 0.41284062 1.29381994 0.003576923 -1.162064713 -0.441141144 0.13864826
#> 78 -0.03801016 -0.22730892 -4.494766349 -2.664342586 0.348292861 -1.10044482
#> 79 -0.11206991 -0.88301620 0.494161723 0.462552106 0.026579416 -0.91522043
#> 80 0.39596179 -1.13478168 -1.140014986 1.164698023 0.325012096 1.37888316
#> 81 -0.28289952 0.56781375 1.027710363 -0.350431349 -0.210687562 0.67711119
#> 82 -0.04644170 -0.94819067 0.406856597 0.514913062 -0.314730785 -0.55696742
#> 83 -0.33117638 0.48825216 1.039610942 -0.306149810 -0.184147840 0.72138309
#> 84 0.35392560 1.27619483 0.286817308 -1.018641306 0.417675065 1.38421632
#> 85 0.39655589 0.92088273 -1.687992866 -1.812706302 0.208082489 -0.25889361
#> 86 0.25685233 -1.17592040 -0.219920527 0.820125876 0.417738092 1.38406418
#> 87 -0.36025917 -0.56469430 0.781240590 0.253268863 0.411747807 -1.09036534
#> 88 0.06774894 1.01619012 0.824072192 -0.649030923 0.267812852 1.32787759
#> 89 0.19438397 -1.14208139 -0.035995718 0.739712757 0.304408809 -1.08884824
#> 90 -0.49078883 0.09950004 1.033005172 -0.101721113 0.425408433 1.34389185
#> 91 0.20550397 0.38316899 -3.080277786 -2.248866485 0.129460278 -0.99150364
#> 92 0.19325649 -1.14137617 -0.033090090 0.738395606 -0.132047250 -0.77447286
#> 93 -0.31620914 0.51376423 1.036346287 -0.320207847 -0.049655160 0.31372596
#> 94 0.44569770 1.27197562 -0.306692567 -1.301454934 -0.388624603 -0.43084389
#> 95 0.45229849 1.25453754 -0.431773838 -1.353931498 0.014735151 1.01653211
#> 96 -0.45828369 -0.36319652 0.894480421 0.139837311 -0.455438074 -0.23927798
#> 97 0.12152039 -0.13787376 -4.049267879 2.016510237 0.128327920 -0.99072296
#> 98 0.43761066 1.07404182 -1.207953880 -1.648443719 -0.209703821 -0.69200552
#> 99 0.34908708 1.27351018 0.304130074 -1.009182584 0.162678455 -1.01377429
#> 100 0.40205460 -1.08812532 -1.376881520 1.243514168 -0.222184052 -0.67761751
#> x2.pen3 x2.null1 x3.pen1 x3.pen2 x3.pen3 x3.null1
#> 1 -1.068125770 -0.61933798 0.399200885 -1.271002143 -0.167259700 1.04798764
#> 2 2.565012562 1.53861255 -0.375413472 -0.239421485 -0.767743620 0.17577432
#> 3 -0.394832136 -1.13302060 -0.364005167 0.392020744 -0.560104979 -0.16448544
#> 4 -1.086449094 -0.02327056 0.424630119 -1.287422554 -0.073316446 1.10656134
#> 5 0.007085079 0.69384083 0.310335403 1.175614529 0.906252496 -0.98447834
#> 6 0.452773741 0.87233684 0.360535966 1.016175493 2.023396634 -1.38365360
#> 7 -0.888090434 0.18769689 0.480055082 -1.102753416 1.340812595 1.76728023
#> 8 -0.895031691 -0.80018133 -0.316863142 -0.373356788 -0.779670266 0.24875086
#> 9 3.262639099 1.72946807 -0.148844390 0.759333255 -0.285550585 -0.39149173
#> 10 -1.019202525 0.06194068 -0.377319658 0.357402758 -0.578657543 -0.14502190
#> 11 1.758812637 -2.00273653 0.043368214 0.982147428 0.009998818 -0.57335662
#> 12 -1.085605566 -0.02204476 -0.170273804 -0.618066644 -0.769921473 0.38971076
#> 13 -0.990157128 0.09319698 0.312194123 1.175519666 0.919477339 -0.98971069
#> 14 3.615776979 1.82348789 0.393334550 -1.266743960 -0.186352785 1.03561184
#> 15 -1.135015420 -0.10598487 0.356084595 -1.236702146 -0.291114644 0.96428984
#> 16 -0.323214583 0.54089931 0.292747918 1.173960382 0.793478603 -0.93916341
#> 17 -0.451667596 -1.10137945 -0.433558191 0.030245476 -0.710521347 0.03215812
#> 18 -0.907016074 0.17156911 0.279800916 -1.164339382 -0.446186978 0.84444213
#> 19 -1.077970632 -0.01117948 0.179013046 1.108657274 0.328722022 -0.73587670
#> 20 -0.307782549 0.54860163 0.338011903 0.886755630 2.495660195 -1.53486521
#> 21 -0.052808045 0.66773301 -0.158753910 -0.634656230 -0.767559052 0.39982335
#> 22 2.026859049 -2.09132147 0.458806629 -1.301534430 0.096591196 1.20452274
#> 23 -0.804398950 0.25359061 -0.374914162 -0.240763820 -0.767918445 0.17649706
#> 24 -1.147656719 -0.13382035 -0.327997092 0.472877807 -0.512718458 -0.21083961
#> 25 -1.168206686 -0.19253606 -0.309148106 -0.388588118 -0.780302806 0.25718630
#> 26 1.528676191 1.23519863 0.503115012 -1.221066714 0.858655280 1.57032763
#> 27 -0.928996315 0.15213960 -0.192707229 0.699404362 -0.342701422 -0.35069878
#> 28 -0.940323772 0.14180279 0.100937924 -0.965702585 -0.650880683 0.63347477
#> 29 -0.956761220 0.12636927 -0.231226753 -0.525299800 -0.778872534 0.33468514
#> 30 0.003768293 -1.33243363 -0.294938174 0.536613848 -0.470965863 -0.24845697
#> 31 -0.970383036 0.11315350 -0.270527055 -0.459654098 -0.781199310 0.29702960
#> 32 -0.628193671 0.37230111 0.328953372 1.171355724 1.054747897 -1.04232680
#> 33 0.661207352 0.94858844 -0.385471385 0.334332569 -0.590479873 -0.13215941
#> 34 -1.156211387 -0.46161731 -0.290579096 0.544481946 -0.465517471 -0.25317859
#> 35 -0.588302901 -1.02058994 0.250379344 -1.133850260 -0.491844263 0.80445625
#> 36 -0.777733365 -0.89326494 -0.106404923 0.813450313 -0.227856803 -0.43042512
#> 37 3.994643160 -2.70124220 -0.340840829 -0.323091555 -0.776517266 0.22113275
#> 38 -0.999364994 0.08355791 0.313035671 1.175456541 0.925562720 -0.99211283
#> 39 -0.773808291 -0.89614799 0.292275033 1.173861770 0.790708641 -0.93803399
#> 40 -0.983271048 0.10025710 0.332381200 1.169549614 1.087038913 -1.05465739
#> 41 -0.968532511 0.11497301 0.280746031 -1.165299199 -0.444612847 0.84577397
#> 42 1.484751174 1.22158235 -0.431549085 -0.001156797 -0.719458200 0.04883071
#> 43 -1.170103937 -0.41758884 0.041647968 0.980370884 0.006790716 -0.57157850
#> 44 -1.135999603 -0.50909278 -0.115487525 0.802151222 -0.240443479 -0.42210494
#> 45 0.831214700 1.00823650 -0.274807748 -0.452142122 -0.781268210 0.29277652
#> 46 1.031041268 1.07588982 0.201722643 -1.081212152 -0.555195310 0.74368649
#> 47 -1.095591677 -0.58016875 -0.114939785 0.802836781 -0.239688414 -0.42260668
#> 48 -0.610015370 0.38343434 -0.216219801 -0.549024130 -0.777240502 0.34853476
#> 49 0.068829696 -1.36215717 0.029951839 -0.880531477 -0.697356542 0.56506880
#> 50 -1.021773264 0.05904633 0.210840189 -1.091259689 -0.544333267 0.75462910
#> 51 -0.551870297 0.41795520 0.234562473 1.148394230 0.517724394 -0.82227409
#> 52 -0.752604059 -0.91150981 0.088781804 -0.951309154 -0.659891321 0.62129694
#> 53 -1.108646776 -0.05767030 -0.326587160 0.475765231 -0.510914826 -0.21252131
#> 54 -1.030592512 0.04893891 0.057677013 -0.914107167 -0.680904525 0.59103711
#> 55 0.593454373 0.92420814 -0.317182712 -0.372717017 -0.779640373 0.24839726
#> 56 1.085015974 1.09375955 -0.399844258 -0.165864351 -0.756491791 0.13635679
#> 57 2.212253180 1.43860776 0.206490864 0.433092132 3.790102536 -1.92135152
#> 58 -1.128528056 -0.09309141 -0.422533774 0.190980576 -0.654952385 -0.05376629
#> 59 -0.687399134 0.33476980 0.190897895 -1.069184199 -0.567547675 0.73093450
#> 60 -0.964359325 -0.73658956 -0.356790735 0.409515275 -0.550345695 -0.17440252
#> 61 -0.502147684 0.44628858 -0.389923972 0.320972217 -0.597134192 -0.12474698
#> 62 0.409888490 -1.50896599 0.240281587 1.151819891 0.540406987 -0.83226301
#> 63 -0.754677105 0.28939143 -0.391718459 0.315411986 -0.599862695 -0.12166961
#> 64 -0.849492072 0.21908792 -0.033318408 -0.249814406 5.451375784 -2.38889537
#> 65 4.875379514 2.15087655 -0.021719794 0.163187650 4.654261110 2.88901054
#> 66 -1.171571246 -0.20528104 0.219852722 1.138930554 0.462546199 -0.79765520
#> 67 -1.184412402 -0.30934841 0.376174532 -1.253489140 -0.237820644 1.00134224
#> 68 4.284803312 -2.78847620 0.200220227 1.125031050 0.395048305 -0.76688281
#> 69 -0.967845145 0.11564687 0.257342679 1.161056728 0.612832584 -0.86367659
#> 70 -0.220457186 -1.22447785 0.036395973 0.974926477 -0.002906170 -0.56618278
#> 71 2.365431495 -2.20051317 0.345245633 -1.227170660 -0.317264768 0.94544665
#> 72 0.306836185 -1.46602053 0.246500596 1.155366003 0.565939254 -0.84341922
#> 73 -0.794582380 -0.88074150 -0.002905467 -0.840202685 -0.714398692 0.53531157
#> 74 0.938991080 1.04502959 0.028565340 -0.878842502 -0.698126890 0.56379301
#> 75 1.286672661 1.15917578 0.045622577 0.984470526 0.014227425 -0.57569511
#> 76 1.504315941 1.22765670 -0.363637046 0.392932804 -0.559602656 -0.16500106
#> 77 -1.125788255 -0.08787220 0.213515578 -1.094192921 -0.541063442 0.75787641
#> 78 0.486941645 0.88509918 -0.218787145 -0.545011220 -0.777547162 0.34618225
#> 79 -0.302848045 0.55105099 0.326867173 -1.210364181 -0.358066622 0.91505576
#> 80 -0.593832192 -1.01715733 -0.414635621 0.230935479 -0.638472409 -0.07539203
#> 81 -1.180060464 -0.36869796 0.327845814 1.171855346 1.044721085 -1.03848068
#> 82 -0.758762756 0.28652837 -0.236651609 -0.516557491 -0.779365503 0.32961595
#> 83 -1.175674924 -0.39376380 -0.215118451 0.666890355 -0.371199547 -0.32939461
#> 84 0.038458200 -1.34836114 0.421295982 -1.285488426 -0.086834150 1.09835239
#> 85 3.771391866 1.86450478 -0.094040848 -0.723661340 -0.750428900 0.45585888
#> 86 0.039619217 -1.34889103 0.326920372 1.172243761 1.036483721 -1.03531473
#> 87 0.863839334 1.01945277 -0.433570716 0.030548165 -0.710432224 0.03199732
#> 88 -0.760241144 -0.90601753 0.103783371 -0.969059233 -0.648702960 0.63635551
#> 89 0.314785031 0.81961587 -0.276439253 -0.449257722 -0.781284188 0.29114624
#> 90 0.282536094 -1.45572967 -0.419344938 -0.086484028 -0.740690187 0.09411040
#> 91 -0.127912914 0.63407847 0.290356453 1.173436753 0.779591161 -0.93349268
#> 92 -0.526130896 0.43274990 -0.253878366 0.606900292 -0.419788008 -0.29134061
#> 93 5.164945104 2.22531244 0.270784134 0.635672783 3.250285222 -1.76396273
#> 94 -0.858608544 0.21184128 0.352938370 1.144902552 1.347620032 -1.15131434
#> 95 -1.094513043 -0.58181273 -0.363621046 0.392972396 -0.559580835 -0.16502345
#> 96 -0.977255668 0.10632626 -0.370583723 -0.252203505 -0.769363652 0.18266223
#> 97 -0.130060452 0.63310009 -0.377025645 -0.235052614 -0.767167009 0.17342300
#> 98 -0.625754136 0.37380524 0.500089012 -1.276882468 0.530568292 1.42367453
#> 99 -0.061908218 0.66371136 0.313030040 -1.197240155 -0.386205636 0.89331195
#> 100 -0.641514682 0.36403128 -0.413494160 0.236011053 -0.636299034 -0.07814992
#> x4.pen1 x4.pen2 x4.pen3 x4.null1 x5.pen1 x5.pen2
#> 1 -0.470716110 0.028407861 1.04188184 -0.06704909 0.453151476 -0.98278325
#> 2 0.047448529 -0.970871068 0.64721750 0.51540179 0.230679850 1.18886079
#> 3 0.407572262 1.404571252 -0.44568039 -1.30476113 -0.087203619 -0.88529685
#> 4 -0.045137361 0.225409525 -5.43970951 2.68818900 -0.384886190 0.59173992
#> 5 0.035260793 -0.957538201 0.66088579 0.50472156 -0.573434172 -0.06585648
#> 6 0.245892631 -1.173149881 0.34203283 0.71928981 0.193404063 1.17008457
#> 7 -0.093148904 -0.809757955 0.78470738 0.39770997 0.099563939 -1.04914700
#> 8 0.336831454 -0.676828531 -3.12765817 2.02502022 0.261815011 1.20094339
#> 9 0.278024123 1.349262893 0.20988467 -0.98818753 -0.420690504 0.53344463
#> 10 -0.466005594 -0.068427232 1.03647996 -0.01778996 -0.041596500 0.99307064
#> 11 0.309620150 1.374012734 0.10457285 -1.04484353 0.300711701 0.62267740
#> 12 -0.007677796 -0.909747828 0.70598575 0.46807013 0.381337173 1.16354002
#> 13 -0.470765422 0.015403385 1.04146052 -0.06044569 -0.541175758 0.26301953
#> 14 -0.096673219 -0.805464837 0.78769839 0.39484016 0.392919862 -1.20608044
#> 15 -0.346690684 -0.435760537 0.96538336 0.17481015 -0.566171423 -0.11307011
#> 16 0.012575207 1.061079731 0.70573635 -0.65866521 0.058864025 1.07817417
#> 17 -0.166243931 0.821951640 0.87254675 -0.49415844 -0.541440519 0.26213672
#> 18 -0.470727159 0.010148669 1.04126366 -0.05777677 0.225888826 0.39614881
#> 19 0.101734171 -1.029189326 0.58059491 0.56503784 -0.202964084 -0.76514915
#> 20 -0.232310472 -0.625509340 0.89131664 0.28234008 0.309135144 -1.18525259
#> 21 -0.291521034 -0.533830813 0.93088588 0.22933842 0.396031781 1.07154821
#> 22 -0.397897988 -0.325286084 0.99578328 0.11537561 0.214955389 -1.13274637
#> 23 0.399123498 1.407847422 -0.36956501 -1.27155069 0.307063621 -0.52287438
#> 24 0.117408580 1.185933369 0.56339734 -0.76866220 -0.137591012 -0.83500303
#> 25 -0.453807335 -0.144949013 1.02845739 0.02138205 -0.084382126 0.95311021
#> 26 -0.377484729 0.440411741 1.00608246 -0.27867753 0.230300015 -1.14253183
#> 27 -0.449728289 0.211788975 1.03786574 -0.16025508 -0.130899316 -0.84184961
#> 28 -0.035209756 -0.224374100 -5.18389800 -2.85110080 0.122826418 1.12560089
#> 29 0.304768707 0.750696885 -2.88189447 -2.16698593 0.465717473 -1.08663582
#> 30 -0.222705511 -0.639434124 0.88461532 0.29060005 -0.520026608 0.32606037
#> 31 0.407960386 1.117467118 -1.83996964 -1.83008169 0.131731902 1.13172508
#> 32 0.389415606 1.409104769 -0.29425724 -1.23796720 0.054479272 -1.01266407
#> 33 0.500967156 -1.225583407 -1.22367257 1.40857275 0.266214179 0.51502699
#> 34 -0.266090611 -0.574565657 0.91424258 0.25261164 -0.023100645 1.00965742
#> 35 0.255999201 -1.182426433 0.32069404 0.73178378 -0.160893315 0.87584404
#> 36 0.420101716 -0.901696784 -2.46432922 1.82245278 0.463357432 -1.13055259
#> 37 0.083620666 -1.009927970 0.60394060 0.54806974 -0.237270030 -0.72609854
#> 38 -0.156357290 0.836388809 0.86488378 -0.50313531 0.165051766 1.15340920
#> 39 0.242744860 1.317806083 0.30894962 -0.93190319 0.313358567 -1.18708126
#> 40 0.311226556 1.375162816 0.09869393 -1.04792163 0.271001275 1.20370536
#> 41 0.098286701 -1.025539593 0.58512980 0.56177503 0.439558784 -0.92157871
#> 42 0.181747152 0.383018771 -3.78683980 -2.44163602 0.042644746 1.06527358
#> 43 -0.361370131 0.477957742 0.99781518 -0.29861070 0.395724180 1.05642671
#> 44 0.411207462 -1.297681431 -0.16081360 0.97965129 -0.549371987 -0.18557112
#> 45 0.223350604 -1.151989615 0.38697316 0.69238926 -0.507197353 -0.30623742
#> 46 -0.444767161 0.234158530 1.03609638 -0.17168437 -0.049045705 0.32010801
#> 47 0.223669789 0.504831558 -3.49533671 -2.35439926 -0.341805458 0.65554961
#> 48 0.015398403 1.064564578 0.70247879 -0.66141261 0.159780785 1.15011812
#> 49 0.071964450 -0.043239815 -4.77585763 2.50124845 0.421816340 -1.19969626
#> 50 -0.464952498 0.118617577 1.04223082 -0.11283744 0.300699721 -1.18143072
#> 51 0.335977739 -1.249910471 0.11832741 0.84285198 0.424516508 -1.19836260
#> 52 0.501042196 -1.227890617 -1.21117723 1.40405865 0.349540588 1.20064371
#> 53 0.400915800 1.087203484 -1.93642460 -1.86261926 0.283820071 0.56909706
#> 54 0.051183897 1.108179843 0.65870318 -0.69714966 -0.575537924 0.09002123
#> 55 -0.184304896 -0.693017242 0.85694586 0.32299344 0.330660815 0.72351301
#> 56 0.025875656 1.077439548 0.69015226 -0.67169332 -0.540841331 -0.21448858
#> 57 0.289732338 -0.558520551 -3.45264000 2.12131641 0.172319299 -1.10371079
#> 58 -0.440560563 -0.200244401 1.02054241 0.04990385 0.459099465 -1.15071161
#> 59 0.333092012 1.389524132 0.01240693 -1.09217899 0.392452969 1.01133596
#> 60 0.407075537 1.404835343 -0.44085894 -1.30267813 -0.547008505 0.24283494
#> 61 -0.218097104 -0.646035898 0.88136996 0.29453778 0.391036813 0.99878920
#> 62 -0.356227580 -0.417002469 0.97114799 0.16458703 0.265995207 -1.16364112
#> 63 0.381666578 -1.281614454 -0.03598599 0.92039392 0.384446140 -1.20601163
#> 64 0.246440696 1.321256550 0.29932321 -0.93751645 0.205203389 1.17645558
#> 65 -0.466254388 0.106549555 1.04244440 -0.10670977 0.337915164 0.74952227
#> 66 0.299881999 -1.220928791 0.21799796 0.78968897 -0.459834157 -0.40593712
#> 67 0.493270625 -1.284290866 -0.83559984 1.26368838 0.422548756 -1.19935099
#> 68 -0.470752363 0.013037231 1.04137377 -0.05924395 0.190298322 1.16834861
#> 69 0.159552762 1.232945627 0.49078141 -0.81867770 -0.570577111 -0.08682527
#> 70 0.276375397 1.347873133 0.21490366 -0.98541054 -0.095147192 -0.87755608
#> 71 -0.467250735 -0.056347162 1.03744112 -0.02394966 0.004075490 -0.96959023
#> 72 -0.232439361 0.719933935 0.92033780 -0.43295110 -0.572474934 -0.07340040
#> 73 0.386570816 -0.807718885 -2.75082015 1.91107910 0.331021665 0.72478877
#> 74 -0.396863653 -0.327812507 0.99518077 0.11671581 -0.384373549 -0.53253547
#> 75 -0.290534349 0.620326117 0.95769287 -0.37617535 -0.428018746 0.52078082
#> 76 0.499993511 -1.257147931 -1.03812374 1.34056460 0.386982585 -1.20610239
#> 77 0.038870146 1.093286728 0.67431251 -0.68464801 -0.575083384 -0.05111552
#> 78 0.189664511 1.265056862 0.43173079 -0.85711266 -0.536254037 -0.22877257
#> 79 0.259738588 1.333386995 0.26330733 -0.95823286 -0.087011476 0.95058090
#> 80 -0.470404557 -0.005754757 1.04057431 -0.04969634 -0.361579024 -0.56611415
#> 81 -0.415376012 0.338581694 1.02405636 -0.22541486 0.134725916 -1.07621777
#> 82 -0.341472766 -0.445755655 0.96220645 0.18028221 -0.578745504 0.01859929
#> 83 -0.240271513 -0.613790496 0.89680814 0.27543507 -0.270629910 0.74984995
#> 84 -0.466254546 0.106547993 1.04244443 -0.10670898 -0.110611506 0.92748773
#> 85 0.051104060 0.004786675 -4.89507420 2.53489887 0.406436397 -1.20459945
#> 86 -0.468061378 -0.047258698 1.03810991 -0.02858046 0.177263710 1.16081260
#> 87 0.501048905 -1.228129825 -1.20987391 1.40358728 -0.204975105 0.82760969
#> 88 -0.169509923 0.817141698 0.87504651 -0.49118698 0.328944997 1.20812617
#> 89 0.020662377 -0.941440622 0.67672428 0.49210669 0.184316135 -1.11213171
#> 90 0.496120032 -1.276523195 -0.90031368 1.28858099 -0.311293264 -0.63492154
#> 91 -0.468593693 0.079419101 1.04263112 -0.09293907 -0.578115493 0.05150729
#> 92 0.348121523 1.397725063 -0.05500012 -1.12564917 -0.558755873 -0.14867451
#> 93 -0.149891919 -0.738605180 0.83084842 0.35141570 -0.007703054 1.02315206
#> 94 0.236801603 -1.164691219 0.36058155 0.70828643 0.360302189 -1.20266738
#> 95 -0.157274116 -0.728997464 0.83655792 0.34535285 0.457382828 -1.15623040
#> 96 0.028382507 1.080506979 0.68714544 -0.67417414 0.293035971 -1.17777472
#> 97 0.337789763 -1.251286409 0.11287754 0.84568329 -0.059235167 -0.36693765
#> 98 0.147211122 1.219409465 0.51316639 -0.80360922 -0.536330322 0.27868983
#> 99 -0.049665824 -0.861548409 0.74624709 0.43324125 -0.189368731 0.84502234
#> 100 -0.470033284 -0.015924440 1.04005963 -0.04452648 -0.503474481 -0.31500424
#> x5.pen3 x5.null1
#> 1 1.335164006 1.45651518
#> 2 0.014301651 -0.77818647
#> 3 -0.757672831 0.55380072
#> 4 -0.860857587 -0.25722565
#> 5 -1.042152626 0.08714114
#> 6 -0.084752075 -0.73472378
#> 7 -0.559140596 0.69237310
#> 8 0.111022179 -0.81889373
#> 9 -0.892298440 -0.22435438
#> 10 -0.495479968 -0.52634478
#> 11 2.536467980 -1.59558727
#> 12 0.807740528 -1.07765437
#> 13 -0.995354853 -0.08011690
#> 14 0.124989562 1.02864685
#> 15 -1.042346801 0.11110189
#> 16 -0.349547886 -0.60692949
#> 17 -0.995589406 -0.07966111
#> 18 3.071092765 -1.73934674
#> 19 -0.851315480 0.47147401
#> 20 -0.170772884 0.89894645
#> 21 1.232834024 -1.21637292
#> 22 -0.381422259 0.79401462
#> 23 2.592909770 1.82526650
#> 24 -0.800561505 0.51806671
#> 25 -0.550107368 -0.49356024
#> 26 -0.352253718 0.80938271
#> 27 -0.795065497 0.52281050
#> 28 -0.237603919 -0.66335930
#> 29 0.957805202 1.33450311
#> 30 -0.976996538 -0.11285417
#> 31 -0.220302686 -0.67173870
#> 32 -0.614341873 0.65720717
#> 33 2.795420041 -1.66579275
#> 34 -0.470654837 -0.54072200
#> 35 -0.639683517 -0.43574428
#> 36 0.763153493 1.26834868
#> 37 -0.875961447 0.44664501
#> 38 -0.150794869 -0.70459419
#> 39 -0.159124581 0.90439066
#> 40 0.142677659 -0.83188639
#> 41 1.529277304 1.51668418
#> 42 -0.375176790 -0.59341160
#> 43 1.290146768 -1.23432236
#> 44 -1.039446536 0.14808025
#> 45 -1.025803973 0.21044471
#> 46 4.494491424 2.33356995
#> 47 -0.821903277 -0.29429744
#> 48 -0.162331186 -0.69922640
#> 49 0.283797353 1.09243346
#> 50 -0.193328485 0.88831076
#> 51 0.301722824 1.09942906
#> 52 0.516928683 -0.97560038
#> 53 2.666640652 -1.63102693
#> 54 -1.029941398 0.00823778
#> 55 2.282999435 -1.52561216
#> 56 -1.037194886 0.16291618
#> 57 -0.454740412 0.75390588
#> 58 0.659292337 1.23195922
#> 59 1.450186884 -1.28365062
#> 60 -1.000564969 -0.06971198
#> 61 1.492384761 -1.29647485
#> 62 -0.277476210 0.84745536
#> 63 0.086546122 1.01266766
#> 64 -0.055058130 -0.74795850
#> 65 2.215449051 -1.50672422
#> 66 -1.005756373 0.26316655
#> 67 0.288590613 1.09430786
#> 68 -0.092338652 -0.73131244
#> 69 -1.042440465 0.09777401
#> 70 -0.764672059 0.54815900
#> 71 -0.669852197 0.61953471
#> 72 -1.042293229 0.09096514
#> 73 2.279709242 -1.52469465
#> 74 -0.967630133 0.33247191
#> 75 -0.898644837 -0.21732178
#> 76 0.097759665 1.01735218
#> 77 -1.041757818 0.07967287
#> 78 -1.035849000 0.17026698
#> 79 -0.553348066 -0.49156170
#> 80 -0.954878341 0.35144091
#> 81 -0.511470752 0.72119602
#> 82 -1.037739680 0.04439386
#> 83 -0.754251601 -0.35176497
#> 84 -0.581885591 -0.47367970
#> 85 0.192971052 1.05636950
#> 86 -0.123207025 -0.71730136
#> 87 -0.687422491 -0.40237668
#> 88 0.392844186 -0.92974292
#> 89 -0.435160996 0.76483914
#> 90 -0.924862755 0.39129362
#> 91 -1.034609881 0.02774335
#> 92 -1.041409550 0.12922759
#> 93 -0.449363585 -0.55281593
#> 94 -0.009809343 0.97155994
#> 95 0.628340668 1.22095187
#> 96 -0.213051385 0.87890608
#> 97 4.719436280 -2.16467190
#> 98 -0.991088986 -0.08821875
#> 99 -0.670807839 -0.41422269
#> 100 -1.024369233 0.21503001
#>
#> $Smooth
#> $Smooth$x1
#> $term
#> [1] "x1"
#>
#> $bs.dim
#> [1] 5
#>
#> $fixed
#> [1] FALSE
#>
#> $dim
#> [1] 1
#>
#> $p.order
#> [1] NA
#>
#> $by
#> [1] "NA"
#>
#> $label
#> [1] "s(x1)"
#>
#> $xt
#> NULL
#>
#> $id
#> NULL
#>
#> $sp
#> NULL
#>
#> $X
#> x1.pen1 x1.pen2 x1.pen3 x1.null1
#> [1,] -0.19826553 0.69235463 0.997994333 -0.422950228
#> [2,] 0.30532198 1.24447647 0.437883132 -0.932536489
#> [3,] 0.15778606 -1.11786774 0.052526664 0.698836529
#> [4,] -0.42083122 0.31104368 1.049140878 -0.211267112
#> [5,] 0.33312890 1.26382907 0.357255083 -0.979536648
#> [6,] 0.30309227 1.24281020 0.443797855 -0.928982459
#> [7,] 0.04974291 0.04509368 -4.469366214 2.128814810
#> [8,] 0.24370329 -1.16978218 -0.176891208 0.801800840
#> [9,] -0.09108207 0.83214515 0.944632270 -0.511338462
#> [10,] -0.26953938 -0.69893197 0.680843020 0.335151879
#> [11,] 0.26275821 -0.51783286 -3.135289470 1.767211070
#> [12,] -0.12961967 -0.86460369 0.516323899 0.448643601
#> [13,] 0.39095603 1.29149574 0.129095132 -1.100868951
#> [14,] 0.04067956 -1.02663374 0.276163549 0.587306287
#> [15,] 0.43064683 1.04429559 -1.307493021 -1.683371103
#> [16,] -0.44183326 0.25957473 1.047875575 -0.184369564
#> [17,] -0.44906435 -0.38724723 0.882939520 0.152952190
#> [18,] 0.26102066 -1.17773216 -0.234148797 0.826125555
#> [19,] 0.36094530 -1.18647390 -0.727257937 1.019235912
#> [20,] -0.03390952 -0.96002020 0.389247454 0.525052117
#> [21,] 0.31819050 -1.19375190 -0.467985055 0.920956065
#> [22,] 0.32644773 -1.19418097 -0.510018258 0.937330344
#> [23,] -0.17885694 -0.81044419 0.576379226 0.409489332
#> [24,] -0.20025268 0.68959852 0.998815275 -0.421292583
#> [25,] 0.30697929 -0.64895201 -2.795857551 1.671887517
#> [26,] -0.26279212 0.59888650 1.021635056 -0.368113010
#> [27,] -0.49740513 -0.22545708 0.951616518 0.066261333
#> [28,] 0.27245719 -1.18233610 -0.274794425 0.843107969
#> [29,] -0.38362058 -0.52431582 0.807156297 0.229792635
#> [30,] 0.22231127 1.17422666 0.618580222 -0.815629683
#> [31,] -0.28634690 0.56237658 1.028688185 -0.347361614
#> [32,] 0.34758254 -1.19174148 -0.633107926 0.984267175
#> [33,] -0.14245701 -0.85084972 0.532267530 0.438465189
#> [34,] -0.50951231 -0.02429582 1.010279695 -0.038158202
#> [35,] 0.31462919 1.25126034 0.412369551 -0.947693216
#> [36,] -0.35827986 -0.56797666 0.779054520 0.255197422
#> [37,] -0.33474010 -0.60559178 0.753104791 0.277534662
#> [38,] 0.36941506 -0.86398694 -2.185547747 1.494810564
#> [39,] 0.24345845 -1.16966213 -0.176115135 0.801467773
#> [40,] -0.18264612 -0.80611113 0.580886524 0.406456661
#> [41,] 0.07662335 -1.05646357 0.215088023 0.619126765
#> [42,] -0.50582419 0.01278579 1.018122362 -0.057209977
#> [43,] -0.21488396 0.66908538 1.004678275 -0.409039034
#> [44,] -0.50050614 -0.20876744 0.957561004 0.057490376
#> [45,] 0.13120264 -1.09878389 0.110270522 0.671270739
#> [46,] 0.04421245 0.99021427 0.846179495 -0.627243612
#> [47,] -0.05445881 0.30649411 -5.060745821 2.285856551
#> [48,] 0.23283012 1.18390080 0.599396539 -0.828995327
#> [49,] -0.43578987 -0.41911953 0.866875855 0.170482901
#> [50,] 0.39362147 -0.98069940 -1.802808925 1.378787330
#> [51,] -0.51150069 -0.06345735 1.001019421 -0.017999131
#> [52,] 0.29306620 -0.60658592 -2.907527458 1.703459450
#> [53,] -0.33227745 0.48634143 1.039835176 -0.305101824
#> [54,] -0.06734038 -0.92803699 0.435500530 0.498132237
#> [55,] 0.36237953 -0.83626558 -2.269615740 1.519722984
#> [56,] 0.31780403 1.25350785 0.403346299 -0.952988291
#> [57,] 0.18070332 1.13432706 0.686610202 -0.765823643
#> [58,] -0.30297256 -0.65279977 0.718051114 0.306247033
#> [59,] -0.34508797 0.46374101 1.042277037 -0.292754931
#> [60,] 0.13828960 -1.10398079 0.095355260 0.678464355
#> [61,] -0.25620522 0.60884203 1.019509003 -0.373830627
#> [62,] 0.44745603 1.26845831 -0.334588429 -1.313318440
#> [63,] 0.30651394 1.24536089 0.434690772 -0.934448287
#> [64,] -0.49584520 0.07533982 1.029341725 -0.089316837
#> [65,] 0.44598326 1.27144176 -0.311043294 -1.303311540
#> [66,] -0.40364340 0.34940358 1.048938132 -0.231471402
#> [67,] -0.51167112 -0.09106587 0.993878325 -0.003752315
#> [68,] -0.22519300 0.65438877 1.008617604 -0.400347077
#> [69,] 0.02771088 -1.01550911 0.297005040 0.576176351
#> [70,] -0.34448886 -0.59031737 0.763844816 0.268410257
#> [71,] -0.49949456 -0.21443248 0.955565976 0.060464667
#> [72,] -0.51048120 -0.12404261 0.984673201 0.013314095
#> [73,] 0.43216795 1.28745017 -0.147773662 -1.231905311
#> [74,] 0.41422053 1.29369968 -0.005620509 -1.166423753
#> [75,] -0.31329115 0.51864282 1.035663915 -0.322910475
#> [76,] -0.15318810 0.75312738 0.977768622 -0.460253204
#> [77,] 0.41284062 1.29381994 0.003576923 -1.162064713
#> [78,] -0.03801016 -0.22730892 -4.494766349 -2.664342586
#> [79,] -0.11206991 -0.88301620 0.494161723 0.462552106
#> [80,] 0.39596179 -1.13478168 -1.140014986 1.164698023
#> [81,] -0.28289952 0.56781375 1.027710363 -0.350431349
#> [82,] -0.04644170 -0.94819067 0.406856597 0.514913062
#> [83,] -0.33117638 0.48825216 1.039610942 -0.306149810
#> [84,] 0.35392560 1.27619483 0.286817308 -1.018641306
#> [85,] 0.39655589 0.92088273 -1.687992866 -1.812706302
#> [86,] 0.25685233 -1.17592040 -0.219920527 0.820125876
#> [87,] -0.36025917 -0.56469430 0.781240590 0.253268863
#> [88,] 0.06774894 1.01619012 0.824072192 -0.649030923
#> [89,] 0.19438397 -1.14208139 -0.035995718 0.739712757
#> [90,] -0.49078883 0.09950004 1.033005172 -0.101721113
#> [91,] 0.20550397 0.38316899 -3.080277786 -2.248866485
#> [92,] 0.19325649 -1.14137617 -0.033090090 0.738395606
#> [93,] -0.31620914 0.51376423 1.036346287 -0.320207847
#> [94,] 0.44569770 1.27197562 -0.306692567 -1.301454934
#> [95,] 0.45229849 1.25453754 -0.431773838 -1.353931498
#> [96,] -0.45828369 -0.36319652 0.894480421 0.139837311
#> [97,] 0.12152039 -0.13787376 -4.049267879 2.016510237
#> [98,] 0.43761066 1.07404182 -1.207953880 -1.648443719
#> [99,] 0.34908708 1.27351018 0.304130074 -1.009182584
#> [100,] 0.40205460 -1.08812532 -1.376881520 1.243514168
#>
#> $S
#> $S[[1]]
#> [,1] [,2] [,3] [,4]
#> [1,] 1 0 0 0
#> [2,] 0 1 0 0
#> [3,] 0 0 1 0
#> [4,] 0 0 0 0
#>
#> $S[[2]]
#> [,1] [,2] [,3] [,4]
#> [1,] 0 0 0 0
#> [2,] 0 0 0 0
#> [3,] 0 0 0 0
#> [4,] 0 0 0 1
#>
#>
#> $rank
#> [1] 3 1
#>
#> $null.space.dim
#> [1] 0
#>
#> $df
#> [1] 4
#>
#> $xp
#> 0% 25% 50% 75% 100%
#> -2.7132536 -0.7269538 -0.1037126 0.5096643 2.1264429
#>
#> $F
#> [1] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.59738988
#> [7] -2.99801561 2.97473517 -0.60044092 0.02633148 -0.15585427 4.81211022
#> [13] -9.46390429 5.02815069 -0.22050235 0.02143290 -0.66175593 3.49456662
#> [19] -3.71659024 0.86234665 0.00000000 0.00000000 0.00000000 0.00000000
#> [25] 0.00000000
#>
#> $noterp
#> [1] TRUE
#>
#> $plot.me
#> [1] TRUE
#>
#> $side.constrain
#> [1] TRUE
#>
#> $repara
#> [1] TRUE
#>
#> $S.scale
#> [1] 14.47247 1.00000
#>
#> $diagRP
#> [,1] [,2] [,3] [,4]
#> [1,] 0.07536187 1.14747577 3.819665 1.1331024
#> [2,] -0.50524972 -0.07157632 1.701069 0.4266551
#> [3,] 0.11419059 -0.92792901 2.955527 2.2718088
#> [4,] -0.05070659 0.32893319 -4.617039 2.5488704
#>
#> attr(,"class")
#> [1] "cr.smooth" "mgcv.smooth"
#> attr(,"qrc")
#> $qr
#> [,1]
#> [1,] -0.5758173
#> [2,] 0.7154130
#> [3,] 0.1709228
#> [4,] 0.6643045
#> [5,] 0.1065604
#>
#> $rank
#> [1] 1
#>
#> $qraux
#> [1] 1.079461
#>
#> $pivot
#> [1] 1
#>
#> attr(,"class")
#> [1] "qr"
#> attr(,"nCons")
#> [1] 1
#>
#> $Smooth$x2
#> $term
#> [1] "x2"
#>
#> $bs.dim
#> [1] 5
#>
#> $fixed
#> [1] FALSE
#>
#> $dim
#> [1] 1
#>
#> $p.order
#> [1] NA
#>
#> $by
#> [1] "NA"
#>
#> $label
#> [1] "s(x2)"
#>
#> $xt
#> NULL
#>
#> $id
#> NULL
#>
#> $sp
#> NULL
#>
#> $X
#> x2.pen1 x2.pen2 x2.pen3 x2.null1
#> [1,] 0.051044593 1.06579942 -1.068125770 -0.61933798
#> [2,] 0.382145430 -0.70126164 2.565012562 1.53861255
#> [3,] 0.370085949 1.40461320 -0.394832136 -1.13302060
#> [4,] -0.463654290 0.01092353 -1.086449094 -0.02327056
#> [5,] 0.194340055 -1.03372542 0.007085079 0.69384083
#> [6,] 0.340431081 -1.09906517 0.452773741 0.87233684
#> [7,] -0.408271841 -0.38826879 -0.888090434 0.18769689
#> [8,] 0.199837103 1.25384290 -0.895031691 -0.80018133
#> [9,] 0.290172925 -0.45489170 3.262639099 1.72946807
#> [10,] -0.467173458 -0.15498383 -1.019202525 0.06194068
#> [11,] 0.332024186 0.88811467 1.758812637 -2.00273653
#> [12,] -0.463926772 0.00851032 -1.085605566 -0.02204476
#> [13,] -0.459953283 -0.21453681 -0.990157128 0.09319698
#> [14,] 0.234233094 -0.31997666 3.615776979 1.82348789
#> [15,] -0.432156415 0.17454175 -1.135015420 -0.10598487
#> [16,] 0.013271598 -0.90455541 -0.323214583 0.54089931
#> [17,] 0.359197311 1.40026485 -0.451667596 -1.10137945
#> [18,] -0.420058477 -0.35938647 -0.907016074 0.17156911
#> [19,] -0.466074147 -0.01285442 -1.077970632 -0.01117948
#> [20,] 0.023379135 -0.91267287 -0.307782549 0.54860163
#> [21,] 0.167026954 -1.01659324 -0.052808045 0.66773301
#> [22,] 0.300375406 0.78314787 2.026859049 -2.09132147
#> [23,] -0.349540572 -0.50244191 -0.804398950 0.25359061
#> [24,] -0.416291608 0.22965059 -1.147656719 -0.13382035
#> [25,] -0.375497345 0.34522769 -1.168206686 -0.19253606
#> [26,] 0.446724157 -0.98890910 1.528676191 1.23519863
#> [27,] -0.432734747 -0.32414585 -0.928996315 0.15213960
#> [28,] -0.438765679 -0.30520783 -0.940323772 0.14180279
#> [29,] -0.446804504 -0.27669867 -0.956761220 0.12636927
#> [30,] 0.415662161 1.38856611 0.003768293 -1.33243363
#> [31,] -0.452732665 -0.25207327 -0.970383036 0.11315350
#> [32,] -0.211633612 -0.68980406 -0.628193671 0.37230111
#> [33,] 0.382587912 -1.10117257 0.661207352 0.94858844
#> [34,] -0.111136508 0.83606625 -1.156211387 -0.46161731
#> [35,] 0.326556455 1.38003945 -0.588302901 -1.02058994
#> [36,] 0.260335694 1.32030203 -0.777733365 -0.89326494
#> [37,] 0.012738298 -0.07102803 3.994643160 -2.70124220
#> [38,] -0.462702402 -0.19626531 -0.999364994 0.08355791
#> [39,] 0.262042912 1.32204638 -0.773808291 -0.89614799
#> [40,] -0.457636883 -0.22786268 -0.983271048 0.10025710
#> [41,] -0.451970183 -0.25547494 -0.968532511 0.11497301
#> [42,] 0.446723113 -0.99812369 1.484751174 1.22158235
#> [43,] -0.158624660 0.76255442 -1.170103937 -0.41758884
#> [44,] -0.060258333 0.91115796 -1.135999603 -0.50909278
#> [45,] 0.407752579 -1.09286608 0.831214700 1.00823650
#> [46,] 0.428433243 -1.07342780 1.031041268 1.07588982
#> [47,] 0.013101048 1.01429090 -1.095591677 -0.58016875
#> [48,] -0.197275711 -0.70598760 -0.610015370 0.38343434
#> [49,] 0.419233825 1.38010029 0.068829696 -1.36215717
#> [50,] -0.467598038 -0.14942673 -1.021773264 0.05904633
#> [51,] -0.151837802 -0.75449042 -0.551870297 0.41795520
#> [52,] 0.270974042 1.33102887 -0.752604059 -0.91150981
#> [53,] -0.453599317 0.07883481 -1.108646776 -0.05767030
#> [54,] -0.468765537 -0.12996931 -1.030592512 0.04893891
#> [55,] 0.370354372 -1.10208576 0.593454373 0.92420814
#> [56,] 0.432556356 -1.06658673 1.085015974 1.09375955
#> [57,] 0.415985985 -0.81206825 2.212253180 1.43860776
#> [58,] -0.438664758 0.14899143 -1.128528056 -0.09309141
#> [59,] -0.258599227 -0.63339975 -0.687399134 0.33476980
#> [60,] 0.152341919 1.19681821 -0.964359325 -0.73658956
#> [61,] -0.113829213 -0.79232055 -0.502147684 0.44628858
#> [62,] 0.425631084 1.31708855 0.409888490 -1.50896599
#> [63,] -0.311558865 -0.56162021 -0.754677105 0.28939143
#> [64,] -0.382285878 -0.44346016 -0.849492072 0.21908792
#> [65,] 0.005841533 0.19263060 4.875379514 2.15087655
#> [66,] -0.365472482 0.37011685 -1.171571246 -0.20528104
#> [67,] -0.271387644 0.56884717 -1.184412402 -0.30934841
#> [68,] -0.033373716 -0.20257169 4.284803312 -2.78847620
#> [69,] -0.451683401 -0.25673385 -0.967845145 0.11564687
#> [70,] 0.395800784 1.40632581 -0.220457186 -1.22447785
#> [71,] 0.256702581 0.64497448 2.365431495 -2.20051317
#> [72,] 0.425632743 1.33905239 0.306836185 -1.46602053
#> [73,] 0.252805293 1.31250891 -0.794582380 -0.88074150
#> [74,] 0.420008697 -1.08358029 0.938991080 1.04502959
#> [75,] 0.443081020 -1.03572163 1.286672661 1.15917578
#> [76,] 0.446757916 -0.99405673 1.504315941 1.22765670
#> [77,] -0.441141144 0.13864826 -1.125788255 -0.08787220
#> [78,] 0.348292861 -1.10044482 0.486941645 0.88509918
#> [79,] 0.026579416 -0.91522043 -0.302848045 0.55105099
#> [80,] 0.325012096 1.37888316 -0.593832192 -1.01715733
#> [81,] -0.210687562 0.67711119 -1.180060464 -0.36869796
#> [82,] -0.314730785 -0.55696742 -0.758762756 0.28652837
#> [83,] -0.184147840 0.72138309 -1.175674924 -0.39376380
#> [84,] 0.417675065 1.38421632 0.038458200 -1.34836114
#> [85,] 0.208082489 -0.25889361 3.771391866 1.86450478
#> [86,] 0.417738092 1.38406418 0.039619217 -1.34889103
#> [87,] 0.411747807 -1.09036534 0.863839334 1.01945277
#> [88,] 0.267812852 1.32787759 -0.760241144 -0.90601753
#> [89,] 0.304408809 -1.08884824 0.314785031 0.81961587
#> [90,] 0.425408433 1.34389185 0.282536094 -1.45572967
#> [91,] 0.129460278 -0.99150364 -0.127912914 0.63407847
#> [92,] -0.132047250 -0.77447286 -0.526130896 0.43274990
#> [93,] -0.049655160 0.31372596 5.164945104 2.22531244
#> [94,] -0.388624603 -0.43084389 -0.858608544 0.21184128
#> [95,] 0.014735151 1.01653211 -1.094513043 -0.58181273
#> [96,] -0.455438074 -0.23927798 -0.977255668 0.10632626
#> [97,] 0.128327920 -0.99072296 -0.130060452 0.63310009
#> [98,] -0.209703821 -0.69200552 -0.625754136 0.37380524
#> [99,] 0.162678455 -1.01377429 -0.061908218 0.66371136
#> [100,] -0.222184052 -0.67761751 -0.641514682 0.36403128
#>
#> $S
#> $S[[1]]
#> [,1] [,2] [,3] [,4]
#> [1,] 1 0 0 0
#> [2,] 0 1 0 0
#> [3,] 0 0 1 0
#> [4,] 0 0 0 0
#>
#> $S[[2]]
#> [,1] [,2] [,3] [,4]
#> [1,] 0 0 0 0
#> [2,] 0 0 0 0
#> [3,] 0 0 0 0
#> [4,] 0 0 0 1
#>
#>
#> $rank
#> [1] 3 1
#>
#> $null.space.dim
#> [1] 0
#>
#> $df
#> [1] 4
#>
#> $xp
#> 0% 25% 50% 75% 100%
#> -2.89319817 -0.71264712 -0.01705044 0.50256741 2.08241319
#>
#> $F
#> [1] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.49597976
#> [7] -2.50785330 2.69947295 -0.71250408 0.02490467 -0.14580873 4.38275105
#> [13] -9.92310364 5.89211260 -0.20595128 0.01804385 -0.54236607 3.97796109
#> [19] -4.38360379 0.92996491 0.00000000 0.00000000 0.00000000 0.00000000
#> [25] 0.00000000
#>
#> $noterp
#> [1] TRUE
#>
#> $plot.me
#> [1] TRUE
#>
#> $side.constrain
#> [1] TRUE
#>
#> $repara
#> [1] TRUE
#>
#> $S.scale
#> [1] 13.73426 1.00000
#>
#> $diagRP
#> [,1] [,2] [,3] [,4]
#> [1,] 0.04475673 1.1552248 -3.754139 1.1437312
#> [2,] -0.44784046 -0.2075894 -1.779564 0.6340958
#> [3,] 0.14904554 -0.8668863 -2.753056 2.3406941
#> [4,] -0.04624516 0.3344240 4.727140 2.5102283
#>
#> attr(,"class")
#> [1] "cr.smooth" "mgcv.smooth"
#> attr(,"qrc")
#> $qr
#> [,1]
#> [1,] -0.5576932
#> [2,] 0.6883246
#> [3,] 0.2080361
#> [4,] 0.6773840
#> [5,] 0.1130392
#>
#> $rank
#> [1] 1
#>
#> $qraux
#> [1] 1.106317
#>
#> $pivot
#> [1] 1
#>
#> attr(,"class")
#> [1] "qr"
#> attr(,"nCons")
#> [1] 1
#>
#> $Smooth$x3
#> $term
#> [1] "x3"
#>
#> $bs.dim
#> [1] 5
#>
#> $fixed
#> [1] FALSE
#>
#> $dim
#> [1] 1
#>
#> $p.order
#> [1] NA
#>
#> $by
#> [1] "NA"
#>
#> $label
#> [1] "s(x3)"
#>
#> $xt
#> NULL
#>
#> $id
#> NULL
#>
#> $sp
#> NULL
#>
#> $X
#> x3.pen1 x3.pen2 x3.pen3 x3.null1
#> [1,] 0.399200885 -1.271002143 -0.167259700 1.04798764
#> [2,] -0.375413472 -0.239421485 -0.767743620 0.17577432
#> [3,] -0.364005167 0.392020744 -0.560104979 -0.16448544
#> [4,] 0.424630119 -1.287422554 -0.073316446 1.10656134
#> [5,] 0.310335403 1.175614529 0.906252496 -0.98447834
#> [6,] 0.360535966 1.016175493 2.023396634 -1.38365360
#> [7,] 0.480055082 -1.102753416 1.340812595 1.76728023
#> [8,] -0.316863142 -0.373356788 -0.779670266 0.24875086
#> [9,] -0.148844390 0.759333255 -0.285550585 -0.39149173
#> [10,] -0.377319658 0.357402758 -0.578657543 -0.14502190
#> [11,] 0.043368214 0.982147428 0.009998818 -0.57335662
#> [12,] -0.170273804 -0.618066644 -0.769921473 0.38971076
#> [13,] 0.312194123 1.175519666 0.919477339 -0.98971069
#> [14,] 0.393334550 -1.266743960 -0.186352785 1.03561184
#> [15,] 0.356084595 -1.236702146 -0.291114644 0.96428984
#> [16,] 0.292747918 1.173960382 0.793478603 -0.93916341
#> [17,] -0.433558191 0.030245476 -0.710521347 0.03215812
#> [18,] 0.279800916 -1.164339382 -0.446186978 0.84444213
#> [19,] 0.179013046 1.108657274 0.328722022 -0.73587670
#> [20,] 0.338011903 0.886755630 2.495660195 -1.53486521
#> [21,] -0.158753910 -0.634656230 -0.767559052 0.39982335
#> [22,] 0.458806629 -1.301534430 0.096591196 1.20452274
#> [23,] -0.374914162 -0.240763820 -0.767918445 0.17649706
#> [24,] -0.327997092 0.472877807 -0.512718458 -0.21083961
#> [25,] -0.309148106 -0.388588118 -0.780302806 0.25718630
#> [26,] 0.503115012 -1.221066714 0.858655280 1.57032763
#> [27,] -0.192707229 0.699404362 -0.342701422 -0.35069878
#> [28,] 0.100937924 -0.965702585 -0.650880683 0.63347477
#> [29,] -0.231226753 -0.525299800 -0.778872534 0.33468514
#> [30,] -0.294938174 0.536613848 -0.470965863 -0.24845697
#> [31,] -0.270527055 -0.459654098 -0.781199310 0.29702960
#> [32,] 0.328953372 1.171355724 1.054747897 -1.04232680
#> [33,] -0.385471385 0.334332569 -0.590479873 -0.13215941
#> [34,] -0.290579096 0.544481946 -0.465517471 -0.25317859
#> [35,] 0.250379344 -1.133850260 -0.491844263 0.80445625
#> [36,] -0.106404923 0.813450313 -0.227856803 -0.43042512
#> [37,] -0.340840829 -0.323091555 -0.776517266 0.22113275
#> [38,] 0.313035671 1.175456541 0.925562720 -0.99211283
#> [39,] 0.292275033 1.173861770 0.790708641 -0.93803399
#> [40,] 0.332381200 1.169549614 1.087038913 -1.05465739
#> [41,] 0.280746031 -1.165299199 -0.444612847 0.84577397
#> [42,] -0.431549085 -0.001156797 -0.719458200 0.04883071
#> [43,] 0.041647968 0.980370884 0.006790716 -0.57157850
#> [44,] -0.115487525 0.802151222 -0.240443479 -0.42210494
#> [45,] -0.274807748 -0.452142122 -0.781268210 0.29277652
#> [46,] 0.201722643 -1.081212152 -0.555195310 0.74368649
#> [47,] -0.114939785 0.802836781 -0.239688414 -0.42260668
#> [48,] -0.216219801 -0.549024130 -0.777240502 0.34853476
#> [49,] 0.029951839 -0.880531477 -0.697356542 0.56506880
#> [50,] 0.210840189 -1.091259689 -0.544333267 0.75462910
#> [51,] 0.234562473 1.148394230 0.517724394 -0.82227409
#> [52,] 0.088781804 -0.951309154 -0.659891321 0.62129694
#> [53,] -0.326587160 0.475765231 -0.510914826 -0.21252131
#> [54,] 0.057677013 -0.914107167 -0.680904525 0.59103711
#> [55,] -0.317182712 -0.372717017 -0.779640373 0.24839726
#> [56,] -0.399844258 -0.165864351 -0.756491791 0.13635679
#> [57,] 0.206490864 0.433092132 3.790102536 -1.92135152
#> [58,] -0.422533774 0.190980576 -0.654952385 -0.05376629
#> [59,] 0.190897895 -1.069184199 -0.567547675 0.73093450
#> [60,] -0.356790735 0.409515275 -0.550345695 -0.17440252
#> [61,] -0.389923972 0.320972217 -0.597134192 -0.12474698
#> [62,] 0.240281587 1.151819891 0.540406987 -0.83226301
#> [63,] -0.391718459 0.315411986 -0.599862695 -0.12166961
#> [64,] -0.033318408 -0.249814406 5.451375784 -2.38889537
#> [65,] -0.021719794 0.163187650 4.654261110 2.88901054
#> [66,] 0.219852722 1.138930554 0.462546199 -0.79765520
#> [67,] 0.376174532 -1.253489140 -0.237820644 1.00134224
#> [68,] 0.200220227 1.125031050 0.395048305 -0.76688281
#> [69,] 0.257342679 1.161056728 0.612832584 -0.86367659
#> [70,] 0.036395973 0.974926477 -0.002906170 -0.56618278
#> [71,] 0.345245633 -1.227170660 -0.317264768 0.94544665
#> [72,] 0.246500596 1.155366003 0.565939254 -0.84341922
#> [73,] -0.002905467 -0.840202685 -0.714398692 0.53531157
#> [74,] 0.028565340 -0.878842502 -0.698126890 0.56379301
#> [75,] 0.045622577 0.984470526 0.014227425 -0.57569511
#> [76,] -0.363637046 0.392932804 -0.559602656 -0.16500106
#> [77,] 0.213515578 -1.094192921 -0.541063442 0.75787641
#> [78,] -0.218787145 -0.545011220 -0.777547162 0.34618225
#> [79,] 0.326867173 -1.210364181 -0.358066622 0.91505576
#> [80,] -0.414635621 0.230935479 -0.638472409 -0.07539203
#> [81,] 0.327845814 1.171855346 1.044721085 -1.03848068
#> [82,] -0.236651609 -0.516557491 -0.779365503 0.32961595
#> [83,] -0.215118451 0.666890355 -0.371199547 -0.32939461
#> [84,] 0.421295982 -1.285488426 -0.086834150 1.09835239
#> [85,] -0.094040848 -0.723661340 -0.750428900 0.45585888
#> [86,] 0.326920372 1.172243761 1.036483721 -1.03531473
#> [87,] -0.433570716 0.030548165 -0.710432224 0.03199732
#> [88,] 0.103783371 -0.969059233 -0.648702960 0.63635551
#> [89,] -0.276439253 -0.449257722 -0.781284188 0.29114624
#> [90,] -0.419344938 -0.086484028 -0.740690187 0.09411040
#> [91,] 0.290356453 1.173436753 0.779591161 -0.93349268
#> [92,] -0.253878366 0.606900292 -0.419788008 -0.29134061
#> [93,] 0.270784134 0.635672783 3.250285222 -1.76396273
#> [94,] 0.352938370 1.144902552 1.347620032 -1.15131434
#> [95,] -0.363621046 0.392972396 -0.559580835 -0.16502345
#> [96,] -0.370583723 -0.252203505 -0.769363652 0.18266223
#> [97,] -0.377025645 -0.235052614 -0.767167009 0.17342300
#> [98,] 0.500089012 -1.276882468 0.530568292 1.42367453
#> [99,] 0.313030040 -1.197240155 -0.386205636 0.89331195
#> [100,] -0.413494160 0.236011053 -0.636299034 -0.07814992
#>
#> $S
#> $S[[1]]
#> [,1] [,2] [,3] [,4]
#> [1,] 1 0 0 0
#> [2,] 0 1 0 0
#> [3,] 0 0 1 0
#> [4,] 0 0 0 0
#>
#> $S[[2]]
#> [,1] [,2] [,3] [,4]
#> [1,] 0 0 0 0
#> [2,] 0 0 0 0
#> [3,] 0 0 0 0
#> [4,] 0 0 0 1
#>
#>
#> $rank
#> [1] 3 1
#>
#> $null.space.dim
#> [1] 0
#>
#> $df
#> [1] 4
#>
#> $xp
#> 0% 25% 50% 75% 100%
#> -2.84358222 -0.72177745 -0.01628823 0.61373839 3.32013423
#>
#> $F
#> [1] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.51752901
#> [7] -2.49450829 2.49227487 -0.52564437 0.01034878 -0.13980647 3.93046200
#> [13] -7.92081679 4.21310810 -0.08294684 0.01320004 -0.37110044 2.17504419
#> [19] -2.15721302 0.34006924 0.00000000 0.00000000 0.00000000 0.00000000
#> [25] 0.00000000
#>
#> $noterp
#> [1] TRUE
#>
#> $plot.me
#> [1] TRUE
#>
#> $side.constrain
#> [1] TRUE
#>
#> $repara
#> [1] TRUE
#>
#> $S.scale
#> [1] 7.017398 1.000000
#>
#> $diagRP
#> [,1] [,2] [,3] [,4]
#> [1,] 0.06288965 1.1368533 -3.397410 0.9201130
#> [2,] -0.42984231 0.0583048 -1.319476 0.2989528
#> [3,] 0.05970159 -0.7186529 -4.412153 2.2011965
#> [4,] -0.02034212 0.1735171 4.428854 2.9877881
#>
#> attr(,"class")
#> [1] "cr.smooth" "mgcv.smooth"
#> attr(,"qrc")
#> $qr
#> [,1]
#> [1,] -0.61301154
#> [2,] 0.66814672
#> [3,] 0.11950097
#> [4,] 0.72971607
#> [5,] 0.04423047
#>
#> $rank
#> [1] 1
#>
#> $qraux
#> [1] 1.069696
#>
#> $pivot
#> [1] 1
#>
#> attr(,"class")
#> [1] "qr"
#> attr(,"nCons")
#> [1] 1
#>
#> $Smooth$x4
#> $term
#> [1] "x4"
#>
#> $bs.dim
#> [1] 5
#>
#> $fixed
#> [1] FALSE
#>
#> $dim
#> [1] 1
#>
#> $p.order
#> [1] NA
#>
#> $by
#> [1] "NA"
#>
#> $label
#> [1] "s(x4)"
#>
#> $xt
#> NULL
#>
#> $id
#> NULL
#>
#> $sp
#> NULL
#>
#> $X
#> x4.pen1 x4.pen2 x4.pen3 x4.null1
#> [1,] -0.470716110 0.028407861 1.04188184 -0.06704909
#> [2,] 0.047448529 -0.970871068 0.64721750 0.51540179
#> [3,] 0.407572262 1.404571252 -0.44568039 -1.30476113
#> [4,] -0.045137361 0.225409525 -5.43970951 2.68818900
#> [5,] 0.035260793 -0.957538201 0.66088579 0.50472156
#> [6,] 0.245892631 -1.173149881 0.34203283 0.71928981
#> [7,] -0.093148904 -0.809757955 0.78470738 0.39770997
#> [8,] 0.336831454 -0.676828531 -3.12765817 2.02502022
#> [9,] 0.278024123 1.349262893 0.20988467 -0.98818753
#> [10,] -0.466005594 -0.068427232 1.03647996 -0.01778996
#> [11,] 0.309620150 1.374012734 0.10457285 -1.04484353
#> [12,] -0.007677796 -0.909747828 0.70598575 0.46807013
#> [13,] -0.470765422 0.015403385 1.04146052 -0.06044569
#> [14,] -0.096673219 -0.805464837 0.78769839 0.39484016
#> [15,] -0.346690684 -0.435760537 0.96538336 0.17481015
#> [16,] 0.012575207 1.061079731 0.70573635 -0.65866521
#> [17,] -0.166243931 0.821951640 0.87254675 -0.49415844
#> [18,] -0.470727159 0.010148669 1.04126366 -0.05777677
#> [19,] 0.101734171 -1.029189326 0.58059491 0.56503784
#> [20,] -0.232310472 -0.625509340 0.89131664 0.28234008
#> [21,] -0.291521034 -0.533830813 0.93088588 0.22933842
#> [22,] -0.397897988 -0.325286084 0.99578328 0.11537561
#> [23,] 0.399123498 1.407847422 -0.36956501 -1.27155069
#> [24,] 0.117408580 1.185933369 0.56339734 -0.76866220
#> [25,] -0.453807335 -0.144949013 1.02845739 0.02138205
#> [26,] -0.377484729 0.440411741 1.00608246 -0.27867753
#> [27,] -0.449728289 0.211788975 1.03786574 -0.16025508
#> [28,] -0.035209756 -0.224374100 -5.18389800 -2.85110080
#> [29,] 0.304768707 0.750696885 -2.88189447 -2.16698593
#> [30,] -0.222705511 -0.639434124 0.88461532 0.29060005
#> [31,] 0.407960386 1.117467118 -1.83996964 -1.83008169
#> [32,] 0.389415606 1.409104769 -0.29425724 -1.23796720
#> [33,] 0.500967156 -1.225583407 -1.22367257 1.40857275
#> [34,] -0.266090611 -0.574565657 0.91424258 0.25261164
#> [35,] 0.255999201 -1.182426433 0.32069404 0.73178378
#> [36,] 0.420101716 -0.901696784 -2.46432922 1.82245278
#> [37,] 0.083620666 -1.009927970 0.60394060 0.54806974
#> [38,] -0.156357290 0.836388809 0.86488378 -0.50313531
#> [39,] 0.242744860 1.317806083 0.30894962 -0.93190319
#> [40,] 0.311226556 1.375162816 0.09869393 -1.04792163
#> [41,] 0.098286701 -1.025539593 0.58512980 0.56177503
#> [42,] 0.181747152 0.383018771 -3.78683980 -2.44163602
#> [43,] -0.361370131 0.477957742 0.99781518 -0.29861070
#> [44,] 0.411207462 -1.297681431 -0.16081360 0.97965129
#> [45,] 0.223350604 -1.151989615 0.38697316 0.69238926
#> [46,] -0.444767161 0.234158530 1.03609638 -0.17168437
#> [47,] 0.223669789 0.504831558 -3.49533671 -2.35439926
#> [48,] 0.015398403 1.064564578 0.70247879 -0.66141261
#> [49,] 0.071964450 -0.043239815 -4.77585763 2.50124845
#> [50,] -0.464952498 0.118617577 1.04223082 -0.11283744
#> [51,] 0.335977739 -1.249910471 0.11832741 0.84285198
#> [52,] 0.501042196 -1.227890617 -1.21117723 1.40405865
#> [53,] 0.400915800 1.087203484 -1.93642460 -1.86261926
#> [54,] 0.051183897 1.108179843 0.65870318 -0.69714966
#> [55,] -0.184304896 -0.693017242 0.85694586 0.32299344
#> [56,] 0.025875656 1.077439548 0.69015226 -0.67169332
#> [57,] 0.289732338 -0.558520551 -3.45264000 2.12131641
#> [58,] -0.440560563 -0.200244401 1.02054241 0.04990385
#> [59,] 0.333092012 1.389524132 0.01240693 -1.09217899
#> [60,] 0.407075537 1.404835343 -0.44085894 -1.30267813
#> [61,] -0.218097104 -0.646035898 0.88136996 0.29453778
#> [62,] -0.356227580 -0.417002469 0.97114799 0.16458703
#> [63,] 0.381666578 -1.281614454 -0.03598599 0.92039392
#> [64,] 0.246440696 1.321256550 0.29932321 -0.93751645
#> [65,] -0.466254388 0.106549555 1.04244440 -0.10670977
#> [66,] 0.299881999 -1.220928791 0.21799796 0.78968897
#> [67,] 0.493270625 -1.284290866 -0.83559984 1.26368838
#> [68,] -0.470752363 0.013037231 1.04137377 -0.05924395
#> [69,] 0.159552762 1.232945627 0.49078141 -0.81867770
#> [70,] 0.276375397 1.347873133 0.21490366 -0.98541054
#> [71,] -0.467250735 -0.056347162 1.03744112 -0.02394966
#> [72,] -0.232439361 0.719933935 0.92033780 -0.43295110
#> [73,] 0.386570816 -0.807718885 -2.75082015 1.91107910
#> [74,] -0.396863653 -0.327812507 0.99518077 0.11671581
#> [75,] -0.290534349 0.620326117 0.95769287 -0.37617535
#> [76,] 0.499993511 -1.257147931 -1.03812374 1.34056460
#> [77,] 0.038870146 1.093286728 0.67431251 -0.68464801
#> [78,] 0.189664511 1.265056862 0.43173079 -0.85711266
#> [79,] 0.259738588 1.333386995 0.26330733 -0.95823286
#> [80,] -0.470404557 -0.005754757 1.04057431 -0.04969634
#> [81,] -0.415376012 0.338581694 1.02405636 -0.22541486
#> [82,] -0.341472766 -0.445755655 0.96220645 0.18028221
#> [83,] -0.240271513 -0.613790496 0.89680814 0.27543507
#> [84,] -0.466254546 0.106547993 1.04244443 -0.10670898
#> [85,] 0.051104060 0.004786675 -4.89507420 2.53489887
#> [86,] -0.468061378 -0.047258698 1.03810991 -0.02858046
#> [87,] 0.501048905 -1.228129825 -1.20987391 1.40358728
#> [88,] -0.169509923 0.817141698 0.87504651 -0.49118698
#> [89,] 0.020662377 -0.941440622 0.67672428 0.49210669
#> [90,] 0.496120032 -1.276523195 -0.90031368 1.28858099
#> [91,] -0.468593693 0.079419101 1.04263112 -0.09293907
#> [92,] 0.348121523 1.397725063 -0.05500012 -1.12564917
#> [93,] -0.149891919 -0.738605180 0.83084842 0.35141570
#> [94,] 0.236801603 -1.164691219 0.36058155 0.70828643
#> [95,] -0.157274116 -0.728997464 0.83655792 0.34535285
#> [96,] 0.028382507 1.080506979 0.68714544 -0.67417414
#> [97,] 0.337789763 -1.251286409 0.11287754 0.84568329
#> [98,] 0.147211122 1.219409465 0.51316639 -0.80360922
#> [99,] -0.049665824 -0.861548409 0.74624709 0.43324125
#> [100,] -0.470033284 -0.015924440 1.04005963 -0.04452648
#>
#> $S
#> $S[[1]]
#> [,1] [,2] [,3] [,4]
#> [1,] 1 0 0 0
#> [2,] 0 1 0 0
#> [3,] 0 0 1 0
#> [4,] 0 0 0 0
#>
#> $S[[2]]
#> [,1] [,2] [,3] [,4]
#> [1,] 0 0 0 0
#> [2,] 0 0 0 0
#> [3,] 0 0 0 0
#> [4,] 0 0 0 1
#>
#>
#> $rank
#> [1] 3 1
#>
#> $null.space.dim
#> [1] 0
#>
#> $df
#> [1] 4
#>
#> $xp
#> 0% 25% 50% 75% 100%
#> -2.55379444 -0.51114527 0.09999144 0.61653166 2.65007950
#>
#> $F
#> [1] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> [6] 0.57168935 -3.01255864 3.13152753 -0.70679195 0.01613372
#> [11] -0.15859016 5.29216887 -11.13177528 6.13831398 -0.14011741
#> [16] 0.01606184 -0.53598504 3.40493253 -3.47771135 0.59270202
#> [21] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#>
#> $noterp
#> [1] TRUE
#>
#> $plot.me
#> [1] TRUE
#>
#> $side.constrain
#> [1] TRUE
#>
#> $repara
#> [1] TRUE
#>
#> $S.scale
#> [1] 13.81788 1.00000
#>
#> $diagRP
#> [,1] [,2] [,3] [,4]
#> [1,] 0.05248182 1.22049914 3.843898 1.0611478
#> [2,] -0.46392296 -0.02792825 1.589394 0.2771171
#> [3,] 0.08039495 -0.82957926 4.132234 2.4461351
#> [4,] -0.04148975 0.24865395 -4.902675 2.9835537
#>
#> attr(,"class")
#> [1] "cr.smooth" "mgcv.smooth"
#> attr(,"qrc")
#> $qr
#> [,1]
#> [1,] -0.5887462
#> [2,] 0.6595839
#> [3,] 0.1151397
#> [4,] 0.7296532
#> [5,] 0.1120969
#>
#> $rank
#> [1] 1
#>
#> $qraux
#> [1] 1.082051
#>
#> $pivot
#> [1] 1
#>
#> attr(,"class")
#> [1] "qr"
#> attr(,"nCons")
#> [1] 1
#>
#> $Smooth$x5
#> $term
#> [1] "x5"
#>
#> $bs.dim
#> [1] 5
#>
#> $fixed
#> [1] FALSE
#>
#> $dim
#> [1] 1
#>
#> $p.order
#> [1] NA
#>
#> $by
#> [1] "NA"
#>
#> $label
#> [1] "s(x5)"
#>
#> $xt
#> NULL
#>
#> $id
#> NULL
#>
#> $sp
#> NULL
#>
#> $X
#> x5.pen1 x5.pen2 x5.pen3 x5.null1
#> [1,] 0.453151476 -0.98278325 1.335164006 1.45651518
#> [2,] 0.230679850 1.18886079 0.014301651 -0.77818647
#> [3,] -0.087203619 -0.88529685 -0.757672831 0.55380072
#> [4,] -0.384886190 0.59173992 -0.860857587 -0.25722565
#> [5,] -0.573434172 -0.06585648 -1.042152626 0.08714114
#> [6,] 0.193404063 1.17008457 -0.084752075 -0.73472378
#> [7,] 0.099563939 -1.04914700 -0.559140596 0.69237310
#> [8,] 0.261815011 1.20094339 0.111022179 -0.81889373
#> [9,] -0.420690504 0.53344463 -0.892298440 -0.22435438
#> [10,] -0.041596500 0.99307064 -0.495479968 -0.52634478
#> [11,] 0.300711701 0.62267740 2.536467980 -1.59558727
#> [12,] 0.381337173 1.16354002 0.807740528 -1.07765437
#> [13,] -0.541175758 0.26301953 -0.995354853 -0.08011690
#> [14,] 0.392919862 -1.20608044 0.124989562 1.02864685
#> [15,] -0.566171423 -0.11307011 -1.042346801 0.11110189
#> [16,] 0.058864025 1.07817417 -0.349547886 -0.60692949
#> [17,] -0.541440519 0.26213672 -0.995589406 -0.07966111
#> [18,] 0.225888826 0.39614881 3.071092765 -1.73934674
#> [19,] -0.202964084 -0.76514915 -0.851315480 0.47147401
#> [20,] 0.309135144 -1.18525259 -0.170772884 0.89894645
#> [21,] 0.396031781 1.07154821 1.232834024 -1.21637292
#> [22,] 0.214955389 -1.13274637 -0.381422259 0.79401462
#> [23,] 0.307063621 -0.52287438 2.592909770 1.82526650
#> [24,] -0.137591012 -0.83500303 -0.800561505 0.51806671
#> [25,] -0.084382126 0.95311021 -0.550107368 -0.49356024
#> [26,] 0.230300015 -1.14253183 -0.352253718 0.80938271
#> [27,] -0.130899316 -0.84184961 -0.795065497 0.52281050
#> [28,] 0.122826418 1.12560089 -0.237603919 -0.66335930
#> [29,] 0.465717473 -1.08663582 0.957805202 1.33450311
#> [30,] -0.520026608 0.32606037 -0.976996538 -0.11285417
#> [31,] 0.131731902 1.13172508 -0.220302686 -0.67173870
#> [32,] 0.054479272 -1.01266407 -0.614341873 0.65720717
#> [33,] 0.266214179 0.51502699 2.795420041 -1.66579275
#> [34,] -0.023100645 1.00965742 -0.470654837 -0.54072200
#> [35,] -0.160893315 0.87584404 -0.639683517 -0.43574428
#> [36,] 0.463357432 -1.13055259 0.763153493 1.26834868
#> [37,] -0.237270030 -0.72609854 -0.875961447 0.44664501
#> [38,] 0.165051766 1.15340920 -0.150794869 -0.70459419
#> [39,] 0.313358567 -1.18708126 -0.159124581 0.90439066
#> [40,] 0.271001275 1.20370536 0.142677659 -0.83188639
#> [41,] 0.439558784 -0.92157871 1.529277304 1.51668418
#> [42,] 0.042644746 1.06527358 -0.375176790 -0.59341160
#> [43,] 0.395724180 1.05642671 1.290146768 -1.23432236
#> [44,] -0.549371987 -0.18557112 -1.039446536 0.14808025
#> [45,] -0.507197353 -0.30623742 -1.025803973 0.21044471
#> [46,] -0.049045705 0.32010801 4.494491424 2.33356995
#> [47,] -0.341805458 0.65554961 -0.821903277 -0.29429744
#> [48,] 0.159780785 1.15011812 -0.162331186 -0.69922640
#> [49,] 0.421816340 -1.19969626 0.283797353 1.09243346
#> [50,] 0.300699721 -1.18143072 -0.193328485 0.88831076
#> [51,] 0.424516508 -1.19836260 0.301722824 1.09942906
#> [52,] 0.349540588 1.20064371 0.516928683 -0.97560038
#> [53,] 0.283820071 0.56909706 2.666640652 -1.63102693
#> [54,] -0.575537924 0.09002123 -1.029941398 0.00823778
#> [55,] 0.330660815 0.72351301 2.282999435 -1.52561216
#> [56,] -0.540841331 -0.21448858 -1.037194886 0.16291618
#> [57,] 0.172319299 -1.10371079 -0.454740412 0.75390588
#> [58,] 0.459099465 -1.15071161 0.659292337 1.23195922
#> [59,] 0.392452969 1.01133596 1.450186884 -1.28365062
#> [60,] -0.547008505 0.24283494 -1.000564969 -0.06971198
#> [61,] 0.391036813 0.99878920 1.492384761 -1.29647485
#> [62,] 0.265995207 -1.16364112 -0.277476210 0.84745536
#> [63,] 0.384446140 -1.20601163 0.086546122 1.01266766
#> [64,] 0.205203389 1.17645558 -0.055058130 -0.74795850
#> [65,] 0.337915164 0.74952227 2.215449051 -1.50672422
#> [66,] -0.459834157 -0.40593712 -1.005756373 0.26316655
#> [67,] 0.422548756 -1.19935099 0.288590613 1.09430786
#> [68,] 0.190298322 1.16834861 -0.092338652 -0.73131244
#> [69,] -0.570577111 -0.08682527 -1.042440465 0.09777401
#> [70,] -0.095147192 -0.87755608 -0.764672059 0.54815900
#> [71,] 0.004075490 -0.96959023 -0.669852197 0.61953471
#> [72,] -0.572474934 -0.07340040 -1.042293229 0.09096514
#> [73,] 0.331021665 0.72478877 2.279709242 -1.52469465
#> [74,] -0.384373549 -0.53253547 -0.967630133 0.33247191
#> [75,] -0.428018746 0.52078082 -0.898644837 -0.21732178
#> [76,] 0.386982585 -1.20610239 0.097759665 1.01735218
#> [77,] -0.575083384 -0.05111552 -1.041757818 0.07967287
#> [78,] -0.536254037 -0.22877257 -1.035849000 0.17026698
#> [79,] -0.087011476 0.95058090 -0.553348066 -0.49156170
#> [80,] -0.361579024 -0.56611415 -0.954878341 0.35144091
#> [81,] 0.134725916 -1.07621777 -0.511470752 0.72119602
#> [82,] -0.578745504 0.01859929 -1.037739680 0.04439386
#> [83,] -0.270629910 0.74984995 -0.754251601 -0.35176497
#> [84,] -0.110611506 0.92748773 -0.581885591 -0.47367970
#> [85,] 0.406436397 -1.20459945 0.192971052 1.05636950
#> [86,] 0.177263710 1.16081260 -0.123207025 -0.71730136
#> [87,] -0.204975105 0.82760969 -0.687422491 -0.40237668
#> [88,] 0.328944997 1.20812617 0.392844186 -0.92974292
#> [89,] 0.184316135 -1.11213171 -0.435160996 0.76483914
#> [90,] -0.311293264 -0.63492154 -0.924862755 0.39129362
#> [91,] -0.578115493 0.05150729 -1.034609881 0.02774335
#> [92,] -0.558755873 -0.14867451 -1.041409550 0.12922759
#> [93,] -0.007703054 1.02315206 -0.449363585 -0.55281593
#> [94,] 0.360302189 -1.20266738 -0.009809343 0.97155994
#> [95,] 0.457382828 -1.15623040 0.628340668 1.22095187
#> [96,] 0.293035971 -1.17777472 -0.213051385 0.87890608
#> [97,] -0.059235167 -0.36693765 4.719436280 -2.16467190
#> [98,] -0.536330322 0.27868983 -0.991088986 -0.08821875
#> [99,] -0.189368731 0.84502234 -0.670807839 -0.41422269
#> [100,] -0.503474481 -0.31500424 -1.024369233 0.21503001
#>
#> $S
#> $S[[1]]
#> [,1] [,2] [,3] [,4]
#> [1,] 1 0 0 0
#> [2,] 0 1 0 0
#> [3,] 0 0 1 0
#> [4,] 0 0 0 0
#>
#> $S[[2]]
#> [,1] [,2] [,3] [,4]
#> [1,] 0 0 0 0
#> [2,] 0 0 0 0
#> [3,] 0 0 0 0
#> [4,] 0 0 0 1
#>
#>
#> $rank
#> [1] 3 1
#>
#> $null.space.dim
#> [1] 0
#>
#> $df
#> [1] 4
#>
#> $xp
#> 0% 25% 50% 75% 100%
#> -2.3329545 -0.6474335 0.1704567 0.9207252 2.7242703
#>
#> $F
#> [1] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.74381633
#> [7] -2.69098512 2.46515246 -0.54558187 0.02759820 -0.20103707 3.15153158
#> [13] -6.12139965 3.33985117 -0.16894603 0.02953069 -0.46293409 2.46490784
#> [19] -2.70765716 0.67615271 0.00000000 0.00000000 0.00000000 0.00000000
#> [25] 0.00000000
#>
#> $noterp
#> [1] TRUE
#>
#> $plot.me
#> [1] TRUE
#>
#> $side.constrain
#> [1] TRUE
#>
#> $repara
#> [1] TRUE
#>
#> $S.scale
#> [1] 11.94374 1.00000
#>
#> $diagRP
#> [,1] [,2] [,3] [,4]
#> [1,] 0.16079747 1.34848149 -3.079930 0.6402166
#> [2,] -0.56189970 0.08207692 -2.305081 0.6422017
#> [3,] 0.18048629 -0.85965587 -3.375484 2.0494008
#> [4,] -0.04538568 0.34278039 4.202887 2.4673209
#>
#> attr(,"class")
#> [1] "cr.smooth" "mgcv.smooth"
#> attr(,"qrc")
#> $qr
#> [,1]
#> [1,] -0.5532071
#> [2,] 0.6659997
#> [3,] 0.2959337
#> [4,] 0.6733228
#> [5,] 0.0682240
#>
#> $rank
#> [1] 1
#>
#> $qraux
#> [1] 1.104161
#>
#> $pivot
#> [1] 1
#>
#> attr(,"class")
#> [1] "qr"
#> attr(,"nCons")
#> [1] 1
#>
#>