R/02_fof_pc.R
predict_fof_pc.RdPredict new observations of the functional response variable and calculate the corresponding prediction error (and their standardized or studentized version) given new observations of functional covariates and a fitted function-on-function linear regression model.
predict_fof_pc(object, mfdobj_y_new, mfdobj_x_new)A list obtained as output from fof_pc,
i.e. a fitted function-on-function linear regression model.
An object of class mfd containing
new observations of the functional response.
An object of class mfd containing
new observations of the functional covariates.
A list of mfd objects. It contains:
* pred_error: the prediction error of the
standardized functional response variable,
* pred_error_original_scale:
the prediction error of the functional
response variable on the original scale,
* y_hat_new: the prediction of the
functional response observations on the original scale,
* y_z_new: the standardized version of the
functional response observations provided in mfdobj_y_new,
* y_hat_z_new: the prediction of the
functional response observations on the standardized/studentized scale.
Centofanti F, Lepore A, Menafoglio A, Palumbo B, Vantini S. (2021) Functional Regression Control Chart. Technometrics, 63(3), 281--294. <doi:10.1080/00401706.2020.1753581>
library(funcharts)
data("air")
air <- lapply(air, function(x) x[1:10, , drop = FALSE])
fun_covariates <- c("CO", "temperature")
mfdobj_x <- get_mfd_list(air[fun_covariates], lambda = 1e-2)
mfdobj_y <- get_mfd_list(air["NO2"], lambda = 1e-2)
mod <- fof_pc(mfdobj_y, mfdobj_x)
predict_fof_pc(mod,
mfdobj_y_new = mfdobj_y,
mfdobj_x_new = mfdobj_x)
#> $pred_error
#> $coefs
#> , , NO2
#>
#> 1 2 3 4 5
#> bspl4.1 -0.316700470 0.01679957 0.18633111 0.19052574 -0.2025001381
#> bspl4.2 -0.320575292 0.01844848 0.17493750 0.18531551 -0.1838632030
#> bspl4.3 -0.327003849 0.02179575 0.15024767 0.17351198 -0.1439986453
#> bspl4.4 -0.335503518 0.02855089 0.11019540 0.15046271 -0.0846450697
#> bspl4.5 -0.346789967 0.03955245 0.07007587 0.12279218 -0.0356819199
#> bspl4.6 -0.363314610 0.05721425 0.03089251 0.09334118 -0.0041691698
#> bspl4.7 -0.384529025 0.08207988 -0.00800931 0.06656544 0.0073985824
#> bspl4.8 -0.408234648 0.11202490 -0.04556088 0.04616038 0.0002587849
#> bspl4.9 -0.432529343 0.14337957 -0.07801326 0.03292905 -0.0217497442
#> bspl4.10 -0.456055034 0.17299729 -0.10436959 0.02678945 -0.0533481278
#> bspl4.11 -0.477262548 0.19955534 -0.12573605 0.02782609 -0.0881589729
#> bspl4.12 -0.494489474 0.22099248 -0.14383031 0.03559794 -0.1211336421
#> bspl4.13 -0.506411030 0.23709596 -0.16031126 0.04999124 -0.1484101399
#> bspl4.14 -0.510470551 0.24833901 -0.17763911 0.07213275 -0.1668200043
#> bspl4.15 -0.502085946 0.25444497 -0.19988275 0.10416827 -0.1733602973
#> bspl4.16 -0.476038554 0.25496101 -0.23199707 0.14786658 -0.1647422238
#> bspl4.17 -0.428371543 0.24936042 -0.27591434 0.20349854 -0.1369830315
#> bspl4.18 -0.357854135 0.23758337 -0.33171073 0.26945318 -0.0869260271
#> bspl4.19 -0.265945550 0.21954900 -0.39781753 0.34105810 -0.0129832061
#> bspl4.20 -0.154713941 0.19458254 -0.47373288 0.41182533 0.0852009959
#> bspl4.21 -0.027928889 0.16362814 -0.55948342 0.47445700 0.2065499985
#> bspl4.22 0.104508061 0.13235843 -0.65273709 0.52093474 0.3450371550
#> bspl4.23 0.223095494 0.11078563 -0.74751757 0.54222878 0.4820063499
#> bspl4.24 0.298630481 0.11298952 -0.83006362 0.53070303 0.5891994054
#> bspl4.25 0.305277927 0.15044924 -0.87989540 0.47914771 0.6401453090
#> bspl4.26 0.238746408 0.21670507 -0.87807832 0.38848421 0.6219084023
#> bspl4.27 0.126704114 0.29202638 -0.82869921 0.27711160 0.5502590208
#> bspl4.28 0.008554904 0.35835627 -0.75621247 0.17002198 0.4573167629
#> bspl4.29 -0.058258207 0.39096997 -0.70679275 0.11065880 0.3971863018
#> bspl4.30 -0.087739014 0.40449424 -0.68314631 0.08403306 0.3696425722
#> 6 7 8 9 10
#> bspl4.1 0.262544984 -0.523497659 0.019584451 0.34647130 0.020441118
#> bspl4.2 0.242135365 -0.518088845 0.008363786 0.36166281 0.031663890
#> bspl4.3 0.198256784 -0.504162750 -0.015111680 0.39153022 0.054934523
#> bspl4.4 0.130380362 -0.470518973 -0.049238560 0.43323442 0.087082342
#> bspl4.5 0.067889143 -0.422637298 -0.077576280 0.47239638 0.109979448
#> bspl4.6 0.015686721 -0.361682346 -0.096673539 0.51035720 0.118347796
#> bspl4.7 -0.024110767 -0.291389950 -0.105655371 0.54770089 0.109949637
#> bspl4.8 -0.050780673 -0.217495475 -0.106388072 0.58417070 0.085844976
#> bspl4.9 -0.064334088 -0.146132497 -0.102605677 0.61917472 0.049881269
#> bspl4.10 -0.065445354 -0.082732352 -0.098818755 0.65225426 0.008728214
#> bspl4.11 -0.053706957 -0.032704039 -0.100640678 0.68282075 -0.031992949
#> bspl4.12 -0.030583366 0.002436363 -0.112365146 0.71096752 -0.067592363
#> bspl4.13 0.001346209 0.022307166 -0.136317781 0.73774771 -0.097038083
#> bspl4.14 0.035782881 0.029226058 -0.171417262 0.76508365 -0.124217413
#> bspl4.15 0.063316916 0.028777917 -0.213519308 0.79423382 -0.156093591
#> bspl4.16 0.077127576 0.026123629 -0.258501576 0.82333140 -0.198130782
#> bspl4.17 0.069488714 0.025043595 -0.303579146 0.85057402 -0.253117223
#> bspl4.18 0.033241929 0.027960418 -0.346335668 0.87397625 -0.319388576
#> bspl4.19 -0.034987860 0.038379999 -0.386414064 0.88960574 -0.390444633
#> bspl4.20 -0.133720479 0.062570180 -0.425600220 0.89030112 -0.456712640
#> bspl4.21 -0.258096062 0.106543127 -0.466909437 0.86776141 -0.506521861
#> bspl4.22 -0.400173197 0.172657925 -0.512446149 0.81645137 -0.526591234
#> bspl4.23 -0.543622413 0.261986956 -0.559167107 0.73443505 -0.504231170
#> bspl4.24 -0.662857129 0.362840503 -0.603569531 0.62921417 -0.427086835
#> bspl4.25 -0.731476540 0.453324208 -0.635733219 0.50910967 -0.290348907
#> bspl4.26 -0.733713104 0.512667698 -0.643602691 0.38443728 -0.107554945
#> bspl4.27 -0.684027299 0.533215557 -0.620903007 0.26783407 0.086478782
#> bspl4.28 -0.612799611 0.524964578 -0.575333984 0.16853674 0.256594820
#> bspl4.29 -0.564066121 0.511635160 -0.540798138 0.11525265 0.344212344
#> bspl4.30 -0.541165707 0.504463872 -0.524197742 0.09133286 0.382282165
#>
#>
#> $basis
#> $call
#> basisfd(type = type, rangeval = rangeval, nbasis = nbasis, params = params,
#> dropind = dropind, quadvals = quadvals, values = values,
#> basisvalues = basisvalues)
#>
#> $type
#> [1] "bspline"
#>
#> $rangeval
#> [1] 0 1
#>
#> $nbasis
#> [1] 30
#>
#> $params
#> [1] 0.03703704 0.07407407 0.11111111 0.14814815 0.18518519 0.22222222
#> [7] 0.25925926 0.29629630 0.33333333 0.37037037 0.40740741 0.44444444
#> [13] 0.48148148 0.51851852 0.55555556 0.59259259 0.62962963 0.66666667
#> [19] 0.70370370 0.74074074 0.77777778 0.81481481 0.85185185 0.88888889
#> [25] 0.92592593 0.96296296
#>
#> $dropind
#> NULL
#>
#> $quadvals
#> NULL
#>
#> $values
#> list()
#>
#> $basisvalues
#> list()
#>
#> $names
#> [1] "bspl4.1" "bspl4.2" "bspl4.3" "bspl4.4" "bspl4.5" "bspl4.6"
#> [7] "bspl4.7" "bspl4.8" "bspl4.9" "bspl4.10" "bspl4.11" "bspl4.12"
#> [13] "bspl4.13" "bspl4.14" "bspl4.15" "bspl4.16" "bspl4.17" "bspl4.18"
#> [19] "bspl4.19" "bspl4.20" "bspl4.21" "bspl4.22" "bspl4.23" "bspl4.24"
#> [25] "bspl4.25" "bspl4.26" "bspl4.27" "bspl4.28" "bspl4.29" "bspl4.30"
#>
#> $B
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 5.291005e-03 3.240741e-03 6.834215e-04 4.409171e-05 0.000000e+00
#> [2,] 3.240741e-03 8.201058e-03 5.787037e-03 1.278660e-03 1.102293e-05
#> [3,] 6.834215e-04 5.787037e-03 1.210317e-02 8.318636e-03 8.781599e-04
#> [4,] 4.409171e-05 1.278660e-03 8.318636e-03 1.775426e-02 8.752205e-03
#> [5,] 0.000000e+00 1.102293e-05 8.781599e-04 8.752205e-03 1.775426e-02
#> [6,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [6,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [7,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [8,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [9,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [10,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [11,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,11] [,12] [,13] [,14] [,15]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [11,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [12,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [13,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [14,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [15,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [16,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,16] [,17] [,18] [,19] [,20]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [16,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [17,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [18,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [19,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [20,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [21,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,21] [,22] [,23] [,24] [,25]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [21,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [22,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [23,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [24,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [25,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [26,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,26] [,27] [,28] [,29] [,30]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [26,] 1.775426e-02 8.752205e-03 8.781599e-04 1.102293e-05 0.000000e+00
#> [27,] 8.752205e-03 1.775426e-02 8.318636e-03 1.278660e-03 4.409171e-05
#> [28,] 8.781599e-04 8.318636e-03 1.210317e-02 5.787037e-03 6.834215e-04
#> [29,] 1.102293e-05 1.278660e-03 5.787037e-03 8.201058e-03 3.240741e-03
#> [30,] 0.000000e+00 4.409171e-05 6.834215e-04 3.240741e-03 5.291005e-03
#>
#> attr(,"class")
#> [1] "basisfd"
#>
#> $fdnames
#> $fdnames[[1]]
#> [1] "t"
#>
#> $fdnames[[2]]
#> [1] "1" "2" "3" "4" "5" "6" "7" "8" "9" "10"
#>
#> $fdnames[[3]]
#> [1] "NO2"
#>
#>
#> attr(,"class")
#> [1] "mfd" "fd"
#>
#> $pred_error_original_scale
#> $coefs
#> , , NO2
#>
#> 1 2 3 4 5
#> bspl4.1 -0.0219873885 0.001166344 0.0129363230 0.013227481 -1.405891e-02
#> bspl4.2 -0.0219648021 0.001265301 0.0119735233 0.012690501 -1.257803e-02
#> bspl4.3 -0.0219202378 0.001463935 0.0100477872 0.011617030 -9.617026e-03
#> bspl4.4 -0.0221342958 0.001884995 0.0072634889 0.009921724 -5.576518e-03
#> bspl4.5 -0.0229357528 0.002613131 0.0046458590 0.008129802 -2.372538e-03
#> bspl4.6 -0.0245293544 0.003850976 0.0021128959 0.006324936 -2.977278e-04
#> bspl4.7 -0.0269572051 0.005729866 -0.0005204064 0.004696834 5.159571e-04
#> bspl4.8 -0.0301295881 0.008233343 -0.0033163161 0.003434563 3.992658e-05
#> bspl4.9 -0.0338763532 0.011193411 -0.0060703647 0.002597550 -1.661136e-03
#> bspl4.10 -0.0379086436 0.014348967 -0.0086466889 0.002232703 -4.384456e-03
#> bspl4.11 -0.0417730143 0.017445450 -0.0109867564 0.002430563 -7.675719e-03
#> bspl4.12 -0.0448655841 0.020041968 -0.0130399877 0.003221250 -1.096992e-02
#> bspl4.13 -0.0466452319 0.021837791 -0.0147643098 0.004601634 -1.366845e-02
#> bspl4.14 -0.0466972281 0.022722531 -0.0162590984 0.006611278 -1.526838e-02
#> bspl4.15 -0.0447349519 0.022682232 -0.0178416146 0.009321972 -1.545217e-02
#> bspl4.16 -0.0406744983 0.021807378 -0.0198962115 0.012715320 -1.407021e-02
#> bspl4.17 -0.0347084887 0.020243097 -0.0224889603 0.016623626 -1.106956e-02
#> bspl4.18 -0.0272603228 0.018161295 -0.0254873106 0.020735902 -6.554879e-03
#> bspl4.19 -0.0189114886 0.015712948 -0.0286475372 0.024578830 -7.928852e-04
#> bspl4.20 -0.0101787046 0.012991133 -0.0318609004 0.027693489 5.877987e-03
#> bspl4.21 -0.0015577519 0.010184555 -0.0351112493 0.029745626 1.310356e-02
#> bspl4.22 0.0062758876 0.007714259 -0.0383292754 0.030538747 2.037249e-02
#> bspl4.23 0.0124363931 0.006120804 -0.0414495271 0.030009584 2.678753e-02
#> bspl4.24 0.0159120963 0.006028194 -0.0442210846 0.028235686 3.140116e-02
#> bspl4.25 0.0161060461 0.007934337 -0.0464243149 0.025294598 3.377050e-02
#> bspl4.26 0.0131065724 0.011743329 -0.0478995082 0.021284819 3.395181e-02
#> bspl4.27 0.0076729426 0.017032032 -0.0488396129 0.016501547 3.251048e-02
#> bspl4.28 0.0008477953 0.023299064 -0.0496796927 0.011382458 3.016876e-02
#> bspl4.29 -0.0040527697 0.027760749 -0.0503317802 0.007949377 2.832889e-02
#> bspl4.30 -0.0065055382 0.029993024 -0.0506554857 0.006231423 2.740909e-02
#> 6 7 8 9 10
#> bspl4.1 0.018227627 -0.0363445234 0.0013597152 0.024054223 0.001419111
#> bspl4.2 0.016568343 -0.0354873262 0.0005623295 0.024790316 0.002179846
#> bspl4.3 0.013249415 -0.0337729889 -0.0010322289 0.026263815 0.003700499
#> bspl4.4 0.008591666 -0.0310324645 -0.0032524687 0.028585616 0.005748258
#> bspl4.5 0.004506822 -0.0279693579 -0.0051242534 0.031237109 0.007269179
#> bspl4.6 0.001091609 -0.0244756257 -0.0065201141 0.034449303 0.007993102
#> bspl4.7 -0.001655172 -0.0205241352 -0.0074084108 0.038391227 0.007731446
#> bspl4.8 -0.003723510 -0.0161734613 -0.0078637166 0.043112866 0.006385893
#> bspl4.9 -0.005032478 -0.0115673917 -0.0080529359 0.048495351 0.003974348
#> bspl4.10 -0.005453914 -0.0069734756 -0.0082248485 0.054218189 0.000792167
#> bspl4.11 -0.004727783 -0.0029186996 -0.0088051859 0.059762701 -0.002751555
#> bspl4.12 -0.002798717 0.0002014838 -0.0101822138 0.064501644 -0.006109924
#> bspl4.13 0.000119682 0.0020550013 -0.0125511798 0.067950351 -0.008935284
#> bspl4.14 0.003291070 0.0026754459 -0.0157006559 0.070002331 -0.011377297
#> bspl4.15 0.005666838 0.0025626189 -0.0190755743 0.070819157 -0.013948504
#> bspl4.16 0.006605027 0.0022314249 -0.0221744043 0.070469370 -0.017013197
#> bspl4.17 0.005613705 0.0020350038 -0.0247277681 0.069133670 -0.020654330
#> bspl4.18 0.002461453 0.0021493095 -0.0265748258 0.066927979 -0.024558601
#> bspl4.19 -0.002644726 0.0027784065 -0.0277786941 0.063823201 -0.028118055
#> bspl4.20 -0.009132305 0.0042435836 -0.0285723114 0.059626643 -0.030688614
#> bspl4.21 -0.016331060 0.0067401749 -0.0292564534 0.054205850 -0.031723247
#> bspl4.22 -0.023605830 0.0102041595 -0.0300568226 0.047713795 -0.030827411
#> bspl4.23 -0.030205751 0.0145886558 -0.0309856822 0.040554299 -0.027856310
#> bspl4.24 -0.035330366 0.0193628162 -0.0321512707 0.033443885 -0.022681113
#> bspl4.25 -0.038587283 0.0239053643 -0.0335433698 0.026890673 -0.015346546
#> bspl4.26 -0.040027281 0.0279079416 -0.0350957169 0.021086091 -0.006058060
#> bspl4.27 -0.040333553 0.0313390961 -0.0365689663 0.015950323 0.004735711
#> bspl4.28 -0.040291039 0.0343946918 -0.0377801517 0.011259988 0.016398127
#> bspl4.29 -0.040181718 0.0364035197 -0.0385067130 0.008268385 0.024362055
#> bspl4.30 -0.040127333 0.0374062876 -0.0388694679 0.006772434 0.028345571
#>
#>
#> $basis
#> $call
#> basisfd(type = type, rangeval = rangeval, nbasis = nbasis, params = params,
#> dropind = dropind, quadvals = quadvals, values = values,
#> basisvalues = basisvalues)
#>
#> $type
#> [1] "bspline"
#>
#> $rangeval
#> [1] 0 1
#>
#> $nbasis
#> [1] 30
#>
#> $params
#> [1] 0.03703704 0.07407407 0.11111111 0.14814815 0.18518519 0.22222222
#> [7] 0.25925926 0.29629630 0.33333333 0.37037037 0.40740741 0.44444444
#> [13] 0.48148148 0.51851852 0.55555556 0.59259259 0.62962963 0.66666667
#> [19] 0.70370370 0.74074074 0.77777778 0.81481481 0.85185185 0.88888889
#> [25] 0.92592593 0.96296296
#>
#> $dropind
#> NULL
#>
#> $quadvals
#> NULL
#>
#> $values
#> list()
#>
#> $basisvalues
#> list()
#>
#> $names
#> [1] "bspl4.1" "bspl4.2" "bspl4.3" "bspl4.4" "bspl4.5" "bspl4.6"
#> [7] "bspl4.7" "bspl4.8" "bspl4.9" "bspl4.10" "bspl4.11" "bspl4.12"
#> [13] "bspl4.13" "bspl4.14" "bspl4.15" "bspl4.16" "bspl4.17" "bspl4.18"
#> [19] "bspl4.19" "bspl4.20" "bspl4.21" "bspl4.22" "bspl4.23" "bspl4.24"
#> [25] "bspl4.25" "bspl4.26" "bspl4.27" "bspl4.28" "bspl4.29" "bspl4.30"
#>
#> $B
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 5.291005e-03 3.240741e-03 6.834215e-04 4.409171e-05 0.000000e+00
#> [2,] 3.240741e-03 8.201058e-03 5.787037e-03 1.278660e-03 1.102293e-05
#> [3,] 6.834215e-04 5.787037e-03 1.210317e-02 8.318636e-03 8.781599e-04
#> [4,] 4.409171e-05 1.278660e-03 8.318636e-03 1.775426e-02 8.752205e-03
#> [5,] 0.000000e+00 1.102293e-05 8.781599e-04 8.752205e-03 1.775426e-02
#> [6,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [6,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [7,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [8,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [9,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [10,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [11,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,11] [,12] [,13] [,14] [,15]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [11,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [12,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [13,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [14,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [15,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [16,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,16] [,17] [,18] [,19] [,20]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [16,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [17,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [18,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [19,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [20,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [21,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,21] [,22] [,23] [,24] [,25]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [21,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [22,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [23,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [24,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [25,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [26,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,26] [,27] [,28] [,29] [,30]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [26,] 1.775426e-02 8.752205e-03 8.781599e-04 1.102293e-05 0.000000e+00
#> [27,] 8.752205e-03 1.775426e-02 8.318636e-03 1.278660e-03 4.409171e-05
#> [28,] 8.781599e-04 8.318636e-03 1.210317e-02 5.787037e-03 6.834215e-04
#> [29,] 1.102293e-05 1.278660e-03 5.787037e-03 8.201058e-03 3.240741e-03
#> [30,] 0.000000e+00 4.409171e-05 6.834215e-04 3.240741e-03 5.291005e-03
#>
#> attr(,"class")
#> [1] "basisfd"
#>
#> $fdnames
#> $fdnames[[1]]
#> [1] "t"
#>
#> $fdnames[[2]]
#> [1] "1" "2" "3" "4" "5" "6" "7" "8" "9" "10"
#>
#> $fdnames[[3]]
#> [1] "NO2"
#>
#>
#> attr(,"class")
#> [1] "mfd" "fd"
#>
#> $y_hat_new
#> $coefs
#> , , NO2
#>
#> 1 2 3 4 5 6 7
#> bspl4.1 7.149208 7.125952 7.234535 7.341004 7.302021 7.251277 7.253774
#> bspl4.2 7.150828 7.129632 7.236170 7.337752 7.308353 7.255800 7.257483
#> bspl4.3 7.154072 7.136997 7.239442 7.331250 7.321019 7.264849 7.264905
#> bspl4.4 7.159545 7.148398 7.244710 7.321719 7.340698 7.279038 7.276498
#> bspl4.5 7.166541 7.160841 7.250941 7.312805 7.361878 7.294661 7.289219
#> bspl4.6 7.175986 7.175183 7.258794 7.304859 7.385343 7.312523 7.303780
#> bspl4.7 7.188595 7.192163 7.268871 7.298365 7.411575 7.333187 7.320743
#> bspl4.8 7.204752 7.212123 7.281577 7.294010 7.440564 7.356799 7.340348
#> bspl4.9 7.224413 7.234838 7.296924 7.292411 7.471684 7.382966 7.362336
#> bspl4.10 7.246987 7.259459 7.314385 7.293882 7.503507 7.410589 7.385796
#> bspl4.11 7.271339 7.284547 7.332864 7.298257 7.533939 7.437952 7.409208
#> bspl4.12 7.296052 7.308389 7.350917 7.304992 7.560360 7.462899 7.430639
#> bspl4.13 7.320025 7.329797 7.367338 7.313279 7.580683 7.483717 7.448537
#> bspl4.14 7.342756 7.348682 7.381641 7.322209 7.594237 7.499812 7.462399
#> bspl4.15 7.364177 7.365840 7.394044 7.330993 7.601768 7.511663 7.472749
#> bspl4.16 7.384254 7.382149 7.405056 7.339228 7.604663 7.520182 7.480528
#> bspl4.17 7.402776 7.398383 7.415385 7.347088 7.604534 7.526391 7.486885
#> bspl4.18 7.419314 7.414983 7.425711 7.355238 7.602668 7.531052 7.492801
#> bspl4.19 7.433350 7.432188 7.436606 7.364418 7.600154 7.534763 7.499100
#> bspl4.20 7.444451 7.450133 7.448444 7.375070 7.597816 7.537964 7.506369
#> bspl4.21 7.452295 7.468839 7.461279 7.387155 7.595983 7.540776 7.514798
#> bspl4.22 7.456542 7.488051 7.474789 7.400242 7.594374 7.542900 7.524092
#> bspl4.23 7.456747 7.507086 7.488335 7.413764 7.592335 7.543736 7.533583
#> bspl4.24 7.452535 7.524624 7.500840 7.426981 7.588771 7.542369 7.542089
#> bspl4.25 7.443806 7.539719 7.511376 7.438976 7.582827 7.538127 7.548636
#> bspl4.26 7.430956 7.551837 7.519478 7.449266 7.574306 7.530922 7.552774
#> bspl4.27 7.414925 7.561447 7.525461 7.457984 7.563529 7.521236 7.554785
#> bspl4.28 7.397027 7.569781 7.530215 7.465682 7.551170 7.509944 7.555482
#> bspl4.29 7.384679 7.575159 7.533128 7.470551 7.542472 7.501999 7.555639
#> bspl4.30 7.378502 7.577844 7.534582 7.472984 7.538121 7.498024 7.555714
#> 8 9 10
#> bspl4.1 7.263583 7.199740 7.212248
#> bspl4.2 7.267381 7.203558 7.214537
#> bspl4.3 7.274979 7.211196 7.219117
#> bspl4.4 7.286976 7.223317 7.226531
#> bspl4.5 7.300367 7.237013 7.235280
#> bspl4.6 7.315919 7.253189 7.246165
#> bspl4.7 7.334182 7.272481 7.259814
#> bspl4.8 7.355346 7.295092 7.276551
#> bspl4.9 7.379104 7.320703 7.296267
#> bspl4.10 7.404485 7.348329 7.318270
#> bspl4.11 7.429907 7.376388 7.341296
#> bspl4.12 7.453354 7.402923 7.363729
#> bspl4.13 7.473177 7.426413 7.384258
#> bspl4.14 7.488724 7.446308 7.402323
#> bspl4.15 7.500324 7.462908 7.418043
#> bspl4.16 7.508738 7.476770 7.431776
#> bspl4.17 7.514885 7.488389 7.443917
#> bspl4.18 7.519494 7.497958 7.454712
#> bspl4.19 7.523156 7.505525 7.464299
#> bspl4.20 7.526297 7.511110 7.472742
#> bspl4.21 7.529015 7.514633 7.479955
#> bspl4.22 7.530994 7.515784 7.485609
#> bspl4.23 7.531649 7.514041 7.489165
#> bspl4.24 7.530129 7.508771 7.489919
#> bspl4.25 7.525781 7.499627 7.487377
#> bspl4.26 7.518535 7.486827 7.481565
#> bspl4.27 7.508860 7.471115 7.473104
#> bspl4.28 7.497598 7.453594 7.463031
#> bspl4.29 7.489668 7.441467 7.455936
#> bspl4.30 7.485701 7.435401 7.452386
#>
#>
#> $basis
#> $call
#> basisfd(type = type, rangeval = rangeval, nbasis = nbasis, params = params,
#> dropind = dropind, quadvals = quadvals, values = values,
#> basisvalues = basisvalues)
#>
#> $type
#> [1] "bspline"
#>
#> $rangeval
#> [1] 0 1
#>
#> $nbasis
#> [1] 30
#>
#> $params
#> [1] 0.03703704 0.07407407 0.11111111 0.14814815 0.18518519 0.22222222
#> [7] 0.25925926 0.29629630 0.33333333 0.37037037 0.40740741 0.44444444
#> [13] 0.48148148 0.51851852 0.55555556 0.59259259 0.62962963 0.66666667
#> [19] 0.70370370 0.74074074 0.77777778 0.81481481 0.85185185 0.88888889
#> [25] 0.92592593 0.96296296
#>
#> $dropind
#> NULL
#>
#> $quadvals
#> NULL
#>
#> $values
#> list()
#>
#> $basisvalues
#> list()
#>
#> $names
#> [1] "bspl4.1" "bspl4.2" "bspl4.3" "bspl4.4" "bspl4.5" "bspl4.6"
#> [7] "bspl4.7" "bspl4.8" "bspl4.9" "bspl4.10" "bspl4.11" "bspl4.12"
#> [13] "bspl4.13" "bspl4.14" "bspl4.15" "bspl4.16" "bspl4.17" "bspl4.18"
#> [19] "bspl4.19" "bspl4.20" "bspl4.21" "bspl4.22" "bspl4.23" "bspl4.24"
#> [25] "bspl4.25" "bspl4.26" "bspl4.27" "bspl4.28" "bspl4.29" "bspl4.30"
#>
#> $B
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 5.291005e-03 3.240741e-03 6.834215e-04 4.409171e-05 0.000000e+00
#> [2,] 3.240741e-03 8.201058e-03 5.787037e-03 1.278660e-03 1.102293e-05
#> [3,] 6.834215e-04 5.787037e-03 1.210317e-02 8.318636e-03 8.781599e-04
#> [4,] 4.409171e-05 1.278660e-03 8.318636e-03 1.775426e-02 8.752205e-03
#> [5,] 0.000000e+00 1.102293e-05 8.781599e-04 8.752205e-03 1.775426e-02
#> [6,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [6,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [7,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [8,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [9,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [10,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [11,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,11] [,12] [,13] [,14] [,15]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [11,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [12,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [13,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [14,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [15,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [16,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,16] [,17] [,18] [,19] [,20]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [16,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [17,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [18,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [19,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [20,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [21,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,21] [,22] [,23] [,24] [,25]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [21,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [22,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [23,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [24,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [25,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [26,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,26] [,27] [,28] [,29] [,30]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [26,] 1.775426e-02 8.752205e-03 8.781599e-04 1.102293e-05 0.000000e+00
#> [27,] 8.752205e-03 1.775426e-02 8.318636e-03 1.278660e-03 4.409171e-05
#> [28,] 8.781599e-04 8.318636e-03 1.210317e-02 5.787037e-03 6.834215e-04
#> [29,] 1.102293e-05 1.278660e-03 5.787037e-03 8.201058e-03 3.240741e-03
#> [30,] 0.000000e+00 4.409171e-05 6.834215e-04 3.240741e-03 5.291005e-03
#>
#> attr(,"class")
#> [1] "basisfd"
#>
#> $fdnames
#> $fdnames[[1]]
#> [1] "t"
#>
#> $fdnames[[2]]
#> [1] "1" "2" "3" "4" "5" "6" "7" "8" "9" "10"
#>
#> $fdnames[[3]]
#> [1] "NO2"
#>
#>
#> attr(,"class")
#> [1] "mfd" "fd"
#>
#> $y_z_new
#> $coefs
#> , , NO2
#>
#> 1 2 3 4 5 6
#> bspl4.1 -1.5284298 -1.52990871 0.20363021 1.7413738 0.7868508 0.52098738
#> bspl4.2 -1.5655716 -1.53629908 0.17546391 1.6693425 0.8692440 0.52859735
#> bspl4.3 -1.6350481 -1.54173632 0.11577917 1.5104885 1.0367508 0.54171737
#> bspl4.4 -1.7178445 -1.52295083 0.01888392 1.2270229 1.2785939 0.55911534
#> bspl4.5 -1.7742946 -1.47379561 -0.08155151 0.9054650 1.4907202 0.57777855
#> bspl4.6 -1.8020546 -1.39270405 -0.18260342 0.5591866 1.6575813 0.59889303
#> bspl4.7 -1.8006271 -1.28228771 -0.28147934 0.2094467 1.7698591 0.62076124
#> bspl4.8 -1.7735295 -1.15272081 -0.37321681 -0.1178313 1.8261788 0.64134513
#> bspl4.9 -1.7286953 -1.01933000 -0.45177289 -0.4026208 1.8344536 0.66060762
#> bspl4.10 -1.6755072 -0.89638780 -0.51587104 -0.6342901 1.8087988 0.68027879
#> bspl4.11 -1.6206290 -0.79312073 -0.56810016 -0.8115619 1.7656198 0.70440113
#> bspl4.12 -1.5668543 -0.71565221 -0.61243031 -0.9398126 1.7181636 0.73498832
#> bspl4.13 -1.5127139 -0.66317926 -0.65306167 -1.0297192 1.6750618 0.77211227
#> bspl4.14 -1.4526296 -0.62879906 -0.69422805 -1.0938068 1.6405834 0.81084605
#> bspl4.15 -1.3788225 -0.60309106 -0.74047369 -1.1431807 1.6165948 0.84206722
#> bspl4.16 -1.2846610 -0.57765697 -0.79601364 -1.1846379 1.6046290 0.85853744
#> bspl4.17 -1.1692848 -0.54527944 -0.86005826 -1.2199983 1.6075272 0.85154585
#> bspl4.18 -1.0393418 -0.50079389 -0.92839095 -1.2462125 1.6287976 0.81276583
#> bspl4.19 -0.9079293 -0.44011433 -0.99402936 -1.2596490 1.6718779 0.73771360
#> bspl4.20 -0.7901250 -0.35914996 -1.05057911 -1.2582392 1.7395040 0.62680323
#> bspl4.21 -0.7010314 -0.25000334 -1.09172626 -1.2412138 1.8307260 0.48299137
#> bspl4.22 -0.6581960 -0.09891113 -1.10824471 -1.2062096 1.9350697 0.31057262
#> bspl4.23 -0.6829901 0.10742466 -1.08786120 -1.1446798 2.0242483 0.12037958
#> bspl4.24 -0.7922019 0.37203919 -1.01687886 -1.0433836 2.0564807 -0.06729487
#> bspl4.25 -0.9805159 0.68378823 -0.88397181 -0.8968016 1.9889264 -0.22963327
#> bspl4.26 -1.2069966 0.99462817 -0.69440351 -0.7134720 1.8044252 -0.34570834
#> bspl4.27 -1.4114659 1.25280829 -0.48012127 -0.5170635 1.5352011 -0.41573974
#> bspl4.28 -1.5551888 1.43829766 -0.28029200 -0.3338687 1.2415557 -0.45497502
#> bspl4.29 -1.6102447 1.51801380 -0.17050133 -0.2310317 1.0614279 -0.46780473
#> bspl4.30 -1.6308895 1.54971684 -0.12135493 -0.1848988 0.9791493 -0.47241619
#> 7 8 9 10
#> bspl4.1 -0.229094253 0.455281774 -0.13740830 -0.2832830
#> bspl4.2 -0.206904338 0.463985340 -0.11419306 -0.2836651
#> bspl4.3 -0.159548033 0.479746253 -0.06515076 -0.2829988
#> bspl4.4 -0.080195013 0.499902630 0.01736735 -0.2798956
#> bspl4.5 0.004812897 0.518434711 0.11067667 -0.2782463
#> bspl4.6 0.091610793 0.536439813 0.21521340 -0.2815629
#> bspl4.7 0.175409575 0.552855925 0.32774181 -0.2916802
#> bspl4.8 0.251156690 0.565452953 0.44184243 -0.3086775
#> bspl4.9 0.314944329 0.572539558 0.55096382 -0.3310899
#> bspl4.10 0.364390448 0.573136153 0.65054529 -0.3550933
#> bspl4.11 0.396779446 0.565380124 0.73862099 -0.3773897
#> bspl4.12 0.412314064 0.547937375 0.81600341 -0.3946574
#> bspl4.13 0.411106196 0.520010018 0.88642784 -0.4060442
#> bspl4.14 0.395455744 0.482476498 0.95505440 -0.4149526
#> bspl4.15 0.371232307 0.438072443 1.02552488 -0.4279236
#> bspl4.16 0.344390183 0.389237718 1.09663410 -0.4504589
#> bspl4.17 0.321136228 0.336995871 1.16409697 -0.4866813
#> bspl4.18 0.307892038 0.282394650 1.22047601 -0.5375870
#> bspl4.19 0.313579690 0.224717042 1.25427751 -0.6004437
#> bspl4.20 0.350564486 0.161070133 1.25005886 -0.6699074
#> bspl4.21 0.430486229 0.086415633 1.19144398 -0.7380884
#> bspl4.22 0.559711572 -0.004752509 1.06526060 -0.7943005
#> bspl4.23 0.739832862 -0.113362256 0.86328031 -0.8262724
#> bspl4.24 0.951354360 -0.237862719 0.59459633 -0.8168487
#> bspl4.25 1.155047936 -0.367843489 0.28107662 -0.7500731
#> bspl4.26 1.305062981 -0.482568274 -0.03751029 -0.6234573
#> bspl4.27 1.376909099 -0.562476798 -0.31721086 -0.4608404
#> bspl4.28 1.382756347 -0.605298694 -0.53455841 -0.2984281
#> bspl4.29 1.363180519 -0.617643256 -0.63943506 -0.2059615
#> bspl4.30 1.351240859 -0.621632109 -0.68446188 -0.1644536
#>
#>
#> $basis
#> $call
#> basisfd(type = type, rangeval = rangeval, nbasis = nbasis, params = params,
#> dropind = dropind, quadvals = quadvals, values = values,
#> basisvalues = basisvalues)
#>
#> $type
#> [1] "bspline"
#>
#> $rangeval
#> [1] 0 1
#>
#> $nbasis
#> [1] 30
#>
#> $params
#> [1] 0.03703704 0.07407407 0.11111111 0.14814815 0.18518519 0.22222222
#> [7] 0.25925926 0.29629630 0.33333333 0.37037037 0.40740741 0.44444444
#> [13] 0.48148148 0.51851852 0.55555556 0.59259259 0.62962963 0.66666667
#> [19] 0.70370370 0.74074074 0.77777778 0.81481481 0.85185185 0.88888889
#> [25] 0.92592593 0.96296296
#>
#> $dropind
#> NULL
#>
#> $quadvals
#> NULL
#>
#> $values
#> list()
#>
#> $basisvalues
#> list()
#>
#> $names
#> [1] "bspl4.1" "bspl4.2" "bspl4.3" "bspl4.4" "bspl4.5" "bspl4.6"
#> [7] "bspl4.7" "bspl4.8" "bspl4.9" "bspl4.10" "bspl4.11" "bspl4.12"
#> [13] "bspl4.13" "bspl4.14" "bspl4.15" "bspl4.16" "bspl4.17" "bspl4.18"
#> [19] "bspl4.19" "bspl4.20" "bspl4.21" "bspl4.22" "bspl4.23" "bspl4.24"
#> [25] "bspl4.25" "bspl4.26" "bspl4.27" "bspl4.28" "bspl4.29" "bspl4.30"
#>
#> $B
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 5.291005e-03 3.240741e-03 6.834215e-04 4.409171e-05 0.000000e+00
#> [2,] 3.240741e-03 8.201058e-03 5.787037e-03 1.278660e-03 1.102293e-05
#> [3,] 6.834215e-04 5.787037e-03 1.210317e-02 8.318636e-03 8.781599e-04
#> [4,] 4.409171e-05 1.278660e-03 8.318636e-03 1.775426e-02 8.752205e-03
#> [5,] 0.000000e+00 1.102293e-05 8.781599e-04 8.752205e-03 1.775426e-02
#> [6,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [6,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [7,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [8,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [9,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [10,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [11,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,11] [,12] [,13] [,14] [,15]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [11,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [12,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [13,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [14,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [15,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [16,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,16] [,17] [,18] [,19] [,20]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [16,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [17,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [18,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [19,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [20,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [21,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,21] [,22] [,23] [,24] [,25]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [21,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [22,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [23,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [24,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [25,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [26,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,26] [,27] [,28] [,29] [,30]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [26,] 1.775426e-02 8.752205e-03 8.781599e-04 1.102293e-05 0.000000e+00
#> [27,] 8.752205e-03 1.775426e-02 8.318636e-03 1.278660e-03 4.409171e-05
#> [28,] 8.781599e-04 8.318636e-03 1.210317e-02 5.787037e-03 6.834215e-04
#> [29,] 1.102293e-05 1.278660e-03 5.787037e-03 8.201058e-03 3.240741e-03
#> [30,] 0.000000e+00 4.409171e-05 6.834215e-04 3.240741e-03 5.291005e-03
#>
#> attr(,"class")
#> [1] "basisfd"
#>
#> $fdnames
#> $fdnames[[1]]
#> [1] "t"
#>
#> $fdnames[[2]]
#> [1] "1" "2" "3" "4" "5" "6" "7" "8" "9" "10"
#>
#> $fdnames[[3]]
#> [1] "NO2"
#>
#>
#> $id_var
#> [1] "id"
#>
#> attr(,"class")
#> [1] "mfd" "fd"
#> attr(,"scaled:center")
#> $coefs
#> , , mean NO2
#>
#> mean
#> [1,] 7.233334
#> [2,] 7.236150
#> [3,] 7.241783
#> [4,] 7.250743
#> [5,] 7.260955
#> [6,] 7.273174
#> [7,] 7.287998
#> [8,] 7.305716
#> [9,] 7.326164
#> [10,] 7.348569
#> [11,] 7.371570
#> [12,] 7.393425
#> [13,] 7.412722
#> [14,] 7.428909
#> [15,] 7.442251
#> [16,] 7.453334
#> [17,] 7.462863
#> [18,] 7.471393
#> [19,] 7.479356
#> [20,] 7.487040
#> [21,] 7.494473
#> [22,] 7.501338
#> [23,] 7.507044
#> [24,] 7.510703
#> [25,] 7.511625
#> [26,] 7.509647
#> [27,] 7.505245
#> [28,] 7.499352
#> [29,] 7.495070
#> [30,] 7.492926
#>
#>
#> $basis
#> $call
#> basisfd(type = type, rangeval = rangeval, nbasis = nbasis, params = params,
#> dropind = dropind, quadvals = quadvals, values = values,
#> basisvalues = basisvalues)
#>
#> $type
#> [1] "bspline"
#>
#> $rangeval
#> [1] 0 1
#>
#> $nbasis
#> [1] 30
#>
#> $params
#> [1] 0.03703704 0.07407407 0.11111111 0.14814815 0.18518519 0.22222222
#> [7] 0.25925926 0.29629630 0.33333333 0.37037037 0.40740741 0.44444444
#> [13] 0.48148148 0.51851852 0.55555556 0.59259259 0.62962963 0.66666667
#> [19] 0.70370370 0.74074074 0.77777778 0.81481481 0.85185185 0.88888889
#> [25] 0.92592593 0.96296296
#>
#> $dropind
#> NULL
#>
#> $quadvals
#> NULL
#>
#> $values
#> list()
#>
#> $basisvalues
#> list()
#>
#> $names
#> [1] "bspl4.1" "bspl4.2" "bspl4.3" "bspl4.4" "bspl4.5" "bspl4.6"
#> [7] "bspl4.7" "bspl4.8" "bspl4.9" "bspl4.10" "bspl4.11" "bspl4.12"
#> [13] "bspl4.13" "bspl4.14" "bspl4.15" "bspl4.16" "bspl4.17" "bspl4.18"
#> [19] "bspl4.19" "bspl4.20" "bspl4.21" "bspl4.22" "bspl4.23" "bspl4.24"
#> [25] "bspl4.25" "bspl4.26" "bspl4.27" "bspl4.28" "bspl4.29" "bspl4.30"
#>
#> $B
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 5.291005e-03 3.240741e-03 6.834215e-04 4.409171e-05 0.000000e+00
#> [2,] 3.240741e-03 8.201058e-03 5.787037e-03 1.278660e-03 1.102293e-05
#> [3,] 6.834215e-04 5.787037e-03 1.210317e-02 8.318636e-03 8.781599e-04
#> [4,] 4.409171e-05 1.278660e-03 8.318636e-03 1.775426e-02 8.752205e-03
#> [5,] 0.000000e+00 1.102293e-05 8.781599e-04 8.752205e-03 1.775426e-02
#> [6,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [6,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [7,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [8,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [9,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [10,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [11,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,11] [,12] [,13] [,14] [,15]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [11,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [12,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [13,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [14,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [15,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [16,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,16] [,17] [,18] [,19] [,20]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [16,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [17,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [18,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [19,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [20,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [21,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,21] [,22] [,23] [,24] [,25]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [21,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [22,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [23,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [24,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [25,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [26,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,26] [,27] [,28] [,29] [,30]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [26,] 1.775426e-02 8.752205e-03 8.781599e-04 1.102293e-05 0.000000e+00
#> [27,] 8.752205e-03 1.775426e-02 8.318636e-03 1.278660e-03 4.409171e-05
#> [28,] 8.781599e-04 8.318636e-03 1.210317e-02 5.787037e-03 6.834215e-04
#> [29,] 1.102293e-05 1.278660e-03 5.787037e-03 8.201058e-03 3.240741e-03
#> [30,] 0.000000e+00 4.409171e-05 6.834215e-04 3.240741e-03 5.291005e-03
#>
#> attr(,"class")
#> [1] "basisfd"
#>
#> $fdnames
#> $fdnames[[1]]
#> [1] "t"
#>
#> $fdnames[[2]]
#> [1] "mean"
#>
#> $fdnames[[3]]
#> [1] "mean NO2"
#>
#>
#> attr(,"class")
#> [1] "fd"
#> attr(,"scaled:scale")
#> $coefs
#> [,1]
#> [1,] 0.06942641
#> [2,] 0.06850617
#> [3,] 0.06701949
#> [4,] 0.06596880
#> [5,] 0.06614638
#> [6,] 0.06755004
#> [7,] 0.07016752
#> [8,] 0.07388782
#> [9,] 0.07841031
#> [10,] 0.08320123
#> [11,] 0.08757894
#> [12,] 0.09075331
#> [13,] 0.09210948
#> [14,] 0.09147721
#> [15,] 0.08912861
#> [16,] 0.08554402
#> [17,] 0.08123270
#> [18,] 0.07654115
#> [19,] 0.07172565
#> [20,] 0.06699075
#> [21,] 0.06252645
#> [22,] 0.05854246
#> [23,] 0.05533865
#> [24,] 0.05323887
#> [25,] 0.05277533
#> [26,] 0.05452709
#> [27,] 0.05879251
#> [28,] 0.06543809
#> [29,] 0.07110952
#> [30,] 0.07414986
#>
#> $basis
#> $call
#> basisfd(type = type, rangeval = rangeval, nbasis = nbasis, params = params,
#> dropind = dropind, quadvals = quadvals, values = values,
#> basisvalues = basisvalues)
#>
#> $type
#> [1] "bspline"
#>
#> $rangeval
#> [1] 0 1
#>
#> $nbasis
#> [1] 30
#>
#> $params
#> [1] 0.03703704 0.07407407 0.11111111 0.14814815 0.18518519 0.22222222
#> [7] 0.25925926 0.29629630 0.33333333 0.37037037 0.40740741 0.44444444
#> [13] 0.48148148 0.51851852 0.55555556 0.59259259 0.62962963 0.66666667
#> [19] 0.70370370 0.74074074 0.77777778 0.81481481 0.85185185 0.88888889
#> [25] 0.92592593 0.96296296
#>
#> $dropind
#> NULL
#>
#> $quadvals
#> NULL
#>
#> $values
#> list()
#>
#> $basisvalues
#> list()
#>
#> $names
#> [1] "bspl4.1" "bspl4.2" "bspl4.3" "bspl4.4" "bspl4.5" "bspl4.6"
#> [7] "bspl4.7" "bspl4.8" "bspl4.9" "bspl4.10" "bspl4.11" "bspl4.12"
#> [13] "bspl4.13" "bspl4.14" "bspl4.15" "bspl4.16" "bspl4.17" "bspl4.18"
#> [19] "bspl4.19" "bspl4.20" "bspl4.21" "bspl4.22" "bspl4.23" "bspl4.24"
#> [25] "bspl4.25" "bspl4.26" "bspl4.27" "bspl4.28" "bspl4.29" "bspl4.30"
#>
#> $B
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 5.291005e-03 3.240741e-03 6.834215e-04 4.409171e-05 0.000000e+00
#> [2,] 3.240741e-03 8.201058e-03 5.787037e-03 1.278660e-03 1.102293e-05
#> [3,] 6.834215e-04 5.787037e-03 1.210317e-02 8.318636e-03 8.781599e-04
#> [4,] 4.409171e-05 1.278660e-03 8.318636e-03 1.775426e-02 8.752205e-03
#> [5,] 0.000000e+00 1.102293e-05 8.781599e-04 8.752205e-03 1.775426e-02
#> [6,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [6,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [7,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [8,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [9,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [10,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [11,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,11] [,12] [,13] [,14] [,15]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [11,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [12,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [13,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [14,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [15,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [16,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,16] [,17] [,18] [,19] [,20]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [16,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [17,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [18,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [19,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [20,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [21,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,21] [,22] [,23] [,24] [,25]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [21,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [22,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [23,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [24,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [25,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [26,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,26] [,27] [,28] [,29] [,30]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [26,] 1.775426e-02 8.752205e-03 8.781599e-04 1.102293e-05 0.000000e+00
#> [27,] 8.752205e-03 1.775426e-02 8.318636e-03 1.278660e-03 4.409171e-05
#> [28,] 8.781599e-04 8.318636e-03 1.210317e-02 5.787037e-03 6.834215e-04
#> [29,] 1.102293e-05 1.278660e-03 5.787037e-03 8.201058e-03 3.240741e-03
#> [30,] 0.000000e+00 4.409171e-05 6.834215e-04 3.240741e-03 5.291005e-03
#>
#> attr(,"class")
#> [1] "basisfd"
#>
#> $fdnames
#> $fdnames$<NA>
#> [1] "t"
#>
#> $fdnames$`Std. Dev.`
#> [1] "1" "2" "3" "4" "5" "6" "7" "8" "9" "10"
#>
#> $fdnames$`Std. Dev. NA`
#> [1] "NO2"
#>
#>
#> attr(,"class")
#> [1] "fd"
#>
#> $y_hat_z_new
#> $coefs
#> , , NO2
#>
#> 1 2 3 4 5 6
#> bspl4.1 -1.2117293 -1.546708283 0.0172991084 1.5508481 0.9893510 0.25844240
#> bspl4.2 -1.2449963 -1.554747558 0.0005264089 1.4840270 1.0531072 0.28646199
#> bspl4.3 -1.3080443 -1.563532073 -0.0344684978 1.3369765 1.1807494 0.34346059
#> bspl4.4 -1.3823410 -1.551501716 -0.0913114745 1.0765602 1.3632389 0.42873498
#> bspl4.5 -1.4275047 -1.513348067 -0.1516273817 0.7826728 1.5264022 0.50988941
#> bspl4.6 -1.4387400 -1.449918301 -0.2134959365 0.4658454 1.6617505 0.58320631
#> bspl4.7 -1.4160981 -1.364367589 -0.2734700336 0.1428812 1.7624605 0.64487200
#> bspl4.8 -1.3652949 -1.264745713 -0.3276559314 -0.1639917 1.8259200 0.69212581
#> bspl4.9 -1.2961660 -1.162709567 -0.3737596320 -0.4355499 1.8562033 0.72494171
#> bspl4.10 -1.2194522 -1.069385089 -0.4115014523 -0.6610796 1.8621470 0.74572415
#> bspl4.11 -1.1433664 -0.992676071 -0.4423641179 -0.8393880 1.8537788 0.75810809
#> bspl4.12 -1.0723648 -0.936644686 -0.4685999965 -0.9754105 1.8392972 0.76557168
#> bspl4.13 -1.0063028 -0.900275218 -0.4927504164 -1.0797104 1.8234720 0.77076606
#> bspl4.14 -0.9421590 -0.877138066 -0.5165889386 -1.1659396 1.8074034 0.77506317
#> bspl4.15 -0.8767366 -0.857536033 -0.5405909341 -1.2473490 1.7899551 0.77875031
#> bspl4.16 -0.8086225 -0.832617988 -0.5640165645 -1.3325045 1.7693713 0.78140986
#> bspl4.17 -0.7409133 -0.794639862 -0.5841439193 -1.4234969 1.7445103 0.78205714
#> bspl4.18 -0.6814877 -0.738377264 -0.5966802194 -1.5156656 1.7157237 0.77952390
#> bspl4.19 -0.6419838 -0.659663338 -0.5962118271 -1.6007071 1.6848611 0.77270146
#> bspl4.20 -0.6354111 -0.553732496 -0.5768462308 -1.6700645 1.6543030 0.76052371
#> bspl4.21 -0.6731025 -0.413631477 -0.5322428408 -1.7156708 1.6241760 0.74108743
#> bspl4.22 -0.7627041 -0.231269559 -0.4555076156 -1.7271444 1.5900325 0.71074581
#> bspl4.23 -0.9060855 -0.003360971 -0.3403436316 -1.6869086 1.5422419 0.66400200
#> bspl4.24 -1.0908323 0.259049670 -0.1868152369 -1.5740866 1.4672813 0.59556226
#> bspl4.25 -1.2857938 0.533338988 -0.0040764101 -1.3759493 1.3487811 0.50184327
#> bspl4.26 -1.4457430 0.777923104 0.1836748130 -1.1019563 1.1825168 0.38800476
#> bspl4.27 -1.5381700 0.960781910 0.3485779383 -0.7941751 0.9849421 0.26828756
#> bspl4.28 -1.5637437 1.079941385 0.4759204708 -0.5038907 0.7842389 0.15782459
#> bspl4.29 -1.5519865 1.127043828 0.5362914269 -0.3416905 0.6642416 0.09626139
#> bspl4.30 -1.5431505 1.145222596 0.5617913740 -0.2689319 0.6095067 0.06874951
#> 7 8 9 10
#> bspl4.1 0.2944034 0.43569732 -0.483879594 -0.3037241
#> bspl4.2 0.3111845 0.45562155 -0.475855868 -0.3153290
#> bspl4.3 0.3446147 0.49485793 -0.456680975 -0.3379334
#> bspl4.4 0.3903240 0.54914119 -0.415867069 -0.3669779
#> bspl4.5 0.4274502 0.59601099 -0.361719705 -0.3882257
#> bspl4.6 0.4532931 0.63311335 -0.295143797 -0.3999107
#> bspl4.7 0.4667995 0.65851130 -0.219959079 -0.4016298
#> bspl4.8 0.4686522 0.67184102 -0.142328272 -0.3945225
#> bspl4.9 0.4610768 0.67514524 -0.068210893 -0.3809712
#> bspl4.10 0.4471228 0.67195491 -0.001708966 -0.3638215
#> bspl4.11 0.4294835 0.66602080 0.055800234 -0.3453968
#> bspl4.12 0.4098777 0.66030252 0.105035895 -0.3270650
#> bspl4.13 0.3887990 0.65632780 0.148680128 -0.3090061
#> bspl4.14 0.3662297 0.65389376 0.189970753 -0.2907352
#> bspl4.15 0.3424544 0.65159175 0.231291063 -0.2718301
#> bspl4.16 0.3182666 0.64773929 0.273302694 -0.2523281
#> bspl4.17 0.2960926 0.64057502 0.313522956 -0.2335641
#> bspl4.18 0.2799316 0.62873032 0.346499761 -0.2181985
#> bspl4.19 0.2751997 0.61113111 0.364671775 -0.2099991
#> bspl4.20 0.2879943 0.58667035 0.359757742 -0.2131947
#> bspl4.21 0.3239431 0.55332507 0.323682576 -0.2315666
#> bspl4.22 0.3870536 0.50769364 0.248809228 -0.2677092
#> bspl4.23 0.4778459 0.44580485 0.128845265 -0.3220412
#> bspl4.24 0.5885139 0.36570681 -0.034617842 -0.3897618
#> bspl4.25 0.7017237 0.26788973 -0.228033042 -0.4597242
#> bspl4.26 0.7923953 0.16103442 -0.421947566 -0.5159023
#> bspl4.27 0.8436935 0.05842621 -0.585044932 -0.5473191
#> bspl4.28 0.8577918 -0.02996471 -0.703095148 -0.5550229
#> bspl4.29 0.8515454 -0.07684512 -0.754687706 -0.5501738
#> bspl4.30 0.8467770 -0.09743437 -0.775794740 -0.5467358
#>
#>
#> $basis
#> $call
#> basisfd(type = type, rangeval = rangeval, nbasis = nbasis, params = params,
#> dropind = dropind, quadvals = quadvals, values = values,
#> basisvalues = basisvalues)
#>
#> $type
#> [1] "bspline"
#>
#> $rangeval
#> [1] 0 1
#>
#> $nbasis
#> [1] 30
#>
#> $params
#> [1] 0.03703704 0.07407407 0.11111111 0.14814815 0.18518519 0.22222222
#> [7] 0.25925926 0.29629630 0.33333333 0.37037037 0.40740741 0.44444444
#> [13] 0.48148148 0.51851852 0.55555556 0.59259259 0.62962963 0.66666667
#> [19] 0.70370370 0.74074074 0.77777778 0.81481481 0.85185185 0.88888889
#> [25] 0.92592593 0.96296296
#>
#> $dropind
#> NULL
#>
#> $quadvals
#> NULL
#>
#> $values
#> list()
#>
#> $basisvalues
#> list()
#>
#> $names
#> [1] "bspl4.1" "bspl4.2" "bspl4.3" "bspl4.4" "bspl4.5" "bspl4.6"
#> [7] "bspl4.7" "bspl4.8" "bspl4.9" "bspl4.10" "bspl4.11" "bspl4.12"
#> [13] "bspl4.13" "bspl4.14" "bspl4.15" "bspl4.16" "bspl4.17" "bspl4.18"
#> [19] "bspl4.19" "bspl4.20" "bspl4.21" "bspl4.22" "bspl4.23" "bspl4.24"
#> [25] "bspl4.25" "bspl4.26" "bspl4.27" "bspl4.28" "bspl4.29" "bspl4.30"
#>
#> $B
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 5.291005e-03 3.240741e-03 6.834215e-04 4.409171e-05 0.000000e+00
#> [2,] 3.240741e-03 8.201058e-03 5.787037e-03 1.278660e-03 1.102293e-05
#> [3,] 6.834215e-04 5.787037e-03 1.210317e-02 8.318636e-03 8.781599e-04
#> [4,] 4.409171e-05 1.278660e-03 8.318636e-03 1.775426e-02 8.752205e-03
#> [5,] 0.000000e+00 1.102293e-05 8.781599e-04 8.752205e-03 1.775426e-02
#> [6,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [6,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [7,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [8,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [9,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [10,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [11,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,11] [,12] [,13] [,14] [,15]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [11,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [12,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [13,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [14,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [15,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [16,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,16] [,17] [,18] [,19] [,20]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [16,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [17,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [18,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [19,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [20,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [21,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [26,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,21] [,22] [,23] [,24] [,25]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [21,] 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00
#> [22,] 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04 7.348618e-06
#> [23,] 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03 8.818342e-04
#> [24,] 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02 8.752205e-03
#> [25,] 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03 1.775426e-02
#> [26,] 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04 8.752205e-03
#> [27,] 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06 8.818342e-04
#> [28,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.348618e-06
#> [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [30,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [,26] [,27] [,28] [,29] [,30]
#> [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [23,] 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
#> [24,] 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00 0.000000e+00
#> [25,] 8.752205e-03 8.818342e-04 7.348618e-06 0.000000e+00 0.000000e+00
#> [26,] 1.775426e-02 8.752205e-03 8.781599e-04 1.102293e-05 0.000000e+00
#> [27,] 8.752205e-03 1.775426e-02 8.318636e-03 1.278660e-03 4.409171e-05
#> [28,] 8.781599e-04 8.318636e-03 1.210317e-02 5.787037e-03 6.834215e-04
#> [29,] 1.102293e-05 1.278660e-03 5.787037e-03 8.201058e-03 3.240741e-03
#> [30,] 0.000000e+00 4.409171e-05 6.834215e-04 3.240741e-03 5.291005e-03
#>
#> attr(,"class")
#> [1] "basisfd"
#>
#> $fdnames
#> $fdnames[[1]]
#> [1] "t"
#>
#> $fdnames[[2]]
#> [1] "1" "2" "3" "4" "5" "6" "7" "8" "9" "10"
#>
#> $fdnames[[3]]
#> [1] "NO2"
#>
#>
#> attr(,"class")
#> [1] "mfd" "fd"
#>