R/coxDKplsDR.R
, R/coxDKplsDR.default.R
, R/coxDKplsDR.formula.R
coxDKplsDR.Rd
This function computes the Cox Model based on PLSR components computed model with
as explanatory variables: a Kernel transform of Xplan.
It uses the package kernlab
to compute the Kernel
transforms of Xplan, then the package mixOmics
to perform PLSR fit.
coxDKplsDR(Xplan, ...)
# S3 method for default
coxDKplsDR(
Xplan,
time,
time2,
event,
type,
origin,
typeres = "deviance",
collapse,
weighted,
scaleX = TRUE,
scaleY = TRUE,
ncomp = min(7, ncol(Xplan)),
modepls = "regression",
plot = FALSE,
allres = FALSE,
kernel = "rbfdot",
hyperkernel,
verbose = TRUE,
...
)
# S3 method for formula
coxDKplsDR(
Xplan,
time,
time2,
event,
type,
origin,
typeres = "deviance",
collapse,
weighted,
scaleX = TRUE,
scaleY = TRUE,
ncomp = min(7, ncol(Xplan)),
modepls = "regression",
plot = FALSE,
allres = FALSE,
dataXplan = NULL,
subset,
weights,
model_frame = FALSE,
kernel = "rbfdot",
hyperkernel,
verbose = TRUE,
model_matrix = FALSE,
contrasts.arg,
...
)
a formula or a matrix with the eXplanatory variables (training) dataset
Arguments to be passed on to survival::coxph
.
for right censored data, this is the follow up time. For interval data, the first argument is the starting time for the interval.
The status indicator, normally 0=alive, 1=dead. Other choices
are TRUE/FALSE
(TRUE
= death) or 1/2 (2=death). For interval
censored data, the status indicator is 0=right censored, 1=event at
time
, 2=left censored, 3=interval censored. Although unusual, the
event indicator can be omitted, in which case all subjects are assumed to
have an event.
ending time of the interval for interval censored or counting
process data only. Intervals are assumed to be open on the left and closed
on the right, (start, end]
. For counting process data, event
indicates whether an event occurred at the end of the interval.
character string specifying the type of censoring. Possible
values are "right"
, "left"
, "counting"
,
"interval"
, or "interval2"
. The default is "right"
or
"counting"
depending on whether the time2
argument is absent
or present, respectively.
for counting process data, the hazard function origin. This option was intended to be used in conjunction with a model containing time dependent strata in order to align the subjects properly when they cross over from one strata to another, but it has rarely proven useful.
character string indicating the type of residual desired.
Possible values are "martingale"
, "deviance"
, "score"
,
"schoenfeld"
, "dfbeta"
, "dfbetas"
, and
"scaledsch"
. Only enough of the string to determine a unique match is
required.
vector indicating which rows to collapse (sum) over. In
time-dependent models more than one row data can pertain to a single
individual. If there were 4 individuals represented by 3, 1, 2 and 4 rows of
data respectively, then collapse=c(1,1,1,2,3,3,4,4,4,4)
could be used
to obtain per subject rather than per observation residuals.
if TRUE
and the model was fit with case weights, then
the weighted residuals are returned.
Should the Xplan
columns be standardized ?
Should the time
values be standardized ?
The number of components to include in the model. The number of components to fit is specified with the argument ncomp. It this is not supplied, the maximal number of components is used.
character string. What type of algorithm to use, (partially)
matching one of "regression", "canonical", "invariant" or "classic". See
pls
for details
Should the survival function be plotted ?)
FALSE to return only the Cox model and TRUE for additionnal results. See details. Defaults to FALSE.
the kernel function used in training and predicting. This
parameter can be set to any function, of class kernel, which computes the
inner product in feature space between two vector arguments (see
kernels). The kernlab
package provides the most
popular kernel functions which can be used by setting the kernel parameter
to the following strings:
Radial Basis kernel "Gaussian"
Polynomial kernel
Linear kernel
Hyperbolic tangent kernel
Laplacian kernel
Bessel kernel
ANOVA RBF kernel
Spline kernel
the list of hyper-parameters (kernel parameters). This is a list which contains the parameters to be used with the kernel function. For valid parameters for existing kernels are :
sigma
, inverse kernel width for the Radial Basis kernel function
"rbfdot" and the Laplacian kernel "laplacedot".
degree
,
scale
, offset
for the Polynomial kernel "polydot".
scale
, offset for the Hyperbolic tangent kernel function "tanhdot".
sigma
, order
, degree
for the Bessel kernel
"besseldot".
sigma
, degree
for the ANOVA kernel
"anovadot".
In the case of a Radial Basis kernel function (Gaussian) or
Laplacian kernel, if hyperkernel
is missing, the heuristics in sigest
are used to calculate a good sigma value from the data.
Should some details be displayed ?
an optional data frame, list or environment (or object
coercible by as.data.frame
to a data frame) containing the
variables in the model. If not found in dataXplan
, the variables are
taken from environment(Xplan)
, typically the environment from which
coxDKplsDR
is called.
an optional vector specifying a subset of observations to be used in the fitting process.
an optional vector of 'prior weights' to be used in the
fitting process. Should be NULL
or a numeric vector.
If TRUE
, the model frame is returned.
If TRUE
, the model matrix is returned.
a list, whose entries are values (numeric matrices, functions or character strings naming functions) to be used as replacement values for the contrasts replacement function and whose names are the names of columns of data containing factors.
If allres=FALSE
:
Final Cox-model.
If
allres=TRUE
:
PLSR components.
Final Cox-model.
The PLSR model.
If allres=FALSE
returns only the final Cox-model. If
allres=TRUE
returns a list with the PLS components, the final
Cox-model and the PLSR model. allres=TRUE
is useful for evluating
model prediction accuracy on a test sample.
plsRcox, Cox-Models in a high dimensional setting in R, Frederic
Bertrand, Philippe Bastien, Nicolas Meyer and Myriam Maumy-Bertrand (2014).
Proceedings of User2014!, Los Angeles, page 152.
Deviance residuals-based sparse PLS and sparse kernel PLS regression for censored data, Philippe Bastien, Frederic Bertrand, Nicolas Meyer and Myriam Maumy-Bertrand (2015), Bioinformatics, 31(3):397-404, doi:10.1093/bioinformatics/btu660.
data(micro.censure)
data(Xmicro.censure_compl_imp)
X_train_micro <- apply((as.matrix(Xmicro.censure_compl_imp)),FUN="as.numeric",MARGIN=2)[1:80,]
X_train_micro_df <- data.frame(X_train_micro)
Y_train_micro <- micro.censure$survyear[1:80]
C_train_micro <- micro.censure$DC[1:80]
(cox_DKplsDR_fit=coxDKplsDR(X_train_micro,Y_train_micro,C_train_micro,ncomp=6))
#> Kernel : rbfdot
#> Estimated_sigma 0.01221088
#> Call:
#> coxph(formula = YCsurv ~ ., data = tt_DKplsDR)
#>
#> coef exp(coef) se(coef) z p
#> dim.1 -3.264e+00 3.823e-02 2.278e+00 -1.433 0.151982
#> dim.2 5.416e+00 2.250e+02 1.629e+00 3.325 0.000884
#> dim.3 6.150e+00 4.685e+02 2.102e+00 2.926 0.003432
#> dim.4 3.174e+00 2.390e+01 1.540e+00 2.060 0.039360
#> dim.5 1.016e+01 2.577e+04 3.352e+00 3.030 0.002442
#> dim.6 2.336e+00 1.034e+01 1.666e+00 1.402 0.160786
#>
#> Likelihood ratio test=58.28 on 6 df, p=1.007e-10
#> n= 80, number of events= 17
#Fixing sigma to compare with plsDR on Gram matrix; should be identical
(cox_DKplsDR_fit=coxDKplsDR(X_train_micro,Y_train_micro,C_train_micro,ncomp=6,
hyperkernel=list(sigma=0.01292786)))
#> Kernel : rbfdot
#> Used_sigma 0.01292786
#> Call:
#> coxph(formula = YCsurv ~ ., data = tt_DKplsDR)
#>
#> coef exp(coef) se(coef) z p
#> dim.1 -3.316e+00 3.629e-02 2.289e+00 -1.449 0.147422
#> dim.2 5.451e+00 2.329e+02 1.655e+00 3.293 0.000992
#> dim.3 6.266e+00 5.264e+02 2.127e+00 2.946 0.003217
#> dim.4 3.260e+00 2.604e+01 1.565e+00 2.083 0.037274
#> dim.5 1.049e+01 3.581e+04 3.393e+00 3.091 0.001997
#> dim.6 2.398e+00 1.100e+01 1.679e+00 1.428 0.153304
#>
#> Likelihood ratio test=59.63 on 6 df, p=5.359e-11
#> n= 80, number of events= 17
X_train_micro_kern <- kernlab::kernelMatrix(kernlab::rbfdot(sigma=0.01292786),
scale(X_train_micro))
(cox_DKplsDR_fit2=coxplsDR(~X_train_micro_kern,Y_train_micro,C_train_micro,ncomp=6,scaleX=FALSE))
#> Error in model.matrix(mt0, mf0, , contrasts.arg = contrasts.arg): argument "contrasts.arg" is missing, with no default
(cox_DKplsDR_fit=coxDKplsDR(X_train_micro,Y_train_micro,C_train_micro,ncomp=6,
kernel="laplacedot",hyperkernel=list(sigma=0.01292786)))
#> Kernel : laplacedot
#> Used_sigma 0.01292786
#> Call:
#> coxph(formula = YCsurv ~ ., data = tt_DKplsDR)
#>
#> coef exp(coef) se(coef) z p
#> dim.1 -1.015e+01 3.915e-05 1.654e+01 -0.614 0.539518
#> dim.2 4.100e+01 6.387e+17 1.255e+01 3.266 0.001090
#> dim.3 5.776e+01 1.212e+25 1.818e+01 3.178 0.001485
#> dim.4 4.398e+01 1.262e+19 1.710e+01 2.573 0.010095
#> dim.5 1.130e+02 1.200e+49 3.304e+01 3.420 0.000625
#> dim.6 4.089e+01 5.722e+17 1.720e+01 2.377 0.017449
#>
#> Likelihood ratio test=73.83 on 6 df, p=6.697e-14
#> n= 80, number of events= 17
X_train_micro_kern <- kernlab::kernelMatrix(kernlab::laplacedot(sigma=0.01292786),
scale(X_train_micro))
(cox_DKplsDR_fit2=coxplsDR(~X_train_micro_kern,Y_train_micro,C_train_micro,ncomp=6,scaleX=FALSE))
#> Error in model.matrix(mt0, mf0, , contrasts.arg = contrasts.arg): argument "contrasts.arg" is missing, with no default
(cox_DKplsDR_fit=coxDKplsDR(~X_train_micro,Y_train_micro,C_train_micro,ncomp=6))
#> Error in model.matrix(mt0, mf0, , contrasts.arg = contrasts.arg): argument "contrasts.arg" is missing, with no default
(cox_DKplsDR_fit=coxDKplsDR(~.,Y_train_micro,C_train_micro,ncomp=6,dataXplan=X_train_micro_df))
#> Error in model.matrix(mt0, mf0, , contrasts.arg = contrasts.arg): argument "contrasts.arg" is missing, with no default
(cox_DKplsDR_fit=coxDKplsDR(X_train_micro,Y_train_micro,C_train_micro,ncomp=6,allres=TRUE))
#> Kernel : rbfdot
#> Estimated_sigma 0.01205452
#> $tt_DKplsDR
#> dim.1 dim.2 dim.3 dim.4 dim.5 dim.6
#> 1 -3.311052 -0.05978892 -0.4866813805 -0.197068760 0.089134577 -0.210244162
#> 2 -3.300829 0.10246531 -0.1036108729 0.387717353 -0.244736269 -0.189626063
#> 3 -3.568439 0.32673432 -0.0222737401 0.076975726 0.004245011 -0.106533368
#> 4 -3.402936 0.03560552 0.0420972894 0.082045322 -0.166097852 -0.002644740
#> 5 -3.437752 0.46927593 -0.0720980476 -0.427951126 0.038031591 -0.135313019
#> 6 -3.370584 -0.13406315 0.0918955391 -0.327862840 -0.259566754 -0.259623273
#> 7 -3.391995 -0.26799862 0.1850661145 -0.144548956 0.051394114 -0.111153128
#> 8 -3.226096 0.56923354 0.1988961219 -0.233645303 0.020225176 0.163176108
#> 9 -3.564852 0.05754515 -0.2626955526 0.213327532 -0.097351120 -0.223829549
#> 10 -3.050510 0.09650945 -0.0136407999 0.216178267 -0.169999474 -0.133045200
#> 11 -3.014660 0.19554295 0.2750572968 -0.208232100 0.215059149 0.317578687
#> 12 -3.699609 -0.49172017 0.0935285653 -0.222307933 0.212601331 0.261266799
#> 13 -3.263508 0.28220549 -0.2991600520 -0.057781059 -0.114728906 0.249017235
#> 14 -3.656247 -0.34030112 0.1886153985 -0.192909394 -0.169636334 -0.140959983
#> 15 -3.429010 0.15534289 -0.3603698363 0.163638990 0.193804144 0.115763205
#> 16 -3.245651 0.33796879 -0.1538244332 -0.179655480 0.104083198 -0.244513501
#> 17 -3.559216 -0.39082434 -0.0284346632 0.045032817 0.014015734 0.206706907
#> 18 -3.663532 -0.27240605 -0.2866176367 -0.088836105 0.119518404 -0.052545474
#> 19 -3.532060 0.03701897 0.0498056134 0.157687120 -0.047553429 0.271625283
#> 20 -3.564256 -0.43250819 0.1728542732 -0.154956695 -0.132659155 -0.083695954
#> 21 -3.439473 -0.11255865 -0.1139978006 0.145742575 0.122983862 -0.334958639
#> 22 -3.390413 0.01693393 -0.2311592772 -0.147689991 0.170517715 -0.023702653
#> 23 -3.548379 0.14747632 -0.0504987667 0.221867021 -0.054929328 0.023409707
#> 24 -3.318137 0.13722951 0.3046287151 -0.227834581 -0.109875053 -0.368892335
#> 25 -3.631985 -0.53998655 -0.1150278184 -0.268336751 0.112870777 -0.041828639
#> 26 -3.483709 -0.44721206 0.2755622761 -0.082605984 -0.116726122 -0.017994568
#> 27 -3.178632 0.37261035 0.0153144144 -0.080016333 -0.092497019 0.088444122
#> 28 -3.109663 0.39050946 -0.0329278610 -0.136623099 -0.003854242 -0.285522813
#> 29 -3.429780 -0.30690060 0.1965463352 0.364344210 0.016834961 -0.232148133
#> 30 -3.376894 -0.40680526 0.2137127390 -0.081135830 -0.029559067 -0.117788308
#> 31 -3.517126 0.30517925 0.0824843402 0.281969391 0.332769648 -0.036989790
#> 32 -3.165925 -0.36048078 -0.0772921419 0.058581284 0.060917943 -0.002353832
#> 33 -3.539304 -0.30686091 -0.2452987673 0.420668735 -0.005863393 -0.086144852
#> 34 -3.558654 -0.14314373 0.1335497607 0.004626040 -0.085466518 0.352534514
#> 35 -2.817271 0.40795075 0.0050619111 -0.152084916 0.089060731 0.090733099
#> 36 -3.734611 -0.05120417 -0.0441124895 -0.035311523 0.002698970 0.308180114
#> 37 -3.329287 0.27214967 0.4230686639 -0.034537212 0.168161139 -0.156816383
#> 38 -3.514250 -0.27702484 0.1767196509 0.029889205 0.140525924 -0.151793223
#> 39 -3.517579 -0.45010265 0.1492132961 0.073916515 0.017058138 -0.317626236
#> 40 -3.427256 0.15953325 -0.0758500044 0.093807737 0.271833005 -0.311088604
#> 41 -3.383110 -0.12239261 0.1175348919 0.240876858 -0.008411015 -0.301162093
#> 42 -3.149463 0.46380215 -0.1754732551 -0.228760007 0.038235136 0.002569747
#> 43 -3.588077 -0.47419007 0.0068761321 0.097975559 0.295294379 0.145925434
#> 44 -3.318049 -0.07482116 -0.0105344349 0.222923644 -0.099649419 -0.591624648
#> 45 -3.511017 -0.32503574 0.1696441083 0.125343467 -0.135242218 0.011005112
#> 46 -3.369161 0.15112251 0.0868895973 -0.569191783 -0.013517237 -0.131094286
#> 47 -3.520836 0.01931362 -0.1221906690 -0.155188969 -0.248919175 -0.280631731
#> 48 -3.104910 0.21452216 0.0008542102 -0.074331402 -0.360245587 -0.140096354
#> 49 -3.310168 0.43829224 -0.0613773832 -0.247376982 0.024579069 -0.091323343
#> 50 -3.394382 0.05822267 -0.1071842376 0.042297792 -0.043731875 0.363158192
#> 51 -3.579484 -0.11821142 -0.2700308278 0.151535291 -0.016929287 0.336213524
#> 52 -3.191910 0.63032576 -0.1753518408 0.190094918 -0.110011925 -0.157823212
#> 53 -3.516686 0.18679681 -0.2309048882 0.274023624 0.022267619 -0.303366491
#> 54 -3.549768 0.16795847 0.4781095520 0.377640073 0.043224673 0.128368632
#> 55 -3.519060 0.48096560 0.2892203732 0.453819426 0.114671130 -0.021926941
#> 56 -3.493274 -0.29073644 -0.2852207160 0.076798320 0.165985233 0.053366880
#> 57 -3.643326 -0.47918600 -0.3064779455 0.073978710 0.127898059 0.145636555
#> 58 -3.604881 -0.18439444 0.3815050376 0.302543111 -0.089394393 0.071673969
#> 59 -3.356201 -0.27691112 0.3003818149 -0.269147944 0.053203600 -0.200522084
#> 60 -3.701909 -0.34089970 0.0553934064 -0.174382364 0.062230953 0.231896594
#> 61 -3.428811 0.12422634 0.3423276213 -0.037804738 -0.132824559 0.195994946
#> 62 -3.694910 0.23445154 -0.2286021215 0.182076151 -0.027969012 0.395173336
#> 63 -2.938090 0.71208715 0.2640798959 0.138108665 0.311598995 0.091782682
#> 64 -3.386044 0.36264830 -0.3694349390 -0.123674663 -0.239861974 -0.107430855
#> 65 -3.527276 0.45011163 0.0577263912 0.311030569 -0.096492887 0.184140457
#> 66 -3.617857 -0.04867033 0.0425956340 -0.006981112 -0.133961078 0.212238895
#> 67 -3.572012 -0.37003207 -0.2554687260 -0.290694691 -0.013392700 0.172957293
#> 68 -3.461071 0.06274502 -0.0548386287 -0.129381196 0.169561868 0.054431964
#> 69 -3.634269 0.29669431 0.1132709111 0.071025074 0.029237210 0.288201364
#> 70 -3.501846 -0.18840325 -0.0244509194 -0.096959798 -0.023030883 0.013198730
#> 71 -3.290423 -0.03292609 0.0477127416 -0.019805674 0.179912533 -0.118050595
#> 72 -3.381993 0.07744129 0.3255517898 0.019842492 0.082578185 0.004010321
#> 73 -3.420914 0.28182574 -0.0327205183 0.092298927 -0.241680861 0.339139614
#> 74 -3.686704 -0.20205319 -0.0951250318 -0.072115769 -0.167757492 0.196194984
#> 75 -3.460298 0.44621814 -0.1254233457 -0.066188165 -0.063958352 0.029453994
#> 76 -3.256747 0.42291571 0.1141587483 -0.496125575 0.103597633 0.018988000
#> 77 -3.657210 -0.21562821 -0.1033910007 0.033771232 -0.229218107 0.283774297
#> 78 -3.625678 -0.12031001 -0.1567494510 -0.036131711 0.081558947 0.121627108
#> 79 -3.712115 -0.36290013 0.1327497603 -0.038491870 -0.205544349 0.263403841
#> 80 -3.615868 -0.38989423 -0.2461736006 0.140939155 0.162260522 -0.228034027
#>
#> $cox_DKplsDR
#> Call:
#> coxph(formula = YCsurv ~ ., data = tt_DKplsDR)
#>
#> coef exp(coef) se(coef) z p
#> dim.1 -3.254e+00 3.862e-02 2.277e+00 -1.429 0.153006
#> dim.2 5.413e+00 2.242e+02 1.624e+00 3.332 0.000861
#> dim.3 6.129e+00 4.592e+02 2.098e+00 2.922 0.003476
#> dim.4 3.160e+00 2.358e+01 1.536e+00 2.057 0.039691
#> dim.5 1.009e+01 2.416e+04 3.345e+00 3.017 0.002552
#> dim.6 2.325e+00 1.023e+01 1.664e+00 1.398 0.162193
#>
#> Likelihood ratio test=57.99 on 6 df, p=1.149e-10
#> n= 80, number of events= 17
#>
#> $DKplsDR_mod
#> $call
#> pls(X = new("kernelMatrix", .Data = c(1, 0.337119144328779, 0.447012715444597,
#> 0.328709207941644, 0.535854793312779, 0.274316903685232, 0.408431946900196,
#> 0.30684528923731, 0.51767821237974, 0.40864437432415, 0.359916442079972,
#> 0.338199471461066, 0.30521434525235, 0.30043876641792, 0.515820236829057,
#> 0.452168236686609, 0.279715543110161, 0.563692695265583, 0.33886877859181,
#> 0.390045312273996, 0.484955411334933, 0.39072907035817, 0.311128133717302,
#> 0.367392644735001, 0.358220229759581, 0.341769071080947, 0.237148085799827,
#> 0.348654624942116, 0.315537257438586, 0.290392346635065, 0.422034303486742,
#> 0.292975685207096, 0.376315711775927, 0.312103333068191, 0.372748968665539,
#> 0.387561061595129, 0.352412862613125, 0.344995092726145, 0.355515498130494,
#> 0.419279234832373, 0.281549794540762, 0.451095309801725, 0.360215558090668,
#> 0.380858371716444, 0.320779558031142, 0.32534490762007, 0.474500198826204,
#> 0.281087861305456, 0.446174146103615, 0.417908413030963, 0.426369937528642,
#> 0.332199426521335, 0.498383885057112, 0.290955628312967, 0.357436589956115,
#> 0.545123068116948, 0.52369829532952, 0.285163486982612, 0.392639125285463,
#> 0.317241265049052, 0.260124558362444, 0.37700918986794, 0.293067039021991,
#> 0.43998845078363, 0.415750239261539, 0.374526780236905, 0.390679725777286,
#> 0.467606716810877, 0.471685997070368, 0.333623476695075, 0.365592285701872,
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#> 0.522659570656846, 0.427802839928018, 0.341427820884485, 0.294294797637195,
#> 0.409827548937339, 0.41962250910083, 0.326007428481985, 0.390204333400992,
#> 0.522581764458057, 0.344542045285135, 1)), Y = c(`1` = -1.48432960272689,
#> `2` = -0.546953975803827, `3` = -0.231455024943138, `4` = -0.340030131930231,
#> `5` = -0.976337221215795, `6` = -0.386676603514146, `7` = -0.386676603514146,
#> `8` = 1.57418914279605, `9` = -0.546953975803827, `10` = -0.158113883008419,
#> `11` = 2.10405253987611, `12` = -0.231455024943138, `13` = -0.386676603514146,
#> `14` = -1.09692040255042, `15` = -0.158113883008419, `16` = -0.158113883008419,
#> `17` = -0.546953975803827, `18` = -0.386676603514146, `19` = 0.659786090690449,
#> `20` = -1.09692040255042, `21` = -0.436274136565358, `22` = -0.28961087492437,
#> `23` = -0.386676603514146, `24` = -0.976337221215795, `25` = -1.09692040255042,
#> `26` = -0.158113883008419, `27` = -0.436274136565358, `28` = -0.436274136565358,
#> `29` = -0.386676603514146, `30` = -0.231455024943138, `31` = 2.30072697072586,
#> `32` = -0.490239861940916, `33` = -0.546953975803827, `34` = -0.73444881503344,
#> `35` = 1.31082938694368, `36` = -0.976337221215795, `37` = 1.70134282314234,
#> `38` = -0.546953975803827, `39` = -0.158113883008419, `40` = 1.0771486960837,
#> `41` = -0.158113883008419, `42` = -0.490239861940916, `43` = -0.340030131930231,
#> `44` = -0.976337221215795, `45` = -0.158113883008419, `46` = -0.914104649757265,
#> `47` = -1.09692040255042, `48` = -0.436274136565358, `49` = -0.386676603514146,
#> `50` = -0.0983658134866668, `51` = -0.793929564138479, `52` = 0.468510675262855,
#> `53` = -0.340030131930231, `54` = 1.9536629749367, `55` = 2.60558117688699,
#> `56` = -0.546953975803827, `57` = -1.09692040255042, `58` = -0.158113883008419,
#> `59` = -0.490239861940916, `60` = -0.976337221215795, `61` = -0.28961087492437,
#> `62` = 1.4487979466996, `63` = 1.82660326764499, `64` = -0.386676603514146,
#> `65` = 0.969360944759548, `66` = -0.158113883008419, `67` = -0.436274136565358,
#> `68` = -0.490239861940916, `69` = 1.18850435510435, `70` = -0.976337221215795,
#> `71` = -0.976337221215795, `72` = 0.863221936022845, `73` = -0.436274136565358,
#> `74` = -0.490239861940916, `75` = -0.386676603514146, `76` = 0.762313939494724,
#> `77` = -0.976337221215795, `78` = -0.436274136565358, `79` = -0.546953975803827,
#> `80` = -0.436274136565358), ncomp = 6, mode = "regression", scale.X = FALSE,
#> scale.Y = FALSE)
#>
#> $X
#> An object of class "kernelMatrix"
#> [,1] [,2] [,3] [,4] [,5] [,6] [,7]
#> 1 1.0000000 0.3371191 0.4470127 0.3287092 0.5358548 0.2743169 0.4084319
#> 2 0.3371191 1.0000000 0.5170713 0.4695096 0.3350769 0.2717999 0.3048023
#> 3 0.4470127 0.5170713 1.0000000 0.4135860 0.5010267 0.3054544 0.3490179
#> 4 0.3287092 0.4695096 0.4135860 1.0000000 0.3929868 0.3185131 0.4305266
#> 5 0.5358548 0.3350769 0.5010267 0.3929868 1.0000000 0.4159109 0.3756600
#> 6 0.2743169 0.2717999 0.3054544 0.3185131 0.4159109 1.0000000 0.3446711
#> 7 0.4084319 0.3048023 0.3490179 0.4305266 0.3756600 0.3446711 1.0000000
#> 8 0.3068453 0.3084264 0.5099212 0.4000860 0.4715286 0.3851245 0.3829189
#> 9 0.5176782 0.4805735 0.4701727 0.3800464 0.3507696 0.3509773 0.4017727
#> 10 0.4086444 0.5776666 0.4171914 0.3790418 0.3810441 0.2854018 0.3144329
#> 11 0.3599164 0.1987612 0.2894500 0.3024327 0.4068779 0.4129884 0.4924826
#> 12 0.3381995 0.2641109 0.3825772 0.3748396 0.3758328 0.4498630 0.4647371
#> 13 0.3052143 0.3857251 0.3851471 0.3025162 0.3669903 0.3650720 0.2221476
#> 14 0.3004388 0.3746996 0.4113585 0.3327760 0.3995854 0.5245287 0.4087674
#> 15 0.5158202 0.3768906 0.4422334 0.3874393 0.3583494 0.2662095 0.3468899
#> 16 0.4521682 0.3659417 0.3762825 0.3245217 0.6147031 0.4114186 0.2806284
#> 17 0.2797155 0.3613831 0.3119713 0.3197270 0.3100302 0.4048578 0.3200051
#> 18 0.5636927 0.3660068 0.3883779 0.3809615 0.4316052 0.4239364 0.3625684
#> 19 0.3388688 0.3739876 0.4535921 0.4464386 0.3983972 0.3270207 0.3749213
#> 20 0.3900453 0.3111006 0.3687974 0.3280132 0.3332733 0.4079053 0.5633916
#> 21 0.4849554 0.4826387 0.4449333 0.4109564 0.4473617 0.3319065 0.4451899
#> 22 0.3907291 0.3427777 0.4273042 0.2505933 0.4755873 0.4252894 0.3507182
#> 23 0.3111281 0.4587021 0.4993600 0.4048720 0.3341363 0.3281705 0.3412126
#> 24 0.3673926 0.3258160 0.4470834 0.4159040 0.4519431 0.3732202 0.4309927
#> 25 0.3582202 0.2597077 0.4109769 0.2739610 0.3698305 0.5369266 0.5067433
#> 26 0.3417691 0.2832818 0.3611830 0.4195531 0.3142997 0.4659547 0.4878814
#> 27 0.2371481 0.2864120 0.3323309 0.3159008 0.3594842 0.4345946 0.2685177
#> 28 0.3486546 0.2594952 0.4895496 0.3162729 0.3938671 0.3257529 0.3279762
#> 29 0.3155373 0.4064605 0.3956537 0.3133075 0.2784984 0.4489962 0.3229681
#> 30 0.2903923 0.3369064 0.2981041 0.3679415 0.3747082 0.4115777 0.4607010
#> 31 0.4220343 0.4448494 0.5520426 0.3175652 0.4637110 0.3405373 0.3566240
#> 32 0.2929757 0.4520312 0.3411298 0.4553072 0.3258687 0.2933503 0.3984752
#> 33 0.3763157 0.5108327 0.3836712 0.3684056 0.2659954 0.3895561 0.2748642
#> 34 0.3121033 0.3061246 0.3403010 0.3752418 0.3154143 0.3407292 0.3167945
#> 35 0.3727490 0.2413465 0.3088972 0.3047124 0.4488316 0.4119755 0.2337449
#> 36 0.3875611 0.3562464 0.4594711 0.3727591 0.4196807 0.3418204 0.3515084
#> 37 0.3524129 0.2878419 0.4390567 0.3502814 0.5268207 0.3917747 0.3890034
#> 38 0.3449951 0.2888551 0.3521951 0.3275759 0.3020120 0.4888086 0.3471357
#> 39 0.3555155 0.3603382 0.3127340 0.2722338 0.3300193 0.5337044 0.4638472
#> 40 0.4192792 0.3780224 0.5038233 0.3642561 0.4765886 0.3887135 0.3484689
#> 41 0.2815498 0.4423468 0.3558365 0.5309582 0.3057704 0.4073427 0.4137502
#> 42 0.4510953 0.2592446 0.4232094 0.3657565 0.4809301 0.3255426 0.3562972
#> 43 0.3602156 0.3556404 0.3670677 0.4116267 0.3981790 0.3579573 0.3956922
#> 44 0.3808584 0.4539607 0.4179040 0.3305715 0.3145951 0.4693287 0.3314976
#> 45 0.3207796 0.3554447 0.3516660 0.3440197 0.2591503 0.4183543 0.4358437
#> 46 0.3253449 0.2272536 0.3782481 0.3596215 0.6156318 0.5544440 0.3757953
#> 47 0.4745002 0.4467441 0.5115475 0.4128103 0.4802084 0.3622888 0.4101561
#> 48 0.2810879 0.4172720 0.3327555 0.5213368 0.3623508 0.4369877 0.3359449
#> 49 0.4461741 0.3201743 0.3582628 0.3097682 0.5931672 0.4837429 0.3264412
#> 50 0.4179084 0.3833299 0.3508798 0.4595840 0.3772588 0.2824010 0.4210944
#> 51 0.4263699 0.4492172 0.3739518 0.5816944 0.3766413 0.3097847 0.3518802
#> 52 0.3321994 0.5348051 0.5050295 0.3265548 0.4171080 0.3373063 0.2307063
#> 53 0.4983839 0.4214911 0.4166407 0.3316501 0.3301087 0.3640913 0.3254687
#> 54 0.2909556 0.4851607 0.4219528 0.4903775 0.4438130 0.4349551 0.3415671
#> 55 0.3574366 0.5308027 0.5229749 0.4659760 0.4682454 0.3427192 0.3240178
#> 56 0.5451231 0.3464797 0.3906028 0.5005469 0.3509862 0.2887653 0.4415647
#> 57 0.5236983 0.4008847 0.3689175 0.3912462 0.3689471 0.3024219 0.3815268
#> 58 0.2851635 0.4888772 0.3114598 0.3984674 0.3375378 0.4896078 0.4207718
#> 59 0.3926391 0.2445983 0.3334692 0.3738100 0.4028736 0.4092148 0.5993774
#> 60 0.3172413 0.2739778 0.3883665 0.3816714 0.3910344 0.4701540 0.4839653
#> 61 0.2601246 0.3165259 0.4355169 0.4209753 0.3599202 0.3273602 0.4759088
#> 62 0.3770092 0.4644830 0.4288892 0.4558487 0.3974427 0.3212565 0.3162861
#> 63 0.2930670 0.2796306 0.4771441 0.3875095 0.4221534 0.3104756 0.3568733
#> 64 0.4399885 0.5277456 0.4965012 0.3885198 0.5485699 0.3676873 0.2495734
#> 65 0.4157502 0.5279959 0.4835857 0.5133779 0.3740127 0.3334790 0.3618076
#> 66 0.3745268 0.3776840 0.6044932 0.4037255 0.3663013 0.3288479 0.3751821
#> 67 0.3906797 0.3372143 0.4959240 0.4427584 0.3583433 0.2903240 0.4039914
#> 68 0.4676067 0.3143965 0.4220109 0.3357087 0.4782957 0.2911861 0.5131614
#> 69 0.4716860 0.4492572 0.5335802 0.4326373 0.5810757 0.2651302 0.4877450
#> 70 0.3336235 0.3105280 0.3452920 0.4034848 0.3228411 0.4679320 0.4203742
#> 71 0.3655923 0.3623025 0.3678813 0.5000375 0.4481716 0.3331429 0.4430912
#> 72 0.3204035 0.2524337 0.4083077 0.3062551 0.3821071 0.3824755 0.3558734
#> 73 0.3049350 0.4054663 0.3813495 0.3621822 0.3485185 0.4171396 0.2823504
#> 74 0.3491834 0.4963596 0.4731085 0.5507817 0.4125589 0.3349399 0.3499474
#> 75 0.3972447 0.4574602 0.4742060 0.3720341 0.4757756 0.3852280 0.3175374
#> 76 0.3809194 0.2428383 0.3657508 0.3479034 0.7237456 0.4016021 0.3628665
#> 77 0.2761857 0.4212320 0.4085796 0.4856595 0.3081968 0.4072940 0.3807296
#> 78 0.3607368 0.4220099 0.5456694 0.3657597 0.4102006 0.3326831 0.2834275
#> 79 0.2780083 0.3864747 0.3814535 0.4123434 0.3100297 0.3722287 0.3842547
#> 80 0.4175478 0.4442600 0.3803876 0.3310488 0.3367208 0.4409867 0.3824210
#> [,8] [,9] [,10] [,11] [,12] [,13] [,14]
#> 1 0.3068453 0.5176782 0.4086444 0.3599164 0.3381995 0.3052143 0.3004388
#> 2 0.3084264 0.4805735 0.5776666 0.1987612 0.2641109 0.3857251 0.3746996
#> 3 0.5099212 0.4701727 0.4171914 0.2894500 0.3825772 0.3851471 0.4113585
#> 4 0.4000860 0.3800464 0.3790418 0.3024327 0.3748396 0.3025162 0.3327760
#> 5 0.4715286 0.3507696 0.3810441 0.4068779 0.3758328 0.3669903 0.3995854
#> 6 0.3851245 0.3509773 0.2854018 0.4129884 0.4498630 0.3650720 0.5245287
#> 7 0.3829189 0.4017727 0.3144329 0.4924826 0.4647371 0.2221476 0.4087674
#> 8 1.0000000 0.3179074 0.2902320 0.4841656 0.3474862 0.3965896 0.3693855
#> 9 0.3179074 1.0000000 0.3255584 0.3321016 0.2907109 0.3920738 0.3437250
#> 10 0.2902320 0.3255584 1.0000000 0.2513777 0.2607175 0.3460029 0.2822324
#> 11 0.4841656 0.3321016 0.2513777 1.0000000 0.4701942 0.3889933 0.2886992
#> 12 0.3474862 0.2907109 0.2607175 0.4701942 1.0000000 0.3886562 0.4969022
#> 13 0.3965896 0.3920738 0.3460029 0.3889933 0.3886562 1.0000000 0.3048836
#> 14 0.3693855 0.3437250 0.2822324 0.2886992 0.4969022 0.3048836 1.0000000
#> 15 0.3873405 0.6028515 0.3363611 0.3787575 0.3663672 0.5464798 0.2381529
#> 16 0.4115803 0.4184587 0.2922544 0.3341396 0.2817519 0.3499865 0.4180739
#> 17 0.2803815 0.3996501 0.2547704 0.3367673 0.5546146 0.4969154 0.4526651
#> 18 0.3612826 0.4839469 0.3206232 0.3221414 0.4275593 0.3073479 0.3938456
#> 19 0.3661813 0.5681023 0.2906822 0.3364094 0.3736387 0.4417794 0.3698892
#> 20 0.3737611 0.4655893 0.2703572 0.4091388 0.4480551 0.2603970 0.6047326
#> 21 0.2813509 0.3803732 0.5409452 0.2601014 0.3041109 0.2701084 0.4037642
#> 22 0.3975856 0.3992401 0.2768747 0.3596471 0.4699731 0.4520452 0.4788608
#> 23 0.3741294 0.3796599 0.4253195 0.2680071 0.3737574 0.4563785 0.3816077
#> 24 0.4456615 0.3394440 0.3006804 0.3562089 0.3681870 0.2290289 0.5524138
#> 25 0.3765218 0.3817219 0.2480341 0.3350248 0.6021092 0.3162743 0.5627899
#> 26 0.3197197 0.3414364 0.3249676 0.4650287 0.5849041 0.2698488 0.4451757
#> 27 0.3871624 0.3382092 0.2780818 0.4378451 0.4439142 0.6972875 0.2958326
#> 28 0.4698860 0.4108803 0.2279488 0.3594194 0.3663696 0.3893396 0.2694782
#> 29 0.2324959 0.4973054 0.3040576 0.3003146 0.4351245 0.3424026 0.4059267
#> 30 0.2584116 0.2810427 0.3718572 0.3340924 0.4805263 0.2601109 0.4489682
#> 31 0.3463322 0.3987826 0.3436101 0.3051806 0.4132047 0.3860276 0.4253977
#> 32 0.3018674 0.2383701 0.4522898 0.2500225 0.4135730 0.2850355 0.3806750
#> 33 0.2452225 0.5331353 0.4206122 0.2436367 0.3199998 0.4664517 0.3670193
#> 34 0.4182043 0.3617502 0.2343858 0.3329682 0.4542972 0.3857419 0.5118479
#> 35 0.4036218 0.2617170 0.3113674 0.3406050 0.3136567 0.4030618 0.2920481
#> 36 0.4244685 0.3539823 0.3945509 0.3625896 0.5065317 0.3973303 0.4075898
#> 37 0.3935545 0.3875721 0.2951197 0.3939914 0.3980599 0.2926380 0.4762670
#> 38 0.3009804 0.3819836 0.2784459 0.4432623 0.5717208 0.3773786 0.4314454
#> 39 0.2279164 0.4343293 0.3395236 0.3646567 0.4589554 0.2815150 0.5136880
#> 40 0.3946945 0.4868247 0.2786304 0.2672437 0.3777425 0.3347834 0.4648410
#> 41 0.3427240 0.4436283 0.2941363 0.2895876 0.3899462 0.3128631 0.3811487
#> 42 0.5753349 0.3542246 0.3483130 0.4330678 0.3180755 0.4509432 0.2391847
#> 43 0.3028381 0.2841219 0.4072888 0.3515803 0.5413620 0.3839942 0.4279313
#> 44 0.2649406 0.4824349 0.3884581 0.2515270 0.3475775 0.3080155 0.3827321
#> 45 0.3494539 0.5917044 0.2469952 0.4153194 0.4264449 0.3536556 0.4357369
#> 46 0.5180114 0.2387856 0.3102684 0.4436282 0.5065352 0.3311980 0.4438829
#> 47 0.3659088 0.4873934 0.4315248 0.3603622 0.3496148 0.3491947 0.3681543
#> 48 0.4035117 0.4170986 0.3568226 0.3629893 0.3017831 0.3721372 0.2561898
#> 49 0.3667853 0.3829133 0.3844487 0.4890621 0.3960738 0.5108743 0.3605923
#> 50 0.3826566 0.3666565 0.4520954 0.4024638 0.3893419 0.4140493 0.2889115
#> 51 0.3471237 0.4699132 0.4380440 0.3396238 0.3769339 0.4902964 0.2704876
#> 52 0.4090630 0.5081215 0.3837486 0.2485245 0.2128119 0.5056753 0.3201439
#> 53 0.3291497 0.7350095 0.3287417 0.2908886 0.3132099 0.4562183 0.3011783
#> 54 0.4080230 0.2923836 0.6023865 0.3247347 0.3831257 0.3424920 0.4294969
#> 55 0.3912451 0.4387826 0.4454089 0.2321625 0.2669597 0.3259901 0.4407398
#> 56 0.2957848 0.4021073 0.4200611 0.2970953 0.3940814 0.3096304 0.2945313
#> 57 0.2810608 0.4218168 0.3662164 0.2843994 0.3710862 0.3256557 0.4097351
#> 58 0.3106858 0.3520926 0.4800083 0.3408282 0.4165079 0.3553260 0.5598319
#> 59 0.4107513 0.2619776 0.3639677 0.4648461 0.5421266 0.2431629 0.4457107
#> 60 0.3619020 0.2981440 0.3216681 0.3919379 0.6284539 0.4104562 0.5259926
#> 61 0.4801448 0.3497916 0.3158537 0.4199904 0.4344573 0.3596005 0.4068113
#> 62 0.3596621 0.4539276 0.4539815 0.3308473 0.4285773 0.6482990 0.3460204
#> 63 0.5542903 0.3914698 0.2134028 0.3620454 0.3238078 0.3433921 0.3036986
#> 64 0.3789086 0.4610078 0.3466384 0.2543195 0.3074176 0.4708540 0.3814626
#> 65 0.4964349 0.5668697 0.4110890 0.3623717 0.2713568 0.3794318 0.3359059
#> 66 0.4511285 0.4184713 0.4228134 0.3575802 0.4533700 0.3414952 0.4638355
#> 67 0.4014310 0.3761922 0.2754874 0.3106769 0.5443103 0.3632790 0.4626922
#> 68 0.4266879 0.5169125 0.3137060 0.3990153 0.3477584 0.3265060 0.4107696
#> 69 0.4860302 0.4503085 0.4404569 0.3706494 0.3293067 0.3689959 0.4309872
#> 70 0.4740481 0.4049536 0.2233141 0.3166574 0.4180653 0.2988507 0.4736283
#> 71 0.3407331 0.2849967 0.3729859 0.3863755 0.4931608 0.3283754 0.3059622
#> 72 0.4606730 0.4437025 0.2166057 0.3778828 0.4089023 0.3207193 0.4585398
#> 73 0.3818235 0.4071439 0.4277770 0.4137871 0.3481157 0.6359059 0.3881425
#> 74 0.3793467 0.3979407 0.4463398 0.2909273 0.4749008 0.3883210 0.4196632
#> 75 0.5742071 0.5048476 0.3128196 0.3319395 0.2933421 0.4853773 0.4604808
#> 76 0.4842957 0.2766313 0.3004929 0.5042261 0.4451871 0.3765559 0.3547262
#> 77 0.3797771 0.3793215 0.3392760 0.2825306 0.4503227 0.4729817 0.5066476
#> 78 0.4149628 0.3803678 0.3037303 0.2300924 0.4520996 0.3875301 0.5090811
#> 79 0.3822981 0.3522290 0.3149504 0.3209463 0.5106410 0.3879810 0.6030676
#> 80 0.2816545 0.4729650 0.2950102 0.2309369 0.4188394 0.3196010 0.4697151
#> [,15] [,16] [,17] [,18] [,19] [,20] [,21]
#> 1 0.5158202 0.4521682 0.2797155 0.5636927 0.3388688 0.3900453 0.4849554
#> 2 0.3768906 0.3659417 0.3613831 0.3660068 0.3739876 0.3111006 0.4826387
#> 3 0.4422334 0.3762825 0.3119713 0.3883779 0.4535921 0.3687974 0.4449333
#> 4 0.3874393 0.3245217 0.3197270 0.3809615 0.4464386 0.3280132 0.4109564
#> 5 0.3583494 0.6147031 0.3100302 0.4316052 0.3983972 0.3332733 0.4473617
#> 6 0.2662095 0.4114186 0.4048578 0.4239364 0.3270207 0.4079053 0.3319065
#> 7 0.3468899 0.2806284 0.3200051 0.3625684 0.3749213 0.5633916 0.4451899
#> 8 0.3873405 0.4115803 0.2803815 0.3612826 0.3661813 0.3737611 0.2813509
#> 9 0.6028515 0.4184587 0.3996501 0.4839469 0.5681023 0.4655893 0.3803732
#> 10 0.3363611 0.2922544 0.2547704 0.3206232 0.2906822 0.2703572 0.5409452
#> 11 0.3787575 0.3341396 0.3367673 0.3221414 0.3364094 0.4091388 0.2601014
#> 12 0.3663672 0.2817519 0.5546146 0.4275593 0.3736387 0.4480551 0.3041109
#> 13 0.5464798 0.3499865 0.4969154 0.3073479 0.4417794 0.2603970 0.2701084
#> 14 0.2381529 0.4180739 0.4526651 0.3938456 0.3698892 0.6047326 0.4037642
#> 15 1.0000000 0.3775876 0.3811947 0.4710992 0.5058199 0.3293950 0.3478095
#> 16 0.3775876 1.0000000 0.3729386 0.5444070 0.2732071 0.3476298 0.5086028
#> 17 0.3811947 0.3729386 1.0000000 0.5067686 0.4191350 0.3993077 0.3010355
#> 18 0.4710992 0.5444070 0.5067686 1.0000000 0.3427250 0.3962777 0.4923647
#> 19 0.5058199 0.2732071 0.4191350 0.3427250 1.0000000 0.4415103 0.2365472
#> 20 0.3293950 0.3476298 0.3993077 0.3962777 0.4415103 1.0000000 0.3446635
#> 21 0.3478095 0.5086028 0.3010355 0.4923647 0.2365472 0.3446635 1.0000000
#> 22 0.4031591 0.4539291 0.3907849 0.3866005 0.3095388 0.3627697 0.3986205
#> 23 0.4321210 0.3499689 0.4494793 0.3973405 0.4041064 0.3111735 0.4537592
#> 24 0.2841412 0.5033935 0.3108697 0.3907147 0.3346809 0.5017091 0.4218360
#> 25 0.3641216 0.3219601 0.4894904 0.4885156 0.3629945 0.4642704 0.3853547
#> 26 0.2855052 0.2712353 0.4821390 0.3856732 0.3585836 0.4990989 0.3277232
#> 27 0.4195217 0.3168853 0.4971677 0.3070181 0.4060603 0.2220277 0.2527297
#> 28 0.5096644 0.3836786 0.3372585 0.3718889 0.3670710 0.2702634 0.3068489
#> 29 0.3997222 0.3547831 0.5957222 0.4592316 0.4416768 0.4051206 0.3455547
#> 30 0.2500169 0.3250837 0.4623655 0.4205073 0.3022657 0.4074633 0.4487754
#> 31 0.4361904 0.3971735 0.3693222 0.3669781 0.3700080 0.3147257 0.4376785
#> 32 0.2787913 0.3097991 0.3150638 0.3095288 0.2687773 0.3200491 0.4541391
#> 33 0.4485140 0.3496672 0.4481089 0.3725172 0.4383587 0.3836823 0.4454612
#> 34 0.3584116 0.3239680 0.5130405 0.3999262 0.5445661 0.4574048 0.2376861
#> 35 0.3228284 0.4230005 0.2788174 0.3062400 0.2823736 0.2842036 0.2914682
#> 36 0.4123824 0.3135801 0.4529663 0.3921071 0.4951599 0.3355607 0.3101406
#> 37 0.3293099 0.4317323 0.3556005 0.3997865 0.4491254 0.4683628 0.3594310
#> 38 0.3853777 0.3397553 0.5016188 0.5068585 0.3829575 0.4015152 0.3825840
#> 39 0.2712378 0.4176715 0.5086479 0.4908403 0.2833965 0.4743506 0.5041282
#> 40 0.4179810 0.5419983 0.3187961 0.3747967 0.3618449 0.3887071 0.4335897
#> 41 0.4024770 0.3365364 0.3656307 0.4354010 0.3900779 0.3828800 0.4265640
#> 42 0.5351272 0.3981605 0.2794673 0.4228340 0.3644686 0.2705282 0.3343208
#> 43 0.3691589 0.3597163 0.4509572 0.3835179 0.3529889 0.4368178 0.5197293
#> 44 0.3265115 0.3607434 0.3643931 0.3842392 0.2721614 0.3676115 0.4557594
#> 45 0.4066135 0.2989289 0.5699486 0.4998571 0.4721142 0.6451124 0.2910946
#> 46 0.2413890 0.4590993 0.3453416 0.4301598 0.2734226 0.3359234 0.4024723
#> 47 0.4006856 0.3914798 0.3653501 0.4891725 0.3707823 0.4228116 0.5344191
#> 48 0.3626377 0.3151095 0.3290757 0.3934104 0.3666441 0.3126405 0.3036681
#> 49 0.3384503 0.5486639 0.4100553 0.4306027 0.3130260 0.2752362 0.4073222
#> 50 0.4298892 0.2892793 0.3605533 0.3967259 0.3969380 0.3039626 0.3696375
#> 51 0.5682282 0.3069123 0.4005542 0.4359164 0.5769380 0.3375063 0.3498224
#> 52 0.4502282 0.5155813 0.3447022 0.3400468 0.3355979 0.2636556 0.4187646
#> 53 0.6270408 0.3911533 0.3869796 0.4810269 0.4927605 0.3438382 0.3468865
#> 54 0.2980592 0.3825071 0.3861026 0.4077164 0.3425397 0.3505266 0.5028700
#> 55 0.3397288 0.4892261 0.3222733 0.4597925 0.3868561 0.3252287 0.5758944
#> 56 0.4810300 0.3637266 0.3458773 0.5178721 0.3717929 0.4444003 0.5495858
#> 57 0.4179093 0.4202680 0.4375739 0.5438801 0.4715618 0.4620822 0.4779654
#> 58 0.2810079 0.3493803 0.4511283 0.3727499 0.3641656 0.4676501 0.4304513
#> 59 0.2829493 0.2832934 0.3008396 0.4029497 0.2914679 0.5148457 0.4155951
#> 60 0.3871706 0.2765893 0.4161515 0.3810758 0.5005459 0.3964416 0.3684335
#> 61 0.3675884 0.2531537 0.4198259 0.3119419 0.5862563 0.4440517 0.2856666
#> 62 0.5470182 0.3229276 0.4513617 0.3612947 0.5128018 0.2812523 0.3682209
#> 63 0.4486381 0.3923567 0.2384004 0.2591441 0.3868737 0.3283018 0.2682601
#> 64 0.3796129 0.5230131 0.4147951 0.4458514 0.3296687 0.2852177 0.4129531
#> 65 0.4710307 0.4218790 0.3786765 0.5183924 0.4313983 0.3335465 0.4005922
#> 66 0.3911202 0.2872085 0.3377377 0.3267456 0.4909668 0.4569989 0.3388687
#> 67 0.4170381 0.3429452 0.4541069 0.5213619 0.4070977 0.4508045 0.3983711
#> 68 0.4936656 0.5096411 0.3787828 0.4349950 0.4126584 0.5478658 0.4501390
#> 69 0.4231712 0.3960782 0.3613666 0.3718214 0.5796843 0.4681187 0.3860279
#> 70 0.4097875 0.3347837 0.3958496 0.4997705 0.4074406 0.4732770 0.2903228
#> 71 0.3466206 0.2888866 0.3021220 0.3071006 0.3168408 0.2872626 0.4242839
#> 72 0.3990286 0.3559157 0.3767564 0.3988948 0.5431526 0.4645425 0.2642784
#> 73 0.4209129 0.3238548 0.4457616 0.3085937 0.4519723 0.3530375 0.3146977
#> 74 0.3713162 0.3092815 0.3940151 0.4006123 0.4648159 0.4161389 0.4093319
#> 75 0.4313937 0.4665335 0.2817386 0.3675412 0.4627230 0.4172644 0.3394192
#> 76 0.3020930 0.5229050 0.3643046 0.3798274 0.3225074 0.3245315 0.3547935
#> 77 0.4055388 0.2420460 0.3979162 0.2750971 0.5802269 0.4194419 0.2918158
#> 78 0.3658233 0.3914620 0.4039967 0.4053351 0.4845428 0.3799514 0.3517304
#> 79 0.3318125 0.2813022 0.5056448 0.3208665 0.5497446 0.6571567 0.2752820
#> 80 0.3742996 0.4284734 0.4559645 0.5547759 0.3035972 0.3907798 0.5250672
#> [,22] [,23] [,24] [,25] [,26] [,27] [,28]
#> 1 0.3907291 0.3111281 0.3673926 0.3582202 0.3417691 0.2371481 0.3486546
#> 2 0.3427777 0.4587021 0.3258160 0.2597077 0.2832818 0.2864120 0.2594952
#> 3 0.4273042 0.4993600 0.4470834 0.4109769 0.3611830 0.3323309 0.4895496
#> 4 0.2505933 0.4048720 0.4159040 0.2739610 0.4195531 0.3159008 0.3162729
#> 5 0.4755873 0.3341363 0.4519431 0.3698305 0.3142997 0.3594842 0.3938671
#> 6 0.4252894 0.3281705 0.3732202 0.5369266 0.4659547 0.4345946 0.3257529
#> 7 0.3507182 0.3412126 0.4309927 0.5067433 0.4878814 0.2685177 0.3279762
#> 8 0.3975856 0.3741294 0.4456615 0.3765218 0.3197197 0.3871624 0.4698860
#> 9 0.3992401 0.3796599 0.3394440 0.3817219 0.3414364 0.3382092 0.4108803
#> 10 0.2768747 0.4253195 0.3006804 0.2480341 0.3249676 0.2780818 0.2279488
#> 11 0.3596471 0.2680071 0.3562089 0.3350248 0.4650287 0.4378451 0.3594194
#> 12 0.4699731 0.3737574 0.3681870 0.6021092 0.5849041 0.4439142 0.3663696
#> 13 0.4520452 0.4563785 0.2290289 0.3162743 0.2698488 0.6972875 0.3893396
#> 14 0.4788608 0.3816077 0.5524138 0.5627899 0.4451757 0.2958326 0.2694782
#> 15 0.4031591 0.4321210 0.2841412 0.3641216 0.2855052 0.4195217 0.5096644
#> 16 0.4539291 0.3499689 0.5033935 0.3219601 0.2712353 0.3168853 0.3836786
#> 17 0.3907849 0.4494793 0.3108697 0.4894904 0.4821390 0.4971677 0.3372585
#> 18 0.3866005 0.3973405 0.3907147 0.4885156 0.3856732 0.3070181 0.3718889
#> 19 0.3095388 0.4041064 0.3346809 0.3629945 0.3585836 0.4060603 0.3670710
#> 20 0.3627697 0.3111735 0.5017091 0.4642704 0.4990989 0.2220277 0.2702634
#> 21 0.3986205 0.4537592 0.4218360 0.3853547 0.3277232 0.2527297 0.3068489
#> 22 1.0000000 0.4000615 0.3043416 0.5324871 0.3429786 0.4492319 0.4503799
#> 23 0.4000615 1.0000000 0.3112595 0.3848398 0.3695405 0.4769415 0.4352252
#> 24 0.3043416 0.3112595 1.0000000 0.3438043 0.4109182 0.2696950 0.3964697
#> 25 0.5324871 0.3848398 0.3438043 1.0000000 0.4535516 0.3228277 0.3581495
#> 26 0.3429786 0.3695405 0.4109182 0.4535516 1.0000000 0.3746657 0.3756037
#> 27 0.4492319 0.4769415 0.2696950 0.3228277 0.3746657 1.0000000 0.5583631
#> 28 0.4503799 0.4352252 0.3964697 0.3581495 0.3756037 0.5583631 1.0000000
#> 29 0.3363569 0.4041510 0.3387605 0.4062652 0.5554186 0.4141368 0.4138247
#> 30 0.3378234 0.3698424 0.3868589 0.4080739 0.5215470 0.3434764 0.3109160
#> 31 0.5508391 0.4678219 0.4324931 0.4210159 0.3441265 0.4445137 0.4888211
#> 32 0.3835324 0.4275255 0.3316807 0.3520477 0.3882386 0.2504934 0.2514370
#> 33 0.3625056 0.4546762 0.2532868 0.3849491 0.3551225 0.3213731 0.2647953
#> 34 0.3115470 0.3830853 0.4439635 0.3862879 0.4279626 0.3672418 0.3319204
#> 35 0.2806918 0.3326126 0.3818300 0.2345474 0.2839475 0.3767523 0.3756330
#> 36 0.4311493 0.5447307 0.3652166 0.4518812 0.4813537 0.4413625 0.4386874
#> 37 0.3721494 0.2928226 0.6345983 0.3840646 0.3394202 0.3635662 0.3613083
#> 38 0.3964929 0.3589576 0.4490241 0.4410086 0.4813029 0.4666667 0.4217584
#> 39 0.3958658 0.3865487 0.3922075 0.5220878 0.4858714 0.3253360 0.2683904
#> 40 0.5631784 0.3898394 0.4205089 0.4708358 0.2801125 0.3008926 0.4044577
#> 41 0.3824301 0.4194972 0.3302595 0.3801972 0.3671692 0.3673262 0.4067095
#> 42 0.3529332 0.4769973 0.3187016 0.3322243 0.2795562 0.4270526 0.5200798
#> 43 0.4964486 0.3958276 0.3333977 0.4391468 0.5063309 0.3404213 0.3084023
#> 44 0.4485873 0.4299490 0.3586984 0.3955518 0.4529709 0.3540186 0.3916917
#> 45 0.3429173 0.3591644 0.3270441 0.4398637 0.5204727 0.3445745 0.3129636
#> 46 0.4297548 0.3702484 0.4140188 0.4949275 0.3837547 0.3978412 0.3602812
#> 47 0.3348354 0.4115293 0.4532681 0.3802982 0.3726169 0.3061335 0.3703050
#> 48 0.3211920 0.3110925 0.3113033 0.2786461 0.3453182 0.3948825 0.3240638
#> 49 0.4350407 0.4432035 0.3319706 0.3377906 0.3147397 0.5458031 0.3352853
#> 50 0.2736675 0.4775328 0.2634514 0.3075627 0.3553995 0.3653961 0.2726515
#> 51 0.2878527 0.3658572 0.2480615 0.3072740 0.3435019 0.3809929 0.3120551
#> 52 0.4488478 0.5213166 0.3494046 0.2909569 0.2267388 0.4257373 0.4259526
#> 53 0.4109380 0.4481835 0.3053320 0.3746935 0.2992977 0.4521145 0.4992483
#> 54 0.3285495 0.4736382 0.3907669 0.3242603 0.4786337 0.3930262 0.2928360
#> 55 0.3148991 0.5333140 0.4351445 0.3018377 0.2887218 0.3422911 0.3411283
#> 56 0.2591859 0.4394971 0.3601698 0.3376163 0.3734744 0.2697583 0.3278028
#> 57 0.2991216 0.3783970 0.4128673 0.3880733 0.3533463 0.2326520 0.2812598
#> 58 0.3003959 0.3844909 0.3838594 0.3922635 0.4334755 0.3175174 0.1954314
#> 59 0.3581712 0.2802105 0.4728057 0.4647550 0.5382432 0.3113821 0.3431741
#> 60 0.3488183 0.4807722 0.3547716 0.5917865 0.4258587 0.4072324 0.3364182
#> 61 0.2670916 0.4902877 0.4475515 0.3682647 0.4282754 0.4317967 0.4321997
#> 62 0.4508007 0.6154714 0.2819466 0.3446964 0.3286747 0.6154632 0.3794899
#> 63 0.3417148 0.3679835 0.4269099 0.2991418 0.2267340 0.3641321 0.4879946
#> 64 0.5352056 0.4218317 0.3545811 0.3147936 0.2968627 0.4327884 0.4313182
#> 65 0.3035726 0.4929837 0.3650013 0.2808697 0.3523318 0.3887005 0.3875440
#> 66 0.3992302 0.5092738 0.4137858 0.4243359 0.5427325 0.3252895 0.3948298
#> 67 0.3923317 0.4627497 0.4133097 0.4609616 0.4020651 0.3248687 0.4348649
#> 68 0.3705923 0.3410658 0.4835218 0.4568125 0.2960335 0.2500907 0.3340625
#> 69 0.3704612 0.4307987 0.4244843 0.3551301 0.3434399 0.3172586 0.3478543
#> 70 0.3822374 0.3239690 0.3863263 0.5737079 0.3749545 0.3040824 0.3369070
#> 71 0.3937357 0.3436953 0.2905929 0.3801852 0.3650935 0.3732273 0.3064677
#> 72 0.3428283 0.3122951 0.4464853 0.4228610 0.3931500 0.3681195 0.4898910
#> 73 0.4148220 0.5189353 0.2922726 0.2964681 0.4048594 0.5835656 0.3258415
#> 74 0.3509928 0.3476078 0.3818170 0.3813261 0.4263785 0.3316086 0.2986883
#> 75 0.4884306 0.3477557 0.3832157 0.3479908 0.2221922 0.3697603 0.3688369
#> 76 0.3448609 0.2958464 0.4695918 0.3590897 0.3371408 0.4128219 0.3715703
#> 77 0.3993892 0.5101577 0.3104328 0.4622910 0.4102914 0.3894753 0.2924525
#> 78 0.4404986 0.3842899 0.4578186 0.4614359 0.3070626 0.3253243 0.3560017
#> 79 0.3195216 0.4111072 0.4454384 0.4110063 0.4388795 0.3026468 0.2743215
#> 80 0.4837365 0.3915185 0.3544671 0.6316815 0.3298196 0.2902207 0.2910855
#> [,29] [,30] [,31] [,32] [,33] [,34] [,35]
#> 1 0.3155373 0.2903923 0.4220343 0.2929757 0.3763157 0.3121033 0.3727490
#> 2 0.4064605 0.3369064 0.4448494 0.4520312 0.5108327 0.3061246 0.2413465
#> 3 0.3956537 0.2981041 0.5520426 0.3411298 0.3836712 0.3403010 0.3088972
#> 4 0.3133075 0.3679415 0.3175652 0.4553072 0.3684056 0.3752418 0.3047124
#> 5 0.2784984 0.3747082 0.4637110 0.3258687 0.2659954 0.3154143 0.4488316
#> 6 0.4489962 0.4115777 0.3405373 0.2933503 0.3895561 0.3407292 0.4119755
#> 7 0.3229681 0.4607010 0.3566240 0.3984752 0.2748642 0.3167945 0.2337449
#> 8 0.2324959 0.2584116 0.3463322 0.3018674 0.2452225 0.4182043 0.4036218
#> 9 0.4973054 0.2810427 0.3987826 0.2383701 0.5331353 0.3617502 0.2617170
#> 10 0.3040576 0.3718572 0.3436101 0.4522898 0.4206122 0.2343858 0.3113674
#> 11 0.3003146 0.3340924 0.3051806 0.2500225 0.2436367 0.3329682 0.3406050
#> 12 0.4351245 0.4805263 0.4132047 0.4135730 0.3199998 0.4542972 0.3136567
#> 13 0.3424026 0.2601109 0.3860276 0.2850355 0.4664517 0.3857419 0.4030618
#> 14 0.4059267 0.4489682 0.4253977 0.3806750 0.3670193 0.5118479 0.2920481
#> 15 0.3997222 0.2500169 0.4361904 0.2787913 0.4485140 0.3584116 0.3228284
#> 16 0.3547831 0.3250837 0.3971735 0.3097991 0.3496672 0.3239680 0.4230005
#> 17 0.5957222 0.4623655 0.3693222 0.3150638 0.4481089 0.5130405 0.2788174
#> 18 0.4592316 0.4205073 0.3669781 0.3095288 0.3725172 0.3999262 0.3062400
#> 19 0.4416768 0.3022657 0.3700080 0.2687773 0.4383587 0.5445661 0.2823736
#> 20 0.4051206 0.4074633 0.3147257 0.3200491 0.3836823 0.4574048 0.2842036
#> 21 0.3455547 0.4487754 0.4376785 0.4541391 0.4454612 0.2376861 0.2914682
#> 22 0.3363569 0.3378234 0.5508391 0.3835324 0.3625056 0.3115470 0.2806918
#> 23 0.4041510 0.3698424 0.4678219 0.4275255 0.4546762 0.3830853 0.3326126
#> 24 0.3387605 0.3868589 0.4324931 0.3316807 0.2532868 0.4439635 0.3818300
#> 25 0.4062652 0.4080739 0.4210159 0.3520477 0.3849491 0.3862879 0.2345474
#> 26 0.5554186 0.5215470 0.3441265 0.3882386 0.3551225 0.4279626 0.2839475
#> 27 0.4141368 0.3434764 0.4445137 0.2504934 0.3213731 0.3672418 0.3767523
#> 28 0.4138247 0.3109160 0.4888211 0.2514370 0.2647953 0.3319204 0.3756330
#> 29 1.0000000 0.4359616 0.4172663 0.2806840 0.5431500 0.3890587 0.2593266
#> 30 0.4359616 1.0000000 0.3557199 0.5000014 0.2892507 0.3455250 0.2327117
#> 31 0.4172663 0.3557199 1.0000000 0.3688483 0.3831390 0.3635606 0.3617720
#> 32 0.2806840 0.5000014 0.3688483 1.0000000 0.3795935 0.2826874 0.2670766
#> 33 0.5431500 0.2892507 0.3831390 0.3795935 1.0000000 0.3969758 0.3261094
#> 34 0.3890587 0.3455250 0.3635606 0.2826874 0.3969758 1.0000000 0.3835030
#> 35 0.2593266 0.2327117 0.3617720 0.2670766 0.3261094 0.3835030 1.0000000
#> 36 0.3920735 0.3946916 0.4991161 0.4183018 0.3973512 0.6062584 0.3573229
#> 37 0.3830666 0.3848396 0.4581893 0.2489881 0.2797461 0.3439290 0.2987946
#> 38 0.5732925 0.4457013 0.4391084 0.2953382 0.4137319 0.4096726 0.3309310
#> 39 0.5854400 0.6066361 0.3981967 0.3673146 0.4481245 0.3381532 0.2420272
#> 40 0.3632726 0.3019540 0.4953822 0.3872992 0.4768816 0.3081830 0.3382041
#> 41 0.4434288 0.3890214 0.4008123 0.3888999 0.4203959 0.2925143 0.2361839
#> 42 0.2431487 0.3276639 0.3664774 0.3266540 0.2805756 0.3296424 0.4260018
#> 43 0.4067105 0.5253592 0.4159342 0.6177111 0.4736361 0.3344553 0.3025983
#> 44 0.5212199 0.3357060 0.5248899 0.3526292 0.5427427 0.2539108 0.3458505
#> 45 0.5749695 0.3937024 0.3019549 0.2240207 0.4290126 0.4829825 0.2106986
#> 46 0.2547919 0.4151048 0.3478803 0.3582142 0.2638564 0.3164560 0.4037057
#> 47 0.3586204 0.3990118 0.3778730 0.3279673 0.3506684 0.3422049 0.3277444
#> 48 0.3141443 0.4059222 0.3411581 0.3145575 0.3132109 0.3046172 0.2545750
#> 49 0.3357616 0.3392740 0.4397611 0.2719271 0.3421939 0.2972090 0.4718206
#> 50 0.2741783 0.3717791 0.3003907 0.3643718 0.3808742 0.4821468 0.3370624
#> 51 0.3622914 0.3425990 0.3087579 0.3640960 0.5341249 0.4274334 0.3373258
#> 52 0.3294169 0.2492846 0.5279696 0.3050973 0.4579771 0.2992211 0.3726451
#> 53 0.5167217 0.2929612 0.4784538 0.2555712 0.5375053 0.3931846 0.3477724
#> 54 0.4352179 0.4966017 0.4034764 0.4470554 0.4047276 0.3756458 0.3533006
#> 55 0.3859528 0.3535372 0.4932910 0.3028262 0.4308592 0.4031029 0.3448536
#> 56 0.3586856 0.3384785 0.3376715 0.3964067 0.4945474 0.3465561 0.4123393
#> 57 0.4118036 0.3898117 0.3529993 0.4566998 0.5733867 0.5342607 0.3581219
#> 58 0.4654456 0.4853725 0.3602267 0.4138702 0.5129482 0.4940995 0.3155713
#> 59 0.3189056 0.5005208 0.3598769 0.3717720 0.2476773 0.3155693 0.2893185
#> 60 0.3765124 0.4601238 0.4012212 0.4139034 0.3735864 0.4839122 0.3413797
#> 61 0.3552909 0.3939105 0.3244147 0.2927016 0.2856437 0.5215839 0.3432033
#> 62 0.3285545 0.3300888 0.4925310 0.4070621 0.4674619 0.4477748 0.3528169
#> 63 0.2749773 0.2010283 0.4818095 0.2329303 0.2732457 0.3503644 0.4533088
#> 64 0.3228960 0.2951653 0.5286831 0.3002810 0.3745310 0.3626425 0.3842494
#> 65 0.3853908 0.3205460 0.3984332 0.2748186 0.4031637 0.4784027 0.3372502
#> 66 0.3683676 0.3049100 0.4265021 0.3856015 0.4129835 0.5117625 0.3007223
#> 67 0.3352266 0.4479561 0.3179780 0.4154685 0.2983380 0.4205231 0.2586001
#> 68 0.2934114 0.3577450 0.3779804 0.3046130 0.3225420 0.4160638 0.3206469
#> 69 0.3119570 0.3457256 0.4342223 0.3570843 0.3343614 0.4784256 0.3247972
#> 70 0.3355150 0.3717739 0.4117441 0.3479394 0.3861749 0.5043612 0.2959486
#> 71 0.2889293 0.4534353 0.4782049 0.4495882 0.3682679 0.2645477 0.2926456
#> 72 0.4727485 0.3463564 0.3604102 0.2122841 0.3317327 0.6116979 0.3239512
#> 73 0.3625728 0.3016482 0.4261252 0.2826344 0.4685094 0.4660137 0.3896779
#> 74 0.3187572 0.4401984 0.3554166 0.3955469 0.4177238 0.4458449 0.2752077
#> 75 0.2661448 0.2676979 0.4571598 0.3015486 0.3921121 0.4142292 0.3591985
#> 76 0.2480493 0.4043437 0.4033742 0.2855573 0.2323495 0.3668363 0.5006953
#> 77 0.3303710 0.3329345 0.4182735 0.4734066 0.5206132 0.5637498 0.3237980
#> 78 0.3675526 0.3059272 0.4648130 0.3878636 0.4673352 0.5680791 0.3469058
#> 79 0.3952648 0.3619741 0.3400159 0.4130831 0.4681888 0.6674672 0.3785301
#> 80 0.4318998 0.3694402 0.5289159 0.3726206 0.5596867 0.3760339 0.2553003
#> [,36] [,37] [,38] [,39] [,40] [,41] [,42]
#> 1 0.3875611 0.3524129 0.3449951 0.3555155 0.4192792 0.2815498 0.4510953
#> 2 0.3562464 0.2878419 0.2888551 0.3603382 0.3780224 0.4423468 0.2592446
#> 3 0.4594711 0.4390567 0.3521951 0.3127340 0.5038233 0.3558365 0.4232094
#> 4 0.3727591 0.3502814 0.3275759 0.2722338 0.3642561 0.5309582 0.3657565
#> 5 0.4196807 0.5268207 0.3020120 0.3300193 0.4765886 0.3057704 0.4809301
#> 6 0.3418204 0.3917747 0.4888086 0.5337044 0.3887135 0.4073427 0.3255426
#> 7 0.3515084 0.3890034 0.3471357 0.4638472 0.3484689 0.4137502 0.3562972
#> 8 0.4244685 0.3935545 0.3009804 0.2279164 0.3946945 0.3427240 0.5753349
#> 9 0.3539823 0.3875721 0.3819836 0.4343293 0.4868247 0.4436283 0.3542246
#> 10 0.3945509 0.2951197 0.2784459 0.3395236 0.2786304 0.2941363 0.3483130
#> 11 0.3625896 0.3939914 0.4432623 0.3646567 0.2672437 0.2895876 0.4330678
#> 12 0.5065317 0.3980599 0.5717208 0.4589554 0.3777425 0.3899462 0.3180755
#> 13 0.3973303 0.2926380 0.3773786 0.2815150 0.3347834 0.3128631 0.4509432
#> 14 0.4075898 0.4762670 0.4314454 0.5136880 0.4648410 0.3811487 0.2391847
#> 15 0.4123824 0.3293099 0.3853777 0.2712378 0.4179810 0.4024770 0.5351272
#> 16 0.3135801 0.4317323 0.3397553 0.4176715 0.5419983 0.3365364 0.3981605
#> 17 0.4529663 0.3556005 0.5016188 0.5086479 0.3187961 0.3656307 0.2794673
#> 18 0.3921071 0.3997865 0.5068585 0.4908403 0.3747967 0.4354010 0.4228340
#> 19 0.4951599 0.4491254 0.3829575 0.2833965 0.3618449 0.3900779 0.3644686
#> 20 0.3355607 0.4683628 0.4015152 0.4743506 0.3887071 0.3828800 0.2705282
#> 21 0.3101406 0.3594310 0.3825840 0.5041282 0.4335897 0.4265640 0.3343208
#> 22 0.4311493 0.3721494 0.3964929 0.3958658 0.5631784 0.3824301 0.3529332
#> 23 0.5447307 0.2928226 0.3589576 0.3865487 0.3898394 0.4194972 0.4769973
#> 24 0.3652166 0.6345983 0.4490241 0.3922075 0.4205089 0.3302595 0.3187016
#> 25 0.4518812 0.3840646 0.4410086 0.5220878 0.4708358 0.3801972 0.3322243
#> 26 0.4813537 0.3394202 0.4813029 0.4858714 0.2801125 0.3671692 0.2795562
#> 27 0.4413625 0.3635662 0.4666667 0.3253360 0.3008926 0.3673262 0.4270526
#> 28 0.4386874 0.3613083 0.4217584 0.2683904 0.4044577 0.4067095 0.5200798
#> 29 0.3920735 0.3830666 0.5732925 0.5854400 0.3632726 0.4434288 0.2431487
#> 30 0.3946916 0.3848396 0.4457013 0.6066361 0.3019540 0.3890214 0.3276639
#> 31 0.4991161 0.4581893 0.4391084 0.3981967 0.4953822 0.4008123 0.3664774
#> 32 0.4183018 0.2489881 0.2953382 0.3673146 0.3872992 0.3888999 0.3266540
#> 33 0.3973512 0.2797461 0.4137319 0.4481245 0.4768816 0.4203959 0.2805756
#> 34 0.6062584 0.3439290 0.4096726 0.3381532 0.3081830 0.2925143 0.3296424
#> 35 0.3573229 0.2987946 0.3309310 0.2420272 0.3382041 0.2361839 0.4260018
#> 36 1.0000000 0.3233786 0.3552026 0.3444121 0.3448045 0.3194576 0.3909217
#> 37 0.3233786 1.0000000 0.5208233 0.3956104 0.4906746 0.3708859 0.3221354
#> 38 0.3552026 0.5208233 1.0000000 0.5052973 0.3932412 0.4617693 0.3190157
#> 39 0.3444121 0.3956104 0.5052973 1.0000000 0.3895209 0.3839845 0.2647615
#> 40 0.3448045 0.4906746 0.3932412 0.3895209 1.0000000 0.4583864 0.3862133
#> 41 0.3194576 0.3708859 0.4617693 0.3839845 0.4583864 1.0000000 0.3127117
#> 42 0.3909217 0.3221354 0.3190157 0.2647615 0.3862133 0.3127117 1.0000000
#> 43 0.4103443 0.3666191 0.4839875 0.3976860 0.4041273 0.4705223 0.3104776
#> 44 0.3519213 0.3761792 0.4336525 0.5179320 0.5389494 0.5128667 0.2626146
#> 45 0.3504765 0.3776731 0.4609272 0.5489505 0.3012617 0.4422612 0.2758125
#> 46 0.4186145 0.4841061 0.4032843 0.4009751 0.4331468 0.3383456 0.4348930
#> 47 0.3912715 0.3911081 0.3720432 0.4738829 0.3252200 0.3966474 0.3416996
#> 48 0.3010785 0.3679370 0.3619555 0.3308297 0.2920333 0.4549997 0.3885077
#> 49 0.3646688 0.4309868 0.4197297 0.4830508 0.4125124 0.2910356 0.4738182
#> 50 0.5924128 0.2328285 0.2683945 0.3374125 0.2671439 0.2939156 0.4598303
#> 51 0.4667912 0.3049226 0.3307565 0.2692659 0.3130512 0.4518783 0.3935424
#> 52 0.3451660 0.3625806 0.2829948 0.3178893 0.4859592 0.3079797 0.4369669
#> 53 0.3841529 0.3752560 0.4666521 0.4176576 0.5438892 0.4678873 0.4497693
#> 54 0.4203917 0.4358634 0.3752473 0.4168875 0.3231290 0.4628677 0.3536900
#> 55 0.3901630 0.4545929 0.3433145 0.4063105 0.4470641 0.4399148 0.3725567
#> 56 0.3598018 0.3190105 0.3928130 0.3532514 0.3430060 0.3901978 0.4235514
#> 57 0.4594427 0.3316783 0.4102831 0.4066856 0.3572143 0.3345844 0.3663853
#> 58 0.3830565 0.3796502 0.3766201 0.6074248 0.3257536 0.3752383 0.2731779
#> 59 0.3729963 0.4887252 0.4699447 0.4211462 0.3233372 0.4791729 0.3312944
#> 60 0.5231675 0.3592390 0.4594858 0.4034755 0.3399556 0.3593433 0.4232494
#> 61 0.4738768 0.4497342 0.4059087 0.2788412 0.2927946 0.3670937 0.4140115
#> 62 0.5711308 0.3239921 0.3466063 0.3136391 0.3685141 0.3907410 0.4815619
#> 63 0.3523284 0.4195212 0.2808305 0.2377022 0.4959768 0.3333808 0.4394388
#> 64 0.4540149 0.3281291 0.2841522 0.3117973 0.4012384 0.3670497 0.3337551
#> 65 0.4410476 0.3297461 0.3379032 0.3373956 0.3317247 0.4000309 0.4755486
#> 66 0.7270944 0.3219635 0.3266632 0.3195950 0.3525591 0.3157568 0.3550967
#> 67 0.4434584 0.3585392 0.4286852 0.3163760 0.3465840 0.3801271 0.3812121
#> 68 0.3847659 0.4373901 0.2947394 0.4156701 0.4212713 0.2884501 0.3932972
#> 69 0.5337386 0.4613397 0.2522018 0.2990454 0.3589924 0.3372036 0.4037677
#> 70 0.3809369 0.4147947 0.3926630 0.3564239 0.4615822 0.4192451 0.4187113
#> 71 0.4145312 0.3978791 0.3880092 0.3469702 0.4720662 0.4706604 0.3363251
#> 72 0.4969366 0.4568675 0.4572615 0.3763945 0.4113613 0.3935901 0.3315717
#> 73 0.4672361 0.3184011 0.3647944 0.3187102 0.2672393 0.2819667 0.4039668
#> 74 0.4738443 0.4026549 0.3692092 0.3060190 0.3449017 0.3901242 0.2869030
#> 75 0.3577733 0.4355817 0.3241172 0.2824240 0.5079083 0.3866550 0.4360732
#> 76 0.4069163 0.5109581 0.3505674 0.3543341 0.3739973 0.2456830 0.4471767
#> 77 0.5496873 0.2838550 0.3315956 0.2915287 0.3890960 0.3778900 0.3361647
#> 78 0.6052296 0.4243726 0.4039761 0.3225917 0.5161685 0.3136057 0.2744018
#> 79 0.5078726 0.3981969 0.3887400 0.3444625 0.3418446 0.3536037 0.2626727
#> 80 0.3830533 0.3484607 0.4191358 0.6147340 0.5236913 0.4591433 0.2747537
#> [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#> 1 0.3602156 0.3808584 0.3207796 0.3253449 0.4745002 0.2810879 0.4461741
#> 2 0.3556404 0.4539607 0.3554447 0.2272536 0.4467441 0.4172720 0.3201743
#> 3 0.3670677 0.4179040 0.3516660 0.3782481 0.5115475 0.3327555 0.3582628
#> 4 0.4116267 0.3305715 0.3440197 0.3596215 0.4128103 0.5213368 0.3097682
#> 5 0.3981790 0.3145951 0.2591503 0.6156318 0.4802084 0.3623508 0.5931672
#> 6 0.3579573 0.4693287 0.4183543 0.5544440 0.3622888 0.4369877 0.4837429
#> 7 0.3956922 0.3314976 0.4358437 0.3757953 0.4101561 0.3359449 0.3264412
#> 8 0.3028381 0.2649406 0.3494539 0.5180114 0.3659088 0.4035117 0.3667853
#> 9 0.2841219 0.4824349 0.5917044 0.2387856 0.4873934 0.4170986 0.3829133
#> 10 0.4072888 0.3884581 0.2469952 0.3102684 0.4315248 0.3568226 0.3844487
#> 11 0.3515803 0.2515270 0.4153194 0.4436282 0.3603622 0.3629893 0.4890621
#> 12 0.5413620 0.3475775 0.4264449 0.5065352 0.3496148 0.3017831 0.3960738
#> 13 0.3839942 0.3080155 0.3536556 0.3311980 0.3491947 0.3721372 0.5108743
#> 14 0.4279313 0.3827321 0.4357369 0.4438829 0.3681543 0.2561898 0.3605923
#> 15 0.3691589 0.3265115 0.4066135 0.2413890 0.4006856 0.3626377 0.3384503
#> 16 0.3597163 0.3607434 0.2989289 0.4590993 0.3914798 0.3151095 0.5486639
#> 17 0.4509572 0.3643931 0.5699486 0.3453416 0.3653501 0.3290757 0.4100553
#> 18 0.3835179 0.3842392 0.4998571 0.4301598 0.4891725 0.3934104 0.4306027
#> 19 0.3529889 0.2721614 0.4721142 0.2734226 0.3707823 0.3666441 0.3130260
#> 20 0.4368178 0.3676115 0.6451124 0.3359234 0.4228116 0.3126405 0.2752362
#> 21 0.5197293 0.4557594 0.2910946 0.4024723 0.5344191 0.3036681 0.4073222
#> 22 0.4964486 0.4485873 0.3429173 0.4297548 0.3348354 0.3211920 0.4350407
#> 23 0.3958276 0.4299490 0.3591644 0.3702484 0.4115293 0.3110925 0.4432035
#> 24 0.3333977 0.3586984 0.3270441 0.4140188 0.4532681 0.3113033 0.3319706
#> 25 0.4391468 0.3955518 0.4398637 0.4949275 0.3802982 0.2786461 0.3377906
#> 26 0.5063309 0.4529709 0.5204727 0.3837547 0.3726169 0.3453182 0.3147397
#> 27 0.3404213 0.3540186 0.3445745 0.3978412 0.3061335 0.3948825 0.5458031
#> 28 0.3084023 0.3916917 0.3129636 0.3602812 0.3703050 0.3240638 0.3352853
#> 29 0.4067105 0.5212199 0.5749695 0.2547919 0.3586204 0.3141443 0.3357616
#> 30 0.5253592 0.3357060 0.3937024 0.4151048 0.3990118 0.4059222 0.3392740
#> 31 0.4159342 0.5248899 0.3019549 0.3478803 0.3778730 0.3411581 0.4397611
#> 32 0.6177111 0.3526292 0.2240207 0.3582142 0.3279673 0.3145575 0.2719271
#> 33 0.4736361 0.5427427 0.4290126 0.2638564 0.3506684 0.3132109 0.3421939
#> 34 0.3344553 0.2539108 0.4829825 0.3164560 0.3422049 0.3046172 0.2972090
#> 35 0.3025983 0.3458505 0.2106986 0.4037057 0.3277444 0.2545750 0.4718206
#> 36 0.4103443 0.3519213 0.3504765 0.4186145 0.3912715 0.3010785 0.3646688
#> 37 0.3666191 0.3761792 0.3776731 0.4841061 0.3911081 0.3679370 0.4309868
#> 38 0.4839875 0.4336525 0.4609272 0.4032843 0.3720432 0.3619555 0.4197297
#> 39 0.3976860 0.5179320 0.5489505 0.4009751 0.4738829 0.3308297 0.4830508
#> 40 0.4041273 0.5389494 0.3012617 0.4331468 0.3252200 0.2920333 0.4125124
#> 41 0.4705223 0.5128667 0.4422612 0.3383456 0.3966474 0.4549997 0.2910356
#> 42 0.3104776 0.2626146 0.2758125 0.4348930 0.3416996 0.3885077 0.4738182
#> 43 1.0000000 0.3809681 0.3393098 0.3972555 0.3527438 0.3177350 0.3163828
#> 44 0.3809681 1.0000000 0.4102905 0.3453080 0.4201538 0.3602957 0.3862749
#> 45 0.3393098 0.4102905 1.0000000 0.2868212 0.4771896 0.4390908 0.3129422
#> 46 0.3972555 0.3453080 0.2868212 1.0000000 0.3932609 0.3631609 0.5915905
#> 47 0.3527438 0.4201538 0.4771896 0.3932609 1.0000000 0.4123172 0.3802432
#> 48 0.3177350 0.3602957 0.4390908 0.3631609 0.4123172 1.0000000 0.3649010
#> 49 0.3163828 0.3862749 0.3129422 0.5915905 0.3802432 0.3649010 1.0000000
#> 50 0.3050795 0.2623279 0.3696258 0.3718061 0.4407923 0.3561060 0.4181959
#> 51 0.4538069 0.2907696 0.3800386 0.3092211 0.3693056 0.4493630 0.3301413
#> 52 0.2688636 0.4692214 0.3039196 0.3121917 0.4265077 0.4186070 0.4537963
#> 53 0.2805008 0.5337889 0.4733698 0.2705336 0.4085707 0.4205738 0.4377182
#> 54 0.5315564 0.4196261 0.3697174 0.4449664 0.4241040 0.4395836 0.4025456
#> 55 0.3104951 0.4470680 0.3781567 0.4263160 0.4761376 0.3972445 0.4654508
#> 56 0.4680181 0.3474361 0.3415056 0.3522920 0.4165144 0.3040294 0.3530128
#> 57 0.4896566 0.2993102 0.3564495 0.3028583 0.3981472 0.2620505 0.3055973
#> 58 0.4049362 0.3949972 0.4848868 0.3708496 0.3970233 0.3932205 0.4093585
#> 59 0.5149694 0.3809433 0.3937154 0.5367287 0.4033799 0.3395212 0.3343654
#> 60 0.4631070 0.2626817 0.3385192 0.4749411 0.3336511 0.2666233 0.3908685
#> 61 0.3339951 0.2497870 0.3877269 0.3640518 0.3955176 0.3142635 0.3076170
#> 62 0.4069205 0.3444148 0.3265629 0.3285860 0.3914373 0.3865205 0.4775217
#> 63 0.2324528 0.3112349 0.2857031 0.3510575 0.3216422 0.3364779 0.3783407
#> 64 0.3206781 0.4642377 0.3279664 0.3728805 0.5105593 0.4527423 0.4556522
#> 65 0.2599197 0.3431217 0.4662550 0.3080950 0.4477979 0.5060201 0.4264667
#> 66 0.3947092 0.3540184 0.3963172 0.3690365 0.4108932 0.2821590 0.3013531
#> 67 0.4675179 0.2575093 0.3948975 0.3992692 0.4388705 0.3090257 0.2942615
#> 68 0.3681427 0.2604925 0.4311889 0.3586080 0.5236521 0.3140521 0.3708585
#> 69 0.3854281 0.2706995 0.3705479 0.3599836 0.4887328 0.3502336 0.3776462
#> 70 0.3304362 0.3606074 0.4477689 0.3924603 0.2911473 0.4310349 0.2788931
#> 71 0.5211076 0.4102353 0.2670153 0.4898485 0.3306021 0.4033549 0.4137337
#> 72 0.3043881 0.3164278 0.5361744 0.3818714 0.4251250 0.2790038 0.2973286
#> 73 0.3634702 0.3282086 0.4058690 0.3170868 0.3245629 0.4265412 0.4839836
#> 74 0.4960611 0.3385126 0.3978398 0.4147455 0.4357872 0.4678492 0.2968012
#> 75 0.3058045 0.3177102 0.3607676 0.3915868 0.3657192 0.4566278 0.4292827
#> 76 0.3506307 0.2748338 0.2790272 0.7249239 0.4196921 0.3534620 0.6219109
#> 77 0.4416275 0.3299106 0.3585406 0.3088139 0.3172508 0.3700696 0.2823979
#> 78 0.4010088 0.3587628 0.3285939 0.4104053 0.3827932 0.2803453 0.3102061
#> 79 0.4456203 0.3142180 0.4696606 0.3453300 0.3833601 0.3018345 0.2698301
#> 80 0.4053997 0.5722372 0.4479506 0.3692748 0.4352692 0.3549733 0.3727922
#> [,50] [,51] [,52] [,53] [,54] [,55] [,56]
#> 1 0.4179084 0.4263699 0.3321994 0.4983839 0.2909556 0.3574366 0.5451231
#> 2 0.3833299 0.4492172 0.5348051 0.4214911 0.4851607 0.5308027 0.3464797
#> 3 0.3508798 0.3739518 0.5050295 0.4166407 0.4219528 0.5229749 0.3906028
#> 4 0.4595840 0.5816944 0.3265548 0.3316501 0.4903775 0.4659760 0.5005469
#> 5 0.3772588 0.3766413 0.4171080 0.3301087 0.4438130 0.4682454 0.3509862
#> 6 0.2824010 0.3097847 0.3373063 0.3640913 0.4349551 0.3427192 0.2887653
#> 7 0.4210944 0.3518802 0.2307063 0.3254687 0.3415671 0.3240178 0.4415647
#> 8 0.3826566 0.3471237 0.4090630 0.3291497 0.4080230 0.3912451 0.2957848
#> 9 0.3666565 0.4699132 0.5081215 0.7350095 0.2923836 0.4387826 0.4021073
#> 10 0.4520954 0.4380440 0.3837486 0.3287417 0.6023865 0.4454089 0.4200611
#> 11 0.4024638 0.3396238 0.2485245 0.2908886 0.3247347 0.2321625 0.2970953
#> 12 0.3893419 0.3769339 0.2128119 0.3132099 0.3831257 0.2669597 0.3940814
#> 13 0.4140493 0.4902964 0.5056753 0.4562183 0.3424920 0.3259901 0.3096304
#> 14 0.2889115 0.2704876 0.3201439 0.3011783 0.4294969 0.4407398 0.2945313
#> 15 0.4298892 0.5682282 0.4502282 0.6270408 0.2980592 0.3397288 0.4810300
#> 16 0.2892793 0.3069123 0.5155813 0.3911533 0.3825071 0.4892261 0.3637266
#> 17 0.3605533 0.4005542 0.3447022 0.3869796 0.3861026 0.3222733 0.3458773
#> 18 0.3967259 0.4359164 0.3400468 0.4810269 0.4077164 0.4597925 0.5178721
#> 19 0.3969380 0.5769380 0.3355979 0.4927605 0.3425397 0.3868561 0.3717929
#> 20 0.3039626 0.3375063 0.2636556 0.3438382 0.3505266 0.3252287 0.4444003
#> 21 0.3696375 0.3498224 0.4187646 0.3468865 0.5028700 0.5758944 0.5495858
#> 22 0.2736675 0.2878527 0.4488478 0.4109380 0.3285495 0.3148991 0.2591859
#> 23 0.4775328 0.3658572 0.5213166 0.4481835 0.4736382 0.5333140 0.4394971
#> 24 0.2634514 0.2480615 0.3494046 0.3053320 0.3907669 0.4351445 0.3601698
#> 25 0.3075627 0.3072740 0.2909569 0.3746935 0.3242603 0.3018377 0.3376163
#> 26 0.3553995 0.3435019 0.2267388 0.2992977 0.4786337 0.2887218 0.3734744
#> 27 0.3653961 0.3809929 0.4257373 0.4521145 0.3930262 0.3422911 0.2697583
#> 28 0.2726515 0.3120551 0.4259526 0.4992483 0.2928360 0.3411283 0.3278028
#> 29 0.2741783 0.3622914 0.3294169 0.5167217 0.4352179 0.3859528 0.3586856
#> 30 0.3717791 0.3425990 0.2492846 0.2929612 0.4966017 0.3535372 0.3384785
#> 31 0.3003907 0.3087579 0.5279696 0.4784538 0.4034764 0.4932910 0.3376715
#> 32 0.3643718 0.3640960 0.3050973 0.2555712 0.4470554 0.3028262 0.3964067
#> 33 0.3808742 0.5341249 0.4579771 0.5375053 0.4047276 0.4308592 0.4945474
#> 34 0.4821468 0.4274334 0.2992211 0.3931846 0.3756458 0.4031029 0.3465561
#> 35 0.3370624 0.3373258 0.3726451 0.3477724 0.3533006 0.3448536 0.4123393
#> 36 0.5924128 0.4667912 0.3451660 0.3841529 0.4203917 0.3901630 0.3598018
#> 37 0.2328285 0.3049226 0.3625806 0.3752560 0.4358634 0.4545929 0.3190105
#> 38 0.2683945 0.3307565 0.2829948 0.4666521 0.3752473 0.3433145 0.3928130
#> 39 0.3374125 0.2692659 0.3178893 0.4176576 0.4168875 0.4063105 0.3532514
#> 40 0.2671439 0.3130512 0.4859592 0.5438892 0.3231290 0.4470641 0.3430060
#> 41 0.2939156 0.4518783 0.3079797 0.4678873 0.4628677 0.4399148 0.3901978
#> 42 0.4598303 0.3935424 0.4369669 0.4497693 0.3536900 0.3725567 0.4235514
#> 43 0.3050795 0.4538069 0.2688636 0.2805008 0.5315564 0.3104951 0.4680181
#> 44 0.2623279 0.2907696 0.4692214 0.5337889 0.4196261 0.4470680 0.3474361
#> 45 0.3696258 0.3800386 0.3039196 0.4733698 0.3697174 0.3781567 0.3415056
#> 46 0.3718061 0.3092211 0.3121917 0.2705336 0.4449664 0.4263160 0.3522920
#> 47 0.4407923 0.3693056 0.4265077 0.4085707 0.4241040 0.4761376 0.4165144
#> 48 0.3561060 0.4493630 0.4186070 0.4205738 0.4395836 0.3972445 0.3040294
#> 49 0.4181959 0.3301413 0.4537963 0.4377182 0.4025456 0.4654508 0.3530128
#> 50 1.0000000 0.5815367 0.3133078 0.3817028 0.4061824 0.4548559 0.4598655
#> 51 0.5815367 1.0000000 0.3030805 0.4262528 0.4351028 0.3837183 0.5729760
#> 52 0.3133078 0.3030805 1.0000000 0.5169981 0.3886012 0.5468314 0.3004859
#> 53 0.3817028 0.4262528 0.5169981 1.0000000 0.3086948 0.4696593 0.3996615
#> 54 0.4061824 0.4351028 0.3886012 0.3086948 1.0000000 0.6037919 0.3884709
#> 55 0.4548559 0.3837183 0.5468314 0.4696593 0.6037919 1.0000000 0.4159502
#> 56 0.4598655 0.5729760 0.3004859 0.3996615 0.3884709 0.4159502 1.0000000
#> 57 0.4438696 0.5487710 0.3154883 0.3808778 0.3690068 0.3957365 0.6449212
#> 58 0.4774490 0.4095270 0.3510652 0.3449053 0.6714823 0.5392507 0.3618685
#> 59 0.3303296 0.3473857 0.1750441 0.2883552 0.4558492 0.3228100 0.4114449
#> 60 0.4842816 0.4376229 0.2532192 0.3256070 0.4058335 0.3772445 0.4286526
#> 61 0.4460227 0.4115112 0.3130251 0.3419069 0.4471311 0.3855085 0.3706006
#> 62 0.5795937 0.5530962 0.5245320 0.4952099 0.4668666 0.4413301 0.4301013
#> 63 0.3074856 0.2945744 0.4749360 0.4315221 0.2920544 0.4246350 0.3248687
#> 64 0.3768455 0.4001931 0.6282759 0.4282044 0.3820739 0.4884868 0.3261778
#> 65 0.5790242 0.5238607 0.5166362 0.5126932 0.4991406 0.6291554 0.4225191
#> 66 0.4762136 0.4027279 0.3535399 0.3353154 0.4297216 0.3995759 0.3980865
#> 67 0.3749837 0.4286959 0.2902128 0.3288325 0.3207937 0.3298342 0.4714529
#> 68 0.4023189 0.3781537 0.3838335 0.3870612 0.3128888 0.3946637 0.4312424
#> 69 0.4958011 0.5274782 0.3985076 0.3618813 0.4878882 0.4997153 0.4083516
#> 70 0.3467664 0.4124860 0.3653215 0.4450185 0.3576661 0.3728299 0.3732097
#> 71 0.4099918 0.4688438 0.2823635 0.3461964 0.4213152 0.3606182 0.3790539
#> 72 0.3678852 0.3549379 0.2700563 0.4866346 0.3376933 0.4388215 0.2877060
#> 73 0.4661922 0.4551855 0.5272788 0.3765320 0.4710922 0.4092257 0.3663437
#> 74 0.4426251 0.5970054 0.3423562 0.3167210 0.4998398 0.4431863 0.4222160
#> 75 0.3405549 0.4201670 0.5653566 0.5146545 0.3465108 0.4881094 0.3253166
#> 76 0.3961409 0.3300901 0.3559434 0.2844206 0.3935382 0.4148200 0.3399383
#> 77 0.4633416 0.5045334 0.3863457 0.3757950 0.3912774 0.3630270 0.3739773
#> 78 0.3761434 0.4127790 0.3887263 0.4133203 0.3260924 0.4447584 0.3712029
#> 79 0.3899756 0.4576212 0.3115103 0.3119010 0.4211997 0.3551963 0.4321214
#> 80 0.3226412 0.3342329 0.4242270 0.5088311 0.3477025 0.4524781 0.4017589
#> [,57] [,58] [,59] [,60] [,61] [,62] [,63]
#> 1 0.5236983 0.2851635 0.3926391 0.3172413 0.2601246 0.3770092 0.2930670
#> 2 0.4008847 0.4888772 0.2445983 0.2739778 0.3165259 0.4644830 0.2796306
#> 3 0.3689175 0.3114598 0.3334692 0.3883665 0.4355169 0.4288892 0.4771441
#> 4 0.3912462 0.3984674 0.3738100 0.3816714 0.4209753 0.4558487 0.3875095
#> 5 0.3689471 0.3375378 0.4028736 0.3910344 0.3599202 0.3974427 0.4221534
#> 6 0.3024219 0.4896078 0.4092148 0.4701540 0.3273602 0.3212565 0.3104756
#> 7 0.3815268 0.4207718 0.5993774 0.4839653 0.4759088 0.3162861 0.3568733
#> 8 0.2810608 0.3106858 0.4107513 0.3619020 0.4801448 0.3596621 0.5542903
#> 9 0.4218168 0.3520926 0.2619776 0.2981440 0.3497916 0.4539276 0.3914698
#> 10 0.3662164 0.4800083 0.3639677 0.3216681 0.3158537 0.4539815 0.2134028
#> 11 0.2843994 0.3408282 0.4648461 0.3919379 0.4199904 0.3308473 0.3620454
#> 12 0.3710862 0.4165079 0.5421266 0.6284539 0.4344573 0.4285773 0.3238078
#> 13 0.3256557 0.3553260 0.2431629 0.4104562 0.3596005 0.6482990 0.3433921
#> 14 0.4097351 0.5598319 0.4457107 0.5259926 0.4068113 0.3460204 0.3036986
#> 15 0.4179093 0.2810079 0.2829493 0.3871706 0.3675884 0.5470182 0.4486381
#> 16 0.4202680 0.3493803 0.2832934 0.2765893 0.2531537 0.3229276 0.3923567
#> 17 0.4375739 0.4511283 0.3008396 0.4161515 0.4198259 0.4513617 0.2384004
#> 18 0.5438801 0.3727499 0.4029497 0.3810758 0.3119419 0.3612947 0.2591441
#> 19 0.4715618 0.3641656 0.2914679 0.5005459 0.5862563 0.5128018 0.3868737
#> 20 0.4620822 0.4676501 0.5148457 0.3964416 0.4440517 0.2812523 0.3283018
#> 21 0.4779654 0.4304513 0.4155951 0.3684335 0.2856666 0.3682209 0.2682601
#> 22 0.2991216 0.3003959 0.3581712 0.3488183 0.2670916 0.4508007 0.3417148
#> 23 0.3783970 0.3844909 0.2802105 0.4807722 0.4902877 0.6154714 0.3679835
#> 24 0.4128673 0.3838594 0.4728057 0.3547716 0.4475515 0.2819466 0.4269099
#> 25 0.3880733 0.3922635 0.4647550 0.5917865 0.3682647 0.3446964 0.2991418
#> 26 0.3533463 0.4334755 0.5382432 0.4258587 0.4282754 0.3286747 0.2267340
#> 27 0.2326520 0.3175174 0.3113821 0.4072324 0.4317967 0.6154632 0.3641321
#> 28 0.2812598 0.1954314 0.3431741 0.3364182 0.4321997 0.3794899 0.4879946
#> 29 0.4118036 0.4654456 0.3189056 0.3765124 0.3552909 0.3285545 0.2749773
#> 30 0.3898117 0.4853725 0.5005208 0.4601238 0.3939105 0.3300888 0.2010283
#> 31 0.3529993 0.3602267 0.3598769 0.4012212 0.3244147 0.4925310 0.4818095
#> 32 0.4566998 0.4138702 0.3717720 0.4139034 0.2927016 0.4070621 0.2329303
#> 33 0.5733867 0.5129482 0.2476773 0.3735864 0.2856437 0.4674619 0.2732457
#> 34 0.5342607 0.4940995 0.3155693 0.4839122 0.5215839 0.4477748 0.3503644
#> 35 0.3581219 0.3155713 0.2893185 0.3413797 0.3432033 0.3528169 0.4533088
#> 36 0.4594427 0.3830565 0.3729963 0.5231675 0.4738768 0.5711308 0.3523284
#> 37 0.3316783 0.3796502 0.4887252 0.3592390 0.4497342 0.3239921 0.4195212
#> 38 0.4102831 0.3766201 0.4699447 0.4594858 0.4059087 0.3466063 0.2808305
#> 39 0.4066856 0.6074248 0.4211462 0.4034755 0.2788412 0.3136391 0.2377022
#> 40 0.3572143 0.3257536 0.3233372 0.3399556 0.2927946 0.3685141 0.4959768
#> 41 0.3345844 0.3752383 0.4791729 0.3593433 0.3670937 0.3907410 0.3333808
#> 42 0.3663853 0.2731779 0.3312944 0.4232494 0.4140115 0.4815619 0.4394388
#> 43 0.4896566 0.4049362 0.5149694 0.4631070 0.3339951 0.4069205 0.2324528
#> 44 0.2993102 0.3949972 0.3809433 0.2626817 0.2497870 0.3444148 0.3112349
#> 45 0.3564495 0.4848868 0.3937154 0.3385192 0.3877269 0.3265629 0.2857031
#> 46 0.3028583 0.3708496 0.5367287 0.4749411 0.3640518 0.3285860 0.3510575
#> 47 0.3981472 0.3970233 0.4033799 0.3336511 0.3955176 0.3914373 0.3216422
#> 48 0.2620505 0.3932205 0.3395212 0.2666233 0.3142635 0.3865205 0.3364779
#> 49 0.3055973 0.4093585 0.3343654 0.3908685 0.3076170 0.4775217 0.3783407
#> 50 0.4438696 0.4774490 0.3303296 0.4842816 0.4460227 0.5795937 0.3074856
#> 51 0.5487710 0.4095270 0.3473857 0.4376229 0.4115112 0.5530962 0.2945744
#> 52 0.3154883 0.3510652 0.1750441 0.2532192 0.3130251 0.5245320 0.4749360
#> 53 0.3808778 0.3449053 0.2883552 0.3256070 0.3419069 0.4952099 0.4315221
#> 54 0.3690068 0.6714823 0.4558492 0.4058335 0.4471311 0.4668666 0.2920544
#> 55 0.3957365 0.5392507 0.3228100 0.3772445 0.3855085 0.4413301 0.4246350
#> 56 0.6449212 0.3618685 0.4114449 0.4286526 0.3706006 0.4301013 0.3248687
#> 57 1.0000000 0.4609395 0.3215767 0.4947716 0.3870519 0.4099142 0.2529491
#> 58 0.4609395 1.0000000 0.3886361 0.4972880 0.3969324 0.4171955 0.2850620
#> 59 0.3215767 0.3886361 1.0000000 0.4448440 0.3878787 0.2751648 0.2686189
#> 60 0.4947716 0.4972880 0.4448440 1.0000000 0.5560368 0.4799354 0.3445287
#> 61 0.3870519 0.3969324 0.3878787 0.5560368 1.0000000 0.4693626 0.3966521
#> 62 0.4099142 0.4171955 0.2751648 0.4799354 0.4693626 1.0000000 0.3693966
#> 63 0.2529491 0.2850620 0.2686189 0.3445287 0.3966521 0.3693966 1.0000000
#> 64 0.3426379 0.3150108 0.2543669 0.2502671 0.2837325 0.5248921 0.3615897
#> 65 0.4041522 0.4517792 0.2715409 0.3206465 0.4552315 0.5225398 0.3984147
#> 66 0.4153044 0.3847968 0.3733944 0.4816700 0.4909764 0.5081097 0.3680569
#> 67 0.4901806 0.2824947 0.3981303 0.5195994 0.4914253 0.4179057 0.3034174
#> 68 0.4525300 0.3784252 0.3680513 0.3931166 0.3956574 0.3557558 0.4758111
#> 69 0.4722471 0.4382423 0.3839883 0.4077589 0.5526773 0.4958863 0.4111283
#> 70 0.4297109 0.4333020 0.3859033 0.4537244 0.3971836 0.3716650 0.3752170
#> 71 0.2980933 0.3593991 0.5088901 0.4091913 0.3178161 0.4065593 0.3552384
#> 72 0.3654536 0.3706124 0.4320358 0.4376754 0.4739184 0.3013591 0.4198484
#> 73 0.3498677 0.4721669 0.2591139 0.4118746 0.4412904 0.6784365 0.3338326
#> 74 0.4412662 0.4495838 0.4082628 0.4394163 0.4370376 0.4773134 0.2821497
#> 75 0.3753364 0.3796514 0.3066913 0.3650894 0.3569816 0.4742859 0.5258635
#> 76 0.3232521 0.3601333 0.4275566 0.4169844 0.3817096 0.3463630 0.4383209
#> 77 0.4315354 0.4774480 0.2912596 0.5962388 0.4870977 0.6111460 0.3593784
#> 78 0.5191689 0.3578937 0.3174690 0.4445644 0.3673972 0.4206214 0.3973248
#> 79 0.5452406 0.5556828 0.3686427 0.5206532 0.5811854 0.4284530 0.3554062
#> 80 0.4634276 0.4655565 0.3543123 0.3755697 0.2269523 0.3819367 0.3140516
#> [,64] [,65] [,66] [,67] [,68] [,69] [,70]
#> 1 0.4399885 0.4157502 0.3745268 0.3906797 0.4676067 0.4716860 0.3336235
#> 2 0.5277456 0.5279959 0.3776840 0.3372143 0.3143965 0.4492572 0.3105280
#> 3 0.4965012 0.4835857 0.6044932 0.4959240 0.4220109 0.5335802 0.3452920
#> 4 0.3885198 0.5133779 0.4037255 0.4427584 0.3357087 0.4326373 0.4034848
#> 5 0.5485699 0.3740127 0.3663013 0.3583433 0.4782957 0.5810757 0.3228411
#> 6 0.3676873 0.3334790 0.3288479 0.2903240 0.2911861 0.2651302 0.4679320
#> 7 0.2495734 0.3618076 0.3751821 0.4039914 0.5131614 0.4877450 0.4203742
#> 8 0.3789086 0.4964349 0.4511285 0.4014310 0.4266879 0.4860302 0.4740481
#> 9 0.4610078 0.5668697 0.4184713 0.3761922 0.5169125 0.4503085 0.4049536
#> 10 0.3466384 0.4110890 0.4228134 0.2754874 0.3137060 0.4404569 0.2233141
#> 11 0.2543195 0.3623717 0.3575802 0.3106769 0.3990153 0.3706494 0.3166574
#> 12 0.3074176 0.2713568 0.4533700 0.5443103 0.3477584 0.3293067 0.4180653
#> 13 0.4708540 0.3794318 0.3414952 0.3632790 0.3265060 0.3689959 0.2988507
#> 14 0.3814626 0.3359059 0.4638355 0.4626922 0.4107696 0.4309872 0.4736283
#> 15 0.3796129 0.4710307 0.3911202 0.4170381 0.4936656 0.4231712 0.4097875
#> 16 0.5230131 0.4218790 0.2872085 0.3429452 0.5096411 0.3960782 0.3347837
#> 17 0.4147951 0.3786765 0.3377377 0.4541069 0.3787828 0.3613666 0.3958496
#> 18 0.4458514 0.5183924 0.3267456 0.5213619 0.4349950 0.3718214 0.4997705
#> 19 0.3296687 0.4313983 0.4909668 0.4070977 0.4126584 0.5796843 0.4074406
#> 20 0.2852177 0.3335465 0.4569989 0.4508045 0.5478658 0.4681187 0.4732770
#> 21 0.4129531 0.4005922 0.3388687 0.3983711 0.4501390 0.3860279 0.2903228
#> 22 0.5352056 0.3035726 0.3992302 0.3923317 0.3705923 0.3704612 0.3822374
#> 23 0.4218317 0.4929837 0.5092738 0.4627497 0.3410658 0.4307987 0.3239690
#> 24 0.3545811 0.3650013 0.4137858 0.4133097 0.4835218 0.4244843 0.3863263
#> 25 0.3147936 0.2808697 0.4243359 0.4609616 0.4568125 0.3551301 0.5737079
#> 26 0.2968627 0.3523318 0.5427325 0.4020651 0.2960335 0.3434399 0.3749545
#> 27 0.4327884 0.3887005 0.3252895 0.3248687 0.2500907 0.3172586 0.3040824
#> 28 0.4313182 0.3875440 0.3948298 0.4348649 0.3340625 0.3478543 0.3369070
#> 29 0.3228960 0.3853908 0.3683676 0.3352266 0.2934114 0.3119570 0.3355150
#> 30 0.2951653 0.3205460 0.3049100 0.4479561 0.3577450 0.3457256 0.3717739
#> 31 0.5286831 0.3984332 0.4265021 0.3179780 0.3779804 0.4342223 0.4117441
#> 32 0.3002810 0.2748186 0.3856015 0.4154685 0.3046130 0.3570843 0.3479394
#> 33 0.3745310 0.4031637 0.4129835 0.2983380 0.3225420 0.3343614 0.3861749
#> 34 0.3626425 0.4784027 0.5117625 0.4205231 0.4160638 0.4784256 0.5043612
#> 35 0.3842494 0.3372502 0.3007223 0.2586001 0.3206469 0.3247972 0.2959486
#> 36 0.4540149 0.4410476 0.7270944 0.4434584 0.3847659 0.5337386 0.3809369
#> 37 0.3281291 0.3297461 0.3219635 0.3585392 0.4373901 0.4613397 0.4147947
#> 38 0.2841522 0.3379032 0.3266632 0.4286852 0.2947394 0.2522018 0.3926630
#> 39 0.3117973 0.3373956 0.3195950 0.3163760 0.4156701 0.2990454 0.3564239
#> 40 0.4012384 0.3317247 0.3525591 0.3465840 0.4212713 0.3589924 0.4615822
#> 41 0.3670497 0.4000309 0.3157568 0.3801271 0.2884501 0.3372036 0.4192451
#> 42 0.3337551 0.4755486 0.3550967 0.3812121 0.3932972 0.4037677 0.4187113
#> 43 0.3206781 0.2599197 0.3947092 0.4675179 0.3681427 0.3854281 0.3304362
#> 44 0.4642377 0.3431217 0.3540184 0.2575093 0.2604925 0.2706995 0.3606074
#> 45 0.3279664 0.4662550 0.3963172 0.3948975 0.4311889 0.3705479 0.4477689
#> 46 0.3728805 0.3080950 0.3690365 0.3992692 0.3586080 0.3599836 0.3924603
#> 47 0.5105593 0.4477979 0.4108932 0.4388705 0.5236521 0.4887328 0.2911473
#> 48 0.4527423 0.5060201 0.2821590 0.3090257 0.3140521 0.3502336 0.4310349
#> 49 0.4556522 0.4264667 0.3013531 0.2942615 0.3708585 0.3776462 0.2788931
#> 50 0.3768455 0.5790242 0.4762136 0.3749837 0.4023189 0.4958011 0.3467664
#> 51 0.4001931 0.5238607 0.4027279 0.4286959 0.3781537 0.5274782 0.4124860
#> 52 0.6282759 0.5166362 0.3535399 0.2902128 0.3838335 0.3985076 0.3653215
#> 53 0.4282044 0.5126932 0.3353154 0.3288325 0.3870612 0.3618813 0.4450185
#> 54 0.3820739 0.4991406 0.4297216 0.3207937 0.3128888 0.4878882 0.3576661
#> 55 0.4884868 0.6291554 0.3995759 0.3298342 0.3946637 0.4997153 0.3728299
#> 56 0.3261778 0.4225191 0.3980865 0.4714529 0.4312424 0.4083516 0.3732097
#> 57 0.3426379 0.4041522 0.4153044 0.4901806 0.4525300 0.4722471 0.4297109
#> 58 0.3150108 0.4517792 0.3847968 0.2824947 0.3784252 0.4382423 0.4333020
#> 59 0.2543669 0.2715409 0.3733944 0.3981303 0.3680513 0.3839883 0.3859033
#> 60 0.2502671 0.3206465 0.4816700 0.5195994 0.3931166 0.4077589 0.4537244
#> 61 0.2837325 0.4552315 0.4909764 0.4914253 0.3956574 0.5526773 0.3971836
#> 62 0.5248921 0.5225398 0.5081097 0.4179057 0.3557558 0.4958863 0.3716650
#> 63 0.3615897 0.3984147 0.3680569 0.3034174 0.4758111 0.4111283 0.3752170
#> 64 1.0000000 0.5166306 0.3830462 0.3782433 0.3530908 0.4742275 0.3319295
#> 65 0.5166306 1.0000000 0.4485047 0.3661899 0.4045248 0.5621625 0.4447755
#> 66 0.3830462 0.4485047 1.0000000 0.4608104 0.4128593 0.5222081 0.3563339
#> 67 0.3782433 0.3661899 0.4608104 1.0000000 0.4487986 0.4274228 0.3885140
#> 68 0.3530908 0.4045248 0.4128593 0.4487986 1.0000000 0.5927285 0.3850558
#> 69 0.4742275 0.5621625 0.5222081 0.4274228 0.5927285 1.0000000 0.3628771
#> 70 0.3319295 0.4447755 0.3563339 0.3885140 0.3850558 0.3628771 1.0000000
#> 71 0.3385272 0.3040513 0.3117023 0.3316174 0.3061256 0.3517386 0.3820146
#> 72 0.2979225 0.3924754 0.4597935 0.3748238 0.4560503 0.4305642 0.4141902
#> 73 0.4807400 0.5473267 0.5205116 0.3174378 0.3248144 0.4430609 0.3576927
#> 74 0.4492939 0.4030810 0.5089438 0.5569349 0.3870094 0.4518192 0.4211076
#> 75 0.5153097 0.4883160 0.3821560 0.4158496 0.4427052 0.4994286 0.5093938
#> 76 0.3987148 0.3244769 0.3244447 0.3513641 0.4950433 0.4239864 0.3393262
#> 77 0.3817893 0.4114457 0.5624030 0.4140269 0.3408406 0.4719757 0.5188947
#> 78 0.4646580 0.3409118 0.5108529 0.5062271 0.4137264 0.4306979 0.4280010
#> 79 0.3377706 0.3626285 0.5492060 0.4954784 0.4216011 0.5330305 0.4612852
#> 80 0.4596273 0.3423854 0.3229083 0.3505217 0.4183806 0.2994962 0.5226596
#> [,71] [,72] [,73] [,74] [,75] [,76] [,77]
#> 1 0.3655923 0.3204035 0.3049350 0.3491834 0.3972447 0.3809194 0.2761857
#> 2 0.3623025 0.2524337 0.4054663 0.4963596 0.4574602 0.2428383 0.4212320
#> 3 0.3678813 0.4083077 0.3813495 0.4731085 0.4742060 0.3657508 0.4085796
#> 4 0.5000375 0.3062551 0.3621822 0.5507817 0.3720341 0.3479034 0.4856595
#> 5 0.4481716 0.3821071 0.3485185 0.4125589 0.4757756 0.7237456 0.3081968
#> 6 0.3331429 0.3824755 0.4171396 0.3349399 0.3852280 0.4016021 0.4072940
#> 7 0.4430912 0.3558734 0.2823504 0.3499474 0.3175374 0.3628665 0.3807296
#> 8 0.3407331 0.4606730 0.3818235 0.3793467 0.5742071 0.4842957 0.3797771
#> 9 0.2849967 0.4437025 0.4071439 0.3979407 0.5048476 0.2766313 0.3793215
#> 10 0.3729859 0.2166057 0.4277770 0.4463398 0.3128196 0.3004929 0.3392760
#> 11 0.3863755 0.3778828 0.4137871 0.2909273 0.3319395 0.5042261 0.2825306
#> 12 0.4931608 0.4089023 0.3481157 0.4749008 0.2933421 0.4451871 0.4503227
#> 13 0.3283754 0.3207193 0.6359059 0.3883210 0.4853773 0.3765559 0.4729817
#> 14 0.3059622 0.4585398 0.3881425 0.4196632 0.4604808 0.3547262 0.5066476
#> 15 0.3466206 0.3990286 0.4209129 0.3713162 0.4313937 0.3020930 0.4055388
#> 16 0.2888866 0.3559157 0.3238548 0.3092815 0.4665335 0.5229050 0.2420460
#> 17 0.3021220 0.3767564 0.4457616 0.3940151 0.2817386 0.3643046 0.3979162
#> 18 0.3071006 0.3988948 0.3085937 0.4006123 0.3675412 0.3798274 0.2750971
#> 19 0.3168408 0.5431526 0.4519723 0.4648159 0.4627230 0.3225074 0.5802269
#> 20 0.2872626 0.4645425 0.3530375 0.4161389 0.4172644 0.3245315 0.4194419
#> 21 0.4242839 0.2642784 0.3146977 0.4093319 0.3394192 0.3547935 0.2918158
#> 22 0.3937357 0.3428283 0.4148220 0.3509928 0.4884306 0.3448609 0.3993892
#> 23 0.3436953 0.3122951 0.5189353 0.3476078 0.3477557 0.2958464 0.5101577
#> 24 0.2905929 0.4464853 0.2922726 0.3818170 0.3832157 0.4695918 0.3104328
#> 25 0.3801852 0.4228610 0.2964681 0.3813261 0.3479908 0.3590897 0.4622910
#> 26 0.3650935 0.3931500 0.4048594 0.4263785 0.2221922 0.3371408 0.4102914
#> 27 0.3732273 0.3681195 0.5835656 0.3316086 0.3697603 0.4128219 0.3894753
#> 28 0.3064677 0.4898910 0.3258415 0.2986883 0.3688369 0.3715703 0.2924525
#> 29 0.2889293 0.4727485 0.3625728 0.3187572 0.2661448 0.2480493 0.3303710
#> 30 0.4534353 0.3463564 0.3016482 0.4401984 0.2676979 0.4043437 0.3329345
#> 31 0.4782049 0.3604102 0.4261252 0.3554166 0.4571598 0.4033742 0.4182735
#> 32 0.4495882 0.2122841 0.2826344 0.3955469 0.3015486 0.2855573 0.4734066
#> 33 0.3682679 0.3317327 0.4685094 0.4177238 0.3921121 0.2323495 0.5206132
#> 34 0.2645477 0.6116979 0.4660137 0.4458449 0.4142292 0.3668363 0.5637498
#> 35 0.2926456 0.3239512 0.3896779 0.2752077 0.3591985 0.5006953 0.3237980
#> 36 0.4145312 0.4969366 0.4672361 0.4738443 0.3577733 0.4069163 0.5496873
#> 37 0.3978791 0.4568675 0.3184011 0.4026549 0.4355817 0.5109581 0.2838550
#> 38 0.3880092 0.4572615 0.3647944 0.3692092 0.3241172 0.3505674 0.3315956
#> 39 0.3469702 0.3763945 0.3187102 0.3060190 0.2824240 0.3543341 0.2915287
#> 40 0.4720662 0.4113613 0.2672393 0.3449017 0.5079083 0.3739973 0.3890960
#> 41 0.4706604 0.3935901 0.2819667 0.3901242 0.3866550 0.2456830 0.3778900
#> 42 0.3363251 0.3315717 0.4039668 0.2869030 0.4360732 0.4471767 0.3361647
#> 43 0.5211076 0.3043881 0.3634702 0.4960611 0.3058045 0.3506307 0.4416275
#> 44 0.4102353 0.3164278 0.3282086 0.3385126 0.3177102 0.2748338 0.3299106
#> 45 0.2670153 0.5361744 0.4058690 0.3978398 0.3607676 0.2790272 0.3585406
#> 46 0.4898485 0.3818714 0.3170868 0.4147455 0.3915868 0.7249239 0.3088139
#> 47 0.3306021 0.4251250 0.3245629 0.4357872 0.3657192 0.4196921 0.3172508
#> 48 0.4033549 0.2790038 0.4265412 0.4678492 0.4566278 0.3534620 0.3700696
#> 49 0.4137337 0.2973286 0.4839836 0.2968012 0.4292827 0.6219109 0.2823979
#> 50 0.4099918 0.3678852 0.4661922 0.4426251 0.3405549 0.3961409 0.4633416
#> 51 0.4688438 0.3549379 0.4551855 0.5970054 0.4201670 0.3300901 0.5045334
#> 52 0.2823635 0.2700563 0.5272788 0.3423562 0.5653566 0.3559434 0.3863457
#> 53 0.3461964 0.4866346 0.3765320 0.3167210 0.5146545 0.2844206 0.3757950
#> 54 0.4213152 0.3376933 0.4710922 0.4998398 0.3465108 0.3935382 0.3912774
#> 55 0.3606182 0.4388215 0.4092257 0.4431863 0.4881094 0.4148200 0.3630270
#> 56 0.3790539 0.2877060 0.3663437 0.4222160 0.3253166 0.3399383 0.3739773
#> 57 0.2980933 0.3654536 0.3498677 0.4412662 0.3753364 0.3232521 0.4315354
#> 58 0.3593991 0.3706124 0.4721669 0.4495838 0.3796514 0.3601333 0.4774480
#> 59 0.5088901 0.4320358 0.2591139 0.4082628 0.3066913 0.4275566 0.2912596
#> 60 0.4091913 0.4376754 0.4118746 0.4394163 0.3650894 0.4169844 0.5962388
#> 61 0.3178161 0.4739184 0.4412904 0.4370376 0.3569816 0.3817096 0.4870977
#> 62 0.4065593 0.3013591 0.6784365 0.4773134 0.4742859 0.3463630 0.6111460
#> 63 0.3552384 0.4198484 0.3338326 0.2821497 0.5258635 0.4383209 0.3593784
#> 64 0.3385272 0.2979225 0.4807400 0.4492939 0.5153097 0.3987148 0.3817893
#> 65 0.3040513 0.3924754 0.5473267 0.4030810 0.4883160 0.3244769 0.4114457
#> 66 0.3117023 0.4597935 0.5205116 0.5089438 0.3821560 0.3244447 0.5624030
#> 67 0.3316174 0.3748238 0.3174378 0.5569349 0.4158496 0.3513641 0.4140269
#> 68 0.3061256 0.4560503 0.3248144 0.3870094 0.4427052 0.4950433 0.3408406
#> 69 0.3517386 0.4305642 0.4430609 0.4518192 0.4994286 0.4239864 0.4719757
#> 70 0.3820146 0.4141902 0.3576927 0.4211076 0.5093938 0.3393262 0.5188947
#> 71 1.0000000 0.2936429 0.2903282 0.4977208 0.3738766 0.4752598 0.3862596
#> 72 0.2936429 1.0000000 0.2868006 0.3639562 0.4120623 0.4019709 0.3477259
#> 73 0.2903282 0.2868006 1.0000000 0.4202978 0.4532163 0.3339008 0.5811330
#> 74 0.4977208 0.3639562 0.4202978 1.0000000 0.4720498 0.4439948 0.5073148
#> 75 0.3738766 0.4120623 0.4532163 0.4720498 1.0000000 0.4122082 0.4643874
#> 76 0.4752598 0.4019709 0.3339008 0.4439948 0.4122082 1.0000000 0.2711693
#> 77 0.3862596 0.3477259 0.5811330 0.5073148 0.4643874 0.2711693 1.0000000
#> 78 0.3841873 0.5119184 0.3277142 0.5635015 0.5134981 0.3988172 0.5085104
#> 79 0.3045720 0.4499053 0.4647965 0.5224196 0.4298574 0.3338640 0.6613993
#> 80 0.4278028 0.3414278 0.2942948 0.4098275 0.4196225 0.3260074 0.3902043
#> [,78] [,79] [,80]
#> 1 0.3607368 0.2780083 0.4175478
#> 2 0.4220099 0.3864747 0.4442600
#> 3 0.5456694 0.3814535 0.3803876
#> 4 0.3657597 0.4123434 0.3310488
#> 5 0.4102006 0.3100297 0.3367208
#> 6 0.3326831 0.3722287 0.4409867
#> 7 0.2834275 0.3842547 0.3824210
#> 8 0.4149628 0.3822981 0.2816545
#> 9 0.3803678 0.3522290 0.4729650
#> 10 0.3037303 0.3149504 0.2950102
#> 11 0.2300924 0.3209463 0.2309369
#> 12 0.4520996 0.5106410 0.4188394
#> 13 0.3875301 0.3879810 0.3196010
#> 14 0.5090811 0.6030676 0.4697151
#> 15 0.3658233 0.3318125 0.3742996
#> 16 0.3914620 0.2813022 0.4284734
#> 17 0.4039967 0.5056448 0.4559645
#> 18 0.4053351 0.3208665 0.5547759
#> 19 0.4845428 0.5497446 0.3035972
#> 20 0.3799514 0.6571567 0.3907798
#> 21 0.3517304 0.2752820 0.5250672
#> 22 0.4404986 0.3195216 0.4837365
#> 23 0.3842899 0.4111072 0.3915185
#> 24 0.4578186 0.4454384 0.3544671
#> 25 0.4614359 0.4110063 0.6316815
#> 26 0.3070626 0.4388795 0.3298196
#> 27 0.3253243 0.3026468 0.2902207
#> 28 0.3560017 0.2743215 0.2910855
#> 29 0.3675526 0.3952648 0.4318998
#> 30 0.3059272 0.3619741 0.3694402
#> 31 0.4648130 0.3400159 0.5289159
#> 32 0.3878636 0.4130831 0.3726206
#> 33 0.4673352 0.4681888 0.5596867
#> 34 0.5680791 0.6674672 0.3760339
#> 35 0.3469058 0.3785301 0.2553003
#> 36 0.6052296 0.5078726 0.3830533
#> 37 0.4243726 0.3981969 0.3484607
#> 38 0.4039761 0.3887400 0.4191358
#> 39 0.3225917 0.3444625 0.6147340
#> 40 0.5161685 0.3418446 0.5236913
#> 41 0.3136057 0.3536037 0.4591433
#> 42 0.2744018 0.2626727 0.2747537
#> 43 0.4010088 0.4456203 0.4053997
#> 44 0.3587628 0.3142180 0.5722372
#> 45 0.3285939 0.4696606 0.4479506
#> 46 0.4104053 0.3453300 0.3692748
#> 47 0.3827932 0.3833601 0.4352692
#> 48 0.2803453 0.3018345 0.3549733
#> 49 0.3102061 0.2698301 0.3727922
#> 50 0.3761434 0.3899756 0.3226412
#> 51 0.4127790 0.4576212 0.3342329
#> 52 0.3887263 0.3115103 0.4242270
#> 53 0.4133203 0.3119010 0.5088311
#> 54 0.3260924 0.4211997 0.3477025
#> 55 0.4447584 0.3551963 0.4524781
#> 56 0.3712029 0.4321214 0.4017589
#> 57 0.5191689 0.5452406 0.4634276
#> 58 0.3578937 0.5556828 0.4655565
#> 59 0.3174690 0.3686427 0.3543123
#> 60 0.4445644 0.5206532 0.3755697
#> 61 0.3673972 0.5811854 0.2269523
#> 62 0.4206214 0.4284530 0.3819367
#> 63 0.3973248 0.3554062 0.3140516
#> 64 0.4646580 0.3377706 0.4596273
#> 65 0.3409118 0.3626285 0.3423854
#> 66 0.5108529 0.5492060 0.3229083
#> 67 0.5062271 0.4954784 0.3505217
#> 68 0.4137264 0.4216011 0.4183806
#> 69 0.4306979 0.5330305 0.2994962
#> 70 0.4280010 0.4612852 0.5226596
#> 71 0.3841873 0.3045720 0.4278028
#> 72 0.5119184 0.4499053 0.3414278
#> 73 0.3277142 0.4647965 0.2942948
#> 74 0.5635015 0.5224196 0.4098275
#> 75 0.5134981 0.4298574 0.4196225
#> 76 0.3988172 0.3338640 0.3260074
#> 77 0.5085104 0.6613993 0.3902043
#> 78 1.0000000 0.5465583 0.5225818
#> 79 0.5465583 1.0000000 0.3445420
#> 80 0.5225818 0.3445420 1.0000000
#>
#> $Y
#> [,1]
#> 1 -1.48432960
#> 2 -0.54695398
#> 3 -0.23145502
#> 4 -0.34003013
#> 5 -0.97633722
#> 6 -0.38667660
#> 7 -0.38667660
#> 8 1.57418914
#> 9 -0.54695398
#> 10 -0.15811388
#> 11 2.10405254
#> 12 -0.23145502
#> 13 -0.38667660
#> 14 -1.09692040
#> 15 -0.15811388
#> 16 -0.15811388
#> 17 -0.54695398
#> 18 -0.38667660
#> 19 0.65978609
#> 20 -1.09692040
#> 21 -0.43627414
#> 22 -0.28961087
#> 23 -0.38667660
#> 24 -0.97633722
#> 25 -1.09692040
#> 26 -0.15811388
#> 27 -0.43627414
#> 28 -0.43627414
#> 29 -0.38667660
#> 30 -0.23145502
#> 31 2.30072697
#> 32 -0.49023986
#> 33 -0.54695398
#> 34 -0.73444882
#> 35 1.31082939
#> 36 -0.97633722
#> 37 1.70134282
#> 38 -0.54695398
#> 39 -0.15811388
#> 40 1.07714870
#> 41 -0.15811388
#> 42 -0.49023986
#> 43 -0.34003013
#> 44 -0.97633722
#> 45 -0.15811388
#> 46 -0.91410465
#> 47 -1.09692040
#> 48 -0.43627414
#> 49 -0.38667660
#> 50 -0.09836581
#> 51 -0.79392956
#> 52 0.46851068
#> 53 -0.34003013
#> 54 1.95366297
#> 55 2.60558118
#> 56 -0.54695398
#> 57 -1.09692040
#> 58 -0.15811388
#> 59 -0.49023986
#> 60 -0.97633722
#> 61 -0.28961087
#> 62 1.44879795
#> 63 1.82660327
#> 64 -0.38667660
#> 65 0.96936094
#> 66 -0.15811388
#> 67 -0.43627414
#> 68 -0.49023986
#> 69 1.18850436
#> 70 -0.97633722
#> 71 -0.97633722
#> 72 0.86322194
#> 73 -0.43627414
#> 74 -0.49023986
#> 75 -0.38667660
#> 76 0.76231394
#> 77 -0.97633722
#> 78 -0.43627414
#> 79 -0.54695398
#> 80 -0.43627414
#>
#> $ncomp
#> [1] 6
#>
#> $mode
#> [1] "regression"
#>
#> $mat.c
#> comp 1 comp 2 comp 3 comp 4 comp 5
#> X1 -0.11058624 0.053371265 -0.274329085 -0.0608072008 0.205335381
#> X2 -0.11153577 0.072108584 -0.132053829 0.3385867924 -0.261657450
#> X3 -0.12220651 0.154658937 -0.059488590 0.0537779208 0.013756606
#> X4 -0.11448228 0.035024918 0.017555945 0.0880844040 -0.161035227
#> X5 -0.11886748 0.219488199 -0.019294584 -0.2834281666 0.171511714
#> X6 -0.11212488 -0.030822974 0.142341387 -0.1687163379 -0.109580572
#> X7 -0.11186455 -0.095546793 0.171870028 -0.1336007853 0.108894172
#> X8 -0.11256578 0.226306222 0.108638542 -0.2070593001 0.016783879
#> X9 -0.12003007 0.074018570 -0.206399247 0.2147817775 -0.078612746
#> X10 -0.10310286 0.060346983 -0.046456466 0.1912854534 -0.161028866
#> X11 -0.10268928 0.070560469 0.179863996 -0.2533136789 0.125828000
#> X12 -0.12049885 -0.171149111 0.137728807 -0.2176289499 0.169823350
#> X13 -0.11158624 0.165186460 -0.207493783 0.0333819858 -0.129354888
#> X14 -0.12018919 -0.120189633 0.199249003 -0.1135866392 -0.076170562
#> X15 -0.11618818 0.119604903 -0.284497042 0.1235779912 0.131398720
#> X16 -0.11142915 0.172364754 -0.105025722 -0.1178550625 0.187063513
#> X17 -0.11652433 -0.122568965 0.011387463 0.0297031748 -0.054150000
#> X18 -0.12086407 -0.048705059 -0.148095351 -0.0388967517 0.126573707
#> X19 -0.11883146 0.033954316 0.002130149 0.1032761984 -0.134385096
#> X20 -0.11641026 -0.155721840 0.189308346 -0.0956122035 -0.068813292
#> X21 -0.11457558 -0.008112914 -0.089555945 0.0965326489 0.156369505
#> X22 -0.11387275 0.056003095 -0.133289121 -0.1023066875 0.182924218
#> X23 -0.12018878 0.086759839 -0.081987832 0.1711064403 -0.089735009
#> X24 -0.11243611 0.050755888 0.232148046 -0.1681364239 0.048697302
#> X25 -0.11782798 -0.167646771 0.022863316 -0.1807105935 0.173050068
#> X26 -0.11361731 -0.173546642 0.242732011 -0.0713345851 -0.095827108
#> X27 -0.10946955 0.167900274 -0.008990617 -0.0373174969 -0.073050887
#> X28 -0.10727870 0.179983227 -0.031852028 -0.0768014154 0.124414010
#> X29 -0.11285429 -0.116876738 0.097185524 0.2155526522 -0.017132829
#> X30 -0.11032455 -0.152731844 0.195814259 -0.0778728834 0.009605355
#> X31 -0.12035048 0.130850559 -0.041486208 0.0897106817 0.220762560
#> X32 -0.10354340 -0.108841858 -0.025191749 0.0427611517 0.049715898
#> X33 -0.11645321 -0.071693452 -0.197797659 0.3322732477 -0.064518903
#> X34 -0.11838610 -0.042061251 0.103167457 -0.0025026965 -0.148013040
#> X35 -0.09760562 0.179311780 -0.017105070 -0.1326365170 0.082268697
#> X36 -0.12494826 0.012916787 -0.017451471 -0.0195015535 -0.042270560
#> X37 -0.11385018 0.086621895 0.245049005 -0.1377019139 0.168005365
#> X38 -0.11590349 -0.099714692 0.133293113 -0.0366505241 0.151292683
#> X39 -0.11471440 -0.163761001 0.130355713 0.0287036014 0.052190300
#> X40 -0.11620993 0.092878889 -0.090400301 0.0160359591 0.293770411
#> X41 -0.11265217 -0.036273885 0.050016273 0.1514593543 0.005700987
#> X42 -0.10913708 0.223547701 -0.119903510 -0.1323659557 0.113867313
#> X43 -0.11687920 -0.160224558 0.022081609 -0.0051026884 0.200958831
#> X44 -0.11080003 -0.004342445 -0.028566692 0.1886138546 -0.002328439
#> X45 -0.11543452 -0.117720976 0.125286750 0.0857199612 -0.179553348
#> X46 -0.11420833 0.081476171 0.141930062 -0.3906638834 0.148970810
#> X47 -0.11828149 0.049592953 -0.040976241 -0.0183411181 -0.120049201
#> X48 -0.10580665 0.108936608 0.007691813 0.0344321611 -0.283226577
#> X49 -0.11435967 0.203379197 -0.040835423 -0.1631405745 0.100286165
#> X50 -0.11433916 0.058335822 -0.081975312 0.0502996931 -0.121084659
#> X51 -0.11920450 0.006666527 -0.189276680 0.1471472230 -0.111752028
#> X52 -0.11181671 0.284097397 -0.204843671 0.1780712084 -0.112843619
#> X53 -0.11938882 0.119413969 -0.212654892 0.2250008595 0.046528607
#> X54 -0.12048863 0.037901965 0.221588108 0.1499486706 -0.123301238
#> X55 -0.12176992 0.176911004 0.052549234 0.2163409468 -0.036788261
#> X56 -0.11501658 -0.059034881 -0.174340114 0.0643690410 0.135863462
#> X57 -0.11863758 -0.128432614 -0.166932713 0.0762236350 0.086454449
#> X58 -0.11967941 -0.086232349 0.216120628 0.1570391075 -0.188265478
#> X59 -0.11061410 -0.109553586 0.269237255 -0.2357008921 0.153492827
#> X60 -0.12169679 -0.108124194 0.099018156 -0.1376926016 0.064739525
#> X61 -0.11606512 0.040097990 0.221658080 -0.0540543072 -0.144884375
#> X62 -0.12572709 0.139172577 -0.205047920 0.1550780465 -0.157389271
#> X63 -0.10399202 0.267206948 0.060227525 -0.0378499607 0.208327343
#> X64 -0.11628564 0.205806612 -0.243933458 0.0329275375 -0.166320117
#> X65 -0.12176825 0.191260177 -0.060682704 0.2085373064 -0.223168640
#> X66 -0.12106336 0.004586701 0.039092042 0.0173935559 -0.158512784
#> X67 -0.11706133 -0.087426423 -0.077890060 -0.1485986628 0.020169391
#> X68 -0.11661846 0.056289029 -0.026129244 -0.1188322750 0.170647245
#> X69 -0.12421632 0.129111019 0.027372376 0.0104790363 -0.066834739
#> X70 -0.11611072 -0.042956103 0.021888481 -0.0530547544 0.001049124
#> X71 -0.11019468 0.006819910 0.033844944 -0.0560204681 0.214154947
#> X72 -0.11414428 0.021539542 0.196456625 -0.0620818817 0.063774447
#> X73 -0.11691603 0.137850770 -0.057612622 0.1137944465 -0.319138186
#> X74 -0.12219989 -0.039547329 -0.022991106 0.0039193651 -0.183441479
#> X75 -0.11944983 0.212300283 -0.112187989 -0.0139150673 -0.051639995
#> X76 -0.11247845 0.181355355 0.112811753 -0.3811492004 0.196827050
#> X77 -0.12110806 -0.044752401 -0.040996425 0.0943460709 -0.255842360
#> X78 -0.12075575 -0.003580140 -0.086246697 -0.0172259883 0.062508291
#> X79 -0.12188889 -0.124702928 0.137853392 0.0008998715 -0.225729775
#> X80 -0.11839708 -0.101169193 -0.149948243 0.1038138141 0.155515614
#> comp 6
#> X1 -0.1286661887
#> X2 -0.0885995126
#> X3 -0.0529275831
#> X4 0.0602492368
#> X5 -0.0907294405
#> X6 -0.1555701764
#> X7 -0.0516434990
#> X8 0.0932856627
#> X9 -0.1400297351
#> X10 -0.0288696179
#> X11 0.0959426495
#> X12 0.1080656649
#> X13 0.2018667215
#> X14 -0.0573053490
#> X15 0.0716540488
#> X16 -0.2264811473
#> X17 0.0874330961
#> X18 -0.1391890813
#> X19 0.2378670066
#> X20 -0.0310483283
#> X21 -0.2638766774
#> X22 -0.1080993216
#> X23 0.0715997937
#> X24 -0.1638432110
#> X25 -0.0718313457
#> X26 0.0006024815
#> X27 0.1114483120
#> X28 -0.0924884351
#> X29 -0.1534958974
#> X30 -0.0849177896
#> X31 -0.1273532578
#> X32 0.0033679333
#> X33 -0.0414958339
#> X34 0.2928713506
#> X35 0.0312468949
#> X36 0.2580380036
#> X37 -0.1564398495
#> X38 -0.1246562500
#> X39 -0.2743501610
#> X40 -0.2599268699
#> X41 -0.1864345547
#> X42 0.0615029778
#> X43 0.0127238688
#> X44 -0.3745490053
#> X45 -0.0350818946
#> X46 -0.0837676078
#> X47 -0.1472159042
#> X48 -0.0574620951
#> X49 -0.0865722504
#> X50 0.2730764283
#> X51 0.2459379653
#> X52 -0.1203239908
#> X53 -0.1710419763
#> X54 0.0038609379
#> X55 -0.1093266952
#> X56 0.0253715507
#> X57 0.0963132803
#> X58 0.0262004051
#> X59 -0.1189115327
#> X60 0.2124645393
#> X61 0.2410847134
#> X62 0.2624117837
#> X63 0.0002473088
#> X64 -0.0839940618
#> X65 0.0872950403
#> X66 0.2114653887
#> X67 0.1151001505
#> X68 -0.0052811445
#> X69 0.1820384087
#> X70 0.0095269963
#> X71 -0.0604549448
#> X72 0.0220842692
#> X73 0.2566411310
#> X74 0.1423860785
#> X75 0.0100653789
#> X76 -0.0147108807
#> X77 0.2941374563
#> X78 0.0787996248
#> X79 0.2611436716
#> X80 -0.2550977203
#>
#> $mat.d
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 0.04521274 1.418017 1.769266 1.241145 2.216845 0.8781545
#>
#> $mat.e
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] NA NA NA NA NA NA
#>
#> $variates
#> $variates$X
#> comp 1 comp 2 comp 3 comp 4 comp 5 comp 6
#> 1 -3.311052 -0.05978892 -0.4866813805 -0.197068760 0.089134577 -0.210244162
#> 2 -3.300829 0.10246531 -0.1036108729 0.387717353 -0.244736269 -0.189626063
#> 3 -3.568439 0.32673432 -0.0222737401 0.076975726 0.004245011 -0.106533368
#> 4 -3.402936 0.03560552 0.0420972894 0.082045322 -0.166097852 -0.002644740
#> 5 -3.437752 0.46927593 -0.0720980476 -0.427951126 0.038031591 -0.135313019
#> 6 -3.370584 -0.13406315 0.0918955391 -0.327862840 -0.259566754 -0.259623273
#> 7 -3.391995 -0.26799862 0.1850661145 -0.144548956 0.051394114 -0.111153128
#> 8 -3.226096 0.56923354 0.1988961219 -0.233645303 0.020225176 0.163176108
#> 9 -3.564852 0.05754515 -0.2626955526 0.213327532 -0.097351120 -0.223829549
#> 10 -3.050510 0.09650945 -0.0136407999 0.216178267 -0.169999474 -0.133045200
#> 11 -3.014660 0.19554295 0.2750572968 -0.208232100 0.215059149 0.317578687
#> 12 -3.699609 -0.49172017 0.0935285653 -0.222307933 0.212601331 0.261266799
#> 13 -3.263508 0.28220549 -0.2991600520 -0.057781059 -0.114728906 0.249017235
#> 14 -3.656247 -0.34030112 0.1886153985 -0.192909394 -0.169636334 -0.140959983
#> 15 -3.429010 0.15534289 -0.3603698363 0.163638990 0.193804144 0.115763205
#> 16 -3.245651 0.33796879 -0.1538244332 -0.179655480 0.104083198 -0.244513501
#> 17 -3.559216 -0.39082434 -0.0284346632 0.045032817 0.014015734 0.206706907
#> 18 -3.663532 -0.27240605 -0.2866176367 -0.088836105 0.119518404 -0.052545474
#> 19 -3.532060 0.03701897 0.0498056134 0.157687120 -0.047553429 0.271625283
#> 20 -3.564256 -0.43250819 0.1728542732 -0.154956695 -0.132659155 -0.083695954
#> 21 -3.439473 -0.11255865 -0.1139978006 0.145742575 0.122983862 -0.334958639
#> 22 -3.390413 0.01693393 -0.2311592772 -0.147689991 0.170517715 -0.023702653
#> 23 -3.548379 0.14747632 -0.0504987667 0.221867021 -0.054929328 0.023409707
#> 24 -3.318137 0.13722951 0.3046287151 -0.227834581 -0.109875053 -0.368892335
#> 25 -3.631985 -0.53998655 -0.1150278184 -0.268336751 0.112870777 -0.041828639
#> 26 -3.483709 -0.44721206 0.2755622761 -0.082605984 -0.116726122 -0.017994568
#> 27 -3.178632 0.37261035 0.0153144144 -0.080016333 -0.092497019 0.088444122
#> 28 -3.109663 0.39050946 -0.0329278610 -0.136623099 -0.003854242 -0.285522813
#> 29 -3.429780 -0.30690060 0.1965463352 0.364344210 0.016834961 -0.232148133
#> 30 -3.376894 -0.40680526 0.2137127390 -0.081135830 -0.029559067 -0.117788308
#> 31 -3.517126 0.30517925 0.0824843402 0.281969391 0.332769648 -0.036989790
#> 32 -3.165925 -0.36048078 -0.0772921419 0.058581284 0.060917943 -0.002353832
#> 33 -3.539304 -0.30686091 -0.2452987673 0.420668735 -0.005863393 -0.086144852
#> 34 -3.558654 -0.14314373 0.1335497607 0.004626040 -0.085466518 0.352534514
#> 35 -2.817271 0.40795075 0.0050619111 -0.152084916 0.089060731 0.090733099
#> 36 -3.734611 -0.05120417 -0.0441124895 -0.035311523 0.002698970 0.308180114
#> 37 -3.329287 0.27214967 0.4230686639 -0.034537212 0.168161139 -0.156816383
#> 38 -3.514250 -0.27702484 0.1767196509 0.029889205 0.140525924 -0.151793223
#> 39 -3.517579 -0.45010265 0.1492132961 0.073916515 0.017058138 -0.317626236
#> 40 -3.427256 0.15953325 -0.0758500044 0.093807737 0.271833005 -0.311088604
#> 41 -3.383110 -0.12239261 0.1175348919 0.240876858 -0.008411015 -0.301162093
#> 42 -3.149463 0.46380215 -0.1754732551 -0.228760007 0.038235136 0.002569747
#> 43 -3.588077 -0.47419007 0.0068761321 0.097975559 0.295294379 0.145925434
#> 44 -3.318049 -0.07482116 -0.0105344349 0.222923644 -0.099649419 -0.591624648
#> 45 -3.511017 -0.32503574 0.1696441083 0.125343467 -0.135242218 0.011005112
#> 46 -3.369161 0.15112251 0.0868895973 -0.569191783 -0.013517237 -0.131094286
#> 47 -3.520836 0.01931362 -0.1221906690 -0.155188969 -0.248919175 -0.280631731
#> 48 -3.104910 0.21452216 0.0008542102 -0.074331402 -0.360245587 -0.140096354
#> 49 -3.310168 0.43829224 -0.0613773832 -0.247376982 0.024579069 -0.091323343
#> 50 -3.394382 0.05822267 -0.1071842376 0.042297792 -0.043731875 0.363158192
#> 51 -3.579484 -0.11821142 -0.2700308278 0.151535291 -0.016929287 0.336213524
#> 52 -3.191910 0.63032576 -0.1753518408 0.190094918 -0.110011925 -0.157823212
#> 53 -3.516686 0.18679681 -0.2309048882 0.274023624 0.022267619 -0.303366491
#> 54 -3.549768 0.16795847 0.4781095520 0.377640073 0.043224673 0.128368632
#> 55 -3.519060 0.48096560 0.2892203732 0.453819426 0.114671130 -0.021926941
#> 56 -3.493274 -0.29073644 -0.2852207160 0.076798320 0.165985233 0.053366880
#> 57 -3.643326 -0.47918600 -0.3064779455 0.073978710 0.127898059 0.145636555
#> 58 -3.604881 -0.18439444 0.3815050376 0.302543111 -0.089394393 0.071673969
#> 59 -3.356201 -0.27691112 0.3003818149 -0.269147944 0.053203600 -0.200522084
#> 60 -3.701909 -0.34089970 0.0553934064 -0.174382364 0.062230953 0.231896594
#> 61 -3.428811 0.12422634 0.3423276213 -0.037804738 -0.132824559 0.195994946
#> 62 -3.694910 0.23445154 -0.2286021215 0.182076151 -0.027969012 0.395173336
#> 63 -2.938090 0.71208715 0.2640798959 0.138108665 0.311598995 0.091782682
#> 64 -3.386044 0.36264830 -0.3694349390 -0.123674663 -0.239861974 -0.107430855
#> 65 -3.527276 0.45011163 0.0577263912 0.311030569 -0.096492887 0.184140457
#> 66 -3.617857 -0.04867033 0.0425956340 -0.006981112 -0.133961078 0.212238895
#> 67 -3.572012 -0.37003207 -0.2554687260 -0.290694691 -0.013392700 0.172957293
#> 68 -3.461071 0.06274502 -0.0548386287 -0.129381196 0.169561868 0.054431964
#> 69 -3.634269 0.29669431 0.1132709111 0.071025074 0.029237210 0.288201364
#> 70 -3.501846 -0.18840325 -0.0244509194 -0.096959798 -0.023030883 0.013198730
#> 71 -3.290423 -0.03292609 0.0477127416 -0.019805674 0.179912533 -0.118050595
#> 72 -3.381993 0.07744129 0.3255517898 0.019842492 0.082578185 0.004010321
#> 73 -3.420914 0.28182574 -0.0327205183 0.092298927 -0.241680861 0.339139614
#> 74 -3.686704 -0.20205319 -0.0951250318 -0.072115769 -0.167757492 0.196194984
#> 75 -3.460298 0.44621814 -0.1254233457 -0.066188165 -0.063958352 0.029453994
#> 76 -3.256747 0.42291571 0.1141587483 -0.496125575 0.103597633 0.018988000
#> 77 -3.657210 -0.21562821 -0.1033910007 0.033771232 -0.229218107 0.283774297
#> 78 -3.625678 -0.12031001 -0.1567494510 -0.036131711 0.081558947 0.121627108
#> 79 -3.712115 -0.36290013 0.1327497603 -0.038491870 -0.205544349 0.263403841
#> 80 -3.615868 -0.38989423 -0.2461736006 0.140939155 0.162260522 -0.228034027
#>
#> $variates$Y
#> comp 1 comp 2 comp 3 comp 4 comp 5
#> 1 -32.829896 -0.9411930822 -0.706420657 -0.3132406863 -0.0650412035
#> 2 -12.097342 -0.2804722468 -0.306913682 -0.2898103255 -0.3793275787
#> 3 -5.119243 -0.0494465906 -0.301498422 -0.3980377669 -0.2659459146
#> 4 -7.520671 -0.1312918354 -0.133763534 -0.2506914828 -0.1862894322
#> 5 -21.594294 -0.5789119640 -0.840093125 -1.0947851857 -0.3733405401
#> 6 -8.552381 -0.1652189359 -0.024970483 -0.1665937628 0.0902897558
#> 7 -8.552381 -0.1645362398 0.082922185 -0.1456072631 -0.0005925148
#> 8 34.817379 1.2129965376 0.515957945 0.4519750161 0.3838584074
#> 9 -12.097342 -0.2720540167 -0.264164468 -0.0020939542 -0.1206080774
#> 10 -3.497109 -0.0142395744 -0.088762226 -0.1070863949 -0.1809862615
#> 11 46.536717 1.5799200388 1.109539309 1.1895630223 0.7825838799
#> 12 -5.119243 -0.0452643152 0.357821818 0.3767528546 0.3353963023
#> 13 -8.552381 -0.1686330046 -0.361334377 -0.0886301649 -0.0172714963
#> 14 -24.261311 -0.6569818282 -0.253810685 -0.6306831081 -0.2450964711
#> 15 -3.497109 -0.0021712896 -0.126243188 0.3337500377 0.0952401118
#> 16 -3.497109 -0.0080176179 -0.277298380 -0.1760134297 0.0020390755
#> 17 -12.097342 -0.2722337285 0.095047041 0.1760244886 0.0733383378
#> 18 -8.552381 -0.1558784361 0.093393608 0.5417100889 0.3530240441
#> 19 14.592924 0.5779057272 0.433505526 0.5469683234 0.2179469577
#> 20 -24.261311 -0.6599149316 -0.182260110 -0.5062193458 -0.1966615019
#> 21 -9.649363 -0.1979991305 -0.068478147 0.0648887530 -0.0452676482
#> 22 -6.405515 -0.0961349709 -0.090621545 0.2003380380 0.1948505334
#> 23 -8.552381 -0.1595500421 -0.246072995 -0.2787931514 -0.2803047267
#> 24 -21.594294 -0.5827258148 -0.577023953 -1.2568052956 -0.5760900726
#> 25 -24.261311 -0.6577554137 -0.094388431 0.0294216676 0.1667060748
#> 26 -3.497109 -0.0004272495 0.358085459 0.1176376795 0.1121104662
#> 27 -9.649363 -0.2063158880 -0.463993105 -0.6832579888 -0.3377370460
#> 28 -9.649363 -0.2085149519 -0.480101224 -0.6374504060 -0.2803983007
#> 29 -8.552381 -0.1633314914 0.115066605 -0.1161502251 -0.2690145311
#> 30 -5.119243 -0.0555539171 0.281518078 0.0966572354 0.0995410450
#> 31 50.886695 1.7346376963 1.145670751 1.5155835855 0.6906638653
#> 32 -10.842958 -0.2447782197 0.092732348 0.2423717257 0.1028987975
#> 33 -12.097342 -0.2728685993 0.027243879 0.3885124532 -0.0180033447
#> 34 -16.244288 -0.4044748882 -0.209449576 -0.4889492177 -0.2763380939
#> 35 28.992477 1.0142373941 0.485921700 0.6854707650 0.4689224937
#> 36 -21.594294 -0.5694467425 -0.415356849 -0.5292128002 -0.2765206225
#> 37 37.629720 1.3059567738 0.828567327 0.5780426762 0.3429652441
#> 38 -12.097342 -0.2736674276 0.002690875 -0.2480798789 -0.1556266156
#> 39 -3.497109 0.0006526689 0.361267711 0.3022858339 0.1278571833
#> 40 23.824008 0.8688924500 0.568531457 0.9185726560 0.4617613264
#> 41 -3.497109 -0.0036347838 0.095181062 -0.0318656227 -0.1527003961
#> 42 -10.842958 -0.2453031045 -0.568327921 -0.5600185224 -0.1854617817
#> 43 -7.520671 -0.1253887263 0.279554467 0.3887058790 0.1627712520
#> 44 -21.594294 -0.5827286077 -0.407073540 -0.5652707301 -0.4412865674
#> 45 -3.497109 0.0004434391 0.260862408 0.1300326602 0.0026253399
#> 46 -20.217855 -0.5372118957 -0.551680676 -0.9102887454 -0.1909700354
#> 47 -24.261311 -0.6612993581 -0.545492169 -0.6034208098 -0.2509516648
#> 48 -9.649363 -0.2086664806 -0.339173798 -0.4847135571 -0.2297607525
#> 49 -8.552381 -0.1671452580 -0.485241135 -0.6042223051 -0.1997870740
#> 50 -2.175622 0.0388595383 -0.015519007 0.1306697649 0.0494768369
#> 51 -17.559863 -0.4457571822 -0.262518723 0.0107085862 -0.0788446796
#> 52 10.362359 0.4321708704 -0.158815572 0.0235726283 -0.0932308728
#> 53 -7.520671 -0.1276649911 -0.252032290 -0.0301173366 -0.1702794703
#> 54 43.210451 1.4909254536 1.060320838 0.8299484068 0.2532339717
#> 55 57.629356 1.9496856435 1.177137820 1.2657358042 0.4545678109
#> 56 -12.097342 -0.2743362577 0.013144283 0.4253224937 0.1951283098
#> 57 -24.261311 -0.6573937998 -0.142828538 0.2332839789 0.0891902780
#> 58 -3.497109 0.0034362579 0.150541022 -0.3292416711 -0.3537174925
#> 59 -10.842958 -0.2387113662 0.030616028 -0.3845540111 -0.0646124215
#> 60 -21.594294 -0.5704894421 -0.184009722 -0.3412717165 -0.0934363803
#> 61 -6.405515 -0.0949106587 -0.175632140 -0.7383571719 -0.3922184536
#> 62 32.044019 1.1395172847 0.725384743 1.3599184651 0.6594388500
#> 63 40.400188 1.3818185969 0.536770920 0.3887239677 0.1403120476
#> 64 -8.552381 -0.1647259976 -0.422675675 -0.0758952382 0.0267502775
#> 65 21.439995 0.7960685444 0.277274741 0.3129685175 0.0010849999
#> 66 -3.497109 0.0038499993 0.042093570 -0.0007156973 0.0035078191
#> 67 -9.649363 -0.1937731946 0.141266531 0.5655503465 0.4793861080
#> 68 -10.842958 -0.2353676642 -0.238928936 -0.2624226994 -0.0744859773
#> 69 26.286934 0.9540221098 0.526829747 0.5895325383 0.2902968945
#> 70 -21.594294 -0.5768683406 -0.311343846 -0.4089689316 -0.1746846261
#> 71 -21.594294 -0.5836094528 -0.441357229 -0.6971744674 -0.3792386238
#> 72 19.092448 0.7165859630 0.512256484 0.2661495362 0.1378999820
#> 73 -9.649363 -0.1985908573 -0.385040395 -0.5022357477 -0.3328622664
#> 74 -10.842958 -0.2281734694 -0.020934666 0.1057591586 0.0995868767
#> 75 -8.552381 -0.1623584463 -0.487757026 -0.5165105314 -0.2521220880
#> 76 16.860600 0.6414312229 0.175134036 0.0869209238 0.3264303788
#> 77 -21.594294 -0.5719146614 -0.285553571 -0.2596746894 -0.1642916362
#> 78 -9.649363 -0.1920620773 -0.057507262 0.1414707998 0.0994343589
#> 79 -12.097342 -0.2673585998 0.076573854 -0.0800793544 -0.0232835944
#> 80 -9.649363 -0.1923748731 0.158306211 0.5765902916 0.2439081029
#> comp 6
#> 1 -0.389206912
#> 2 -0.339767166
#> 3 -0.682079738
#> 4 -0.050972355
#> 5 -1.038482677
#> 6 0.883190419
#> 7 -0.131236925
#> 8 0.917968873
#> 9 -0.058710705
#> 10 -0.027735444
#> 11 1.432679943
#> 12 0.309988065
#> 13 0.246025007
#> 14 -0.190494298
#> 15 -0.248818604
#> 16 -0.257603870
#> 17 0.149756124
#> 18 0.589470078
#> 19 0.670238773
#> 20 -0.161569837
#> 21 -0.424740195
#> 22 0.061426647
#> 23 -0.568945803
#> 24 -1.176930047
#> 25 0.135903770
#> 26 0.577683354
#> 27 -0.619092788
#> 28 -0.698117818
#> 29 -0.721608789
#> 30 0.325904988
#> 31 0.903481098
#> 32 0.105977985
#> 33 -0.030646533
#> 34 -0.481843105
#> 35 0.958936765
#> 36 -0.704872032
#> 37 0.441281801
#> 38 -0.747618175
#> 39 0.279705116
#> 40 0.479461920
#> 41 -0.364249329
#> 42 -0.564708583
#> 43 -0.334546173
#> 44 -0.862441164
#> 45 0.348037847
#> 46 -0.447968258
#> 47 -0.005130891
#> 48 0.329400632
#> 49 -0.566398000
#> 50 0.235299441
#> 51 -0.156301455
#> 52 0.042362694
#> 53 -0.486072832
#> 54 0.530155064
#> 55 0.858047465
#> 56 0.073569837
#> 57 -0.097715322
#> 58 -0.667266785
#> 59 -0.297419024
#> 60 -0.392972243
#> 61 -0.654823323
#> 62 1.735317251
#> 63 -0.432402962
#> 64 0.673045604
#> 65 0.246329144
#> 66 0.347031452
#> 67 1.243988633
#> 68 -0.616083201
#> 69 0.659028503
#> 70 -0.382840190
#> 71 -1.411541390
#> 72 0.139656344
#> 73 -0.230181635
#> 74 0.674893786
#> 75 -0.475007337
#> 76 0.562527038
#> 77 0.163902729
#> 78 0.045125335
#> 79 0.460105637
#> 80 0.206114105
#>
#>
#> $loadings
#> $loadings$X
#> comp 1 comp 2 comp 3 comp 4 comp 5
#> X1 -0.13185900 -0.081526512 -0.260715605 0.018340789 0.092033198
#> X2 -0.10056851 0.042031316 -0.058130041 0.099593974 -0.277900594
#> X3 -0.08883432 0.127896779 -0.051722960 0.010462260 -0.050367404
#> X4 -0.10554638 0.034246277 -0.001504872 -0.025679723 -0.132284806
#> X5 -0.08438265 0.132160884 -0.168776641 -0.201390004 0.095393888
#> X6 -0.12172829 -0.036804463 -0.011560365 -0.207344447 -0.044916724
#> X7 -0.12382385 -0.045833248 0.096080879 -0.102107085 0.036620841
#> X8 -0.05017783 0.239097826 0.024722208 -0.113056452 0.109306411
#> X9 -0.11694920 0.011807217 -0.120235269 0.116084594 -0.114764979
#> X10 -0.09067762 0.047618958 -0.024599329 0.029447073 -0.188185496
#> X11 -0.06118623 0.159057786 0.171037895 -0.011890983 0.280726053
#> X12 -0.14826010 -0.106393204 0.125153103 -0.016942642 0.233357824
#> X13 -0.09475579 0.064501645 -0.194592552 0.017381210 -0.018605685
#> X14 -0.14287309 -0.086934614 0.064271648 -0.181848515 -0.079374836
#> X15 -0.10409408 0.046349860 -0.141579302 0.192546215 0.080196177
#> X16 -0.08435405 0.103763567 -0.132584839 -0.037129076 0.093868091
#> X17 -0.14135107 -0.095146897 0.052998360 0.056060365 0.030648112
#> X18 -0.14365531 -0.087345972 -0.074680911 0.098907754 0.160238932
#> X19 -0.10258464 0.062264921 0.054715628 0.070845894 -0.037709923
#> X20 -0.14529063 -0.110682152 0.087047762 -0.137770780 -0.049021947
#> X21 -0.11938493 -0.018431531 -0.019942689 0.093786600 -0.003193103
#> X22 -0.11218662 0.006461961 -0.095747664 0.050577804 0.177773923
#> X23 -0.10239676 0.068186779 -0.035895971 0.062097353 -0.126755650
#> X24 -0.09440041 0.069120660 0.035493413 -0.264943354 -0.112566995
#> X25 -0.16241141 -0.170863112 -0.006216191 -0.039177425 0.164574617
#> X26 -0.13608541 -0.086107574 0.168992628 -0.099345534 -0.032571102
#> X27 -0.07617429 0.127601962 -0.077884151 -0.092816953 -0.064534708
#> X28 -0.07647744 0.118043884 -0.119709559 -0.118366237 -0.048331530
#> X29 -0.12218505 -0.035759539 0.156774412 0.080281250 -0.157293442
#> X30 -0.13136891 -0.080651155 0.139309640 -0.076125963 0.002031318
#> X31 -0.07000965 0.192928001 0.119976462 0.217530910 0.148629225
#> X32 -0.12839942 -0.095259097 0.026251270 0.069306712 0.030867149
#> X33 -0.13955102 -0.088520892 -0.032522227 0.222667661 -0.127449259
#> X34 -0.12154141 -0.012092525 0.057920261 -0.060959377 -0.067973366
#> X35 -0.05337283 0.169519328 -0.018925775 -0.002452949 0.151377313
#> X36 -0.12540699 -0.001758057 -0.028361927 -0.014699134 0.005584248
#> X37 -0.06410177 0.190657607 0.201068797 -0.059252425 0.091220982
#> X38 -0.12559727 -0.037150779 0.120916661 -0.016674201 0.023228447
#> X39 -0.13872828 -0.092031659 0.138630592 0.011148348 -0.020413230
#> X40 -0.09168556 0.093988081 0.002143724 0.124680125 0.126331321
#> X41 -0.11055945 0.008020213 0.085606768 0.047949367 -0.120361302
#> X42 -0.07583208 0.127639272 -0.185361279 -0.088188111 0.051369950
#> X43 -0.14238438 -0.097746978 0.120749805 0.132930928 0.160505341
#> X44 -0.11341290 -0.010013645 -0.010960672 0.023719747 -0.191738693
#> X45 -0.12813525 -0.048674747 0.133444969 0.010991178 -0.086894549
#> X46 -0.10240312 0.045242695 -0.070028084 -0.285561042 0.122213472
#> X47 -0.12221479 -0.015074110 -0.124981396 -0.113176116 -0.110274034
#> X48 -0.08879438 0.065198418 -0.084532368 -0.124249215 -0.184514535
#> X49 -0.07841977 0.137737368 -0.126865318 -0.115903950 0.054926696
#> X50 -0.10564773 0.033309352 -0.048368413 0.045276962 -0.005840426
#> X51 -0.12940916 -0.039108737 -0.088469403 0.135812808 -0.013179645
#> X52 -0.05713708 0.209556157 -0.144065122 0.081884023 -0.111846356
#> X53 -0.10341095 0.061234151 -0.112443563 0.135009917 -0.104641372
#> X54 -0.07061838 0.191124554 0.296131791 0.100429128 -0.057581271
#> X55 -0.04943393 0.277223047 0.193872099 0.190397517 -0.030166992
#> X56 -0.13881444 -0.091203782 -0.062172519 0.151118020 0.100871620
#> X57 -0.16047060 -0.160322371 -0.061633020 0.141865225 0.076327970
#> X58 -0.11194357 0.029647090 0.223959051 0.010560332 -0.170325364
#> X59 -0.12159804 -0.042095266 0.130376031 -0.187081066 0.056535082
#> X60 -0.14481582 -0.088602185 0.037729994 -0.082570600 0.064095805
#> X61 -0.09118703 0.095343695 0.106772831 -0.154779385 -0.117123013
#> X62 -0.09795953 0.106417391 -0.063305625 0.190962594 0.041726514
#> X63 -0.01951809 0.323740908 0.109262629 0.066062643 0.120829464
#> X64 -0.09674871 0.074874032 -0.253052109 -0.012285122 -0.052573232
#> X65 -0.06861473 0.203707428 0.024056679 0.114165305 -0.109735663
#> X66 -0.11815528 0.011145033 0.012675224 -0.035590112 -0.061609352
#> X67 -0.15114908 -0.130639127 -0.083516770 -0.007580596 0.163975658
#> X68 -0.10689333 0.037270930 -0.036756094 -0.014317045 0.121530198
#> X69 -0.08276678 0.158852727 0.057481507 0.040564587 0.034983447
#> X70 -0.12932683 -0.050649892 -0.014869709 -0.049522546 0.004107248
#> X71 -0.10810790 0.007997453 0.002275826 -0.042531558 0.015684890
#> X72 -0.08663094 0.105443115 0.162159610 -0.046206723 0.018459617
#> X73 -0.08969184 0.104334965 -0.064775666 -0.009650425 -0.143541565
#> X74 -0.13666426 -0.055433740 -0.030703511 -0.010390553 -0.016639557
#> X75 -0.08218752 0.142805405 -0.134312067 -0.029806709 -0.018478785
#> X76 -0.07080361 0.159716158 -0.041821862 -0.208330452 0.200953456
#> X77 -0.13937172 -0.069994305 -0.048784778 -0.010492875 -0.121906614
#> X78 -0.12812005 -0.028223215 -0.047627429 0.052029888 0.080530659
#> X79 -0.14422019 -0.085583288 0.075606144 -0.083862731 -0.098561864
#> X80 -0.14719032 -0.110348258 -0.017740289 0.178117435 0.086400171
#> comp 6
#> X1 -0.1358490192
#> X2 -0.0194754875
#> X3 -0.0768845203
#> X4 0.0344716796
#> X5 -0.0912650734
#> X6 0.0775317834
#> X7 -0.0866555341
#> X8 0.1109342732
#> X9 -0.0433464331
#> X10 -0.0325607283
#> X11 0.1857223592
#> X12 0.0761776676
#> X13 0.1327880033
#> X14 -0.0038419165
#> X15 -0.0613917145
#> X16 -0.1117410660
#> X17 0.1016727138
#> X18 0.0403645160
#> X19 0.1159132774
#> X20 0.0237297704
#> X21 -0.1913151467
#> X22 -0.0061751894
#> X23 -0.0443876518
#> X24 -0.1933554689
#> X25 -0.0101620439
#> X26 0.0758437854
#> X27 0.0102108759
#> X28 -0.2071214475
#> X29 -0.1680522063
#> X30 -0.0090812516
#> X31 -0.0864876793
#> X32 -0.0225995998
#> X33 -0.0754533315
#> X34 0.0959673584
#> X35 0.0828610490
#> X36 0.0573777894
#> X37 -0.0920642729
#> X38 -0.1535486819
#> X39 -0.0870514424
#> X40 -0.2007590298
#> X41 -0.1511483531
#> X42 -0.0749341734
#> X43 -0.0485036277
#> X44 -0.2271023967
#> X45 0.1110976558
#> X46 -0.0320819775
#> X47 0.0117204000
#> X48 0.1183554795
#> X49 -0.0543858833
#> X50 0.1381775322
#> X51 0.1181880273
#> X52 0.0011957154
#> X53 -0.1812524073
#> X54 0.0787980671
#> X55 0.0079388841
#> X56 -0.0419551270
#> X57 -0.0121416214
#> X58 0.0215101504
#> X59 -0.1162520810
#> X60 -0.0007718187
#> X61 0.0332858010
#> X62 0.2387393026
#> X63 -0.1049097270
#> X64 0.1363822160
#> X65 0.1360058413
#> X66 0.1161869610
#> X67 0.1724233364
#> X68 -0.0588912096
#> X69 0.1220797373
#> X70 0.0036666819
#> X71 -0.2379650762
#> X72 -0.0543323622
#> X73 0.2105398865
#> X74 0.1999950662
#> X75 0.0397602038
#> X76 0.0049475498
#> X77 0.1605886073
#> X78 0.0216087722
#> X79 0.1524739907
#> X80 -0.0828692356
#>
#> $loadings$Y
#> comp 1 comp 2 comp 3 comp 4 comp 5 comp 6
#> Y 0.04521274 1.418017 1.769266 1.241145 2.216845 0.8781545
#>
#>
#> $names
#> $names$X
#> [1] "X1" "X2" "X3" "X4" "X5" "X6" "X7" "X8" "X9" "X10" "X11" "X12"
#> [13] "X13" "X14" "X15" "X16" "X17" "X18" "X19" "X20" "X21" "X22" "X23" "X24"
#> [25] "X25" "X26" "X27" "X28" "X29" "X30" "X31" "X32" "X33" "X34" "X35" "X36"
#> [37] "X37" "X38" "X39" "X40" "X41" "X42" "X43" "X44" "X45" "X46" "X47" "X48"
#> [49] "X49" "X50" "X51" "X52" "X53" "X54" "X55" "X56" "X57" "X58" "X59" "X60"
#> [61] "X61" "X62" "X63" "X64" "X65" "X66" "X67" "X68" "X69" "X70" "X71" "X72"
#> [73] "X73" "X74" "X75" "X76" "X77" "X78" "X79" "X80"
#>
#> $names$Y
#> [1] "Y"
#>
#> $names$indiv
#> [1] "1" "2" "3" "4" "5" "6" "7" "8" "9" "10" "11" "12" "13" "14" "15"
#> [16] "16" "17" "18" "19" "20" "21" "22" "23" "24" "25" "26" "27" "28" "29" "30"
#> [31] "31" "32" "33" "34" "35" "36" "37" "38" "39" "40" "41" "42" "43" "44" "45"
#> [46] "46" "47" "48" "49" "50" "51" "52" "53" "54" "55" "56" "57" "58" "59" "60"
#> [61] "61" "62" "63" "64" "65" "66" "67" "68" "69" "70" "71" "72" "73" "74" "75"
#> [76] "76" "77" "78" "79" "80"
#>
#>
#> attr(,"class")
#> [1] "pls"
#>
#> $XplanScal
#> D18S61 D17S794 D13S173 D20S107 TP53 D9S171 D8S264
#> 0.5025253 0.5006325 0.5025253 0.4929888 0.5017375 0.5025253 0.5025253
#> D5S346 D22S928 D18S53 D1S225 D3S1282 D15S127 D1S305
#> 0.5025253 0.4871774 0.5031546 0.5017375 0.5029973 0.5017375 0.4929888
#> D1S207 D2S138 D16S422 D9S179 D10S191 D4S394 D1S197
#> 0.4992082 0.5029973 0.5006325 0.5029973 0.5029973 0.5029973 0.5006325
#> D6S264 D14S65 D17S790 D5S430 D3S1283 D4S414 D8S283
#> 0.5006325 0.4974619 0.4974619 0.5025253 0.5017375 0.5025253 0.5029973
#> D11S916 D2S159 D16S408 D6S275 D10S192 sexe Agediag
#> 0.5029973 0.4929888 0.4974619 0.5029973 0.4953901 0.4611488 13.5030421
#> Siege T N M STADE
#> 0.7458747 0.8999824 0.7778581 0.4357447 1.2143003
#>
#> $XplanCent
#> D18S61 D17S794 D13S173 D20S107 TP53 D9S171 D8S264 D5S346
#> 0.52500 0.45000 0.47500 0.60000 0.53750 0.47500 0.52500 0.47500
#> D22S928 D18S53 D1S225 D3S1282 D15S127 D1S305 D1S207 D2S138
#> 0.37500 0.50000 0.46250 0.51250 0.46250 0.40000 0.43750 0.48750
#> D16S422 D9S179 D10S191 D4S394 D1S197 D6S264 D14S65 D17S790
#> 0.45000 0.51250 0.51250 0.51250 0.45000 0.55000 0.42500 0.42500
#> D5S430 D3S1283 D4S414 D8S283 D11S916 D2S159 D16S408 D6S275
#> 0.47500 0.46250 0.52500 0.51250 0.48750 0.40000 0.57500 0.48750
#> D10S192 sexe Agediag Siege T N M STADE
#> 0.41250 0.70000 64.23634 1.77500 2.51250 0.55000 0.25000 2.36250
#>
#> $CoeffCFull
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 2.950298 -0.9282574 -2.204843 -0.6257824 -3.990089 -3.253885
#> [2,] NA 4.1392074 5.671701 4.6727697 5.736158 5.412662
#> [3,] NA NA 6.781065 6.7438254 6.356404 6.129493
#> [4,] NA NA NA 2.6510711 3.299431 3.160192
#> [5,] NA NA NA NA 9.381174 10.092581
#> [6,] NA NA NA NA NA 2.325436
#>
#> $kernDKplsDR_mod
#> Gaussian Radial Basis kernel function.
#> Hyperparameter : sigma = 0.0120545187208289
#>
(cox_DKplsDR_fit=coxDKplsDR(~X_train_micro,Y_train_micro,C_train_micro,ncomp=6,allres=TRUE))
#> Error in model.matrix(mt0, mf0, , contrasts.arg = contrasts.arg): argument "contrasts.arg" is missing, with no default
(cox_DKplsDR_fit=coxDKplsDR(~.,Y_train_micro,C_train_micro,ncomp=6,allres=TRUE,
dataXplan=X_train_micro_df))
#> Error in model.matrix(mt0, mf0, , contrasts.arg = contrasts.arg): argument "contrasts.arg" is missing, with no default
rm(X_train_micro,Y_train_micro,C_train_micro,cox_DKplsDR_fit)