cvr.glmnet: Repeating cv.glmnet
In ipflasso: Integrative Lasso with Penalty Factors

Description Usage Arguments Value Author(s) References Examples

the same as cv.glmnet but with several ncv repetitions of CV: cross-validation repeated ncv times (i.e. for ncv different random partitions)

1	cvr.glmnet(X, Y, family, standardize=TRUE,alpha=1, nfolds, ncv, type.measure,...)

`X`	a (nxp) matrix of predictors with observations in rows and predictors in columns
`Y`	n-vector giving the value of the response (either continuous, numeric-binary 0/1, or `Surv` object)
`family`	should be "gaussian" for continuous `Y`, "binomial" for binary `Y`, "cox" for `Y` of type `Surv`
`standardize`	whether the predictors should be standardized or not. Default is TRUE.
`alpha`	the elastic net mixing parameter: `alpha`=1 yields the L1 penalty (lasso), `alpha`=0 yields the L2 penalty. Default is `alpha`=1 (lasso).
`nfolds`	the number of folds of CV procedure.
`ncv`	the number of repetitions of CV. Not to be confused with `nfolds`. For example, if one repeats 50 times 5-fold-CV (i.e. considers 50 random partitions into 5 folds in turn and averages the results), nfolds equals 5 and ncv equals 50.
`type.measure`	The accuracy/error measure computed in cross-validation. If not specified, type.measure is "class" (classification error) if `family="binomial"`, "mse" (mean squared error) if `family="gaussian"` and partial likelihood if `family="cox"`. If `family="binomial"`, one may specify `type.measure="auc"` (area under the ROC curve).
`...`	Other arguments to be passed to the function `cv.glmnet`.

A list with the following arguments:

`coeff`	the matrix of coefficients with predictors corresponding to rows and lambda values corresponding to columns. The first rows contains the intercept of the model (for all families other than `"cox"`).
`lambda`	the lambda sequence
`cvm`	the CV estimate of the measure specified by `type.measure` for each candidate lambda value, averaged over the ncv runs of `cv.glmnet`

Anne-Laure Boulesteix (https://www.en.ibe.med.uni-muenchen.de/mitarbeiter/professoren/boulesteix/index.html)

Boulesteix AL, De Bin R, Jiang X, Fuchs M, 2017. IPF-lasso: integrative L1-penalized regression with penalty factors for prediction based on multi-omics data. Comput Math Methods Med 2017:7691937.

# load ipflasso library
library(ipflasso)

# generate dummy data
X<-matrix(rnorm(50*200),50,200)
Y<-rbinom(50,1,0.5)

cvr.glmnet(X=X,Y=Y,family="binomial",standardize=FALSE,nfolds=5,ncv=10,type.measure="class")

Loading required package: glmnet
Loading required package: Matrix
Loading required package: foreach
Loaded glmnet 2.0-12

Loading required package: survival
$coeff
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V195  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V196  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V197  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V198  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V199  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V200  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
             s88         s89         s90         s91         s92         s93
      0.84822868  0.85510132  0.86199220  0.86889217  0.87580113  0.88273808
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V2    0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V3    0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V4    0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V5    0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V6    0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V7    0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V8    0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
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V10   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V11   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
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V15   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V16   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
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V19   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V20   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V21   0.14944289  0.15109468  0.15275759  0.15443259  0.15614517  0.15801551
V22  -0.83199310 -0.84309388 -0.85421594 -0.86535748 -0.87652044 -0.88772697
V23   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V24   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V25  -0.99502395 -1.00371934 -1.01241723 -1.02112156 -1.02982779 -1.03852207
V26   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V27   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V28   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V29   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V30   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V31   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V32   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V33   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V34   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V35   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V36   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V37   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V38   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V39   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V40  -0.73752627 -0.74493473 -0.75235240 -0.75977621 -0.76721130 -0.77468396
V41   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V42   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V43  -1.12812050 -1.13847880 -1.14885677 -1.15925414 -1.16968662 -1.18023834
V44   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V45   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V46   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V47   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V48   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V49   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V50   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V51   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V52   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V53   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V54  -0.39503534 -0.40160889 -0.40818844 -0.41476401 -0.42133730 -0.42791399
V55   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V56   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V57   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V58   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V59   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V60  -0.06994596 -0.07141555 -0.07287907 -0.07433798 -0.07579172 -0.07723483
V61   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V62   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V63   0.30926464  0.31358388  0.31789306  0.32219061  0.32647475  0.33074217
V64   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V65   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V66   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V67   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V68  -0.07838983 -0.07871892 -0.07906848 -0.07943404 -0.07982685 -0.08031333
V69   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V70   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V71   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V72   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V73   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V74  -0.13721084 -0.13914603 -0.14108935 -0.14304110 -0.14500421 -0.14698647
V75   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V76   0.33243020  0.33719286  0.34192223  0.34662820  0.35130645  0.35592437
V77   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V78   0.29864591  0.30187630  0.30509385  0.30830436  0.31150351  0.31466056
V79   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V80   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V81   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V82   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V83   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V84   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V85   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V86   0.08000227  0.08439472  0.08877461  0.09313986  0.09750358  0.10193408
V87   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V88   0.80205702  0.81140427  0.82073936  0.83005789  0.83936138  0.84864685
V89   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V90   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V91   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V92   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V93   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V94   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V95   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V96  -0.07377557 -0.07516837 -0.07657457 -0.07799000 -0.07940654 -0.08079739
V97   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V98  -0.68134148 -0.68713166 -0.69291578 -0.69869901 -0.70446714 -0.71013981
V99   0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V100  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V101  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V102  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V103  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V104  0.13596819  0.13988014  0.14375821  0.14761021  0.15144829  0.15530300
V105  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V106  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V107  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V108  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V109  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V110  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V111  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V112  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V113  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V114  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V115 -0.06257249 -0.06203472 -0.06149364 -0.06095851 -0.06043250 -0.05991832
V116  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V117  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V118  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V119  0.13209024  0.13262993  0.13314975  0.13365612  0.13413216  0.13449264
V120  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V121  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V122  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V123  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V124 -0.31665710 -0.31855553 -0.32047240 -0.32239807 -0.32433037 -0.32626672
V125  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V126 -1.42433176 -1.43857772 -1.45281771 -1.46705987 -1.48127953 -1.49535782
V127  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V128  0.49772742  0.50580727  0.51387480  0.52193264  0.52997340  0.53795032
V129  0.08765972  0.08874936  0.08980865  0.09084715  0.09187055  0.09288743
V130  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V131  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V132  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V133  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V134  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V135  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V136  1.92582751  1.94451538  1.96319367  1.98187072  2.00054580  2.01920905
V137  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V138  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V139  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V140  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V141  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V142  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V143  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V144  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V145  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V146  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V147  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V148 -0.46312422 -0.47010567 -0.47707540 -0.48403453 -0.49096725 -0.49779592
V149 -0.10195417 -0.10695712 -0.11193439 -0.11688398 -0.12181230 -0.12674846
V150  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V151  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V152 -1.23746738 -1.25045819 -1.26346732 -1.27648660 -1.28952416 -1.30263803
V153  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V154 -0.54466439 -0.55228288 -0.55990309 -0.56751885 -0.57511972 -0.58267573
V155 -0.55499950 -0.56127790 -0.56755612 -0.57383345 -0.58011161 -0.58640382
V156  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V157  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V158  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V159  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V160  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V161  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V162  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V163  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V164  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V165  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V166  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V167  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V168  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V169  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V170  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V171  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V172  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V173  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V174  0.27894832  0.28354495  0.28813889  0.29272515  0.29730272  0.30187413
V175  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V176  0.08712851  0.08661152  0.08611069  0.08562488  0.08515236  0.08469404
V177  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V178  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V179  0.26519876  0.26969644  0.27416965  0.27862348  0.28305315  0.28743071
V180  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V181  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V182  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V183  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V184  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V185  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V186  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V187  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V188  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V189  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V190  0.18296114  0.18343264  0.18391375  0.18440150  0.18488278  0.18530507
V191  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V192 -0.93100095 -0.94282463 -0.95461880 -0.96638803 -0.97815001 -0.98997996
V193 -0.07851482 -0.07840942 -0.07830054 -0.07818800 -0.07807685 -0.07798655
V194  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V195  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V196  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V197  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V198  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V199  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000
V200  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000  0.00000000

$lambda
 [1] 0.198395307 0.189377934 0.180770415 0.172554121 0.164711270 0.157224888
 [7] 0.150078774 0.143257462 0.136746190 0.130530864 0.124598035 0.118934862
[13] 0.113529089 0.108369017 0.103443478 0.098741812 0.094253844 0.089969862
[19] 0.085880592 0.081977187 0.078251197 0.074694560 0.071299577 0.068058901
[25] 0.064965519 0.062012736 0.059194161 0.056503695 0.053935515 0.051484063
[31] 0.049144032 0.046910360 0.044778212 0.042742973 0.040800239 0.038945805
[37] 0.037175658 0.035485967 0.033873075 0.032333492 0.030863885 0.029461073
[43] 0.028122022 0.026843833 0.025623739 0.024459101 0.023347397 0.022286222
[49] 0.021273278 0.020306375 0.019383419 0.018502413 0.017661450 0.016858709
[55] 0.016092455 0.015361028 0.014662846 0.013996397 0.013360239 0.012752995
[61] 0.012173352 0.011620054 0.011091905 0.010587761 0.010106531 0.009647173
[67] 0.009208694 0.008790145 0.008390619 0.008009253 0.007645220 0.007297733
[73] 0.006966040 0.006649422 0.006347196 0.006058706 0.005783328 0.005520467
[79] 0.005269554 0.005030044 0.004801421 0.004583189 0.004374876 0.004176031
[85] 0.003986224 0.003805044 0.003632099 0.003467014 0.003309433 0.003159014
[91] 0.003015432 0.002878376 0.002747550 0.002622669

$cvm
 [1] 0.478 0.484 0.484 0.472 0.458 0.436 0.438 0.436 0.422 0.422 0.420 0.410
[13] 0.408 0.410 0.394 0.398 0.396 0.394 0.398 0.390 0.386 0.386 0.384 0.388
[25] 0.388 0.380 0.376 0.376 0.376 0.374 0.370 0.366 0.370 0.370 0.374 0.374
[37] 0.374 0.374 0.376 0.380 0.382 0.384 0.386 0.386 0.386 0.386 0.390 0.390
[49] 0.390 0.390 0.394 0.396 0.396 0.396 0.398 0.398 0.398 0.400 0.400 0.402
[61] 0.402 0.402 0.402 0.402 0.404 0.402 0.402 0.402 0.404 0.404 0.404 0.402
[73] 0.402 0.402 0.402 0.402 0.402 0.402 0.402 0.402 0.402 0.402 0.402 0.402
[85] 0.402 0.398 0.396 0.398 0.402 0.402 0.402 0.402 0.402 0.402