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Compute the PVE (Percentage of Variance Explained) for multiple data sets on multiple components

Usage

pveMultiple(dataset, group, comp_num, list_score, list_component)

Arguments

dataset

A list of dataset to be analyzed

group

A list of grouping of the datasets, indicating the relationship between datasets

comp_num

A vector indicates the dimension of each compoent

list_score

A list of extracted scores by the corresponding algorithm

list_component

A list of components comptuted by the corresponding algorithm

Value

The list of scores

Examples

dataset = list(matrix(runif(5000, 1, 2), nrow = 100, ncol = 50),
matrix(runif(5000, 1, 2), nrow = 100, ncol = 50),
matrix(runif(5000, 1, 2), nrow = 100, ncol = 50),
matrix(runif(5000, 1, 2), nrow = 100, ncol = 50))
group = list(c(1,2,3,4), c(1,2), c(3,4), c(1,3), c(2,4), c(1), c(2), c(3), c(4))
comp_num = c(2,2,2,2,2,2,2,2,2)
res_concatPCA = concatPCA(dataset, group, comp_num)
pveMultiple(dataset, group, comp_num, res_concatPCA$score_list, res_concatPCA$linked_component_list)
#> $dataset_No.1
#> $dataset_No.1$component_No.1
#>                                                        subject_No.1
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    0.9697037
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    3.6195467
#>                                                        subject_No.2
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    0.9982097
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    0.5908164
#>                                                        subject_No.3
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688   0.35307260
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146   0.05683813
#>                                                        subject_No.4
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688 -0.006262853
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146 -3.284722416
#>                                                        subject_No.5
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    0.3631942
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    0.1538241
#>                                                        subject_No.6
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688   -2.1634793
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146   -0.3437198
#>                                                        subject_No.7
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688   -0.2441209
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146   -1.1889048
#>                                                        subject_No.8
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688   -0.6323029
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    1.2870454
#>                                                        subject_No.9
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -2.849294
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -3.675197
#>                                                        subject_No.10
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     -0.944708
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     -3.307978
#>                                                        subject_No.11
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    0.02264460
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146   -0.02093967
#>                                                        subject_No.12
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688      2.061561
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146      1.966222
#>                                                        subject_No.13
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.6800809
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     1.5494854
#>                                                        subject_No.14
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.3893276
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     0.3359718
#>                                                        subject_No.15
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     -2.198359
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146      3.176837
#>                                                        subject_No.16
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     0.4031499
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     0.4490390
#>                                                        subject_No.17
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     1.0056972
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -0.3447994
#>                                                        subject_No.18
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.9097423
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -1.0365820
#>                                                        subject_No.19
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.9703863
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -2.0435409
#>                                                        subject_No.20
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     0.3080451
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -0.6533631
#>                                                        subject_No.21
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688      2.113286
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     -3.553888
#>                                                        subject_No.22
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     1.7205814
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -0.1885563
#>                                                        subject_No.23
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     -0.110396
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146      1.502110
#>                                                        subject_No.24
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     0.7922229
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     0.3380829
#>                                                        subject_No.25
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688      1.719894
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     -3.003811
#>                                                        subject_No.26
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.3864295
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -1.9721246
#>                                                        subject_No.27
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -3.8109950
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -0.5538303
#>                                                        subject_No.28
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     2.4540107
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -0.2269978
#>                                                        subject_No.29
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    1.63335976
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    0.06412346
#>                                                        subject_No.30
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688      3.979404
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     -1.185599
#>                                                        subject_No.31
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.9048033
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     0.0721706
#>                                                        subject_No.32
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.4697018
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -0.7573734
#>                                                        subject_No.33
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.7919676
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     2.2510742
#>                                                        subject_No.34
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     -1.065208
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146      4.012529
#>                                                        subject_No.35
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688      1.108329
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146      1.148498
#>                                                        subject_No.36
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.7452324
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -0.9198427
#>                                                        subject_No.37
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.9344211
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     1.0755721
#>                                                        subject_No.38
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688   -0.00395057
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146   -1.02160891
#>                                                        subject_No.39
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -2.0086054
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     0.1230735
#>                                                        subject_No.40
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     0.8549382
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     2.3755950
#>                                                        subject_No.41
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.9681404
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     1.0030626
#>                                                        subject_No.42
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.3561927
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -2.1353383
#>                                                        subject_No.43
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     0.9942044
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     3.2043871
#>                                                        subject_No.44
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     0.1901831
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -0.2921500
#>                                                        subject_No.45
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688      1.316068
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146      0.237485
#>                                                        subject_No.46
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.4859169
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -1.4284315
#>                                                        subject_No.47
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     1.9699793
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     0.8781441
#>                                                        subject_No.48
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688     0.8500881
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -0.9957671
#>                                                        subject_No.49
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -0.9541063
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146     2.0761090
#>                                                        subject_No.50
#> component_No.1_subcomp.1, PVE: 0.020336, PVE: 0.000688    -1.2524508
#> component_No.1_subcomp.2, PVE: 0.032420, PVE: 0.001146    -0.7276827
#> 
#> $dataset_No.1$component_No.2
#>                                                        subject_No.1
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451   -3.6145646
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960   -0.3142143
#>                                                        subject_No.2
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451   -1.7987189
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960   -0.6656518
#>                                                        subject_No.3
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451   0.05749749
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960   1.61530333
#>                                                        subject_No.4
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     2.367178
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     1.319311
#>                                                        subject_No.5
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451    0.3533819
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    1.8471438
#>                                                        subject_No.6
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451   -0.8920178
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    0.4155199
#>                                                        subject_No.7
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451   -0.2640385
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    0.7795833
#>                                                        subject_No.8
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451    -2.817544
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     1.742786
#>                                                        subject_No.9
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     2.029205
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     1.695736
#>                                                        subject_No.10
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451      2.357443
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960      1.992085
#>                                                        subject_No.11
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     1.5935730
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    -0.6430672
#>                                                        subject_No.12
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.4083969
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    -2.1421140
#>                                                        subject_No.13
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     -1.111410
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960      2.099968
#>                                                        subject_No.14
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451    -1.0753730
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.1720571
#>                                                        subject_No.15
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451    -5.0013936
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.6965891
#>                                                        subject_No.16
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.5140674
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    -1.9439526
#>                                                        subject_No.17
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451      1.457241
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     -3.022784
#>                                                        subject_No.18
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     1.0402045
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.1777634
#>                                                        subject_No.19
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.3206111
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     1.7411167
#>                                                        subject_No.20
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     -1.115341
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960      1.952837
#>                                                        subject_No.21
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451      5.675280
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     -1.046059
#>                                                        subject_No.22
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451      0.987456
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     -1.502657
#>                                                        subject_No.23
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451    -0.4967918
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.3412977
#>                                                        subject_No.24
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.3415667
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.3175448
#>                                                        subject_No.25
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451      3.365421
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960      2.013368
#>                                                        subject_No.26
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     1.8066170
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.6388074
#>                                                        subject_No.27
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451    -0.8639641
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    -0.2357953
#>                                                        subject_No.28
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451      1.338005
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960      2.399285
#>                                                        subject_No.29
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451      1.930071
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     -1.018576
#>                                                        subject_No.30
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.8388838
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    -0.6272213
#>                                                        subject_No.31
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.1805739
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     1.3984877
#>                                                        subject_No.32
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.0914671
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    -1.1360841
#>                                                        subject_No.33
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     -3.152671
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     -2.621103
#>                                                        subject_No.34
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     -2.556119
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     -2.718279
#>                                                        subject_No.35
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     -1.331931
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     -3.685627
#>                                                        subject_No.36
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     1.9597679
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.6639364
#>                                                        subject_No.37
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451    -1.2419437
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    -0.3313531
#>                                                        subject_No.38
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451    -0.9134262
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     2.1882753
#>                                                        subject_No.39
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.3476953
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.2465220
#>                                                        subject_No.40
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     -1.557009
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     -1.672927
#>                                                        subject_No.41
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     -2.909560
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960      3.563203
#>                                                        subject_No.42
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     2.5103777
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.4371752
#>                                                        subject_No.43
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451    -2.0806543
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.5174186
#>                                                        subject_No.44
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451      1.857101
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     -2.613715
#>                                                        subject_No.45
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.5245008
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    -3.2969959
#>                                                        subject_No.46
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.7324929
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    -1.5679586
#>                                                        subject_No.47
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.1554948
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.4982800
#>                                                        subject_No.48
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451     0.3958840
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     0.8388145
#>                                                        subject_No.49
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451    -2.9275886
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960    -0.3667483
#>                                                        subject_No.50
#> component_No.2_subcomp.1, PVE: 0.038843, PVE: 0.001451      1.603843
#> component_No.2_subcomp.2, PVE: 0.028221, PVE: 0.000960     -1.429464
#> 
#> $dataset_No.1$component_No.3
#> [1] NA
#> 
#> $dataset_No.1$component_No.4
#>                                                        subject_No.1
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    1.7310640
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    0.6988414
#>                                                        subject_No.2
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    0.3868269
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978   -0.3169314
#>                                                        subject_No.3
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    2.2461612
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978   -0.2372668
#>                                                        subject_No.4
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951   -0.7052943
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978   -1.4816832
#>                                                        subject_No.5
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     2.476622
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     3.027643
#>                                                        subject_No.6
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -2.821679
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -1.849769
#>                                                        subject_No.7
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951  -0.09602623
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978  -0.54855777
#>                                                        subject_No.8
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    0.8448812
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978   -0.4091985
#>                                                        subject_No.9
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -3.095093
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -2.007678
#>                                                        subject_No.10
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -0.7395643
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -2.7155788
#>                                                        subject_No.11
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -0.6472146
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -0.4601180
#>                                                        subject_No.12
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951      2.336502
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978      1.729826
#>                                                        subject_No.13
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -0.4142706
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.7592239
#>                                                        subject_No.14
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     0.2474597
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     3.1114644
#>                                                        subject_No.15
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     -1.288385
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     -2.117803
#>                                                        subject_No.16
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     -1.530805
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978      1.543382
#>                                                        subject_No.17
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -1.3678690
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -0.2255264
#>                                                        subject_No.18
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -0.6798570
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -0.3440632
#>                                                        subject_No.19
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -0.6463233
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -4.2629276
#>                                                        subject_No.20
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951      1.016426
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     -2.440331
#>                                                        subject_No.21
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     1.9078760
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.4998171
#>                                                        subject_No.22
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     1.3554428
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.3692226
#>                                                        subject_No.23
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     0.1568768
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.3479544
#>                                                        subject_No.24
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     2.6952177
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -0.6975717
#>                                                        subject_No.25
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951      1.827474
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     -2.037298
#>                                                        subject_No.26
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    0.51181332
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    0.06209981
#>                                                        subject_No.27
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     -4.516308
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     -1.217302
#>                                                        subject_No.28
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     0.5971664
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     2.3974915
#>                                                        subject_No.29
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     0.5500201
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     2.2916760
#>                                                        subject_No.30
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     3.8195283
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.8288364
#>                                                        subject_No.31
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951      1.615287
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     -1.684670
#>                                                        subject_No.32
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     -1.341757
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978      2.738866
#>                                                        subject_No.33
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -1.8902202
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -0.3570868
#>                                                        subject_No.34
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -0.5707308
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     3.2761353
#>                                                        subject_No.35
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -0.3772842
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -2.7302077
#>                                                        subject_No.36
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -0.8235522
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.6137587
#>                                                        subject_No.37
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     -0.211613
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978      1.418427
#>                                                        subject_No.38
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     0.8043753
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -1.2641698
#>                                                        subject_No.39
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     -2.314944
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     -1.060685
#>                                                        subject_No.40
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951      1.252432
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978      1.792887
#>                                                        subject_No.41
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     0.2202091
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -1.7830831
#>                                                        subject_No.42
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -0.2931684
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.9544645
#>                                                        subject_No.43
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     0.4972865
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.9522145
#>                                                        subject_No.44
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -2.9777704
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.8691634
#>                                                        subject_No.45
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     1.5702313
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.2397704
#>                                                        subject_No.46
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -2.4445662
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.1851679
#>                                                        subject_No.47
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951      1.251782
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978      2.845341
#>                                                        subject_No.48
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951     1.7878773
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -0.7515319
#>                                                        subject_No.49
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -0.2506899
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978    -1.0114418
#>                                                        subject_No.50
#> component_No.4_subcomp.1, PVE: 0.028356, PVE: 0.000951    -1.2454991
#> component_No.4_subcomp.2, PVE: 0.028921, PVE: 0.000978     0.6375569
#> 
#> $dataset_No.1$component_No.5
#> [1] NA
#> 
#> $dataset_No.1$component_No.6
#>                                                        subject_No.1
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812   -0.8285073
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742   -3.6580465
#>                                                        subject_No.2
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812   -2.7667927
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    0.7214603
#>                                                        subject_No.3
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812    -1.271450
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -5.157086
#>                                                        subject_No.4
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     1.309423
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     3.112987
#>                                                        subject_No.5
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     1.196040
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -3.801123
#>                                                        subject_No.6
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812    -1.171557
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     3.813245
#>                                                        subject_No.7
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812   -1.7945308
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742   -0.8062323
#>                                                        subject_No.8
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812   -1.4629816
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742   -0.2748083
#>                                                        subject_No.9
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812 -0.003711202
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742  4.516772438
#>                                                        subject_No.10
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812      3.558936
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      4.166479
#>                                                        subject_No.11
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812    -0.1403829
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -0.8137467
#>                                                        subject_No.12
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812      2.543686
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     -3.856285
#>                                                        subject_No.13
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812      -1.96056
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      -1.59119
#>                                                        subject_No.14
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812   1.198188417
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742   0.008572923
#>                                                        subject_No.15
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812    -4.4606594
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     0.4606058
#>                                                        subject_No.16
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812   -0.39264397
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    0.06615219
#>                                                        subject_No.17
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812      1.198363
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      1.660076
#>                                                        subject_No.18
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812      2.735340
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      2.504145
#>                                                        subject_No.19
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     -2.160334
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      2.512207
#>                                                        subject_No.20
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812   -2.81761938
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742   -0.02144421
#>                                                        subject_No.21
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     3.3147473
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     0.3478414
#>                                                        subject_No.22
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     3.4372052
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -0.1910271
#>                                                        subject_No.23
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812      0.400716
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     -1.609282
#>                                                        subject_No.24
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812    -0.6487812
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -2.6186956
#>                                                        subject_No.25
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812      2.633025
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      2.066635
#>                                                        subject_No.26
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     3.9537325
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     0.5666662
#>                                                        subject_No.27
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     -2.891509
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      3.552799
#>                                                        subject_No.28
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     0.9976427
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -3.0159285
#>                                                        subject_No.29
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     4.0803345
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -0.6728373
#>                                                        subject_No.30
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     0.6014499
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -0.9227864
#>                                                        subject_No.31
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     2.8344514
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -0.5312214
#>                                                        subject_No.32
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     1.4215144
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     0.9226532
#>                                                        subject_No.33
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     -1.217289
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      1.678499
#>                                                        subject_No.34
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812    -0.4973568
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -2.7712976
#>                                                        subject_No.35
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     -4.881528
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      1.394329
#>                                                        subject_No.36
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     3.8495527
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     0.8153413
#>                                                        subject_No.37
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     -2.390647
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     -1.767694
#>                                                        subject_No.38
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     -3.142724
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      1.666617
#>                                                        subject_No.39
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812    -0.4017061
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     1.9430199
#>                                                        subject_No.40
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     -1.700475
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     -4.064580
#>                                                        subject_No.41
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812    -4.3697484
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     0.0342038
#>                                                        subject_No.42
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     0.1058669
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -0.1469729
#>                                                        subject_No.43
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     0.9176392
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -2.2674987
#>                                                        subject_No.44
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     2.7140918
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     0.2178291
#>                                                        subject_No.45
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812    -0.2915173
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -0.5283797
#>                                                        subject_No.46
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     -1.706201
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742      3.140452
#>                                                        subject_No.47
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812      1.313434
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     -1.718881
#>                                                        subject_No.48
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812    -0.1992112
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742    -1.9398904
#>                                                        subject_No.49
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     0.5081747
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     2.4838308
#>                                                        subject_No.50
#> component_No.6_subcomp.1, PVE: 0.052465, PVE: 0.001812     0.3569706
#> component_No.6_subcomp.2, PVE: 0.051967, PVE: 0.001742     0.2348966
#> 
#> $dataset_No.1$component_No.7
#> [1] NA
#> 
#> $dataset_No.1$component_No.8
#> [1] NA
#> 
#> $dataset_No.1$component_No.9
#> [1] NA
#> 
#> 
#> $dataset_No.2
#> $dataset_No.2$component_No.1
#>                                                        subject_No.1
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806   -0.5344548
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    0.2317532
#>                                                        subject_No.2
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806   -0.1562949
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148   -3.2348909
#>                                                        subject_No.3
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806   -0.2602250
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    0.1603427
#>                                                        subject_No.4
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     0.682398
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -1.597501
#>                                                        subject_No.5
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    0.8274505
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    4.4532216
#>                                                        subject_No.6
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -1.239766
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -3.158671
#>                                                        subject_No.7
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    1.9330508
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148   -0.4075497
#>                                                        subject_No.8
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    0.7655844
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    3.0342990
#>                                                        subject_No.9
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806   -0.8853432
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    3.8504584
#>                                                        subject_No.10
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806      1.827975
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     -1.931277
#>                                                        subject_No.11
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806      2.827694
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     -2.576327
#>                                                        subject_No.12
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     -2.422828
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     -1.503332
#>                                                        subject_No.13
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -1.4449659
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -0.2531819
#>                                                        subject_No.14
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806      1.629968
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148      2.343397
#>                                                        subject_No.15
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     0.2458439
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -0.4061700
#>                                                        subject_No.16
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -1.2802674
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     0.9500934
#>                                                        subject_No.17
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     -1.249782
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     -1.089403
#>                                                        subject_No.18
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     0.1510184
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     0.5298520
#>                                                        subject_No.19
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -0.7881308
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -0.7740353
#>                                                        subject_No.20
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806   -2.19992962
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148   -0.09844318
#>                                                        subject_No.21
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     3.4902016
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     0.2954591
#>                                                        subject_No.22
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     0.2932565
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     1.2680168
#>                                                        subject_No.23
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     -2.354501
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148      2.118285
#>                                                        subject_No.24
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -1.6245857
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -0.5969159
#>                                                        subject_No.25
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    0.09699797
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    0.62268543
#>                                                        subject_No.26
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806      2.329487
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     -1.818806
#>                                                        subject_No.27
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     0.6400314
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -1.4880944
#>                                                        subject_No.28
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     -2.889410
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148      1.740007
#>                                                        subject_No.29
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806      0.456319
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     -1.422064
#>                                                        subject_No.30
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -0.8870522
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     1.6587345
#>                                                        subject_No.31
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806      1.782729
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     -2.299099
#>                                                        subject_No.32
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806      2.019586
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     -3.594367
#>                                                        subject_No.33
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     -1.749681
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148      1.131124
#>                                                        subject_No.34
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -0.3614297
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     2.8218092
#>                                                        subject_No.35
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -2.1794397
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -0.0118619
#>                                                        subject_No.36
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -0.7399286
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     0.1666991
#>                                                        subject_No.37
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -0.5853274
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     0.6833282
#>                                                        subject_No.38
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     2.1081368
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     0.1989603
#>                                                        subject_No.39
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806      1.710743
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148      1.095414
#>                                                        subject_No.40
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806   0.007066197
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148  -3.933416997
#>                                                        subject_No.41
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     0.8623743
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -1.2725744
#>                                                        subject_No.42
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -1.0693829
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -0.9330597
#>                                                        subject_No.43
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806      1.948180
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148      1.349508
#>                                                        subject_No.44
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     0.2997601
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     1.0872755
#>                                                        subject_No.45
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -1.1110424
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -0.5002247
#>                                                        subject_No.46
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -2.5853343
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    -0.5559267
#>                                                        subject_No.47
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806    -0.5786191
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     0.4435946
#>                                                        subject_No.48
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806   -0.02921831
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148    1.65085982
#>                                                        subject_No.49
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     0.5565298
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     1.0590750
#>                                                        subject_No.50
#> component_No.1_subcomp.1, PVE: 0.023104, PVE: 0.000806     1.4346583
#> component_No.1_subcomp.2, PVE: 0.033056, PVE: 0.001148     0.4444227
#> 
#> $dataset_No.2$component_No.2
#>                                                        subject_No.1
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348  -2.42948410
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530   0.06172144
#>                                                        subject_No.2
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     3.705393
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     2.187508
#>                                                        subject_No.3
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348   -0.3522513
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530   -0.8361254
#>                                                        subject_No.4
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     1.268352
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     2.237686
#>                                                        subject_No.5
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -4.536043
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    -2.923368
#>                                                        subject_No.6
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     1.661242
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     1.621919
#>                                                        subject_No.7
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     1.078511
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     2.277761
#>                                                        subject_No.8
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -1.240743
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    -2.323649
#>                                                        subject_No.9
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -2.526202
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    -1.980186
#>                                                        subject_No.10
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      3.119052
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -1.715143
#>                                                        subject_No.11
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      3.476557
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -2.245878
#>                                                        subject_No.12
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      1.366005
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530      2.771785
#>                                                        subject_No.13
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -0.7030005
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     3.0628836
#>                                                        subject_No.14
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -1.4722955
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     0.3632194
#>                                                        subject_No.15
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      1.147783
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -1.552265
#>                                                        subject_No.16
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     -2.260807
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530      2.530783
#>                                                        subject_No.17
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      1.257425
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -4.061440
#>                                                        subject_No.18
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      1.045787
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -1.244091
#>                                                        subject_No.19
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      0.352378
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -1.937553
#>                                                        subject_No.20
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     -1.166479
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -1.013156
#>                                                        subject_No.21
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     0.7928676
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    -1.8200915
#>                                                        subject_No.22
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     -1.556473
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -1.398714
#>                                                        subject_No.23
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     -2.117039
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530      1.295088
#>                                                        subject_No.24
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      1.867125
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -1.992015
#>                                                        subject_No.25
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -0.3660059
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     2.9569104
#>                                                        subject_No.26
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      2.430729
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -3.438122
#>                                                        subject_No.27
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      1.276795
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530      0.379183
#>                                                        subject_No.28
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -1.3840849
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    -0.5161226
#>                                                        subject_No.29
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     0.4967516
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     2.4383649
#>                                                        subject_No.30
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     -2.536244
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -1.050171
#>                                                        subject_No.31
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     2.5126261
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     0.8617722
#>                                                        subject_No.32
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      3.061004
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530      1.896813
#>                                                        subject_No.33
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     -2.925680
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530      2.254281
#>                                                        subject_No.34
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     -2.971655
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -3.117869
#>                                                        subject_No.35
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -0.6374477
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     3.0928864
#>                                                        subject_No.36
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -0.5685672
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    -1.3970331
#>                                                        subject_No.37
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -0.1661403
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    -0.9681317
#>                                                        subject_No.38
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     0.6285231
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     1.3303084
#>                                                        subject_No.39
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     1.1109128
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    -0.4292857
#>                                                        subject_No.40
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      4.301632
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530      1.655385
#>                                                        subject_No.41
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348      2.533646
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     -4.056928
#>                                                        subject_No.42
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -0.9524797
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    -0.4196849
#>                                                        subject_No.43
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348   -0.02308158
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530   -2.35538499
#>                                                        subject_No.44
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -0.7778888
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     0.6941287
#>                                                        subject_No.45
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     -1.389602
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530      3.148272
#>                                                        subject_No.46
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348     -1.380572
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530      2.190870
#>                                                        subject_No.47
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348   -1.08380734
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    0.05220836
#>                                                        subject_No.48
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -2.5482703
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530     0.1486379
#>                                                        subject_No.49
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348    -0.5035799
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    -0.3812782
#>                                                        subject_No.50
#> component_No.2_subcomp.1, PVE: 0.038719, PVE: 0.001348   -0.05919998
#> component_No.2_subcomp.2, PVE: 0.043540, PVE: 0.001530    3.12195105
#> 
#> $dataset_No.2$component_No.3
#> [1] NA
#> 
#> $dataset_No.2$component_No.4
#> [1] NA
#> 
#> $dataset_No.2$component_No.5
#>                                                        subject_No.1
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    0.2121550
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    0.9684806
#>                                                        subject_No.2
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394   -0.6547888
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321   -2.1659078
#>                                                        subject_No.3
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394   -0.2069239
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321   -0.8390682
#>                                                        subject_No.4
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394   -0.8577603
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321   -2.6783019
#>                                                        subject_No.5
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     1.880912
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     1.299076
#>                                                        subject_No.6
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394   -0.1795008
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321   -0.2242501
#>                                                        subject_No.7
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    -1.938206
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -3.452294
#>                                                        subject_No.8
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    -1.886744
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     3.077612
#>                                                        subject_No.9
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     1.494343
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -1.111867
#>                                                        subject_No.10
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     -4.368129
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     -1.379181
#>                                                        subject_No.11
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    -3.0360272
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     0.4722042
#>                                                        subject_No.12
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394      1.843384
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     -1.380743
#>                                                        subject_No.13
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     0.2910697
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     1.0524513
#>                                                        subject_No.14
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    0.06101378
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321   -3.96002937
#>                                                        subject_No.15
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     -2.219606
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321      1.801799
#>                                                        subject_No.16
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     3.5038035
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -0.6305385
#>                                                        subject_No.17
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     -1.190130
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321      4.188597
#>                                                        subject_No.18
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    1.67566212
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321   -0.01495251
#>                                                        subject_No.19
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     1.2759286
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     0.2691564
#>                                                        subject_No.20
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394      2.316293
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321      3.673612
#>                                                        subject_No.21
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     -2.889162
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     -0.825926
#>                                                        subject_No.22
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394      1.038802
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321      1.826597
#>                                                        subject_No.23
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394      5.140345
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     -1.017879
#>                                                        subject_No.24
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     -1.221178
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321      4.411725
#>                                                        subject_No.25
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     0.9540825
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -1.6092179
#>                                                        subject_No.26
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     -2.694853
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321      3.928070
#>                                                        subject_No.27
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    -2.2630513
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     0.8684427
#>                                                        subject_No.28
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394      0.434317
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321      1.603307
#>                                                        subject_No.29
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    -0.5287315
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -1.6666493
#>                                                        subject_No.30
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    0.18285807
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    0.02931052
#>                                                        subject_No.31
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    -1.3029125
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -0.2893014
#>                                                        subject_No.32
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    -0.3996429
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -2.9429982
#>                                                        subject_No.33
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     4.3051386
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -0.4946907
#>                                                        subject_No.34
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     0.3067814
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -0.5441551
#>                                                        subject_No.35
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     2.2366229
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -0.8320567
#>                                                        subject_No.36
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     0.1065522
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     2.4718711
#>                                                        subject_No.37
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     0.2672155
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     0.8048013
#>                                                        subject_No.38
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     -1.465495
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     -3.823045
#>                                                        subject_No.39
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394      1.212034
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     -1.306465
#>                                                        subject_No.40
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    -1.4268992
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -0.1540341
#>                                                        subject_No.41
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    -3.4569947
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     0.6511403
#>                                                        subject_No.42
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394      1.123639
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321      2.005725
#>                                                        subject_No.43
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394    -2.8894996
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     0.8093841
#>                                                        subject_No.44
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     1.9277220
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321    -0.7081464
#>                                                        subject_No.45
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394      1.475513
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     -2.202709
#>                                                        subject_No.46
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     2.5385712
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     0.2719321
#>                                                        subject_No.47
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     0.3369763
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     1.1741506
#>                                                        subject_No.48
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394   -0.06582122
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321   -0.48865996
#>                                                        subject_No.49
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394     -1.473446
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321      0.842436
#>                                                        subject_No.50
#> component_No.5_subcomp.1, PVE: 0.039223, PVE: 0.001394      1.013116
#> component_No.5_subcomp.2, PVE: 0.038206, PVE: 0.001321     -1.045616
#> 
#> $dataset_No.2$component_No.6
#> [1] NA
#> 
#> $dataset_No.2$component_No.7
#>                                                        subject_No.1
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    0.2350122
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817   -1.1600826
#>                                                        subject_No.2
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883   -0.1508675
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817    1.9599492
#>                                                        subject_No.3
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    0.2091785
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817   -4.6019956
#>                                                        subject_No.4
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883   0.02553967
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817   2.05830895
#>                                                        subject_No.5
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    0.5606906
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817   -1.6813767
#>                                                        subject_No.6
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    -1.578716
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     5.345287
#>                                                        subject_No.7
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     1.525084
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     1.210861
#>                                                        subject_No.8
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883   -0.3332397
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817   -5.1454483
#>                                                        subject_No.9
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     1.922969
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817    -3.116893
#>                                                        subject_No.10
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     -4.617083
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817      1.460872
#>                                                        subject_No.11
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    -1.6582559
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     0.6352167
#>                                                        subject_No.12
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     1.5907691
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817    -0.4004374
#>                                                        subject_No.13
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883      1.510565
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817      0.850701
#>                                                        subject_No.14
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883      2.394413
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     -1.386012
#>                                                        subject_No.15
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    -2.8099419
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     0.9147022
#>                                                        subject_No.16
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883      3.022076
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817      2.262625
#>                                                        subject_No.17
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     -5.361868
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     -1.630793
#>                                                        subject_No.18
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     1.1382147
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     0.7479924
#>                                                        subject_No.19
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     -1.068152
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817      1.617799
#>                                                        subject_No.20
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     -1.209591
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817      1.650711
#>                                                        subject_No.21
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    -1.7011904
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     0.7900649
#>                                                        subject_No.22
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883   -0.06956859
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817   -0.69826918
#>                                                        subject_No.23
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883      4.242228
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     -1.552883
#>                                                        subject_No.24
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     -3.433492
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     -2.938998
#>                                                        subject_No.25
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     4.2876720
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817    -0.5699787
#>                                                        subject_No.26
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    -3.8117285
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817    -0.4784973
#>                                                        subject_No.27
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     -1.371343
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     -1.736801
#>                                                        subject_No.28
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    -0.3271569
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817    -2.2451647
#>                                                        subject_No.29
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    -0.3276987
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     4.1663148
#>                                                        subject_No.30
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883      1.000092
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     -2.918781
#>                                                        subject_No.31
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    -0.7510085
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     1.7050816
#>                                                        subject_No.32
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883      1.616000
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817      2.267261
#>                                                        subject_No.33
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     5.0436078
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     0.2896376
#>                                                        subject_No.34
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    0.07007818
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817   -1.82961629
#>                                                        subject_No.35
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883      2.733312
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     -1.168390
#>                                                        subject_No.36
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     -2.759638
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817      2.131005
#>                                                        subject_No.37
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883   -0.29108861
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817   -0.02363272
#>                                                        subject_No.38
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     0.7818687
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     0.6536474
#>                                                        subject_No.39
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     1.8996367
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     0.3237366
#>                                                        subject_No.40
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     -1.657435
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817      3.747795
#>                                                        subject_No.41
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883   -5.53937252
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817   -0.01758422
#>                                                        subject_No.42
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     0.2372083
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     1.3121804
#>                                                        subject_No.43
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     -2.481059
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     -4.616655
#>                                                        subject_No.44
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     1.8950892
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     0.3253022
#>                                                        subject_No.45
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883      1.669717
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817      1.167070
#>                                                        subject_No.46
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883     0.4785195
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     4.0768935
#>                                                        subject_No.47
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    -0.1551513
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817    -3.1219640
#>                                                        subject_No.48
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883      1.005616
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817     -1.487187
#>                                                        subject_No.49
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883    -0.7705365
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817    -1.1250192
#>                                                        subject_No.50
#> component_No.7_subcomp.1, PVE: 0.053797, PVE: 0.001883      2.890537
#> component_No.7_subcomp.2, PVE: 0.052332, PVE: 0.001817      2.562032
#> 
#> $dataset_No.2$component_No.8
#> [1] NA
#> 
#> $dataset_No.2$component_No.9
#> [1] NA
#> 
#> 
#> $dataset_No.3
#> $dataset_No.3$component_No.1
#>                                                        subject_No.1
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    1.5417968
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    0.6235425
#>                                                        subject_No.2
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399   -1.7743949
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    0.6346765
#>                                                        subject_No.3
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399   -0.3587784
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    0.0567770
#>                                                        subject_No.4
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -2.690144
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    -1.625187
#>                                                        subject_No.5
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -0.353397
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     1.208040
#>                                                        subject_No.6
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399   -1.1691312
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    0.4654912
#>                                                        subject_No.7
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    0.2749534
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    1.5374922
#>                                                        subject_No.8
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    2.1022000
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736   -0.5850117
#>                                                        subject_No.9
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    0.6843461
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736   -1.3813971
#>                                                        subject_No.10
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399      3.303987
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736      1.962077
#>                                                        subject_No.11
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     2.3038877
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    -0.8877891
#>                                                        subject_No.12
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -3.9516921
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    -0.3469593
#>                                                        subject_No.13
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -0.9537739
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    -0.9912316
#>                                                        subject_No.14
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -0.1157059
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.7929721
#>                                                        subject_No.15
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399      2.657421
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     -4.022417
#>                                                        subject_No.16
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     -1.448055
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     -1.676394
#>                                                        subject_No.17
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     1.9127387
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.9297231
#>                                                        subject_No.18
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     -1.373822
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736      0.707356
#>                                                        subject_No.19
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     -0.190224
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     -2.888601
#>                                                        subject_No.20
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     2.1771689
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.9125463
#>                                                        subject_No.21
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -0.5135105
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.4670930
#>                                                        subject_No.22
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -0.4976698
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    -0.7505263
#>                                                        subject_No.23
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     -3.531187
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736      1.367248
#>                                                        subject_No.24
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     0.1563122
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     2.2609803
#>                                                        subject_No.25
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     -2.470500
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     -1.642309
#>                                                        subject_No.26
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     3.7661035
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.0146718
#>                                                        subject_No.27
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     -0.216232
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736      2.042017
#>                                                        subject_No.28
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     0.6400162
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.9330110
#>                                                        subject_No.29
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -0.1435185
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.9152709
#>                                                        subject_No.30
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     -2.684568
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736      1.794565
#>                                                        subject_No.31
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     0.7527098
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    -0.7163171
#>                                                        subject_No.32
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     -1.009626
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736      0.429711
#>                                                        subject_No.33
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     -4.666048
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     -2.727139
#>                                                        subject_No.34
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -0.4437323
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    -0.6176162
#>                                                        subject_No.35
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -1.6594046
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    -0.2377205
#>                                                        subject_No.36
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     2.7695420
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.2797192
#>                                                        subject_No.37
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399      2.603541
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736      2.398775
#>                                                        subject_No.38
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399      3.246821
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736      1.747322
#>                                                        subject_No.39
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399      1.930328
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     -2.196793
#>                                                        subject_No.40
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     -2.030850
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     -1.462067
#>                                                        subject_No.41
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399   -0.47770536
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736   -0.08643882
#>                                                        subject_No.42
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -2.4167041
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.5086092
#>                                                        subject_No.43
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -0.4681034
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.3810194
#>                                                        subject_No.44
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -0.4955814
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    -0.9625017
#>                                                        subject_No.45
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     2.2120882
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.9403329
#>                                                        subject_No.46
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399     0.2137867
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     0.3399959
#>                                                        subject_No.47
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    -0.9859845
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     2.8672627
#>                                                        subject_No.48
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399      2.930226
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     -1.295652
#>                                                        subject_No.49
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399    0.80130585
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736    0.05907283
#>                                                        subject_No.50
#> component_No.1_subcomp.1, PVE: 0.039498, PVE: 0.001399      1.458911
#> component_No.1_subcomp.2, PVE: 0.021008, PVE: 0.000736     -1.463715
#> 
#> $dataset_No.3$component_No.2
#> [1] NA
#> 
#> $dataset_No.3$component_No.3
#>                                                        subject_No.1
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     1.399543
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -1.340617
#>                                                        subject_No.2
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -1.655015
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     1.235505
#>                                                        subject_No.3
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    0.7983894
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715   -1.0874126
#>                                                        subject_No.4
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649  -3.25430436
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715  -0.04250158
#>                                                        subject_No.5
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -1.201245
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -3.351774
#>                                                        subject_No.6
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -1.564204
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     2.544188
#>                                                        subject_No.7
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649   -0.4472934
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715   -3.5600994
#>                                                        subject_No.8
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    1.1673972
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    0.7921651
#>                                                        subject_No.9
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    0.7531566
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    3.4695820
#>                                                        subject_No.10
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649      3.378929
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715      3.260074
#>                                                        subject_No.11
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649      2.676189
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -1.353769
#>                                                        subject_No.12
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     -2.293960
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715      3.203499
#>                                                        subject_No.13
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     0.3483754
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     2.1077388
#>                                                        subject_No.14
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -1.7095664
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -0.1569719
#>                                                        subject_No.15
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649      2.441011
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -3.051296
#>                                                        subject_No.16
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -0.9881693
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -0.5341587
#>                                                        subject_No.17
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     2.3167784
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     0.9702982
#>                                                        subject_No.18
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     -1.444844
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -2.252065
#>                                                        subject_No.19
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -0.4828351
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     2.8202647
#>                                                        subject_No.20
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649      3.307039
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715      2.006620
#>                                                        subject_No.21
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     0.2152758
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -0.7669187
#>                                                        subject_No.22
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -0.7759252
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -5.5155590
#>                                                        subject_No.23
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     -3.411811
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -1.533791
#>                                                        subject_No.24
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     0.4597596
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     3.6312848
#>                                                        subject_No.25
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     -3.971366
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715      2.072572
#>                                                        subject_No.26
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649      2.956305
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -3.278694
#>                                                        subject_No.27
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    0.16535978
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715   -0.08807484
#>                                                        subject_No.28
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     0.9847066
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     2.0895341
#>                                                        subject_No.29
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -0.2715818
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     2.7144425
#>                                                        subject_No.30
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     -4.453443
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -2.103572
#>                                                        subject_No.31
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     0.2961793
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -0.1199935
#>                                                        subject_No.32
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649  -1.725168235
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715   0.003574908
#>                                                        subject_No.33
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     -5.044576
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715      1.798710
#>                                                        subject_No.34
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -1.4340721
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -0.8631322
#>                                                        subject_No.35
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -0.8843300
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -0.9232651
#>                                                        subject_No.36
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     3.2505428
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     0.2246501
#>                                                        subject_No.37
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     3.7922993
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     0.6038266
#>                                                        subject_No.38
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649      2.652019
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -2.307330
#>                                                        subject_No.39
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649      2.526117
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -2.329678
#>                                                        subject_No.40
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     -1.878670
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -2.112528
#>                                                        subject_No.41
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     -1.037650
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -4.363449
#>                                                        subject_No.42
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     -1.076961
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715      1.518448
#>                                                        subject_No.43
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -0.2620396
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     3.8009226
#>                                                        subject_No.44
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     -1.711648
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715      1.176747
#>                                                        subject_No.45
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     2.3343620
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -0.2433232
#>                                                        subject_No.46
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     2.0976001
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     0.3674079
#>                                                        subject_No.47
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649    -0.5379998
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     2.3600565
#>                                                        subject_No.48
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649      2.529481
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     -2.307319
#>                                                        subject_No.49
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     0.3530786
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715    -0.2352841
#>                                                        subject_No.50
#> component_No.3_subcomp.1, PVE: 0.046640, PVE: 0.001649     1.8506632
#> component_No.3_subcomp.2, PVE: 0.050308, PVE: 0.001715     0.3628994
#> 
#> $dataset_No.3$component_No.4
#>                                                        subject_No.1
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    2.5562424
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488   -0.2013533
#>                                                        subject_No.2
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779   -3.3306371
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488   -0.3510503
#>                                                        subject_No.3
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    0.7911565
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488   -2.0361596
#>                                                        subject_No.4
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779   -2.1813436
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488   -0.4384663
#>                                                        subject_No.5
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    2.2486134
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    0.2847216
#>                                                        subject_No.6
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -1.543538
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     1.035523
#>                                                        subject_No.7
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     1.094213
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    -1.587320
#>                                                        subject_No.8
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    2.5107329
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488   -0.2980119
#>                                                        subject_No.9
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779   -0.7295982
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    0.8212725
#>                                                        subject_No.10
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     0.9731755
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     4.3060050
#>                                                        subject_No.11
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     2.5365657
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    -0.4152233
#>                                                        subject_No.12
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -5.389475
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     -1.832872
#>                                                        subject_No.13
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -1.657131
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      2.419926
#>                                                        subject_No.14
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -1.603537
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      2.220884
#>                                                        subject_No.15
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      3.022535
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     -2.860363
#>                                                        subject_No.16
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -0.1376935
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    -2.0773841
#>                                                        subject_No.17
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     0.3863263
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     1.4608337
#>                                                        subject_No.18
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -1.005672
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     -4.907958
#>                                                        subject_No.19
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -0.8965384
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     1.0294959
#>                                                        subject_No.20
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      0.527421
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      2.822563
#>                                                        subject_No.21
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      1.440235
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      0.620621
#>                                                        subject_No.22
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      3.332612
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     -2.512923
#>                                                        subject_No.23
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -1.4600030
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    -0.2802754
#>                                                        subject_No.24
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -3.330292
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      3.621677
#>                                                        subject_No.25
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -2.9130428
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    -0.6145056
#>                                                        subject_No.26
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      4.564244
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     -2.604440
#>                                                        subject_No.27
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     0.4657896
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     0.9767541
#>                                                        subject_No.28
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -1.437875
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      2.849924
#>                                                        subject_No.29
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -0.6154421
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     1.1574949
#>                                                        subject_No.30
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -0.7939855
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     0.4801906
#>                                                        subject_No.31
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     0.7948388
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    -1.3401782
#>                                                        subject_No.32
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -1.3908282
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    -0.7719102
#>                                                        subject_No.33
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -4.998177
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     -1.193118
#>                                                        subject_No.34
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     0.9660652
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     1.0075830
#>                                                        subject_No.35
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -0.7600984
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    -1.9137608
#>                                                        subject_No.36
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      2.698318
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      1.110023
#>                                                        subject_No.37
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      1.923298
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      1.958637
#>                                                        subject_No.38
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      3.312032
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      0.218926
#>                                                        subject_No.39
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      1.847042
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     -1.677272
#>                                                        subject_No.40
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -0.8714962
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488    -4.9427674
#>                                                        subject_No.41
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      1.229456
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     -3.772599
#>                                                        subject_No.42
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -1.912721
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     -1.171838
#>                                                        subject_No.43
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -2.040237
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      2.050254
#>                                                        subject_No.44
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    -0.4161771
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     1.6021352
#>                                                        subject_No.45
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      3.227252
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      2.101976
#>                                                        subject_No.46
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -1.976316
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      1.301611
#>                                                        subject_No.47
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779     -2.513431
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      2.540175
#>                                                        subject_No.48
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      3.297386
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488     -2.159263
#>                                                        subject_No.49
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779      1.744499
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488      2.102115
#>                                                        subject_No.50
#> component_No.4_subcomp.1, PVE: 0.050489, PVE: 0.001779    0.19807589
#> component_No.4_subcomp.2, PVE: 0.042855, PVE: 0.001488   -0.07356406
#> 
#> $dataset_No.3$component_No.5
#> [1] NA
#> 
#> $dataset_No.3$component_No.6
#> [1] NA
#> 
#> $dataset_No.3$component_No.7
#> [1] NA
#> 
#> $dataset_No.3$component_No.8
#>                                                        subject_No.1
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     -2.83223
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -1.02146
#>                                                        subject_No.2
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     3.400558
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     2.424769
#>                                                        subject_No.3
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -1.467502
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -0.380624
#>                                                        subject_No.4
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     1.828700
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     2.839999
#>                                                        subject_No.5
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -1.283523
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     2.694025
#>                                                        subject_No.6
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    2.2268994
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924   -0.8832573
#>                                                        subject_No.7
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -1.401059
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     2.656934
#>                                                        subject_No.8
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -1.729650
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -1.219738
#>                                                        subject_No.9
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     1.255798
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -1.600606
#>                                                        subject_No.10
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     0.4953427
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -5.7020284
#>                                                        subject_No.11
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     -3.651597
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -2.422995
#>                                                        subject_No.12
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107      4.572105
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924      0.670063
#>                                                        subject_No.13
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107      1.918763
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -2.439591
#>                                                        subject_No.14
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     2.1966039
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -0.1663758
#>                                                        subject_No.15
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107   -4.88782015
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    0.03191366
#>                                                        subject_No.16
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107   -0.04489607
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    1.26600522
#>                                                        subject_No.17
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -0.4337988
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -1.9584492
#>                                                        subject_No.18
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     0.1903392
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     4.0904025
#>                                                        subject_No.19
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107      1.075927
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -2.362973
#>                                                        subject_No.20
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -0.7003592
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -4.0015485
#>                                                        subject_No.21
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -1.7410944
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -0.5336992
#>                                                        subject_No.22
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     -4.332724
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924      2.907189
#>                                                        subject_No.23
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     0.9999943
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     3.8811993
#>                                                        subject_No.24
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107      3.593633
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -3.201114
#>                                                        subject_No.25
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     2.8134913
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     0.9733352
#>                                                        subject_No.26
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     -4.377040
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924      1.916487
#>                                                        subject_No.27
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     0.2972847
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -0.6511618
#>                                                        subject_No.28
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     0.8187473
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -1.7028437
#>                                                        subject_No.29
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    2.59120588
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924   -0.07975741
#>                                                        subject_No.30
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107      1.132711
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924      3.280023
#>                                                        subject_No.31
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -0.3879626
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     1.2161515
#>                                                        subject_No.32
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107      1.363362
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924      1.480178
#>                                                        subject_No.33
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107      4.340754
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924      2.272912
#>                                                        subject_No.34
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    0.01723731
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    1.42844597
#>                                                        subject_No.35
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     0.3901726
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     0.1073288
#>                                                        subject_No.36
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     -2.333950
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -1.741727
#>                                                        subject_No.37
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     -1.378928
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -3.763352
#>                                                        subject_No.38
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     -3.574109
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -1.862561
#>                                                        subject_No.39
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     -3.128757
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -0.613127
#>                                                        subject_No.40
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -0.1053039
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     5.0288804
#>                                                        subject_No.41
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     -2.291924
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924      4.922532
#>                                                        subject_No.42
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     1.7516470
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     0.6737048
#>                                                        subject_No.43
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107      3.218451
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -3.541286
#>                                                        subject_No.44
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     1.7600326
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     0.9734324
#>                                                        subject_No.45
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107     -2.607559
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -1.622482
#>                                                        subject_No.46
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107      1.140419
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -2.306274
#>                                                        subject_No.47
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107      4.066186
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924     -1.087736
#>                                                        subject_No.48
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -4.7049920
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -0.5550031
#>                                                        subject_No.49
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -0.9340865
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -0.3164891
#>                                                        subject_No.50
#> component_No.8_subcomp.1, PVE: 0.060462, PVE: 0.002107    -0.6437077
#> component_No.8_subcomp.2, PVE: 0.056748, PVE: 0.001924    -0.5934028
#> 
#> $dataset_No.3$component_No.9
#> [1] NA
#> 
#> 
#> $dataset_No.4
#> $dataset_No.4$component_No.1
#>                                                        subject_No.1
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     0.695304
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     1.186551
#>                                                        subject_No.2
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     2.654232
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     2.318264
#>                                                        subject_No.3
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016   -0.9408825
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703   -0.2374469
#>                                                        subject_No.4
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016   -0.1124271
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    0.3762719
#>                                                        subject_No.5
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -1.629763
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     3.031828
#>                                                        subject_No.6
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016   -0.5032362
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703   -0.9574255
#>                                                        subject_No.7
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016   -2.9093654
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703   -0.8182799
#>                                                        subject_No.8
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016   -0.6930273
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    1.9514653
#>                                                        subject_No.9
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016   -0.5666504
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703   -1.1632832
#>                                                        subject_No.10
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     -2.550528
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     -1.311271
#>                                                        subject_No.11
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     1.4812908
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     0.4176434
#>                                                        subject_No.12
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     0.2555663
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     0.8356026
#>                                                        subject_No.13
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016      1.295461
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703      1.060175
#>                                                        subject_No.14
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016      2.363965
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703      1.043860
#>                                                        subject_No.15
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016      1.764420
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     -1.852693
#>                                                        subject_No.16
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     -2.508910
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703      1.178726
#>                                                        subject_No.17
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     -3.699752
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     -3.353127
#>                                                        subject_No.18
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -1.8150963
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    -0.8952152
#>                                                        subject_No.19
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     1.6255523
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    -0.1024196
#>                                                        subject_No.20
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     3.2191291
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    -0.2496195
#>                                                        subject_No.21
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -0.3268254
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    -2.2886816
#>                                                        subject_No.22
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016      3.995080
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     -1.016652
#>                                                        subject_No.23
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016      0.902358
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     -1.501389
#>                                                        subject_No.24
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     0.9059545
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    -0.7526074
#>                                                        subject_No.25
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -0.9297968
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     1.0602392
#>                                                        subject_No.26
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016      1.583224
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     -2.348316
#>                                                        subject_No.27
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016      2.081801
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     -0.833837
#>                                                        subject_No.28
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016      3.347954
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703      1.129631
#>                                                        subject_No.29
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016      1.312080
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     -3.002538
#>                                                        subject_No.30
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -0.2097166
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     0.5180980
#>                                                        subject_No.31
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -1.2585757
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     0.1355362
#>                                                        subject_No.32
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     -2.434209
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703      1.592963
#>                                                        subject_No.33
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -0.5361861
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     1.1886697
#>                                                        subject_No.34
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     1.6256570
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    -0.3807741
#>                                                        subject_No.35
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016      1.771931
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703      2.511319
#>                                                        subject_No.36
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     -0.116156
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     -0.828781
#>                                                        subject_No.37
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     -2.411307
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     -1.124018
#>                                                        subject_No.38
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -0.2145134
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    -1.0651287
#>                                                        subject_No.39
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    0.05590618
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703   -1.05325909
#>                                                        subject_No.40
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     -1.570615
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703      1.555378
#>                                                        subject_No.41
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     1.5493646
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     0.9385256
#>                                                        subject_No.42
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -0.1879516
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    -1.2079661
#>                                                        subject_No.43
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -0.3286536
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     1.3708152
#>                                                        subject_No.44
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     0.3786297
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     0.2368040
#>                                                        subject_No.45
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -0.5916693
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    -0.9001232
#>                                                        subject_No.46
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     0.6231973
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703    -1.3152543
#>                                                        subject_No.47
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -2.3096209
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     0.4591473
#>                                                        subject_No.48
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016    -1.8436703
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     0.9292498
#>                                                        subject_No.49
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     -1.432568
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703      2.105739
#>                                                        subject_No.50
#> component_No.1_subcomp.1, PVE: 0.030425, PVE: 0.001016     0.2448292
#> component_No.1_subcomp.2, PVE: 0.020446, PVE: 0.000703     0.4471765
#> 
#> $dataset_No.4$component_No.2
#> [1] NA
#> 
#> $dataset_No.4$component_No.3
#>                                                        subject_No.1
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    0.5369856
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    2.3755465
#>                                                        subject_No.2
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     1.933079
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -1.150511
#>                                                        subject_No.3
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    -1.031816
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -2.360116
#>                                                        subject_No.4
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    0.3190358
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    1.8109396
#>                                                        subject_No.5
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    0.3369349
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    1.1232098
#>                                                        subject_No.6
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    0.4712364
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    1.2880849
#>                                                        subject_No.7
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    -4.298527
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -3.110844
#>                                                        subject_No.8
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    -1.092245
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     1.669062
#>                                                        subject_No.9
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192   0.04828606
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787   3.21371553
#>                                                        subject_No.10
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192   -2.83556479
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    0.06689375
#>                                                        subject_No.11
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     2.0828808
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -0.4301673
#>                                                        subject_No.12
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     0.9251509
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -0.7524084
#>                                                        subject_No.13
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     1.5817835
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -0.1370132
#>                                                        subject_No.14
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192      1.999137
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     -1.143679
#>                                                        subject_No.15
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     0.4852275
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     2.8475685
#>                                                        subject_No.16
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192   -3.18705181
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787   -0.07287858
#>                                                        subject_No.17
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    -4.1081593
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     0.4245281
#>                                                        subject_No.18
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     -1.675040
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787      0.994861
#>                                                        subject_No.19
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192      1.482981
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787      2.823784
#>                                                        subject_No.20
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192      2.429532
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     -1.764675
#>                                                        subject_No.21
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     -1.273196
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787      1.715278
#>                                                        subject_No.22
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192      4.137185
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     -1.448630
#>                                                        subject_No.23
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     1.2258359
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -0.8420537
#>                                                        subject_No.24
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192      1.266795
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787      1.126078
#>                                                        subject_No.25
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    -1.8423018
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     0.8629343
#>                                                        subject_No.26
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     1.6540301
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     0.6861767
#>                                                        subject_No.27
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     3.6455109
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -0.5081241
#>                                                        subject_No.28
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     2.4442750
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     0.1545903
#>                                                        subject_No.29
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     0.2653812
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -1.5162408
#>                                                        subject_No.30
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192   -0.03500114
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787   -0.77489294
#>                                                        subject_No.31
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    -2.1671398
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     0.9045488
#>                                                        subject_No.32
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    -2.3071831
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -0.5161357
#>                                                        subject_No.33
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    0.07949453
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    1.96661416
#>                                                        subject_No.34
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     0.9343549
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -1.5902507
#>                                                        subject_No.35
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     1.6089440
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -0.8418456
#>                                                        subject_No.36
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     -1.944126
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     -1.829929
#>                                                        subject_No.37
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192  -2.243185630
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787  -0.005928477
#>                                                        subject_No.38
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     0.8795304
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     0.9490906
#>                                                        subject_No.39
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192   -0.06890838
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    0.47374041
#>                                                        subject_No.40
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    -1.5807290
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -0.7911124
#>                                                        subject_No.41
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     1.9903618
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -0.4112324
#>                                                        subject_No.42
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     0.6116296
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     0.9532906
#>                                                        subject_No.43
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     0.7636183
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -1.4139044
#>                                                        subject_No.44
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     0.4743887
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -2.6805463
#>                                                        subject_No.45
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     -1.861398
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     -1.308323
#>                                                        subject_No.46
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     0.3132285
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     0.7052420
#>                                                        subject_No.47
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192     -2.314076
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     -3.064165
#>                                                        subject_No.48
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    -0.8961248
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787     0.5494640
#>                                                        subject_No.49
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192    -0.7132269
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787    -0.1846589
#>                                                        subject_No.50
#> component_No.3_subcomp.1, PVE: 0.035171, PVE: 0.001192      1.650796
#> component_No.3_subcomp.2, PVE: 0.022657, PVE: 0.000787      1.125570
#> 
#> $dataset_No.4$component_No.4
#> [1] NA
#> 
#> $dataset_No.4$component_No.5
#>                                                        subject_No.1
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    0.5046569
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102   -1.4900119
#>                                                        subject_No.2
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206   -0.5677242
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102   -2.3023032
#>                                                        subject_No.3
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     2.505335
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -0.964856
#>                                                        subject_No.4
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206   -0.2626841
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102   -0.6171965
#>                                                        subject_No.5
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     2.771596
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -2.081087
#>                                                        subject_No.6
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     0.652927
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -1.364731
#>                                                        subject_No.7
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     2.989660
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     3.666427
#>                                                        subject_No.8
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    2.6259351
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102   -0.2218687
#>                                                        subject_No.9
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    0.4686132
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    1.3152941
#>                                                        subject_No.10
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     2.8108897
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     0.5333726
#>                                                        subject_No.11
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     -2.400875
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102      1.232052
#>                                                        subject_No.12
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -0.5702378
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -1.7458135
#>                                                        subject_No.13
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     -1.601185
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102      2.126240
#>                                                        subject_No.14
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     -2.155747
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     -2.770496
#>                                                        subject_No.15
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -2.7853973
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     0.5369963
#>                                                        subject_No.16
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     1.9799959
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     0.1365531
#>                                                        subject_No.17
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206      1.214685
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102      1.680471
#>                                                        subject_No.18
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206      1.294469
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     -2.512018
#>                                                        subject_No.19
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -1.3949723
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -0.2977928
#>                                                        subject_No.20
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -3.8873781
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     0.4572776
#>                                                        subject_No.21
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     -1.533479
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102      2.070550
#>                                                        subject_No.22
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     -3.130780
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     -0.210466
#>                                                        subject_No.23
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     -1.306633
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102      1.920528
#>                                                        subject_No.24
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     0.2895761
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -2.7441713
#>                                                        subject_No.25
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     1.7060967
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -0.4709113
#>                                                        subject_No.26
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -0.7295144
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -3.5971866
#>                                                        subject_No.27
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206   -2.40763822
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102   -0.07830448
#>                                                        subject_No.28
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     -2.264076
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     -1.932791
#>                                                        subject_No.29
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     -2.634258
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     -1.426073
#>                                                        subject_No.30
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -1.0857507
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -0.9074711
#>                                                        subject_No.31
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206      1.901890
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102      1.579084
#>                                                        subject_No.32
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206      3.153800
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102      2.352978
#>                                                        subject_No.33
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     1.3363610
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     0.4413034
#>                                                        subject_No.34
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -2.9231226
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     0.2524417
#>                                                        subject_No.35
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -0.3158695
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -1.3603617
#>                                                        subject_No.36
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     0.0417003
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     1.0603148
#>                                                        subject_No.37
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     3.7258877
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     0.1130052
#>                                                        subject_No.38
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -0.6565111
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     2.4225304
#>                                                        subject_No.39
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -0.8227397
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     0.8546541
#>                                                        subject_No.40
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     0.4375195
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     4.5531397
#>                                                        subject_No.41
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -0.5613335
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -2.6544097
#>                                                        subject_No.42
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -0.4759699
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -0.9472281
#>                                                        subject_No.43
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     2.5357019
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -0.8602658
#>                                                        subject_No.44
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -0.9884904
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -1.1763086
#>                                                        subject_No.45
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     -0.547497
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102      2.619492
#>                                                        subject_No.46
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -0.3033521
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -1.7992498
#>                                                        subject_No.47
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     1.6242714
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102    -0.2108409
#>                                                        subject_No.48
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206     0.8928966
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     2.2586877
#>                                                        subject_No.49
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206      1.696121
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102      1.300170
#>                                                        subject_No.50
#> component_No.5_subcomp.1, PVE: 0.035856, PVE: 0.001206    -1.7476794
#> component_No.5_subcomp.2, PVE: 0.032105, PVE: 0.001102     0.9830313
#> 
#> $dataset_No.4$component_No.6
#> [1] NA
#> 
#> $dataset_No.4$component_No.7
#> [1] NA
#> 
#> $dataset_No.4$component_No.8
#> [1] NA
#> 
#> $dataset_No.4$component_No.9
#>                                                        subject_No.1
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    -1.397945
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -2.477320
#>                                                        subject_No.2
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    -4.430273
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -2.572424
#>                                                        subject_No.3
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     1.326481
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -2.269424
#>                                                        subject_No.4
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734   -0.7834585
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    2.3098393
#>                                                        subject_No.5
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    0.7514947
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704   -0.5589823
#>                                                        subject_No.6
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    -0.998421
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     1.768862
#>                                                        subject_No.7
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     2.924289
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -2.841889
#>                                                        subject_No.8
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    2.7232755
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704   -0.2197491
#>                                                        subject_No.9
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     2.013062
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     2.021633
#>                                                        subject_No.10
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     4.3529316
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -0.9252702
#>                                                        subject_No.11
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    -0.8447928
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     4.0096863
#>                                                        subject_No.12
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    -0.2042565
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -0.4074330
#>                                                        subject_No.13
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    -0.9439691
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     2.7412988
#>                                                        subject_No.14
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -3.563699
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -1.267210
#>                                                        subject_No.15
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -0.683854
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704      3.721736
#>                                                        subject_No.16
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     0.6172746
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -2.7016544
#>                                                        subject_No.17
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     5.1592368
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     0.9625753
#>                                                        subject_No.18
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -1.207502
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -1.801205
#>                                                        subject_No.19
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     0.5766812
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     3.6769079
#>                                                        subject_No.20
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    -5.1691780
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     0.4435914
#>                                                        subject_No.21
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     0.9698322
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     1.8882560
#>                                                        subject_No.22
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    -3.6712927
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     0.5280374
#>                                                        subject_No.23
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734      2.187860
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704      4.446581
#>                                                        subject_No.24
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     0.4549314
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -2.9700902
#>                                                        subject_No.25
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734      1.972615
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -1.965953
#>                                                        subject_No.26
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -2.786718
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -1.229128
#>                                                        subject_No.27
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -1.823882
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704      3.802123
#>                                                        subject_No.28
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -3.063730
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -1.061621
#>                                                        subject_No.29
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734   -3.38891300
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704   -0.04606275
#>                                                        subject_No.30
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -1.537221
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -3.194993
#>                                                        subject_No.31
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     2.6828073
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -0.9109766
#>                                                        subject_No.32
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     0.3555953
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -2.5129251
#>                                                        subject_No.33
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     0.8047066
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -0.1755185
#>                                                        subject_No.34
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -2.080469
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704      1.467630
#>                                                        subject_No.35
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734    -1.3573078
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     0.6792969
#>                                                        subject_No.36
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     0.5226306
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -0.4380995
#>                                                        subject_No.37
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734      3.992502
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -3.736700
#>                                                        subject_No.38
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734      1.821653
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704      3.262811
#>                                                        subject_No.39
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734      1.056777
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704      2.594585
#>                                                        subject_No.40
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     2.4721511
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     0.5545328
#>                                                        subject_No.41
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734      -1.00441
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704      -2.94999
#>                                                        subject_No.42
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734   -0.02252889
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    0.45580442
#>                                                        subject_No.43
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734      0.770569
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -1.196621
#>                                                        subject_No.44
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -2.300609
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -2.048193
#>                                                        subject_No.45
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     2.0172360
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     0.7794227
#>                                                        subject_No.46
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -1.616825
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -1.163129
#>                                                        subject_No.47
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734      0.381702
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     -2.273270
#>                                                        subject_No.48
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     0.1003829
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704     2.1954179
#>                                                        subject_No.49
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     2.7308165
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704    -0.4622325
#>                                                        subject_No.50
#> component_No.9_subcomp.1, PVE: 0.052098, PVE: 0.001734     -1.830563
#> component_No.9_subcomp.2, PVE: 0.049394, PVE: 0.001704      2.900560
#> 
#>