method = 1/"G_VR1"VanRaden Method 1: \(G = ZZ' / (2 \sum_j p_j(1 - p_j))\), with \(Z = M - 2p\).
method = 2/"G_VR2"VanRaden Method 2: \(G = ZDZ'\) with \(D\) diagonal, \(D_{jj} = 1/(m \cdot 2p_j(1-p_j))\); equivalently each column of \(Z\) scaled by \(\sqrt{2p_j(1-p_j)}\) and divided by \(m\).
method = 3/"G_XX"Uncentred \(G = MM'/m\). This is NOT one of VanRaden's three methods – it is the first method of the Montesinos chapter, which renumbers VanRaden's scheme. Named
G_XXrather thanG_VR*for that reason.
Details
VanRaden's own Method 3 regresses \(MM'\) on \(A\) and requires no
allele frequencies; it is not implemented here, so there is deliberately no
"G_VR3" alias.
References
VanRaden, P. M. (2008). Efficient methods to compute genomic predictions. J Dairy Sci 91(11):4414-4423, "Genomic Relationships and Inbreeding", p.4416. doi:10.3168/jds.2007-0980
Montesinos-Lopez et al., Multivariate Statistical Machine Learning Methods for Genomic Prediction, Sec. 2.4, pp.49-52 (secondary; renumbers the methods and contradicts its own worked example twice – see the morie fixture tests/fn/fixtures/gmatv.json).
Examples
set.seed(1)
morie_grm_vanraden(markers = matrix(sample(0:2, 200, TRUE), 50, 4))
#> $estimate
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 1.35543500 -1.015471167 0.421137231 0.380952381 -0.15149689
#> [2,] -1.01547117 1.134418324 -0.442837050 -0.483021901 -0.01084991
#> [3,] 0.42113723 -0.442837050 0.993771348 -0.553345389 -0.08117340
#> [4,] 0.38095238 -0.483021901 -0.553345389 0.913401648 -0.12135825
#> [5,] -0.15149689 -0.010849910 -0.081173398 -0.121358248 1.35543500
#> [6,] -0.51316054 0.129797067 -0.442837050 0.521599357 -1.01547117
#> [7,] -0.56339160 0.581876633 -0.995378742 0.471368294 -0.06108097
#> [8,] 0.42113723 -0.442837050 -0.010849910 0.451275869 -0.58348403
#> [9,] -0.03094233 0.109704641 0.541691782 -0.503114326 -0.53325296
#> [10,] -0.52320675 0.622061483 -0.452883263 0.009242516 -0.52320675
#> [11,] -0.96524010 0.682338758 0.109704641 -0.432790838 -0.96524010
#> [12,] 0.33072132 -0.030942335 -0.101265823 -0.141450673 1.33534258
#> [13,] 1.31525015 -1.055656018 -0.121358248 0.843078160 0.31062889
#> [14,] 0.42113723 -0.442837050 0.993771348 -0.553345389 -0.08117340
#> [15,] -0.08117340 0.561784207 -0.010849910 -0.553345389 0.42113723
#> [16,] -0.04098855 0.601969058 0.531645570 -1.015471167 -0.04098855
#> [17,] -0.60357645 0.541691782 -0.533252964 -0.071127185 0.90335544
#> [18,] -0.08117340 0.561784207 -0.010849910 -0.553345389 0.42113723
#> [19,] -0.08117340 0.561784207 -1.015471167 0.451275869 -0.08117340
#> [20,] -0.63371509 0.009242516 -0.061080972 -0.101265823 1.37552743
#> [21,] -0.47297569 0.169981917 0.099658429 0.059473578 -1.47759695
#> [22,] -0.55334539 0.089612216 1.023909986 -1.025517380 0.45127587
#> [23,] 0.39099859 -0.975286317 0.461322082 0.421137231 -0.11131204
#> [24,] 0.86317058 -0.503114326 0.431183444 -0.111312035 0.36085996
#> [25,] 0.38095238 -0.483021901 0.451275869 -0.091219610 0.38095238
#> [26,] 0.45127587 0.089612216 0.521599357 -0.523206751 -0.55334539
#> [27,] -0.55334539 0.089612216 1.023909986 -1.025517380 0.45127587
#> [28,] 0.43118344 -0.935101467 1.003817561 -0.040988547 -0.57343781
#> [29,] 0.42113723 -0.442837050 -0.010849910 0.451275869 -0.58348403
#> [30,] -0.02089612 -0.382559775 0.551737995 0.009242516 -1.02551738
#> [31,] -1.08579466 0.561784207 -0.513160538 -0.051034760 0.92344786
#> [32,] -0.59353024 0.049427366 0.481414507 -0.563391601 0.91340165
#> [33,] -0.55334539 0.089612216 -0.985332530 0.983725136 -0.55334539
#> [34,] 1.31525015 -1.055656018 -0.121358248 0.843078160 0.31062889
#> [35,] -0.52320675 0.622061483 -0.452883263 0.009242516 -0.52320675
#> [36,] -0.59353024 0.049427366 -0.523206751 0.441229656 0.41109102
#> [37,] -0.59353024 0.049427366 -0.523206751 0.441229656 0.41109102
#> [38,] -0.04098855 0.601969058 0.531645570 -1.015471167 -0.04098855
#> [39,] 0.45127587 0.089612216 0.521599357 -0.523206751 -0.55334539
#> [40,] 0.45127587 0.089612216 -0.483021901 0.481414507 -1.05565602
#> [41,] -0.56339160 0.581876633 0.009242516 -0.533252964 0.44122966
#> [42,] 0.91340165 -0.955193892 0.983725136 -0.061080972 -0.59353024
#> [43,] -0.52320675 0.622061483 -0.452883263 0.009242516 -0.52320675
#> [44,] 0.86317058 -0.503114326 -0.573437814 0.893309222 -0.14145067
#> [45,] -0.15149689 -0.010849910 -0.081173398 -0.121358248 1.35543500
#> [46,] 0.83303195 -1.035563593 -0.101265823 0.863170585 0.33072132
#> [47,] 0.41109102 0.049427366 -1.025517380 0.943540285 -0.59353024
#> [48,] -0.12135825 0.521599357 -0.553345389 -0.091219610 0.88326301
#> [49,] -0.04098855 0.601969058 0.531645570 -1.015471167 -0.04098855
#> [50,] -0.55334539 0.089612216 -0.985332530 0.983725136 -0.55334539
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] -0.513160538 -0.563391601 0.421137231 -0.030942335 -0.523206751
#> [2,] 0.129797067 0.581876633 -0.442837050 0.109704641 0.622061483
#> [3,] -0.442837050 -0.995378742 -0.010849910 0.541691782 -0.452883263
#> [4,] 0.521599357 0.471368294 0.451275869 -0.503114326 0.009242516
#> [5,] -1.015471167 -0.061080972 -0.583484027 -0.533252964 -0.523206751
#> [6,] 1.636728953 0.581876633 0.561784207 0.109704641 0.622061483
#> [7,] 0.581876633 1.033956199 0.009242516 -0.442837050 0.571830420
#> [8,] 0.561784207 0.009242516 0.491460719 0.039381153 0.049427366
#> [9,] 0.109704641 -0.442837050 0.039381153 0.591922845 0.099658429
#> [10,] 0.622061483 0.571830420 0.049427366 0.099658429 0.612015270
#> [11,] 1.184649387 0.129797067 0.109704641 0.662246333 0.672292546
#> [12,] -1.537874221 -0.081173398 -0.603576452 -0.553345389 -0.543299176
#> [13,] -0.553345389 -0.101265823 0.380952381 -0.573437814 -0.563391601
#> [14,] -0.442837050 -0.995378742 -0.010849910 0.541691782 -0.452883263
#> [15,] -0.945147679 0.009242516 -0.513160538 0.039381153 0.049427366
#> [16,] -0.904962829 -0.452883263 -0.472975688 0.581876633 0.089612216
#> [17,] -0.462929476 0.491460719 -0.533252964 -0.483021901 0.029334941
#> [18,] -0.945147679 0.009242516 -0.513160538 0.039381153 0.049427366
#> [19,] 0.059473578 1.013863773 -0.010849910 -0.462929476 0.551737995
#> [20,] -0.493068113 -0.040988547 -0.563391601 -0.513160538 -0.503114326
#> [21,] 1.676913803 0.119750854 0.601969058 0.652200121 0.662246333
#> [22,] -0.412698413 -0.965240104 -0.483021901 0.571830420 -0.422744625
#> [23,] 0.531645570 -0.523206751 0.461322082 0.009242516 -0.483021901
#> [24,] -1.005424955 -0.553345389 -0.071127185 -0.020896122 -0.513160538
#> [25,] -0.483021901 -0.533252964 -0.051034760 -0.000803697 -0.493068113
#> [26,] -0.412698413 -0.462929476 0.019288728 0.571830420 0.079566004
#> [27,] -0.412698413 -0.965240104 -0.483021901 0.571830420 -0.422744625
#> [28,] 0.571830420 -0.985332530 0.501506932 0.551737995 -0.442837050
#> [29,] 0.561784207 0.009242516 0.491460719 0.039381153 0.049427366
#> [30,] 1.124372112 -0.432790838 0.551737995 0.601969058 0.109704641
#> [31,] 0.059473578 0.511553144 -0.513160538 -0.462929476 0.049427366
#> [32,] -0.452883263 -0.503114326 -0.523206751 0.029334941 -0.462929476
#> [33,] 1.596544103 1.044002411 0.521599357 -0.432790838 0.581876633
#> [34,] -0.553345389 -0.101265823 0.380952381 -0.573437814 -0.563391601
#> [35,] 0.622061483 0.571830420 0.049427366 0.099658429 0.612015270
#> [36,] 0.551737995 0.501506932 -0.020896122 -0.472975688 0.039381153
#> [37,] 0.551737995 0.501506932 -0.020896122 -0.472975688 0.039381153
#> [38,] -0.904962829 -0.452883263 -0.472975688 0.581876633 0.089612216
#> [39,] -0.412698413 -0.462929476 0.019288728 0.571830420 0.079566004
#> [40,] 0.591922845 0.541691782 0.521599357 0.069519791 0.581876633
#> [41,] -0.422744625 0.029334941 -0.493068113 0.059473578 0.069519791
#> [42,] 0.049427366 -1.005424955 0.481414507 0.531645570 -0.462929476
#> [43,] 0.622061483 0.571830420 0.049427366 0.099658429 0.612015270
#> [44,] -0.000803697 0.451275869 0.431183444 -0.523206751 -0.010849910
#> [45,] -1.015471167 -0.061080972 -0.583484027 -0.533252964 -0.523206751
#> [46,] -0.030942335 -0.081173398 0.401044806 -0.553345389 -0.543299176
#> [47,] 0.551737995 1.003817561 0.481414507 -0.472975688 0.541691782
#> [48,] -0.985332530 0.471368294 -0.553345389 -0.503114326 0.009242516
#> [49,] -0.904962829 -0.452883263 -0.472975688 0.581876633 0.089612216
#> [50,] 1.596544103 1.044002411 0.521599357 -0.432790838 0.581876633
#> [,11] [,12] [,13] [,14] [,15]
#> [1,] -0.96524010 0.33072132 1.31525015 0.421137231 -0.081173398
#> [2,] 0.68233876 -0.03094233 -1.05565602 -0.442837050 0.561784207
#> [3,] 0.10970464 -0.10126582 -0.12135825 0.993771348 -0.010849910
#> [4,] -0.43279084 -0.14145067 0.84307816 -0.553345389 -0.553345389
#> [5,] -0.96524010 1.33534258 0.31062889 -0.081173398 0.421137231
#> [6,] 1.18464939 -1.53787422 -0.55334539 -0.442837050 -0.945147679
#> [7,] 0.12979707 -0.08117340 -0.10126582 -0.995378742 0.009242516
#> [8,] 0.10970464 -0.60357645 0.38095238 -0.010849910 -0.513160538
#> [9,] 0.66224633 -0.55334539 -0.57343781 0.541691782 0.039381153
#> [10,] 0.67229255 -0.54329918 -0.56339160 -0.452883263 0.049427366
#> [11,] 1.73719108 -1.48764316 -1.50773558 0.109704641 -0.392605988
#> [12,] -1.48764316 1.81756078 0.79284710 -0.101265823 0.903355435
#> [13,] -1.50773558 0.79284710 1.77737593 -0.121358248 -0.121358248
#> [14,] 0.10970464 -0.10126582 -0.12135825 0.993771348 -0.010849910
#> [15,] -0.39260599 0.90335544 -0.12135825 -0.010849910 0.993771348
#> [16,] 0.14988949 0.44122966 -0.58348403 0.531645570 1.033956199
#> [17,] -0.41269841 0.88326301 -0.14145067 -0.533252964 0.471368294
#> [18,] -0.39260599 0.90335544 -0.12135825 -0.010849910 0.993771348
#> [19,] -0.39260599 0.40104481 0.38095238 -1.015471167 0.491460719
#> [20,] -0.44283705 0.85312437 -0.17158931 -0.061080972 -0.061080972
#> [21,] 1.72714487 -2.00000000 -1.01547117 0.099658429 -0.904962829
#> [22,] 0.64215391 -0.07112719 -1.09584087 1.023909986 0.019288728
#> [23,] 0.07956600 -0.63371509 0.35081374 0.461322082 -1.045609805
#> [24,] -0.95519389 0.84307816 0.82298573 0.431183444 0.431183444
#> [25,] -0.43279084 0.36085996 0.34076753 0.451275869 -0.051034760
#> [26,] 0.13984328 -0.07112719 -0.09121961 0.521599357 0.521599357
#> [27,] 0.64215391 -0.07112719 -1.09584087 1.023909986 0.019288728
#> [28,] 0.62206148 -1.09584087 -0.11131204 1.003817561 -1.005424955
#> [29,] 0.10970464 -0.60357645 0.38095238 -0.010849910 -0.513160538
#> [30,] 1.17460317 -1.54792043 -0.56339160 0.551737995 -0.955193892
#> [31,] 0.10970464 0.40104481 -0.62366888 -0.513160538 -0.010849910
#> [32,] 0.09965843 0.39099859 -0.63371509 0.481414507 -0.020896122
#> [33,] 0.64215391 -1.07574844 -0.09121961 -0.985332530 -0.985332530
#> [34,] -1.50773558 0.79284710 1.77737593 -0.121358248 -0.121358248
#> [35,] 0.67229255 -0.54329918 -0.56339160 -0.452883263 0.049427366
#> [36,] 0.09965843 -0.11131204 -0.13140446 -0.523206751 -0.523206751
#> [37,] 0.09965843 -0.11131204 -0.13140446 -0.523206751 -0.523206751
#> [38,] 0.14988949 0.44122966 -0.58348403 0.531645570 1.033956199
#> [39,] 0.13984328 -0.07112719 -0.09121961 0.521599357 0.521599357
#> [40,] 0.13984328 -0.57343781 0.41109102 -0.483021901 0.019288728
#> [41,] 0.12979707 0.42113723 -0.60357645 0.009242516 0.511553144
#> [42,] 0.09965843 -0.61362266 0.37090617 0.983725136 -0.523206751
#> [43,] 0.67229255 -0.54329918 -0.56339160 -0.452883263 0.049427366
#> [44,] -0.95519389 0.34076753 1.32529636 -0.573437814 -0.071127185
#> [45,] -0.96524010 1.33534258 0.31062889 -0.081173398 0.421137231
#> [46,] -0.98533253 0.31062889 1.29515773 -0.101265823 -0.603576452
#> [47,] -0.40265220 -0.11131204 0.87321680 -1.025517380 -0.020896122
#> [48,] -0.93510147 1.36548121 0.34076753 -0.553345389 0.953586498
#> [49,] 0.14988949 0.44122966 -0.58348403 0.531645570 1.033956199
#> [50,] 0.64215391 -1.07574844 -0.09121961 -0.985332530 -0.985332530
#> [,16] [,17] [,18] [,19] [,20]
#> [1,] -0.040988547 -0.603576452 -0.081173398 -0.081173398 -0.633715089
#> [2,] 0.601969058 0.541691782 0.561784207 0.561784207 0.009242516
#> [3,] 0.531645570 -0.533252964 -0.010849910 -1.015471167 -0.061080972
#> [4,] -1.015471167 -0.071127185 -0.553345389 0.451275869 -0.101265823
#> [5,] -0.040988547 0.903355435 0.421137231 -0.081173398 1.375527426
#> [6,] -0.904962829 -0.462929476 -0.945147679 0.059473578 -0.493068113
#> [7,] -0.452883263 0.491460719 0.009242516 1.013863773 -0.040988547
#> [8,] -0.472975688 -0.533252964 -0.513160538 -0.010849910 -0.563391601
#> [9,] 0.581876633 -0.483021901 0.039381153 -0.462929476 -0.513160538
#> [10,] 0.089612216 0.029334941 0.049427366 0.551737995 -0.503114326
#> [11,] 0.149889492 -0.412698413 -0.392605988 -0.392605988 -0.442837050
#> [12,] 0.441229656 0.883263010 0.903355435 0.401044806 0.853124372
#> [13,] -0.583484027 -0.141450673 -0.121358248 0.380952381 -0.171589311
#> [14,] 0.531645570 -0.533252964 -0.010849910 -1.015471167 -0.061080972
#> [15,] 1.033956199 0.471368294 0.993771348 0.491460719 -0.061080972
#> [16,] 1.576451678 0.009242516 1.033956199 0.029334941 -0.523206751
#> [17,] 0.009242516 0.953586498 0.471368294 0.471368294 0.923447860
#> [18,] 1.033956199 0.471368294 0.993771348 0.491460719 -0.061080972
#> [19,] 0.029334941 0.471368294 0.491460719 1.496081977 -0.563391601
#> [20,] -0.523206751 0.923447860 -0.061080972 -0.563391601 1.897930480
#> [21,] -0.362467350 -0.925055254 -0.904962829 -0.402652200 -0.955193892
#> [22,] 0.561784207 -0.000803697 0.019288728 -1.487643159 0.973678923
#> [23,] -1.005424955 -0.563391601 -1.045609805 -1.045609805 0.411091019
#> [24,] 0.471368294 -0.091219610 0.431183444 -0.071127185 -0.121358248
#> [25,] -0.010849910 -0.071127185 -0.051034760 -0.553345389 0.401044806
#> [26,] 1.064094836 -0.503114326 0.521599357 0.019288728 -1.035563593
#> [27,] 0.561784207 -0.000803697 0.019288728 -1.487643159 0.973678923
#> [28,] -0.462929476 -1.025517380 -1.005424955 -1.507735584 -0.051034760
#> [29,] -0.472975688 -0.533252964 -0.513160538 -0.010849910 -0.563391601
#> [30,] -0.412698413 -0.975286317 -0.955193892 -0.955193892 -0.503114326
#> [31,] -0.472975688 0.973678923 -0.010849910 -0.010849910 1.445850914
#> [32,] 0.019288728 0.461322082 -0.020896122 -1.025517380 1.435804702
#> [33,] -1.447458308 -0.000803697 -0.985332530 0.521599357 -0.030942335
#> [34,] -0.583484027 -0.141450673 -0.121358248 0.380952381 -0.171589311
#> [35,] 0.089612216 0.029334941 0.049427366 0.551737995 -0.503114326
#> [36,] -0.985332530 0.461322082 -0.523206751 -0.020896122 0.933494073
#> [37,] -0.985332530 0.461322082 -0.523206751 -0.020896122 0.933494073
#> [38,] 1.576451678 0.009242516 1.033956199 0.029334941 -0.523206751
#> [39,] 1.064094836 -0.503114326 0.521599357 0.019288728 -1.035563593
#> [40,] 0.059473578 -0.503114326 0.019288728 1.023909986 -1.537874221
#> [41,] 0.551737995 0.491460719 0.511553144 0.009242516 0.461322082
#> [42,] 0.019288728 -1.045609805 -0.523206751 -1.025517380 -0.573437814
#> [43,] 0.089612216 0.029334941 0.049427366 0.551737995 -0.503114326
#> [44,] -0.533252964 -0.091219610 -0.071127185 0.933494073 -0.623668877
#> [45,] -0.040988547 0.903355435 0.421137231 -0.081173398 1.375527426
#> [46,] -1.065702230 -0.121358248 -0.603576452 -0.101265823 0.350813743
#> [47,] -0.483021901 -0.040988547 -0.020896122 1.486035765 -1.075748443
#> [48,] 0.491460719 0.933494073 0.953586498 0.953586498 0.401044806
#> [49,] 1.576451678 0.009242516 1.033956199 0.029334941 -0.523206751
#> [50,] -1.447458308 -0.000803697 -0.985332530 0.521599357 -0.030942335
#> [,21] [,22] [,23] [,24] [,25]
#> [1,] -0.47297569 -0.553345389 0.390998594 0.86317058 0.380952381
#> [2,] 0.16998192 0.089612216 -0.975286317 -0.50311433 -0.483021901
#> [3,] 0.09965843 1.023909986 0.461322082 0.43118344 0.451275869
#> [4,] 0.05947358 -1.025517380 0.421137231 -0.11131204 -0.091219610
#> [5,] -1.47759695 0.451275869 -0.111312035 0.36085996 0.380952381
#> [6,] 1.67691380 -0.412698413 0.531645570 -1.00542495 -0.483021901
#> [7,] 0.11975085 -0.965240104 -0.523206751 -0.55334539 -0.533252964
#> [8,] 0.60196906 -0.483021901 0.461322082 -0.07112719 -0.051034760
#> [9,] 0.65220012 0.571830420 0.009242516 -0.02089612 -0.000803697
#> [10,] 0.66224633 -0.422744625 -0.483021901 -0.51316054 -0.493068113
#> [11,] 1.72714487 0.642153908 0.079566004 -0.95519389 -0.432790838
#> [12,] -2.00000000 -0.071127185 -0.633715089 0.84307816 0.360859956
#> [13,] -1.01547117 -1.095840868 0.350813743 0.82298573 0.340767531
#> [14,] 0.09965843 1.023909986 0.461322082 0.43118344 0.451275869
#> [15,] -0.90496283 0.019288728 -1.045609805 0.43118344 -0.051034760
#> [16,] -0.36246735 0.561784207 -1.005424955 0.47136829 -0.010849910
#> [17,] -0.92505525 -0.000803697 -0.563391601 -0.09121961 -0.071127185
#> [18,] -0.90496283 0.019288728 -1.045609805 0.43118344 -0.051034760
#> [19,] -0.40265220 -1.487643159 -1.045609805 -0.07112719 -0.553345389
#> [20,] -0.95519389 0.973678923 0.411091019 -0.12135825 0.401044806
#> [21,] 2.21940928 0.129797067 0.571830420 -0.96524010 -0.442837050
#> [22,] 0.12979707 2.058669881 0.491460719 -0.04098855 0.481414507
#> [23,] 0.57183042 0.491460719 1.435804702 -0.10126582 0.421137231
#> [24,] -0.96524010 -0.040988547 -0.101265823 0.87321680 0.390998594
#> [25,] -0.44283705 0.481414507 0.421137231 0.39099859 0.411091019
#> [26,] 0.12979707 0.049427366 -0.513160538 0.46132208 -0.020896122
#> [27,] 0.12979707 2.058669881 0.491460719 -0.04098855 0.481414507
#> [28,] 1.11432590 1.033956199 1.475989552 -0.06108097 0.461322082
#> [29,] 0.60196906 -0.483021901 0.461322082 -0.07112719 -0.051034760
#> [30,] 1.66686759 0.581876633 1.023909986 -0.51316054 0.009242516
#> [31,] -0.40265220 0.521599357 -0.040988547 -0.57343781 -0.051034760
#> [32,] -0.41269841 1.516174402 0.451275869 -0.08117340 0.441229656
#> [33,] 1.13441832 -0.955193892 0.491460719 -1.04560981 -0.523206751
#> [34,] -1.01547117 -1.095840868 0.350813743 0.82298573 0.340767531
#> [35,] 0.66224633 -0.422744625 -0.483021901 -0.51316054 -0.493068113
#> [36,] 0.08961222 0.009242516 0.451275869 -0.58348403 -0.061080972
#> [37,] 0.08961222 0.009242516 0.451275869 -0.58348403 -0.061080972
#> [38,] -0.36246735 0.561784207 -1.005424955 0.47136829 -0.010849910
#> [39,] 0.12979707 0.049427366 -0.513160538 0.46132208 -0.020896122
#> [40,] 0.63210770 -1.457504521 -0.513160538 -0.04098855 -0.523206751
#> [41,] -0.38255977 0.541691782 -0.523206751 -0.05103476 -0.030942335
#> [42,] 0.59192285 0.511553144 0.953586498 0.42113723 0.441229656
#> [43,] 0.66224633 -0.422744625 -0.483021901 -0.51316054 -0.493068113
#> [44,] -0.46292948 -1.547920434 -0.101265823 0.37090617 -0.111312035
#> [45,] -1.47759695 0.451275869 -0.111312035 0.36085996 0.380952381
#> [46,] -0.49306811 -0.573437814 0.873216797 0.34076753 0.360859956
#> [47,] 0.08961222 -2.000000000 -0.553345389 -0.08117340 -0.563391601
#> [48,] -1.44745831 -0.523206751 -1.085794655 0.39099859 -0.091219610
#> [49,] -0.36246735 0.561784207 -1.005424955 0.47136829 -0.010849910
#> [50,] 1.13441832 -0.955193892 0.491460719 -1.04560981 -0.523206751
#> [,26] [,27] [,28] [,29] [,30]
#> [1,] 0.451275869 -0.553345389 0.43118344 0.421137231 -0.020896122
#> [2,] 0.089612216 0.089612216 -0.93510147 -0.442837050 -0.382559775
#> [3,] 0.521599357 1.023909986 1.00381756 -0.010849910 0.551737995
#> [4,] -0.523206751 -1.025517380 -0.04098855 0.451275869 0.009242516
#> [5,] -0.553345389 0.451275869 -0.57343781 -0.583484027 -1.025517380
#> [6,] -0.412698413 -0.412698413 0.57183042 0.561784207 1.124372112
#> [7,] -0.462929476 -0.965240104 -0.98533253 0.009242516 -0.432790838
#> [8,] 0.019288728 -0.483021901 0.50150693 0.491460719 0.551737995
#> [9,] 0.571830420 0.571830420 0.55173799 0.039381153 0.601969058
#> [10,] 0.079566004 -0.422744625 -0.44283705 0.049427366 0.109704641
#> [11,] 0.139843279 0.642153908 0.62206148 0.109704641 1.174603175
#> [12,] -0.071127185 -0.071127185 -1.09584087 -0.603576452 -1.547920434
#> [13,] -0.091219610 -1.095840868 -0.11131204 0.380952381 -0.563391601
#> [14,] 0.521599357 1.023909986 1.00381756 -0.010849910 0.551737995
#> [15,] 0.521599357 0.019288728 -1.00542495 -0.513160538 -0.955193892
#> [16,] 1.064094836 0.561784207 -0.46292948 -0.472975688 -0.412698413
#> [17,] -0.503114326 -0.000803697 -1.02551738 -0.533252964 -0.975286317
#> [18,] 0.521599357 0.019288728 -1.00542495 -0.513160538 -0.955193892
#> [19,] 0.019288728 -1.487643159 -1.50773558 -0.010849910 -0.955193892
#> [20,] -1.035563593 0.973678923 -0.05103476 -0.563391601 -0.503114326
#> [21,] 0.129797067 0.129797067 1.11432590 0.601969058 1.666867591
#> [22,] 0.049427366 2.058669881 1.03395620 -0.483021901 0.581876633
#> [23,] -0.513160538 0.491460719 1.47598955 0.461322082 1.023909986
#> [24,] 0.461322082 -0.040988547 -0.06108097 -0.071127185 -0.513160538
#> [25,] -0.020896122 0.481414507 0.46132208 -0.051034760 0.009242516
#> [26,] 1.054048624 0.049427366 0.02933494 0.019288728 0.079566004
#> [27,] 0.049427366 2.058669881 1.03395620 -0.483021901 0.581876633
#> [28,] 0.029334941 1.033956199 2.01848503 0.501506932 1.566405465
#> [29,] 0.019288728 -0.483021901 0.50150693 0.491460719 0.551737995
#> [30,] 0.079566004 0.581876633 1.56640547 0.551737995 1.616636528
#> [31,] -0.985332530 0.521599357 -0.50311433 -0.513160538 -0.452883263
#> [32,] -0.493068113 1.516174402 0.49146072 -0.523206751 0.039381153
#> [33,] -0.955193892 -0.955193892 0.02933494 0.521599357 0.581876633
#> [34,] -0.091219610 -1.095840868 -0.11131204 0.380952381 -0.563391601
#> [35,] 0.079566004 -0.422744625 -0.44283705 0.049427366 0.109704641
#> [36,] -0.995378742 0.009242516 -0.01084991 -0.020896122 0.039381153
#> [37,] -0.995378742 0.009242516 -0.01084991 -0.020896122 0.039381153
#> [38,] 1.064094836 0.561784207 -0.46292948 -0.472975688 -0.412698413
#> [39,] 1.054048624 0.049427366 0.02933494 0.019288728 0.079566004
#> [40,] 0.551737995 -1.457504521 -0.47297569 0.521599357 0.079566004
#> [41,] 0.039381153 0.541691782 -0.48302190 -0.493068113 -0.432790838
#> [42,] 0.511553144 0.511553144 1.49608198 0.481414507 1.044002411
#> [43,] 0.079566004 -0.422744625 -0.44283705 0.049427366 0.109704641
#> [44,] -0.040988547 -1.547920434 -0.56339160 0.431183444 -0.513160538
#> [45,] -0.553345389 0.451275869 -0.57343781 -0.583484027 -1.025517380
#> [46,] -0.573437814 -0.573437814 0.41109102 0.401044806 -0.040988547
#> [47,] 0.009242516 -2.000000000 -1.01547117 0.481414507 -0.462929476
#> [48,] -0.020896122 -0.523206751 -1.54792043 -0.553345389 -1.497689371
#> [49,] 1.064094836 0.561784207 -0.46292948 -0.472975688 -0.412698413
#> [50,] -0.955193892 -0.955193892 0.02933494 0.521599357 0.581876633
#> [,31] [,32] [,33] [,34] [,35]
#> [1,] -1.08579466 -0.59353024 -0.553345389 1.31525015 -0.523206751
#> [2,] 0.56178421 0.04942737 0.089612216 -1.05565602 0.622061483
#> [3,] -0.51316054 0.48141451 -0.985332530 -0.12135825 -0.452883263
#> [4,] -0.05103476 -0.56339160 0.983725136 0.84307816 0.009242516
#> [5,] 0.92344786 0.91340165 -0.553345389 0.31062889 -0.523206751
#> [6,] 0.05947358 -0.45288326 1.596544103 -0.55334539 0.622061483
#> [7,] 0.51155314 -0.50311433 1.044002411 -0.10126582 0.571830420
#> [8,] -0.51316054 -0.52320675 0.521599357 0.38095238 0.049427366
#> [9,] -0.46292948 0.02933494 -0.432790838 -0.57343781 0.099658429
#> [10,] 0.04942737 -0.46292948 0.581876633 -0.56339160 0.612015270
#> [11,] 0.10970464 0.09965843 0.642153908 -1.50773558 0.672292546
#> [12,] 0.40104481 0.39099859 -1.075748443 0.79284710 -0.543299176
#> [13,] -0.62366888 -0.63371509 -0.091219610 1.77737593 -0.563391601
#> [14,] -0.51316054 0.48141451 -0.985332530 -0.12135825 -0.452883263
#> [15,] -0.01084991 -0.02089612 -0.985332530 -0.12135825 0.049427366
#> [16,] -0.47297569 0.01928873 -1.447458308 -0.58348403 0.089612216
#> [17,] 0.97367892 0.46132208 -0.000803697 -0.14145067 0.029334941
#> [18,] -0.01084991 -0.02089612 -0.985332530 -0.12135825 0.049427366
#> [19,] -0.01084991 -1.02551738 0.521599357 0.38095238 0.551737995
#> [20,] 1.44585091 1.43580470 -0.030942335 -0.17158931 -0.503114326
#> [21,] -0.40265220 -0.41269841 1.134418324 -1.01547117 0.662246333
#> [22,] 0.52159936 1.51617440 -0.955193892 -1.09584087 -0.422744625
#> [23,] -0.04098855 0.45127587 0.491460719 0.35081374 -0.483021901
#> [24,] -0.57343781 -0.08117340 -1.045609805 0.82298573 -0.513160538
#> [25,] -0.05103476 0.44122966 -0.523206751 0.34076753 -0.493068113
#> [26,] -0.98533253 -0.49306811 -0.955193892 -0.09121961 0.079566004
#> [27,] 0.52159936 1.51617440 -0.955193892 -1.09584087 -0.422744625
#> [28,] -0.50311433 0.49146072 0.029334941 -0.11131204 -0.442837050
#> [29,] -0.51316054 -0.52320675 0.521599357 0.38095238 0.049427366
#> [30,] -0.45288326 0.03938115 0.581876633 -0.56339160 0.109704641
#> [31,] 1.49608198 0.98372514 0.521599357 -0.62366888 0.049427366
#> [32,] 0.98372514 1.47598955 -0.493068113 -0.63371509 -0.462929476
#> [33,] 0.52159936 -0.49306811 2.058669881 -0.09121961 0.581876633
#> [34,] -0.62366888 -0.63371509 -0.091219610 1.77737593 -0.563391601
#> [35,] 0.04942737 -0.46292948 0.581876633 -0.56339160 0.612015270
#> [36,] 0.98372514 0.47136829 1.013863773 -0.13140446 0.039381153
#> [37,] 0.98372514 0.47136829 1.013863773 -0.13140446 0.039381153
#> [38,] -0.47297569 0.01928873 -1.447458308 -0.58348403 0.089612216
#> [39,] -0.98533253 -0.49306811 -0.955193892 -0.09121961 0.079566004
#> [40,] -0.98533253 -1.49768937 0.551737995 0.41109102 0.581876633
#> [41,] 0.51155314 0.50150693 -0.462929476 -0.60357645 0.069519791
#> [42,] -1.02551738 -0.03094233 -0.493068113 0.37090617 -0.462929476
#> [43,] 0.04942737 -0.46292948 0.581876633 -0.56339160 0.612015270
#> [44,] -0.57343781 -1.08579466 0.461322082 1.32529636 -0.010849910
#> [45,] 0.92344786 0.91340165 -0.553345389 0.31062889 -0.523206751
#> [46,] -0.10126582 -0.11131204 0.431183444 1.29515773 -0.543299176
#> [47,] -0.52320675 -1.53787422 1.013863773 0.87321680 0.541691782
#> [48,] 0.45127587 -0.06108097 -0.523206751 0.34076753 0.009242516
#> [49,] -0.47297569 0.01928873 -1.447458308 -0.58348403 0.089612216
#> [50,] 0.52159936 -0.49306811 2.058669881 -0.09121961 0.581876633
#> [,36] [,37] [,38] [,39] [,40]
#> [1,] -0.593530239 -0.593530239 -0.040988547 0.451275869 0.451275869
#> [2,] 0.049427366 0.049427366 0.601969058 0.089612216 0.089612216
#> [3,] -0.523206751 -0.523206751 0.531645570 0.521599357 -0.483021901
#> [4,] 0.441229656 0.441229656 -1.015471167 -0.523206751 0.481414507
#> [5,] 0.411091019 0.411091019 -0.040988547 -0.553345389 -1.055656018
#> [6,] 0.551737995 0.551737995 -0.904962829 -0.412698413 0.591922845
#> [7,] 0.501506932 0.501506932 -0.452883263 -0.462929476 0.541691782
#> [8,] -0.020896122 -0.020896122 -0.472975688 0.019288728 0.521599357
#> [9,] -0.472975688 -0.472975688 0.581876633 0.571830420 0.069519791
#> [10,] 0.039381153 0.039381153 0.089612216 0.079566004 0.581876633
#> [11,] 0.099658429 0.099658429 0.149889492 0.139843279 0.139843279
#> [12,] -0.111312035 -0.111312035 0.441229656 -0.071127185 -0.573437814
#> [13,] -0.131404461 -0.131404461 -0.583484027 -0.091219610 0.411091019
#> [14,] -0.523206751 -0.523206751 0.531645570 0.521599357 -0.483021901
#> [15,] -0.523206751 -0.523206751 1.033956199 0.521599357 0.019288728
#> [16,] -0.985332530 -0.985332530 1.576451678 1.064094836 0.059473578
#> [17,] 0.461322082 0.461322082 0.009242516 -0.503114326 -0.503114326
#> [18,] -0.523206751 -0.523206751 1.033956199 0.521599357 0.019288728
#> [19,] -0.020896122 -0.020896122 0.029334941 0.019288728 1.023909986
#> [20,] 0.933494073 0.933494073 -0.523206751 -1.035563593 -1.537874221
#> [21,] 0.089612216 0.089612216 -0.362467350 0.129797067 0.632107695
#> [22,] 0.009242516 0.009242516 0.561784207 0.049427366 -1.457504521
#> [23,] 0.451275869 0.451275869 -1.005424955 -0.513160538 -0.513160538
#> [24,] -0.583484027 -0.583484027 0.471368294 0.461322082 -0.040988547
#> [25,] -0.061080972 -0.061080972 -0.010849910 -0.020896122 -0.523206751
#> [26,] -0.995378742 -0.995378742 1.064094836 1.054048624 0.551737995
#> [27,] 0.009242516 0.009242516 0.561784207 0.049427366 -1.457504521
#> [28,] -0.010849910 -0.010849910 -0.462929476 0.029334941 -0.472975688
#> [29,] -0.020896122 -0.020896122 -0.472975688 0.019288728 0.521599357
#> [30,] 0.039381153 0.039381153 -0.412698413 0.079566004 0.079566004
#> [31,] 0.983725136 0.983725136 -0.472975688 -0.985332530 -0.985332530
#> [32,] 0.471368294 0.471368294 0.019288728 -0.493068113 -1.497689371
#> [33,] 1.013863773 1.013863773 -1.447458308 -0.955193892 0.551737995
#> [34,] -0.131404461 -0.131404461 -0.583484027 -0.091219610 0.411091019
#> [35,] 0.039381153 0.039381153 0.089612216 0.079566004 0.581876633
#> [36,] 0.973678923 0.973678923 -0.985332530 -0.995378742 -0.493068113
#> [37,] 0.973678923 0.973678923 -0.985332530 -0.995378742 -0.493068113
#> [38,] -0.985332530 -0.985332530 1.576451678 1.064094836 0.059473578
#> [39,] -0.995378742 -0.995378742 1.064094836 1.054048624 0.551737995
#> [40,] -0.493068113 -0.493068113 0.059473578 0.551737995 1.556359253
#> [41,] -0.000803697 -0.000803697 0.551737995 0.039381153 -0.462929476
#> [42,] -0.533252964 -0.533252964 0.019288728 0.511553144 0.009242516
#> [43,] 0.039381153 0.039381153 0.089612216 0.079566004 0.581876633
#> [44,] -0.081173398 -0.081173398 -0.533252964 -0.040988547 0.963632710
#> [45,] 0.411091019 0.411091019 -0.040988547 -0.553345389 -1.055656018
#> [46,] 0.390998594 0.390998594 -1.065702230 -0.573437814 -0.071127185
#> [47,] -0.030942335 -0.030942335 -0.483021901 0.009242516 1.516174402
#> [48,] -0.061080972 -0.061080972 0.491460719 -0.020896122 -0.020896122
#> [49,] -0.985332530 -0.985332530 1.576451678 1.064094836 0.059473578
#> [50,] 1.013863773 1.013863773 -1.447458308 -0.955193892 0.551737995
#> [,41] [,42] [,43] [,44] [,45]
#> [1,] -0.563391601 0.913401648 -0.523206751 0.863170585 -0.15149689
#> [2,] 0.581876633 -0.955193892 0.622061483 -0.503114326 -0.01084991
#> [3,] 0.009242516 0.983725136 -0.452883263 -0.573437814 -0.08117340
#> [4,] -0.533252964 -0.061080972 0.009242516 0.893309222 -0.12135825
#> [5,] 0.441229656 -0.593530239 -0.523206751 -0.141450673 1.35543500
#> [6,] -0.422744625 0.049427366 0.622061483 -0.000803697 -1.01547117
#> [7,] 0.029334941 -1.005424955 0.571830420 0.451275869 -0.06108097
#> [8,] -0.493068113 0.481414507 0.049427366 0.431183444 -0.58348403
#> [9,] 0.059473578 0.531645570 0.099658429 -0.523206751 -0.53325296
#> [10,] 0.069519791 -0.462929476 0.612015270 -0.010849910 -0.52320675
#> [11,] 0.129797067 0.099658429 0.672292546 -0.955193892 -0.96524010
#> [12,] 0.421137231 -0.613622664 -0.543299176 0.340767531 1.33534258
#> [13,] -0.603576452 0.370906168 -0.563391601 1.325296363 0.31062889
#> [14,] 0.009242516 0.983725136 -0.452883263 -0.573437814 -0.08117340
#> [15,] 0.511553144 -0.523206751 0.049427366 -0.071127185 0.42113723
#> [16,] 0.551737995 0.019288728 0.089612216 -0.533252964 -0.04098855
#> [17,] 0.491460719 -1.045609805 0.029334941 -0.091219610 0.90335544
#> [18,] 0.511553144 -0.523206751 0.049427366 -0.071127185 0.42113723
#> [19,] 0.009242516 -1.025517380 0.551737995 0.933494073 -0.08117340
#> [20,] 0.461322082 -0.573437814 -0.503114326 -0.623668877 1.37552743
#> [21,] -0.382559775 0.591922845 0.662246333 -0.462929476 -1.47759695
#> [22,] 0.541691782 0.511553144 -0.422744625 -1.547920434 0.45127587
#> [23,] -0.523206751 0.953586498 -0.483021901 -0.101265823 -0.11131204
#> [24,] -0.051034760 0.421137231 -0.513160538 0.370906168 0.36085996
#> [25,] -0.030942335 0.441229656 -0.493068113 -0.111312035 0.38095238
#> [26,] 0.039381153 0.511553144 0.079566004 -0.040988547 -0.55334539
#> [27,] 0.541691782 0.511553144 -0.422744625 -1.547920434 0.45127587
#> [28,] -0.483021901 1.496081977 -0.442837050 -0.563391601 -0.57343781
#> [29,] -0.493068113 0.481414507 0.049427366 0.431183444 -0.58348403
#> [30,] -0.432790838 1.044002411 0.109704641 -0.513160538 -1.02551738
#> [31,] 0.511553144 -1.025517380 0.049427366 -0.573437814 0.92344786
#> [32,] 0.501506932 -0.030942335 -0.462929476 -1.085794655 0.91340165
#> [33,] -0.462929476 -0.493068113 0.581876633 0.461322082 -0.55334539
#> [34,] -0.603576452 0.370906168 -0.563391601 1.325296363 0.31062889
#> [35,] 0.069519791 -0.462929476 0.612015270 -0.010849910 -0.52320675
#> [36,] -0.000803697 -0.533252964 0.039381153 -0.081173398 0.41109102
#> [37,] -0.000803697 -0.533252964 0.039381153 -0.081173398 0.41109102
#> [38,] 0.551737995 0.019288728 0.089612216 -0.533252964 -0.04098855
#> [39,] 0.039381153 0.511553144 0.079566004 -0.040988547 -0.55334539
#> [40,] -0.462929476 0.009242516 0.581876633 0.963632710 -1.05565602
#> [41,] 0.531645570 -0.503114326 0.069519791 -0.553345389 0.44122966
#> [42,] -0.503114326 1.475989552 -0.462929476 -0.081173398 -0.59353024
#> [43,] 0.069519791 -0.462929476 0.612015270 -0.010849910 -0.52320675
#> [44,] -0.553345389 -0.081173398 -0.010849910 1.375527426 -0.14145067
#> [45,] 0.441229656 -0.593530239 -0.523206751 -0.141450673 1.35543500
#> [46,] -0.583484027 0.390998594 -0.543299176 0.843078160 0.33072132
#> [47,] -0.503114326 -0.533252964 0.541691782 1.425758489 -0.59353024
#> [48,] 0.471368294 -1.065702230 0.009242516 0.390998594 0.88326301
#> [49,] 0.551737995 0.019288728 0.089612216 -0.533252964 -0.04098855
#> [50,] -0.462929476 -0.493068113 0.581876633 0.461322082 -0.55334539
#> [,46] [,47] [,48] [,49] [,50]
#> [1,] 0.83303195 0.411091019 -0.121358248 -0.040988547 -0.553345389
#> [2,] -1.03556359 0.049427366 0.521599357 0.601969058 0.089612216
#> [3,] -0.10126582 -1.025517380 -0.553345389 0.531645570 -0.985332530
#> [4,] 0.86317058 0.943540285 -0.091219610 -1.015471167 0.983725136
#> [5,] 0.33072132 -0.593530239 0.883263010 -0.040988547 -0.553345389
#> [6,] -0.03094233 0.551737995 -0.985332530 -0.904962829 1.596544103
#> [7,] -0.08117340 1.003817561 0.471368294 -0.452883263 1.044002411
#> [8,] 0.40104481 0.481414507 -0.553345389 -0.472975688 0.521599357
#> [9,] -0.55334539 -0.472975688 -0.503114326 0.581876633 -0.432790838
#> [10,] -0.54329918 0.541691782 0.009242516 0.089612216 0.581876633
#> [11,] -0.98533253 -0.402652200 -0.935101467 0.149889492 0.642153908
#> [12,] 0.31062889 -0.111312035 1.365481214 0.441229656 -1.075748443
#> [13,] 1.29515773 0.873216797 0.340767531 -0.583484027 -0.091219610
#> [14,] -0.10126582 -1.025517380 -0.553345389 0.531645570 -0.985332530
#> [15,] -0.60357645 -0.020896122 0.953586498 1.033956199 -0.985332530
#> [16,] -1.06570223 -0.483021901 0.491460719 1.576451678 -1.447458308
#> [17,] -0.12135825 -0.040988547 0.933494073 0.009242516 -0.000803697
#> [18,] -0.60357645 -0.020896122 0.953586498 1.033956199 -0.985332530
#> [19,] -0.10126582 1.486035765 0.953586498 0.029334941 0.521599357
#> [20,] 0.35081374 -1.075748443 0.401044806 -0.523206751 -0.030942335
#> [21,] -0.49306811 0.089612216 -1.447458308 -0.362467350 1.134418324
#> [22,] -0.57343781 -2.000000000 -0.523206751 0.561784207 -0.955193892
#> [23,] 0.87321680 -0.553345389 -1.085794655 -1.005424955 0.491460719
#> [24,] 0.34076753 -0.081173398 0.390998594 0.471368294 -1.045609805
#> [25,] 0.36085996 -0.563391601 -0.091219610 -0.010849910 -0.523206751
#> [26,] -0.57343781 0.009242516 -0.020896122 1.064094836 -0.955193892
#> [27,] -0.57343781 -2.000000000 -0.523206751 0.561784207 -0.955193892
#> [28,] 0.41109102 -1.015471167 -1.547920434 -0.462929476 0.029334941
#> [29,] 0.40104481 0.481414507 -0.553345389 -0.472975688 0.521599357
#> [30,] -0.04098855 -0.462929476 -1.497689371 -0.412698413 0.581876633
#> [31,] -0.10126582 -0.523206751 0.451275869 -0.472975688 0.521599357
#> [32,] -0.11131204 -1.537874221 -0.061080972 0.019288728 -0.493068113
#> [33,] 0.43118344 1.013863773 -0.523206751 -1.447458308 2.058669881
#> [34,] 1.29515773 0.873216797 0.340767531 -0.583484027 -0.091219610
#> [35,] -0.54329918 0.541691782 0.009242516 0.089612216 0.581876633
#> [36,] 0.39099859 -0.030942335 -0.061080972 -0.985332530 1.013863773
#> [37,] 0.39099859 -0.030942335 -0.061080972 -0.985332530 1.013863773
#> [38,] -1.06570223 -0.483021901 0.491460719 1.576451678 -1.447458308
#> [39,] -0.57343781 0.009242516 -0.020896122 1.064094836 -0.955193892
#> [40,] -0.07112719 1.516174402 -0.020896122 0.059473578 0.551737995
#> [41,] -0.58348403 -0.503114326 0.471368294 0.551737995 -0.462929476
#> [42,] 0.39099859 -0.533252964 -1.065702230 0.019288728 -0.493068113
#> [43,] -0.54329918 0.541691782 0.009242516 0.089612216 0.581876633
#> [44,] 0.84307816 1.425758489 0.390998594 -0.533252964 0.461322082
#> [45,] 0.33072132 -0.593530239 0.883263010 -0.040988547 -0.553345389
#> [46,] 1.31525015 0.390998594 -0.141450673 -1.065702230 0.431183444
#> [47,] 0.39099859 1.978300181 0.441229656 -0.483021901 1.013863773
#> [48,] -0.14145067 0.441229656 1.415712276 0.491460719 -0.523206751
#> [49,] -1.06570223 -0.483021901 0.491460719 1.576451678 -1.447458308
#> [50,] 0.43118344 1.013863773 -0.523206751 -1.447458308 2.058669881
#>
#> $diag_mean
#> [1] 1.316858
#>
#> $off_mean
#> [1] -0.02687464
#>
#> $p
#> [1] 0.45 0.52 0.54 0.49
#>
#> $n
#> [1] 50
#>
#> $m
#> [1] 4
#>
#> $method
#> [1] "VanRaden Method 1 / G_VR1 (ZZ'/2sum-pq)"
#>
morie_grm_vanraden(matrix(sample(0:2, 200, TRUE), 50, 4), method = "G_VR2")
#> $estimate
#> [,1] [,2] [,3] [,4] [,5] [,6]
#> [1,] 1.65112522 -0.30965909 -0.27400847 0.67073307 0.67073307 -1.21875000
#> [2,] -0.30965909 1.73115724 0.76640770 0.71074907 0.71074907 0.82206633
#> [3,] -0.27400847 0.76640770 0.80690875 0.74639970 0.24619962 0.86741780
#> [4,] 0.67073307 0.71074907 0.74639970 1.69114123 0.69074107 -0.19834184
#> [5,] 0.67073307 0.71074907 0.24619962 0.69074107 0.69074107 -0.19834184
#> [6,] -1.21875000 0.82206633 0.86741780 -0.19834184 -0.19834184 1.93317744
#> [7,] 0.31575869 -0.64462546 -0.10392433 0.33576669 -0.16443339 -0.54361536
#> [8,] -0.13878676 -1.09917092 -0.55361936 -1.11917892 -0.61897884 0.01194019
#> [9,] -0.21008801 0.83032815 0.36577870 0.81032015 0.31012007 -0.07876276
#> [10,] 0.25183824 -0.70854592 -0.16299436 -0.72855392 -0.22835384 0.40256519
#> [11,] 0.67073307 0.71074907 0.74639970 1.69114123 0.69074107 -0.19834184
#> [12,] -0.23835784 -0.19834184 0.84740980 0.78205032 -0.21834984 0.91276927
#> [13,] 0.35140931 -1.60937500 -0.56362337 -0.62898284 -0.62898284 -0.49826389
#> [14,] -0.17443739 -0.13442138 0.40627975 0.84597077 -0.15442939 -0.03341128
#> [15,] 0.77030414 -0.19008001 -0.65462947 -0.21008801 0.29011207 -1.09917092
#> [16,] 0.80595477 -1.15482955 -0.61412842 -0.17443739 -0.17443739 -1.05381944
#> [17,] 1.26050022 -0.70028409 -0.66463347 0.28010807 0.28010807 -1.60937500
#> [18,] 0.18053699 1.22095315 0.25620362 0.20054499 0.70074507 0.31186224
#> [19,] -1.11917892 -0.07876276 0.46678880 -0.09877076 -0.59897084 1.03234836
#> [20,] -1.15482955 0.88598678 0.42628775 -0.13442138 -0.13442138 0.98699688
#> [21,] 0.31575869 -0.64462546 -0.10392433 0.33576669 -0.16443339 -0.54361536
#> [22,] -0.62898284 -0.58896684 -0.54361536 -1.60937500 -0.60897484 0.52214427
#> [23,] 1.16092914 0.20054499 -0.26400447 0.18053699 0.68073707 -0.70854592
#> [24,] 1.16092914 0.20054499 0.23619561 1.18093715 0.68073707 -0.70854592
#> [25,] -0.03921569 -2.00000000 -0.95424837 -1.01960784 -1.01960784 -0.88888889
#> [26,] -0.27400847 0.76640770 0.80690875 0.74639970 0.24619962 0.86741780
#> [27,] 0.28010807 0.32012407 -0.64462546 -0.70028409 0.30011607 -0.58896684
#> [28,] -0.23835784 -0.19834184 -0.15299036 -1.21875000 -0.21834984 0.91276927
#> [29,] -0.23835784 -0.19834184 -0.15299036 -1.21875000 -0.21834984 0.91276927
#> [30,] -0.11051693 -0.07050093 -1.03525046 -1.09090909 -0.09050893 -0.97959184
#> [31,] -0.72855392 0.31186224 0.85741380 0.29185424 -0.20834584 1.42297336
#> [32,] -0.56506239 -0.52504638 0.01565475 0.45534577 -0.54505439 -0.42403628
#> [33,] 1.16092914 0.20054499 -0.26400447 0.18053699 0.68073707 -0.70854592
#> [34,] 0.80595477 -1.15482955 -0.61412842 -0.17443739 -0.17443739 -1.05381944
#> [35,] -0.17443739 -0.13442138 0.40627975 0.84597077 -0.15442939 -0.03341128
#> [36,] -1.15482955 0.88598678 0.42628775 -0.13442138 -0.13442138 0.98699688
#> [37,] -0.60071301 0.43970315 -0.02484630 0.41969515 -0.08050493 -0.46938776
#> [38,] -0.76420455 1.27661178 0.81691275 0.25620362 0.25620362 1.37762188
#> [39,] -1.09090909 0.94990724 -0.01484230 -0.07050093 -0.07050093 0.04081633
#> [40,] 0.67073307 0.71074907 -0.25400046 -0.30965909 0.69074107 -0.19834184
#> [41,] 1.16092914 0.20054499 -0.26400447 0.18053699 0.68073707 -0.70854592
#> [42,] -0.27400847 0.76640770 0.80690875 0.74639970 0.24619962 0.86741780
#> [43,] -0.07486631 -1.03525046 -0.49454933 -0.05485831 -0.55505839 -0.93424036
#> [44,] 0.67073307 0.71074907 -0.25400046 -0.30965909 0.69074107 -0.19834184
#> [45,] -1.01960784 -0.97959184 -0.93424036 -2.00000000 -0.99959984 0.13151927
#> [46,] 0.80595477 -1.15482955 -0.61412842 -0.17443739 -0.17443739 -1.05381944
#> [47,] -0.23835784 -0.19834184 0.34720972 -0.21834984 -0.21834984 0.91276927
#> [48,] -0.52941176 -1.48979592 -0.44404428 -0.50940376 -1.00960384 -0.37868481
#> [49,] -2.00000000 0.04081633 0.08616780 -0.97959184 -0.97959184 1.15192744
#> [50,] -0.21008801 0.83032815 -0.13442138 -0.19008001 0.31012007 -0.07876276
#> [,7] [,8] [,9] [,10] [,11]
#> [1,] 0.315758690 -0.138786765 -0.210088012 0.251838235 0.67073307
#> [2,] -0.644625464 -1.099170918 0.830328154 -0.708545918 0.71074907
#> [3,] -0.103924335 -0.553619364 0.365778698 -0.162994364 0.74639970
#> [4,] 0.335766693 -1.119178922 0.810320151 -0.728553922 1.69114123
#> [5,] -0.164433387 -0.618978842 0.310120071 -0.228353842 0.69074107
#> [6,] -0.543615363 0.011940193 -0.078762755 0.402565193 -0.19834184
#> [7,] 0.528177464 0.078482435 -0.002519663 -0.073427288 0.33576669
#> [8,] 0.078482435 1.134238070 -0.957265198 0.982328348 -1.11917892
#> [9,] -0.002519663 -0.957265198 0.972233875 -1.109174920 0.81032015
#> [10,] -0.073427288 0.982328348 -1.109174920 1.372953348 -0.72855392
#> [11,] 0.335766693 -1.119178922 0.810320151 -0.728553922 1.69114123
#> [12,] 0.436776794 -0.008067810 -0.098770758 0.382557190 0.78205032
#> [13,] 0.568678513 1.124234069 -0.967269199 0.972324346 -0.62898284
#> [14,] 0.538181466 -0.411713644 0.507684418 -0.563623366 0.84597077
#> [15,] -0.022527666 0.023126959 -0.048174289 -0.128782763 -0.21008801
#> [16,] 0.518173463 0.568678513 -0.512723745 0.416768791 -0.17443739
#> [17,] 0.467668412 0.013122958 -0.058178290 -0.138786765 0.28010807
#> [18,] -0.654629465 -0.608974840 0.320124072 -0.218349840 0.20054499
#> [19,] 0.098490438 0.153845913 0.063142966 0.001936191 -0.09877076
#> [20,] -0.442210691 -0.391705641 0.527692422 -0.543615363 -0.13442138
#> [21,] 0.528177464 0.078482435 -0.002519663 -0.073427288 0.33576669
#> [22,] -0.411713644 1.144242072 -0.947261196 0.992332350 -1.60937500
#> [23,] -0.174437389 -0.128782763 -0.200084011 0.261842237 0.18053699
#> [24,] 0.325762691 -0.628982843 0.300116069 -0.238357843 1.18093715
#> [25,] 0.720588235 1.276143791 -0.815359477 0.581699346 -1.01960784
#> [26,] -0.103924335 -0.553619364 0.365778698 -0.162994364 0.74639970
#> [27,] -0.512723745 0.033130961 -0.038170287 -0.118778762 -0.70028409
#> [28,] -0.563623366 0.992332350 -1.099170918 1.382957350 -1.21875000
#> [29,] -0.563623366 0.992332350 -1.099170918 1.382957350 -1.21875000
#> [30,] -0.360814023 0.185040683 0.113739435 -0.509403762 -1.09090909
#> [31,] -0.053419284 0.001936191 -0.088766757 0.392561191 0.29185424
#> [32,] 0.690091188 -0.259803922 0.659594141 -0.954248366 0.45534577
#> [33,] -0.174437389 -0.128782763 -0.200084011 0.261842237 0.18053699
#> [34,] 0.518173463 0.568678513 -0.512723745 0.416768791 -0.17443739
#> [35,] 0.538181466 -0.411713644 0.507684418 -0.563623366 0.84597077
#> [36,] -0.442210691 -0.391705641 0.527692422 -0.543615363 -0.13442138
#> [37,] 0.149390059 -0.805355476 1.124143597 -1.499799920 0.41969515
#> [38,] -0.594120413 -0.543615363 0.375782699 -0.152990363 0.25620362
#> [39,] -0.340806019 -0.795351474 1.134147598 -1.489795918 -0.07050093
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#> [15,] -1.11917892 0.01312296 -0.51272374 0.93221787 0.46766841 0.92221387
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#> [19,] 1.01234035 0.14384191 0.60869452 -0.95726520 -0.41171364 -0.96726920
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#> [25,] 0.09150327 1.76633987 0.23039216 0.16503268 1.21078431 0.65522876
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#> [32,] 0.55635588 0.23039216 1.20029527 -0.36081402 0.17988711 0.12938206
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#> [34,] -0.07342729 1.05887459 0.02797738 0.46766841 1.00836954 0.95786449
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#> [42,] 0.84740980 -0.56362337 0.40627975 -0.65462947 -0.61412842 -0.66463347
#> [43,] 0.04615179 0.72058824 0.69009119 0.12938206 0.67008318 0.61957813
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#> [46,] -0.07342729 1.05887459 0.02797738 0.46766841 1.00836954 0.95786449
#> [47,] 0.89276127 0.48212827 -0.05341928 -0.61897884 -0.07342729 -0.62898284
#> [48,] 0.60170735 1.27614379 0.74059624 -0.32516340 0.72058824 0.16503268
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#> [3,] 0.25620362 0.466788799 0.42628775 -0.103924335 -0.54361536 -0.2640045
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#> [10,] -0.21834984 0.001936191 -0.54361536 -0.073427288 0.99233235 0.2618422
#> [11,] 0.20054499 -0.098770758 -0.13442138 0.335766693 -1.60937500 0.1805370
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#> [13,] -1.11917892 0.143841912 -0.90190972 0.568678513 0.63403799 -0.1387868
#> [14,] -0.64462546 0.608694519 0.06799339 0.538181466 -0.90190972 -0.6646335
#> [15,] 0.30011607 -0.957265198 -0.49271574 -0.022527666 0.03313096 0.7803081
#> [16,] -0.66463347 -0.411713644 -0.95241477 0.518173463 0.07848243 0.3157587
#> [17,] -0.21008801 -0.967269199 -1.00291982 0.467668412 -0.47707312 0.7703041
#> [18,] 1.21094915 -0.588966837 0.37578270 -0.654629465 -0.09877076 0.6907411
#> [19,] -0.58896684 1.174254077 0.62870252 0.098490438 0.16384991 -1.1091749
#> [20,] 0.37578270 0.628702523 1.08840155 -0.442210691 0.11849844 -0.6446255
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#> [23,] 0.69074107 -1.109174920 -0.64462546 -0.174437389 -0.11877876 1.1709331
#> [24,] 0.19054099 -0.608974840 -0.64462546 0.325762691 -1.11917892 0.6707331
#> [25,] -1.50980392 0.295751634 -0.75000000 0.720588235 0.78594771 -0.5294118
#> [26,] 0.25620362 0.466788799 0.42628775 -0.103924335 -0.54361536 -0.2640045
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#> [28,] 0.29185424 0.011940193 -0.03341128 -0.563623366 1.50253643 0.2718462
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#> [32,] -1.03525046 0.760604242 0.21990311 0.690091188 -0.75000000 -1.0552585
#> [33,] 0.69074107 -1.109174920 -0.64462546 -0.174437389 -0.11877876 1.1709331
#> [34,] -0.66463347 -0.411713644 -0.95241477 0.518173463 0.07848243 0.3157587
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#> [36,] 0.37578270 0.628702523 1.08840155 -0.442210691 0.11849844 -0.6446255
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#> [38,] 0.76640770 0.476792800 0.93649183 -0.594120413 -0.03341128 -0.2540005
#> [39,] 0.43970315 0.225056689 1.18980623 -0.340806019 -0.28514739 -0.5807050
#> [40,] 1.20094515 -1.099170918 -0.13442138 -0.664633467 0.39142532 1.1809371
#> [41,] 0.69074107 -1.109174920 -0.64462546 -0.174437389 -0.11877876 1.1709331
#> [42,] 0.25620362 0.466788799 0.42628775 -0.103924335 -0.54361536 -0.2640045
#> [43,] -1.04525447 0.250400160 -0.29030097 0.680087186 -0.25980392 -0.5650624
#> [44,] 1.20094515 -1.099170918 -0.13442138 -0.664633467 0.39142532 1.1809371
#> [45,] -0.48939576 0.315759637 0.27040816 -0.259803922 1.80635588 -0.5094038
#> [46,] -0.66463347 -0.411713644 -0.95241477 0.518173463 0.07848243 0.3157587
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#> [50,] 0.82032415 -0.437057115 0.52769242 -0.502719743 0.05313896 0.3001161
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#> [8,] -0.62898284 1.27614379 -0.55361936 0.03313096 0.9923323496
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#> [10,] -0.23835784 0.58169935 -0.16299436 -0.11877876 1.3829573496
#> [11,] 1.18093715 -1.01960784 0.74639970 -0.70028409 -1.2187500000
#> [12,] 0.27184624 0.09150327 0.84740980 -1.60937500 -0.1076388889
#> [13,] -0.13878676 1.76633987 -0.56362337 -0.47707312 0.4821282680
#> [14,] 0.33576669 0.23039216 0.40627975 -1.00291982 -1.0538194444
#> [15,] 0.28010807 0.16503268 -0.65462947 0.94222187 -0.1187787615
#> [16,] 0.31575869 1.21078431 -0.61412842 -0.02252767 -0.0734272876
#> [17,] 0.77030414 0.65522876 -0.66463347 0.43201779 -0.6289828431
#> [18,] 0.19054099 -1.50980392 0.25620362 0.81032015 0.2918542417
#> [19,] -0.60897484 0.29575163 0.46678880 -0.94726120 0.0119401927
#> [20,] -0.64462546 -0.75000000 0.42628775 0.01748834 -0.0334112812
#> [21,] 0.32576269 0.72058824 -0.10392433 -0.51272374 -0.5636233660
#> [22,] -1.11917892 0.78594771 -0.54361536 0.54333504 1.5025364312
#> [23,] 0.67073307 -0.52941176 -0.26400447 0.79031215 0.2718462385
#> [24,] 1.17093315 -0.52941176 0.23619561 -0.21008801 -0.7285539216
#> [25,] -0.52941176 2.46078431 -0.95424837 -0.32516340 0.0915032680
#> [26,] 0.23619561 -0.95424837 0.80690875 -0.64462546 -0.1529903628
#> [27,] -0.21008801 -0.32516340 -0.64462546 1.45242595 0.3914253201
#> [28,] -0.72855392 0.09150327 -0.15299036 0.39142532 1.8931614312
#> [29,] -0.72855392 0.09150327 -0.15299036 0.39142532 1.8931614312
#> [30,] -0.60071301 0.36928105 -1.03525046 1.60433567 0.0008003201
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#> [32,] -0.05485831 0.92483660 0.01565475 -0.85101010 -1.4444444444
#> [33,] 0.67073307 -0.52941176 -0.26400447 0.79031215 0.2718462385
#> [34,] 0.31575869 1.21078431 -0.61412842 -0.02252767 -0.0734272876
#> [35,] 0.33576669 0.23039216 0.40627975 -1.00291982 -1.0538194444
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#> [39,] -0.58070501 -0.61111111 -0.01484230 0.62394352 -0.9795918367
#> [40,] 0.18053699 -1.01960784 -0.25400046 1.30051623 0.7820503201
#> [41,] 0.67073307 -0.52941176 -0.26400447 0.79031215 0.2718462385
#> [42,] 0.23619561 -0.95424837 0.80690875 -0.64462546 -0.1529903628
#> [43,] -0.06486231 1.41503268 -0.49454933 -0.36081402 -0.9542483660
#> [44,] 0.18053699 -1.01960784 -0.25400046 1.30051623 0.7820503201
#> [45,] -1.50980392 1.48039216 -0.93424036 0.69524476 1.1119114312
#> [46,] 0.31575869 1.21078431 -0.61412842 -0.02252767 -0.0734272876
#> [47,] -0.22835384 0.09150327 0.34720972 -0.60897484 0.8927612712
#> [48,] -0.51940776 1.97058824 -0.44404428 -0.81535948 -0.3986928105
#> [49,] -1.48979592 0.50000000 0.08616780 -0.28514739 0.1315192744
#> [50,] -0.20008401 -0.81535948 -0.13442138 0.96222987 -0.0987707583
#> [,29] [,30] [,31] [,32] [,33]
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#> [8,] 0.9923323496 0.1850406829 0.001936191 -0.25980392 -0.1287828
#> [9,] -1.0991709184 0.1137394352 -0.088766757 0.65959414 -0.2000840
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#> [11,] -1.2187500000 -1.0909090909 0.291854242 0.45534577 0.1805370
#> [12,] -0.1076388889 -2.0000000000 1.402965353 0.55635588 -0.7285539
#> [13,] 0.4821282680 -0.3251633987 -0.008067810 0.23039216 -0.1387868
#> [14,] -1.0538194444 -0.8510101010 0.456784797 1.20029527 -0.6646335
#> [15,] -0.1187787615 1.0941315920 -1.109174920 -0.36081402 0.7803081
#> [16,] -0.0734272876 0.1293820559 -0.563623366 0.17988711 0.3157587
#> [17,] -0.6289828431 0.5839275104 -1.119178922 0.12938206 0.7703041
#> [18,] 0.2918542417 0.4196951508 -0.198341837 -1.03525046 0.6907411
#> [19,] 0.0119401927 -0.7953514739 1.022344354 0.76060424 -1.1091749
#> [20,] -0.0334112812 0.1693980623 0.476792800 0.21990311 -0.6446255
#> [21,] -0.5636233660 -0.3608140226 -0.053419284 0.69009119 -0.1744374
#> [22,] 1.5025364312 0.6952447646 0.011940193 -0.75000000 -0.1187788
#> [23,] 0.2718462385 0.3996871476 -0.718549920 -1.05525847 1.1709331
#> [24,] -0.7285539216 -0.6007130125 -0.218349840 -0.05485831 0.6707331
#> [25,] 0.0915032680 0.3692810458 -0.398692810 0.92483660 -0.5294118
#> [26,] -0.1529903628 -1.0352504638 0.857413799 0.01565475 -0.2640045
#> [27,] 0.3914253201 1.6043356737 -1.099170918 -0.85101010 0.7903121
#> [28,] 1.8931614312 0.0008003201 0.402565193 -1.44444444 0.2718462
#> [29,] 1.8931614312 0.0008003201 0.402565193 -1.44444444 0.2718462
#> [30,] 0.0008003201 2.2987801181 -1.489795918 -0.15656566 0.3996871
#> [31,] 0.4025651927 -1.4897959184 1.412969354 0.06615980 -0.7185499
#> [32,] -1.4444444444 -0.1565656566 0.066159797 1.89473971 -1.0552585
#> [33,] 0.2718462385 0.3996871476 -0.718549920 -1.05525847 1.1709331
#> [34,] -0.0734272876 0.1293820559 -0.563623366 0.17988711 0.3157587
#> [35,] -1.0538194444 -0.8510101010 0.456784797 1.20029527 -0.6646335
#> [36,] -0.0334112812 0.1693980623 0.476792800 0.21990311 -0.6446255
#> [37,] -1.4897959184 0.8081838796 -0.479391757 1.35403859 -0.5907090
#> [38,] 0.3572137188 -0.5250463822 0.867417800 -0.47454133 -0.2540005
#> [39,] -0.9795918367 1.3183879612 -0.469387755 0.86384251 -0.5807050
#> [40,] 0.7820503201 0.9098912292 -0.708545918 -1.54545455 1.1809371
#> [41,] 0.2718462385 0.3996871476 -0.718549920 -1.05525847 1.1709331
#> [42,] -0.1529903628 -1.0352504638 0.857413799 0.01565475 -0.2640045
#> [43,] -0.9542483660 0.3336304219 -0.444044284 1.38453563 -0.5650624
#> [44,] 0.7820503201 0.9098912292 -0.708545918 -1.54545455 1.1809371
#> [45,] 1.1119114312 1.3896892090 -0.378684807 -0.05555556 -0.5094038
#> [46,] -0.0734272876 0.1293820559 -0.563623366 0.17988711 0.3157587
#> [47,] 0.8927612712 -0.9995998399 0.902765273 -0.44404428 -0.2283538
#> [48,] -0.3986928105 -0.1209150327 0.111511271 1.43504068 -1.0196078
#> [49,] 0.1315192744 0.4092970522 0.641723356 0.96485261 -1.4897959
#> [50,] -0.0987707583 1.1141395952 -0.588966837 -0.34080602 0.3001161
#> [,34] [,35] [,36] [,37] [,38] [,39]
#> [1,] 0.80595477 -0.17443739 -1.15482955 -0.60071301 -0.76420455 -1.09090909
#> [2,] -1.15482955 -0.13442138 0.88598678 0.43970315 1.27661178 0.94990724
#> [3,] -0.61412842 0.40627975 0.42628775 -0.02484630 0.81691275 -0.01484230
#> [4,] -0.17443739 0.84597077 -0.13442138 0.41969515 0.25620362 -0.07050093
#> [5,] -0.17443739 -0.15442939 -0.13442138 -0.08050493 0.25620362 -0.07050093
#> [6,] -1.05381944 -0.03341128 0.98699688 -0.46938776 1.37762188 0.04081633
#> [7,] 0.51817346 0.53818147 -0.44221069 0.14939006 -0.59412041 -0.34080602
#> [8,] 0.56867851 -0.41171364 -0.39170564 -0.80535548 -0.54361536 -0.79535147
#> [9,] -0.51272374 0.50768442 0.52769242 1.12414360 0.37578270 1.13414760
#> [10,] 0.41676879 -0.56362337 -0.54361536 -1.49979992 -0.15299036 -1.48979592
#> [11,] -0.17443739 0.84597077 -0.13442138 0.41969515 0.25620362 -0.07050093
#> [12,] -0.07342729 0.94698088 -0.03341128 -0.48939576 0.35721372 -0.97959184
#> [13,] 1.05887459 0.07848243 -0.90190972 -0.81535948 -1.05381944 -1.30555556
#> [14,] 0.02797738 1.04838555 0.06799339 0.65959414 -0.08391633 0.16939806
#> [15,] 0.46766841 -0.51272374 -0.49271574 0.10373543 -0.64462546 0.11373944
#> [16,] 1.00836954 0.02797738 -0.95241477 -0.36081402 -1.10432449 -0.85101010
#> [17,] 0.95786449 -0.02252767 -1.00291982 0.09373143 -1.15482955 -0.39646465
#> [18,] -0.66463347 -0.64462546 0.37578270 -0.07050093 0.76640770 0.43970315
#> [19,] -0.41171364 0.60869452 0.62870252 0.21505269 0.47679280 0.22505669
#> [20,] -0.95241477 0.06799339 1.08840155 0.67960214 0.93649183 1.18980623
#> [21,] 0.51817346 0.53818147 -0.44221069 0.14939006 -0.59412041 -0.34080602
#> [22,] 0.07848243 -0.90190972 0.11849844 -0.79535147 -0.03341128 -0.28514739
#> [23,] 0.31575869 -0.66463347 -0.64462546 -0.59070901 -0.25400046 -0.58070501
#> [24,] 0.31575869 0.33576669 -0.64462546 -0.09050893 -0.25400046 -0.58070501
#> [25,] 1.21078431 0.23039216 -0.75000000 -0.12091503 -1.44444444 -0.61111111
#> [26,] -0.61412842 0.40627975 0.42628775 -0.02484630 0.81691275 -0.01484230
#> [27,] -0.02252767 -1.00291982 0.01748834 0.11373944 -0.13442138 0.62394352
#> [28,] -0.07342729 -1.05381944 -0.03341128 -1.48979592 0.35721372 -0.97959184
#> [29,] -0.07342729 -1.05381944 -0.03341128 -1.48979592 0.35721372 -0.97959184
#> [30,] 0.12938206 -0.85101010 0.16939806 0.80818388 -0.52504638 1.31838796
#> [31,] -0.56362337 0.45678480 0.47679280 -0.47939176 0.86741780 -0.46938776
#> [32,] 0.17988711 1.20029527 0.21990311 1.35403859 -0.47454133 0.86384251
#> [33,] 0.31575869 -0.66463347 -0.64462546 -0.59070901 -0.25400046 -0.58070501
#> [34,] 1.00836954 0.02797738 -0.95241477 -0.36081402 -1.10432449 -0.85101010
#> [35,] 0.02797738 1.04838555 0.06799339 0.65959414 -0.08391633 0.16939806
#> [36,] -0.95241477 0.06799339 1.08840155 0.67960214 0.93649183 1.18980623
#> [37,] -0.36081402 0.65959414 0.67960214 1.81858804 -0.01484230 1.82859204
#> [38,] -1.10432449 -0.08391633 0.93649183 -0.01484230 1.32711683 0.49536178
#> [39,] -0.85101010 0.16939806 1.18980623 1.82859204 0.49536178 2.33879612
#> [40,] -0.17443739 -1.15482955 -0.13442138 -0.58070501 0.25620362 -0.07050093
#> [41,] 0.31575869 -0.66463347 -0.64462546 -0.59070901 -0.25400046 -0.58070501
#> [42,] -0.61412842 0.40627975 0.42628775 -0.02484630 0.81691275 -0.01484230
#> [43,] 0.67008318 0.69009119 -0.29030097 0.84383450 -0.98474541 0.35363843
#> [44,] -0.17443739 -1.15482955 -0.13442138 -0.58070501 0.25620362 -0.07050093
#> [45,] 0.23039216 -0.75000000 0.27040816 -0.10090703 -0.42403628 0.40929705
#> [46,] 1.00836954 0.02797738 -0.95241477 -0.36081402 -1.10432449 -0.85101010
#> [47,] -0.07342729 -0.05341928 -0.03341128 -0.98959584 0.35721372 -0.97959184
#> [48,] 0.72058824 0.74059624 -0.23979592 0.38928905 -0.93424036 -0.10090703
#> [49,] -0.75000000 0.27040816 1.29081633 0.91950113 0.59637188 1.42970522
#> [50,] -0.51272374 -0.49271574 0.52769242 0.62394352 0.37578270 1.13414760
#> [,40] [,41] [,42] [,43] [,44]
#> [1,] 0.6707330660 1.1609291 -0.27400847 -0.07486631 0.6707330660
#> [2,] 0.7107490724 0.2005450 0.76640770 -1.03525046 0.7107490724
#> [3,] -0.2540004638 -0.2640045 0.80690875 -0.49454933 -0.2540004638
#> [4,] -0.3096590909 0.1805370 0.74639970 -0.05485831 -0.3096590909
#> [5,] 0.6907410692 0.6807371 0.24619962 -0.55505839 0.6907410692
#> [6,] -0.1983418367 -0.7085459 0.86741780 -0.93424036 -0.1983418367
#> [7,] -0.6646334670 -0.1744374 -0.10392433 0.68008719 -0.6646334670
#> [8,] -0.1187787615 -0.1287828 -0.55361936 0.23039216 -0.1187787615
#> [9,] -0.1900800093 -0.2000840 0.36577870 0.14939006 -0.1900800093
#> [10,] 0.2718462385 0.2618422 -0.16299436 -0.46405229 0.2718462385
#> [11,] -0.3096590909 0.1805370 0.74639970 -0.05485831 -0.3096590909
#> [12,] -1.2187500000 -0.7285539 0.84740980 0.04615179 -1.2187500000
#> [13,] -0.6289828431 -0.1387868 -0.56362337 0.72058824 -0.6289828431
#> [14,] -1.1548295455 -0.6646335 0.40627975 0.69009119 -1.1548295455
#> [15,] 0.7903121476 0.7803081 -0.65462947 0.12938206 0.7903121476
#> [16,] -0.1744373886 0.3157587 -0.61412842 0.67008318 -0.1744373886
#> [17,] 0.2801080660 0.7703041 -0.66463347 0.61957813 0.2801080660
#> [18,] 1.2009451508 0.6907411 0.25620362 -1.04525447 1.2009451508
#> [19,] -1.0991709184 -1.1091749 0.46678880 0.25040016 -1.0991709184
#> [20,] -0.1344213822 -0.6446255 0.42628775 -0.29030097 -0.1344213822
#> [21,] -0.6646334670 -0.1744374 -0.10392433 0.68008719 -0.6646334670
#> [22,] 0.3914253201 -0.1187788 -0.54361536 -0.25980392 0.3914253201
#> [23,] 1.1809371476 1.1709331 -0.26400447 -0.56506239 1.1809371476
#> [24,] 0.1805369875 0.6707331 0.23619561 -0.06486231 0.1805369875
#> [25,] -1.0196078431 -0.5294118 -0.95424837 1.41503268 -1.0196078431
#> [26,] -0.2540004638 -0.2640045 0.80690875 -0.49454933 -0.2540004638
#> [27,] 1.3005162292 0.7903121 -0.64462546 -0.36081402 1.3005162292
#> [28,] 0.7820503201 0.2718462 -0.15299036 -0.95424837 0.7820503201
#> [29,] 0.7820503201 0.2718462 -0.15299036 -0.95424837 0.7820503201
#> [30,] 0.9098912292 0.3996871 -1.03525046 0.33363042 0.9098912292
#> [31,] -0.7085459184 -0.7185499 0.85741380 -0.44404428 -0.7085459184
#> [32,] -1.5454545455 -1.0552585 0.01565475 1.38453563 -1.5454545455
#> [33,] 1.1809371476 1.1709331 -0.26400447 -0.56506239 1.1809371476
#> [34,] -0.1744373886 0.3157587 -0.61412842 0.67008318 -0.1744373886
#> [35,] -1.1548295455 -0.6646335 0.40627975 0.69009119 -1.1548295455
#> [36,] -0.1344213822 -0.6446255 0.42628775 -0.29030097 -0.1344213822
#> [37,] -0.5807050093 -0.5907090 -0.02484630 0.84383450 -0.5807050093
#> [38,] 0.2562036178 -0.2540005 0.81691275 -0.98474541 0.2562036178
#> [39,] -0.0705009276 -0.5807050 -0.01484230 0.35363843 -0.0705009276
#> [40,] 1.6911412292 1.1809371 -0.25400046 -1.05525847 1.6911412292
#> [41,] 1.1809371476 1.1709331 -0.26400447 -0.56506239 1.1809371476
#> [42,] -0.2540004638 -0.2640045 0.80690875 -0.49454933 -0.2540004638
#> [43,] -1.0552584670 -0.5650624 -0.49454933 1.37453163 -1.0552584670
#> [44,] 1.6911412292 1.1809371 -0.25400046 -1.05525847 1.6911412292
#> [45,] 0.0008003201 -0.5094038 -0.93424036 0.43464052 0.0008003201
#> [46,] -0.1744373886 0.3157587 -0.61412842 0.67008318 -0.1744373886
#> [47,] -0.2183498399 -0.2283538 0.34720972 -0.45404829 -0.2183498399
#> [48,] -1.5098039216 -1.0196078 -0.44404428 1.42503668 -1.5098039216
#> [49,] -0.9795918367 -1.4897959 0.08616780 0.45464853 -0.9795918367
#> [50,] 0.8103201508 0.3001161 -0.13442138 -0.35081002 0.8103201508
#> [,45] [,46] [,47] [,48] [,49] [,50]
#> [1,] -1.0196078431 0.80595477 -0.23835784 -0.52941176 -2.00000000 -0.21008801
#> [2,] -0.9795918367 -1.15482955 -0.19834184 -1.48979592 0.04081633 0.83032815
#> [3,] -0.9342403628 -0.61412842 0.34720972 -0.44404428 0.08616780 -0.13442138
#> [4,] -2.0000000000 -0.17443739 -0.21834984 -0.50940376 -0.97959184 -0.19008001
#> [5,] -0.9995998399 -0.17443739 -0.21834984 -1.00960384 -0.97959184 0.31012007
#> [6,] 0.1315192744 -1.05381944 0.91276927 -0.37868481 1.15192744 -0.07876276
#> [7,] -0.2598039216 0.51817346 -0.06342329 0.73059224 -0.23979592 -0.50271974
#> [8,] 1.2961517941 0.56867851 0.49213227 0.78594771 0.31575964 -0.45706512
#> [9,] -0.7953514739 -0.51272374 -0.59897084 -0.30515540 0.22505669 0.47203379
#> [10,] 0.6017073496 0.41676879 0.88275727 0.09150327 -0.37868481 -0.60897484
#> [11,] -2.0000000000 -0.17443739 -0.21834984 -0.50940376 -0.97959184 -0.19008001
#> [12,] -0.8888888889 -0.07342729 0.89276127 0.60170735 0.13151927 -1.09917092
#> [13,] 0.7859477124 1.05887459 0.48212827 1.27614379 -0.19444444 -0.96726920
#> [14,] -0.7500000000 0.02797738 -0.05341928 0.74059624 0.27040816 -0.49271574
#> [15,] 0.1850406829 0.46766841 -0.61897884 -0.32516340 -0.79535147 0.45202579
#> [16,] 0.2303921569 1.00836954 -0.07342729 0.72058824 -0.75000000 -0.51272374
#> [17,] -0.3251633987 0.95786449 -0.62898284 0.16503268 -1.30555556 -0.05817829
#> [18,] -0.4893957583 -0.66463347 -0.20834584 -1.49979992 -0.46938776 0.82032415
#> [19,] 0.3157596372 -0.41171364 0.51214027 0.80595572 1.33616780 -0.43705711
#> [20,] 0.2704081633 -0.95241477 -0.03341128 -0.23979592 1.29081633 0.52769242
#> [21,] -0.2598039216 0.51817346 -0.06342329 0.73059224 -0.23979592 -0.50271974
#> [22,] 1.8063558757 0.07848243 0.50213627 0.29575163 0.82596372 0.05313896
#> [23,] -0.5094037615 0.31575869 -0.22835384 -1.01960784 -1.48979592 0.30011607
#> [24,] -1.5098039216 0.31575869 -0.22835384 -0.51940776 -1.48979592 -0.20008401
#> [25,] 1.4803921569 1.21078431 0.09150327 1.97058824 0.50000000 -0.81535948
#> [26,] -0.9342403628 -0.61412842 0.34720972 -0.44404428 0.08616780 -0.13442138
#> [27,] 0.6952447646 -0.02252767 -0.60897484 -0.81535948 -0.28514739 0.96222987
#> [28,] 1.1119114312 -0.07342729 0.89276127 -0.39869281 0.13151927 -0.09877076
#> [29,] 1.1119114312 -0.07342729 0.89276127 -0.39869281 0.13151927 -0.09877076
#> [30,] 1.3896892090 0.12938206 -0.99959984 -0.12091503 0.40929705 1.11413960
#> [31,] -0.3786848073 -0.56362337 0.90276527 0.11151127 0.64172336 -0.58896684
#> [32,] -0.0555555556 0.17988711 -0.44404428 1.43504068 0.96485261 -0.34080602
#> [33,] -0.5094037615 0.31575869 -0.22835384 -1.01960784 -1.48979592 0.30011607
#> [34,] 0.2303921569 1.00836954 -0.07342729 0.72058824 -0.75000000 -0.51272374
#> [35,] -0.7500000000 0.02797738 -0.05341928 0.74059624 0.27040816 -0.49271574
#> [36,] 0.2704081633 -0.95241477 -0.03341128 -0.23979592 1.29081633 0.52769242
#> [37,] -0.1009070295 -0.36081402 -0.98959584 0.38928905 0.91950113 0.62394352
#> [38,] -0.4240362812 -1.10432449 0.35721372 -0.93424036 0.59637188 0.37578270
#> [39,] 0.4092970522 -0.85101010 -0.97959184 -0.10090703 1.42970522 1.13414760
#> [40,] 0.0008003201 -0.17443739 -0.21834984 -1.50980392 -0.97959184 0.81032015
#> [41,] -0.5094037615 0.31575869 -0.22835384 -1.01960784 -1.48979592 0.30011607
#> [42,] -0.9342403628 -0.61412842 0.34720972 -0.44404428 0.08616780 -0.13442138
#> [43,] 0.4346405229 0.67008318 -0.45404829 1.42503668 0.45464853 -0.35081002
#> [44,] 0.0008003201 -0.17443739 -0.21834984 -1.50980392 -0.97959184 0.81032015
#> [45,] 2.5008003201 0.23039216 0.11151127 0.99019608 1.52040816 0.20504869
#> [46,] 0.2303921569 1.00836954 -0.07342729 0.72058824 -0.75000000 -0.51272374
#> [47,] 0.1115112712 -0.07342729 0.89276127 0.10150727 0.13151927 -0.59897084
#> [48,] 0.9901960784 0.72058824 0.10150727 1.98059224 1.01020408 -0.80535548
#> [49,] 1.5204081633 -0.75000000 0.13151927 1.01020408 2.54081633 0.22505669
#> [50,] 0.2050486861 -0.51272374 -0.59897084 -0.80535548 0.22505669 0.97223387
#>
#> $diag_mean
#> [1] 1.413076
#>
#> $off_mean
#> [1] -0.02883829
#>
#> $p
#> [1] 0.36 0.49 0.45 0.51
#>
#> $n
#> [1] 50
#>
#> $m
#> [1] 4
#>
#> $method
#> [1] "VanRaden Method 2 / G_VR2 (ZDZ', per-locus scaled)"
#>