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Computes G = ZZ' / (2 sum p_j(1-p_j)) for method 1 (default), or the per-locus-scaled variant for method 2.

Usage

morie_grm_vanraden(markers, method = 1)

Arguments

markers

Numeric (n x m) genotype matrix coded (coded 0/1/2).

method

1 or 2 (VanRaden 2008).

Value

Named list with estimate (G matrix), diag_mean, off_mean, p, n, m, method.

References

VanRaden (2008) J Dairy Sci 91:4414. Montesinos Lopez Ch 3.

Examples

morie_grm_vanraden(markers = matrix(sample(0:2, 200, TRUE), 50, 4))
#> $estimate
#>               [,1]         [,2]         [,3]         [,4]         [,5]
#>  [1,]  0.445134783 -0.005812206 -0.045896382 -0.476801283 -0.025854294
#>  [2,] -0.005812206  0.545345225 -0.496843371 -0.426696062  0.024250927
#>  [3,] -0.045896382 -0.496843371  0.465176871  0.535324181 -0.015833250
#>  [4,] -0.476801283 -0.426696062  0.535324181  2.108628119  0.054314060
#>  [5,] -0.025854294  0.024250927 -0.015833250  0.054314060  1.006313258
#>  [6,] -0.536927548 -0.486822327  0.475197916  0.545345225  0.495240004
#>  [7,] -0.476801283  0.575408358 -0.466780239  0.104419280  0.054314060
#>  [8,]  0.485218960  0.034271971 -0.005812206  0.565387313  0.014229883
#>  [9,]  0.465176871  0.014229883 -0.025854294  0.044293015  0.495240004
#> [10,]  0.405050606 -0.045896382 -0.085980559 -1.518989879 -0.065938471
#> [11,] -0.025854294  0.525303137 -0.516885459 -0.947790360  0.505261048
#> [12,] -0.436717106  0.615492534 -0.426696062  1.146607877  0.094398236
#> [13,]  0.014229883  0.565387313 -0.476801283  0.094398236  0.545345225
#> [14,]  0.425092695 -0.526906504  0.435113739  0.004208839 -0.045896382
#> [15,]  0.465176871  0.515282092 -0.526906504 -0.957811404  0.996292214
#> [16,]  0.445134783 -0.506864415  0.455155827  0.525303137  0.475197916
#> [17,] -0.025854294  0.024250927 -0.015833250  0.054314060 -0.997895581
#> [18,] -0.045896382  0.004208839 -0.035875338 -0.466780239  0.485218960
#> [19,] -0.496843371  0.054314060  0.014229883  0.585429402 -0.967832448
#> [20,]  0.465176871 -0.486822327  0.475197916  1.046397435 -0.005812206
#> [21,] -0.025854294  0.024250927 -0.015833250  0.054314060  1.006313258
#> [22,] -0.476801283  0.074356148  0.034271971  1.106523700  0.555366269
#> [23,] -0.496843371 -0.446738150  0.515282092  1.587533821  0.535324181
#> [24,]  0.425092695  0.475197916 -0.566990680 -2.000000000 -0.045896382
#> [25,] -0.496843371  0.555366269 -0.486822327 -0.416675018 -0.466780239
#> [26,]  0.485218960  0.535324181 -0.506864415 -0.436717106 -0.486822327
#> [27,] -0.045896382 -0.496843371  0.465176871  0.535324181 -0.015833250
#> [28,]  0.405050606 -0.045896382 -0.085980559 -1.518989879 -0.065938471
#> [29,] -0.065938471 -0.015833250 -0.055917427 -0.987874537 -0.035875338
#> [30,] -0.536927548 -0.486822327  0.475197916  0.545345225 -0.506864415
#> [31,]  0.405050606 -0.546948592  0.415071650 -0.516885459 -0.566990680
#> [32,] -0.556969636 -0.506864415  0.455155827  0.024250927 -0.025854294
#> [33,] -0.536927548 -0.486822327  0.475197916  0.545345225 -0.506864415
#> [34,]  0.445134783 -0.005812206 -0.045896382 -0.476801283 -0.025854294
#> [35,]  0.465176871 -0.486822327  0.475197916  1.046397435 -0.005812206
#> [36,] -0.065938471 -0.015833250 -0.055917427 -0.987874537 -0.035875338
#> [37,]  0.465176871  0.515282092 -0.526906504 -0.957811404  0.996292214
#> [38,] -0.045896382  0.505261048 -0.536927548 -1.468884658 -0.015833250
#> [39,] -0.025854294 -0.476801283  0.485218960  1.056418479 -0.496843371
#> [40,]  0.405050606 -0.546948592  0.415071650 -0.516885459  0.435113739
#> [41,] -0.476801283  0.575408358 -0.466780239  0.104419280 -0.947790360
#> [42,] -0.045896382 -0.496843371  0.465176871  0.535324181 -0.015833250
#> [43,] -0.005812206  0.545345225 -0.496843371 -0.426696062 -0.977853492
#> [44,] -0.516885459  0.535324181 -0.506864415 -0.937769316  0.014229883
#> [45,] -0.025854294  0.024250927 -0.015833250  0.054314060 -0.997895581
#> [46,]  0.465176871  0.014229883 -0.025854294  0.044293015 -0.506864415
#> [47,] -0.005812206  0.044293015  0.004208839  0.575408358  0.525303137
#> [48,]  0.014229883  0.565387313 -0.476801283  0.094398236 -0.456759194
#> [49,] -0.496843371  0.054314060  0.014229883  0.585429402  1.036376390
#> [50,] -0.045896382 -0.496843371  0.465176871  0.535324181 -1.017937669
#>               [,6]         [,7]         [,8]         [,9]       [,10]
#>  [1,] -0.536927548 -0.476801283  0.485218960  0.465176871  0.40505061
#>  [2,] -0.486822327  0.575408358  0.034271971  0.014229883 -0.04589638
#>  [3,]  0.475197916 -0.466780239 -0.005812206 -0.025854294 -0.08598056
#>  [4,]  0.545345225  0.104419280  0.565387313  0.044293015 -1.51898988
#>  [5,]  0.495240004  0.054314060  0.014229883  0.495240004 -0.06593847
#>  [6,]  1.487323379  0.044293015 -0.997895581 -0.516885459 -0.07595951
#>  [7,]  0.044293015  1.106523700 -0.436717106 -0.456759194 -0.51688546
#>  [8,] -0.997895581 -0.436717106  1.527407556  1.006313258 -0.55696964
#>  [9,] -0.516885459 -0.456759194  1.006313258  0.986271169 -0.07595951
#> [10,] -0.075959515 -0.516885459 -0.556969636 -0.075959515  1.36707085
#> [11,] -0.005812206  0.555366269 -0.486822327 -0.005812206  0.43511374
#> [12,] -0.416675018  1.146607877  0.605471490  0.084377192 -1.47890570
#> [13,] -0.466780239  0.595450446  0.555366269  0.535324181 -0.52690650
#> [14,] -0.055917427 -0.997895581  0.465176871  0.445134783  0.38500852
#> [15,] -0.516885459  0.044293015  0.505261048  0.986271169  0.42509269
#> [16,] -0.035875338 -0.977853492  0.986271169  0.966229081 -0.09600160
#> [17,] -0.506864415  0.054314060  0.014229883 -0.506864415 -0.06593847
#> [18,]  0.475197916  0.034271971 -0.506864415 -0.025854294  0.41507165
#> [19,]  0.024250927  0.585429402 -0.456759194 -0.977853492 -0.53692755
#> [20,] -0.516885459 -0.957811404  1.507365467  0.986271169 -0.57701172
#> [21,]  0.495240004  0.054314060  0.014229883  0.495240004 -0.06593847
#> [22,]  0.545345225  0.605471490  0.064335104  0.044293015 -1.01793767
#> [23,]  1.026355346  0.084377192  0.044293015  0.024250927 -1.03797976
#> [24,] -0.556969636  0.004208839 -0.536927548 -0.055917427  1.38711294
#> [25,]  0.024250927  1.086481611 -0.957811404 -0.977853492 -0.03587534
#> [26,] -1.498947790  0.064335104  1.026355346  0.505261048 -0.05591743
#> [27,]  0.475197916 -0.466780239 -0.005812206 -0.025854294 -0.08598056
#> [28,] -0.075959515 -0.516885459 -0.556969636 -0.075959515  1.36707085
#> [29,]  0.455155827  0.014229883 -1.027958713 -0.546948592  0.89608177
#> [30,]  0.986271169  0.044293015 -0.997895581 -1.017937669 -0.07595951
#> [31,] -0.075959515 -1.017937669 -0.055917427 -0.075959515  0.86601864
#> [32,]  1.467281291  0.024250927 -1.518989879 -1.037979757  0.40505061
#> [33,]  0.986271169  0.044293015 -0.997895581 -1.017937669 -0.07595951
#> [34,] -0.536927548 -0.476801283  0.485218960  0.465176871  0.40505061
#> [35,] -0.516885459 -0.957811404  1.507365467  0.986271169 -0.57701172
#> [36,]  0.455155827  0.014229883 -1.027958713 -0.546948592  0.89608177
#> [37,] -0.516885459  0.044293015  0.505261048  0.986271169  0.42509269
#> [38,] -0.025854294  0.535324181 -1.007916625 -0.526906504  0.91612386
#> [39,] -0.005812206 -0.446738150  0.515282092 -0.005812206 -0.56699068
#> [40,]  0.425092695 -1.017937669 -0.055917427  0.425092695  0.86601864
#> [41,] -0.456759194  1.106523700 -0.436717106 -0.957811404 -0.51688546
#> [42,]  0.475197916 -0.466780239 -0.005812206 -0.025854294 -0.08598056
#> [43,] -0.987874537  0.575408358  0.034271971 -0.486822327 -0.04589638
#> [44,]  0.505261048  1.066439523 -1.478905702 -0.997895581  0.44513478
#> [45,] -0.506864415  0.054314060  0.014229883 -0.506864415 -0.06593847
#> [46,] -1.017937669 -0.456759194  1.006313258  0.485218960 -0.07595951
#> [47,]  0.014229883  0.074356148  0.535324181  0.515282092 -0.54694859
#> [48,] -0.967832448  0.595450446  0.555366269  0.034271971 -0.52690650
#> [49,]  1.026355346  0.585429402 -0.456759194  0.024250927 -0.53692755
#> [50,] -0.025854294 -0.466780239 -0.005812206 -0.526906504 -0.08598056
#>              [,11]       [,12]        [,13]        [,14]        [,15]
#>  [1,] -0.025854294 -0.43671711  0.014229883  0.425092695  0.465176871
#>  [2,]  0.525303137  0.61549253  0.565387313 -0.526906504  0.515282092
#>  [3,] -0.516885459 -0.42669606 -0.476801283  0.435113739 -0.526906504
#>  [4,] -0.947790360  1.14660788  0.094398236  0.004208839 -0.957811404
#>  [5,]  0.505261048  0.09439824  0.545345225 -0.045896382  0.996292214
#>  [6,] -0.005812206 -0.41667502 -0.466780239 -0.055917427 -0.516885459
#>  [7,]  0.555366269  1.14660788  0.595450446 -0.997895581  0.044293015
#>  [8,] -0.486822327  0.60547149  0.555366269  0.465176871  0.505261048
#>  [9,] -0.005812206  0.08437719  0.535324181  0.445134783  0.986271169
#> [10,]  0.435113739 -1.47890570 -0.526906504  0.385008518  0.425092695
#> [11,]  1.006313258  0.09439824  0.545345225 -0.546948592  0.996292214
#> [12,]  0.094398236  2.18879647  1.136586832 -0.957811404  0.084377192
#> [13,]  0.545345225  1.13658683  1.086481611 -0.506864415  1.036376390
#> [14,] -0.546948592 -0.95781140 -0.506864415  0.906102816 -0.055917427
#> [15,]  0.996292214  0.08437719  1.036376390 -0.055917427  1.988375589
#> [16,] -0.526906504 -0.43671711  0.014229883  0.926144904  0.465176871
#> [17,] -0.496843371  0.09439824 -0.456759194 -0.045896382 -1.007916625
#> [18,]  0.485218960 -0.42669606  0.024250927 -0.065938471  0.475197916
#> [19,] -0.466780239  0.62551358 -0.426696062 -0.516885459 -1.478905702
#> [20,] -1.007916625  0.08437719  0.034271971  0.946186993 -0.015833250
#> [21,]  0.505261048  0.09439824  0.545345225 -0.045896382  0.996292214
#> [22,]  0.054314060  1.14660788  0.595450446 -0.496843371  0.044293015
#> [23,] -0.466780239  0.62551358  0.074356148 -0.015833250 -0.476801283
#> [24,]  0.956208037 -0.95781140 -0.005812206 -0.096001603  0.946186993
#> [25,]  0.535324181  0.62551358  0.074356148 -1.017937669 -0.476801283
#> [26,]  0.014229883  0.60547149  0.555366269 -0.035875338  0.505261048
#> [27,] -0.516885459 -0.42669606 -0.476801283  0.435113739 -0.526906504
#> [28,]  0.435113739 -1.47890570 -0.526906504  0.385008518  0.425092695
#> [29,]  0.465176871 -0.94779036 -0.496843371 -0.085980559 -0.045896382
#> [30,] -0.506864415 -0.41667502 -0.967832448 -0.055917427 -1.518989879
#> [31,] -0.566990680 -1.47890570 -1.027958713  0.886060728 -0.577011725
#> [32,] -0.025854294 -0.93776932 -0.987874537 -0.075959515 -1.037979757
#> [33,] -0.506864415 -0.41667502 -0.967832448 -0.055917427 -1.518989879
#> [34,] -0.025854294 -0.43671711  0.014229883  0.425092695  0.465176871
#> [35,] -1.007916625  0.08437719  0.034271971  0.946186993 -0.015833250
#> [36,]  0.465176871 -0.94779036 -0.496843371 -0.085980559 -0.045896382
#> [37,]  0.996292214  0.08437719  1.036376390 -0.055917427  1.988375589
#> [38,]  0.986271169 -0.42669606  0.024250927 -0.566990680  0.475197916
#> [39,] -0.997895581  0.09439824 -0.456759194  0.455155827 -1.007916625
#> [40,] -0.065938471 -1.47890570 -0.526906504  0.886060728  0.425092695
#> [41,]  0.054314060  1.14660788  0.094398236 -0.997895581 -0.957811404
#> [42,] -0.516885459 -0.42669606 -0.476801283  0.435113739 -0.526906504
#> [43,]  0.024250927  0.61549253  0.064335104 -0.526906504 -0.486822327
#> [44,]  1.016334302  0.10441928  0.054314060 -1.037979757  0.004208839
#> [45,] -0.496843371  0.09439824 -0.456759194 -0.045896382 -1.007916625
#> [46,] -0.506864415  0.08437719  0.034271971  0.445134783 -0.015833250
#> [47,]  0.024250927  0.61549253  0.565387313 -0.025854294  0.515282092
#> [48,]  0.044293015  1.13658683  0.585429402 -0.506864415  0.034271971
#> [49,]  0.535324181  0.62551358  0.575408358 -0.516885459  0.525303137
#> [50,] -1.017937669 -0.42669606 -0.977853492  0.435113739 -1.529010923
#>              [,16]        [,17]        [,18]        [,19]        [,20]
#>  [1,]  0.445134783 -0.025854294 -0.045896382 -0.496843371  0.465176871
#>  [2,] -0.506864415  0.024250927  0.004208839  0.054314060 -0.486822327
#>  [3,]  0.455155827 -0.015833250 -0.035875338  0.014229883  0.475197916
#>  [4,]  0.525303137  0.054314060 -0.466780239  0.585429402  1.046397435
#>  [5,]  0.475197916 -0.997895581  0.485218960 -0.967832448 -0.005812206
#>  [6,] -0.035875338 -0.506864415  0.475197916  0.024250927 -0.516885459
#>  [7,] -0.977853492  0.054314060  0.034271971  0.585429402 -0.957811404
#>  [8,]  0.986271169  0.014229883 -0.506864415 -0.456759194  1.507365467
#>  [9,]  0.966229081 -0.506864415 -0.025854294 -0.977853492  0.986271169
#> [10,] -0.096001603 -0.065938471  0.415071650 -0.536927548 -0.577011725
#> [11,] -0.526906504 -0.496843371  0.485218960 -0.466780239 -1.007916625
#> [12,] -0.436717106  0.094398236 -0.426696062  0.625513579  0.084377192
#> [13,]  0.014229883 -0.456759194  0.024250927 -0.426696062  0.034271971
#> [14,]  0.926144904 -0.045896382 -0.065938471 -0.516885459  0.946186993
#> [15,]  0.465176871 -1.007916625  0.475197916 -1.478905702 -0.015833250
#> [16,]  1.447239202 -0.526906504 -0.045896382 -0.997895581  1.467281291
#> [17,] -0.526906504  1.006313258 -0.516885459  1.036376390 -0.005812206
#> [18,] -0.045896382 -0.516885459  0.465176871 -0.486822327 -0.526906504
#> [19,] -0.997895581  1.036376390 -0.486822327  1.567491733 -0.476801283
#> [20,]  1.467281291 -0.005812206 -0.526906504 -0.476801283  1.988375589
#> [21,]  0.475197916 -0.997895581  0.485218960 -0.967832448 -0.005812206
#> [22,]  0.024250927 -0.446738150  0.034271971  0.084377192  0.044293015
#> [23,]  0.505261048 -0.466780239  0.014229883  0.064335104  0.525303137
#> [24,] -0.577011725 -0.045896382  0.435113739 -0.516885459 -1.058021846
#> [25,] -1.498947790  0.535324181  0.014229883  1.066439523 -1.478905702
#> [26,] -0.015833250  0.515282092 -0.506864415  0.044293015  0.505261048
#> [27,]  0.455155827 -0.015833250 -0.035875338  0.014229883  0.475197916
#> [28,] -0.096001603 -0.065938471  0.415071650 -0.536927548 -0.577011725
#> [29,] -0.566990680 -0.035875338  0.445134783 -0.005812206 -1.048000802
#> [30,] -0.536927548  0.495240004 -0.025854294  1.026355346 -0.516885459
#> [31,]  0.405050606  0.435113739 -0.085980559 -0.035875338  0.425092695
#> [32,] -0.556969636 -0.025854294  0.455155827  0.505261048 -1.037979757
#> [33,] -0.536927548  0.495240004 -0.025854294  1.026355346 -0.516885459
#> [34,]  0.445134783 -0.025854294 -0.045896382 -0.496843371  0.465176871
#> [35,]  1.467281291 -0.005812206 -0.526906504 -0.476801283  1.988375589
#> [36,] -0.566990680 -0.035875338  0.445134783 -0.005812206 -1.048000802
#> [37,]  0.465176871 -1.007916625  0.475197916 -1.478905702 -0.015833250
#> [38,] -1.048000802 -0.015833250  0.465176871  0.014229883 -1.529010923
#> [39,]  0.475197916  0.505261048 -0.516885459  0.535324181  0.996292214
#> [40,]  0.906102816 -0.566990680  0.415071650 -1.037979757  0.425092695
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#> [33,]  0.455155827 -1.518989879 -0.025854294  0.495240004 -0.07595951
#> [34,] -0.065938471  0.465176871 -0.045896382 -0.025854294  0.40505061
#> [35,] -1.048000802 -0.015833250 -1.529010923  0.996292214  0.42509269
#> [36,]  0.926144904 -0.045896382  0.946186993 -0.536927548  0.39502956
#> [37,] -0.045896382  1.988375589  0.475197916 -1.007916625  0.42509269
#> [38,]  0.946186993  0.475197916  1.467281291 -1.017937669 -0.08598056
#> [39,] -0.536927548 -1.007916625 -1.017937669  1.006313258 -0.06593847
#> [40,]  0.395029562  0.425092695 -0.085980559 -0.065938471  1.36707085
#> [41,]  0.014229883 -0.957811404  0.535324181  0.054314060 -1.51898988
#> [42,] -0.055917427 -0.526906504 -0.536927548  0.485218960  0.41507165
#> [43,] -0.015833250 -0.486822327  0.505261048  0.024250927 -1.04800080
#> [44,]  0.976250125  0.004208839  1.497344423 -0.987874537 -0.55696964
#> [45,] -0.035875338 -1.007916625 -0.015833250  0.505261048 -0.56699068
#> [46,] -0.546948592 -0.015833250 -0.526906504  0.495240004 -0.07595951
#> [47,] -0.516885459  0.515282092 -0.496843371  0.024250927 -0.04589638
#> [48,] -0.496843371  0.034271971  0.024250927  0.044293015 -1.02795871
#> [49,] -0.005812206  0.525303137  0.014229883 -0.466780239 -0.03587534
#> [50,] -0.055917427 -1.529010923 -0.536927548  0.986271169 -0.08598056
#>              [,41]        [,42]        [,43]        [,44]        [,45]
#>  [1,] -0.476801283 -0.045896382 -0.005812206 -0.516885459 -0.025854294
#>  [2,]  0.575408358 -0.496843371  0.545345225  0.535324181  0.024250927
#>  [3,] -0.466780239  0.465176871 -0.496843371 -0.506864415 -0.015833250
#>  [4,]  0.104419280  0.535324181 -0.426696062 -0.937769316  0.054314060
#>  [5,] -0.947790360 -0.015833250 -0.977853492  0.014229883 -0.997895581
#>  [6,] -0.456759194  0.475197916 -0.987874537  0.505261048 -0.506864415
#>  [7,]  1.106523700 -0.466780239  0.575408358  1.066439523  0.054314060
#>  [8,] -0.436717106 -0.005812206  0.034271971 -1.478905702  0.014229883
#>  [9,] -0.957811404 -0.025854294 -0.486822327 -0.997895581 -0.506864415
#> [10,] -0.516885459 -0.085980559 -0.045896382  0.445134783 -0.065938471
#> [11,]  0.054314060 -0.516885459  0.024250927  1.016334302 -0.496843371
#> [12,]  1.146607877 -0.426696062  0.615492534  0.104419280  0.094398236
#> [13,]  0.094398236 -0.476801283  0.064335104  0.054314060 -0.456759194
#> [14,] -0.997895581  0.435113739 -0.526906504 -1.037979757 -0.045896382
#> [15,] -0.957811404 -0.526906504 -0.486822327  0.004208839 -1.007916625
#> [16,] -1.478905702  0.455155827 -1.007916625 -1.518989879 -0.526906504
#> [17,]  1.056418479 -0.015833250  1.026355346  0.014229883  1.006313258
#> [18,] -0.466780239 -0.035875338 -0.496843371  0.495240004 -0.516885459
#> [19,]  1.587533821  0.014229883  1.056418479  0.545345225  1.036376390
#> [20,] -0.957811404  0.475197916 -0.486822327 -2.000000000 -0.005812206
#> [21,] -0.947790360 -0.015833250 -0.977853492  0.014229883 -0.997895581
#> [22,]  0.104419280  0.034271971 -0.426696062  0.064335104 -0.446738150
#> [23,] -0.416675018  0.515282092 -0.947790360 -0.456759194 -0.466780239
#> [24,]  0.004208839 -0.566990680  0.475197916  0.966229081 -0.045896382
#> [25,]  1.587533821 -0.486822327  1.056418479  1.547449644  0.535324181
#> [26,]  0.565387313 -0.506864415  1.036376390 -0.476801283  0.515282092
#> [27,] -0.466780239  0.465176871 -0.496843371 -0.506864415 -0.015833250
#> [28,] -0.516885459 -0.085980559 -0.045896382  0.445134783 -0.065938471
#> [29,]  0.014229883 -0.055917427 -0.015833250  0.976250125 -0.035875338
#> [30,]  0.545345225  0.475197916  0.014229883  0.505261048  0.495240004
#> [31,] -0.516885459  0.415071650 -0.045896382 -0.556969636  0.435113739
#> [32,]  0.024250927  0.455155827 -0.506864415  0.986271169 -0.025854294
#> [33,]  0.545345225  0.475197916  0.014229883  0.505261048  0.495240004
#> [34,] -0.476801283 -0.045896382 -0.005812206 -0.516885459 -0.025854294
#> [35,] -0.957811404  0.475197916 -0.486822327 -2.000000000 -0.005812206
#> [36,]  0.014229883 -0.055917427 -0.015833250  0.976250125 -0.035875338
#> [37,] -0.957811404 -0.526906504 -0.486822327  0.004208839 -1.007916625
#> [38,]  0.535324181 -0.536927548  0.505261048  1.497344423 -0.015833250
#> [39,]  0.054314060  0.485218960  0.024250927 -0.987874537  0.505261048
#> [40,] -1.518989879  0.415071650 -1.048000802 -0.556969636 -0.566990680
#> [41,]  2.108628119 -0.466780239  1.577512777  1.066439523  1.056418479
#> [42,] -0.466780239  0.465176871 -0.496843371 -0.506864415 -0.015833250
#> [43,]  1.577512777 -0.496843371  1.547449644  0.535324181  1.026355346
#> [44,]  1.066439523 -0.506864415  0.535324181  2.028459766  0.014229883
#> [45,]  1.056418479 -0.015833250  1.026355346  0.014229883  1.006313258
#> [46,]  0.044293015 -0.025854294  0.515282092 -0.997895581  0.495240004
#> [47,] -0.426696062  0.004208839 -0.456759194 -0.466780239 -0.476801283
#> [48,]  1.096502656 -0.476801283  1.066439523  0.054314060  0.545345225
#> [49,] -0.416675018  0.014229883 -0.947790360  0.545345225 -0.967832448
#> [50,]  0.535324181  0.465176871  0.505261048 -0.506864415  0.986271169
#>             [,46]        [,47]        [,48]        [,49]        [,50]
#>  [1,]  0.46517687 -0.005812206  0.014229883 -0.496843371 -0.045896382
#>  [2,]  0.01422988  0.044293015  0.565387313  0.054314060 -0.496843371
#>  [3,] -0.02585429  0.004208839 -0.476801283  0.014229883  0.465176871
#>  [4,]  0.04429302  0.575408358  0.094398236  0.585429402  0.535324181
#>  [5,] -0.50686442  0.525303137 -0.456759194  1.036376390 -1.017937669
#>  [6,] -1.01793767  0.014229883 -0.967832448  1.026355346 -0.025854294
#>  [7,] -0.45675919  0.074356148  0.595450446  0.585429402 -0.466780239
#>  [8,]  1.00631326  0.535324181  0.555366269 -0.456759194 -0.005812206
#>  [9,]  0.48521896  0.515282092  0.034271971  0.024250927 -0.526906504
#> [10,] -0.07595951 -0.546948592 -0.526906504 -0.536927548 -0.085980559
#> [11,] -0.50686442  0.024250927  0.044293015  0.535324181 -1.017937669
#> [12,]  0.08437719  0.615492534  1.136586832  0.625513579 -0.426696062
#> [13,]  0.03427197  0.565387313  0.585429402  0.575408358 -0.977853492
#> [14,]  0.44513478 -0.025854294 -0.506864415 -0.516885459  0.435113739
#> [15,] -0.01583325  0.515282092  0.034271971  0.525303137 -1.529010923
#> [16,]  0.46517687  0.495240004 -0.486822327  0.004208839 -0.045896382
#> [17,]  0.49524000 -0.476801283  0.545345225 -0.967832448  0.986271169
#> [18,] -0.52690650  0.004208839 -0.476801283  0.515282092 -0.536927548
#> [19,]  0.02425093 -0.446738150  0.575408358 -0.436717106  1.016334302
#> [20,]  0.98627117  0.515282092  0.034271971 -0.476801283  0.475197916
#> [21,] -0.50686442  0.525303137 -0.456759194  1.036376390 -1.017937669
#> [22,] -0.45675919  0.575408358  0.094398236  1.086481611 -0.466780239
#> [23,] -0.47680128  0.555366269 -0.426696062  1.066439523  0.014229883
#> [24,] -0.05591743 -0.526906504 -0.005812206 -0.516885459 -0.566990680
#> [25,] -0.47680128 -0.446738150  0.575408358  0.064335104  0.014229883
#> [26,]  1.00631326  0.034271971  1.056418479 -0.957811404 -0.005812206
#> [27,] -0.02585429  0.004208839 -0.476801283  0.014229883  0.465176871
#> [28,] -0.07595951 -0.546948592 -0.526906504 -0.536927548 -0.085980559
#> [29,] -0.54694859 -0.516885459 -0.496843371 -0.005812206 -0.055917427
#> [30,] -0.51688546 -0.486822327 -0.466780239  0.024250927  0.976250125
#> [31,]  0.42509269 -0.546948592 -0.526906504 -1.037979757  0.916123860
#> [32,] -1.03797976 -0.506864415 -0.987874537  0.505261048  0.455155827
#> [33,] -0.51688546 -0.486822327 -0.466780239  0.024250927  0.976250125
#> [34,]  0.46517687 -0.005812206  0.014229883 -0.496843371 -0.045896382
#> [35,]  0.98627117  0.515282092  0.034271971 -0.476801283  0.475197916
#> [36,] -0.54694859 -0.516885459 -0.496843371 -0.005812206 -0.055917427
#> [37,] -0.01583325  0.515282092  0.034271971  0.525303137 -1.529010923
#> [38,] -0.52690650 -0.496843371  0.024250927  0.014229883 -0.536927548
#> [39,]  0.49524000  0.024250927  0.044293015 -0.466780239  0.986271169
#> [40,] -0.07595951 -0.045896382 -1.027958713 -0.035875338 -0.085980559
#> [41,]  0.04429302 -0.426696062  1.096502656 -0.416675018  0.535324181
#> [42,] -0.02585429  0.004208839 -0.476801283  0.014229883  0.465176871
#> [43,]  0.51528209 -0.456759194  1.066439523 -0.947790360  0.505261048
#> [44,] -0.99789558 -0.466780239  0.054314060  0.545345225 -0.506864415
#> [45,]  0.49524000 -0.476801283  0.545345225 -0.967832448  0.986271169
#> [46,]  0.98627117  0.014229883  0.535324181 -0.977853492  0.475197916
#> [47,]  0.01422988  0.545345225  0.064335104  0.555366269 -0.496843371
#> [48,]  0.53532418  0.064335104  1.086481611 -0.426696062  0.024250927
#> [49,] -0.97785349  0.555366269 -0.426696062  1.567491733 -0.987874537
#> [50,]  0.47519792 -0.496843371  0.024250927 -0.987874537  1.467281291
#> 
#> $diag_mean
#> [1] 1.288506
#> 
#> $off_mean
#> [1] -0.02629604
#> 
#> $p
#> [1] 0.48 0.47 0.52 0.48
#> 
#> $n
#> [1] 50
#> 
#> $m
#> [1] 4
#> 
#> $method
#> [1] "VanRaden method 1 (sum-2pq)"
#>