MABM_21M_MTMAM_ALL MODELS_Example_November-05-2014_a November 5, 2014

Obs animal sire dam afa afb sfa sfb dfa dfb mgsfa mgsfb mgdfa mgdfb sex bw ww
1 1 0 0 1.00 0.00 1 0 1.0 0.0 1 0 1 0 1 33 289
2 2 0 0 0.00 1.00 0 1 0.0 1.0 0 1 0 1 2 29 245
3 3 0 2 0.50 0.50 1 0 0.0 1.0 0 1 0 1 2 32 256
4 4 1 0 0.50 0.50 1 0 0.0 1.0 0 1 0 1 2 30 261
5 5 1 2 0.50 0.50 1 0 0.0 1.0 0 1 0 1 1 38 292
6 6 1 3 0.75 0.25 1 0 0.5 0.5 1 0 0 1 1 35 286



MABM_21M_MTMAM_ALL MODELS_Example_November-05-2014_a November 5, 2014

ANIMAL BREEDING NOTES

CHAPTER 21M MTMAM ALL MODELS

MULTIPLE TRAIT MULTIBREED ANIMAL MODELS WITH:

1) UNEQUAL RESIDUAL, ADDITIVE GENETIC, AND NONADDITIVE GENETIC COVARIANCE MATRICES

2) EQUAL RESIDUAL COVARIANCE MATRIX, UNEQUAL ADDITIVE AND NONADDITIVE GENETIC COVARIANCE MATRICES

3) EQUAL RESIDUAL AND ADDITIVE GENETIC COVARIANCE MATRICES, UNEQUAL NONADDITIVE GENETIC COVARIANCE MATRICES

4) EQUAL RESIDUAL AND ADDITIVE GENETIC COVARIANCE MATRICES, NO RANDOM NONADDITIVE GENETIC EFFECTS

Mauricio A. Elzo, University of Florida, maelzo@ufl.edu

Read input dataset (SAS file)

OBS=     1  animal=   1.0000  sire=        0  dam=        0  afa=   1.0000  afb=        0  sfa=   1.0000  sfb=        0  dfa=   1.0000  dfb=        0 
mgsfa=   1.0000  mgsfb=        0  mgdfa=   1.0000  mgdfb=        0  sex=   1.0000  bw=  33.0000  ww= 289.0000                                         
OBS=     2  animal=   2.0000  sire=        0  dam=        0  afa=        0  afb=   1.0000  sfa=        0  sfb=   1.0000  dfa=        0  dfb=   1.0000 
mgsfa=        0  mgsfb=   1.0000  mgdfa=        0  mgdfb=   1.0000  sex=   2.0000  bw=  29.0000  ww= 245.0000                                         
OBS=     3  animal=   3.0000  sire=        0  dam=   2.0000  afa=   0.5000  afb=   0.5000  sfa=   1.0000  sfb=        0  dfa=        0  dfb=   1.0000 
mgsfa=        0  mgsfb=   1.0000  mgdfa=        0  mgdfb=   1.0000  sex=   2.0000  bw=  32.0000  ww= 256.0000                                         
OBS=     4  animal=   4.0000  sire=   1.0000  dam=        0  afa=   0.5000  afb=   0.5000  sfa=   1.0000  sfb=        0  dfa=        0  dfb=   1.0000 
mgsfa=        0  mgsfb=   1.0000  mgdfa=        0  mgdfb=   1.0000  sex=   2.0000  bw=  30.0000  ww= 261.0000                                         
OBS=     5  animal=   5.0000  sire=   1.0000  dam=   2.0000  afa=   0.5000  afb=   0.5000  sfa=   1.0000  sfb=        0  dfa=        0  dfb=   1.0000 
mgsfa=        0  mgsfb=   1.0000  mgdfa=        0  mgdfb=   1.0000  sex=   1.0000  bw=  38.0000  ww= 292.0000                                         
OBS=     6  animal=   6.0000  sire=   1.0000  dam=   3.0000  afa=   0.7500  afb=   0.2500  sfa=   1.0000  sfb=        0  dfa=   0.5000  dfb=   0.5000 
mgsfa=   1.0000  mgsfb=        0  mgdfa=        0  mgdfb=   1.0000  sex=   1.0000  bw=  35.0000  ww= 286.0000                                         
                                                                                                                                                      

datmat = matrix of input data

datmat
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16
ROW1 1 0 0 1 0 1 0 1 0 1 0 1 0 1 33 289
ROW2 2 0 0 0 1 0 1 0 1 0 1 0 1 2 29 245
ROW3 3 0 2 0.5 0.5 1 0 0 1 0 1 0 1 2 32 256
ROW4 4 1 0 0.5 0.5 1 0 0 1 0 1 0 1 2 30 261
ROW5 5 1 2 0.5 0.5 1 0 0 1 0 1 0 1 1 38 292
ROW6 6 1 3 0.75 0.25 1 0 0.5 0.5 1 0 0 1 1 35 286

Enter Parameters for Current Run

Enter restronsol = 1 to impose restrictions on solutions to solve the MME, else = 0 if not

restronsol
0

No restrictions imposed on solutions to solve MME

Enter nt = Number of traits

nt
2

Enter nrec = Number of records

nrec
6

Enter nanim = Number of animals

nanim
6

Enter nf = Number of fixed effects in the MME

nf
12

Enter nga = Number of random additive genetic effects in the MME

nga
12

ngn = Number of random nonadditive genetic effects in the MME

ngn
12

Compute neq = nf+nga+ngn = total number of MME

neq
36

Define pedigf = pedigree file with breed composition of animals, sires, and dams

pedigf
1 0 0 1 0 1 0 1 0 1 0 1 0
2 0 0 0 1 0 1 0 1 0 1 0 1
3 0 2 0.5 0.5 1 0 0 1 0 1 0 1
4 1 0 0.5 0.5 1 0 0 1 0 1 0 1
5 1 2 0.5 0.5 1 0 0 1 0 1 0 1
6 1 3 0.75 0.25 1 0 0.5 0.5 1 0 0 1

Construct xf = matrix of fixed and random effects

Construct fixed effects in matrix xf

xf
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW2 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW3 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW4 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW5 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW6 0 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW7 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW8 0 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW9 1 0 0.5 0 0.5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW10 0 1 0 0.5 0 0.5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW11 1 0 0.75 0 0.25 0 0.5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW12 0 1 0 0.75 0 0.25 0 0.5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0

Construct random additive genetic effects in matrix xf

xf
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 1 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW2 0 1 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW3 1 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW4 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW5 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW6 0 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW7 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW8 0 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW9 1 0 0.5 0 0.5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW10 0 1 0 0.5 0 0.5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW11 1 0 0.75 0 0.25 0 0.5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW12 0 1 0 0.75 0 0.25 0 0.5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0

Construct random nonadditive genetic effects in matrix xf

xf
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 1 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW2 0 1 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW3 1 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW4 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW5 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
ROW6 0 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
ROW7 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
ROW8 0 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
ROW9 1 0 0.5 0 0.5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0
ROW10 0 1 0 0.5 0 0.5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0
ROW11 1 0 0.75 0 0.25 0 0.5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0.5 0 0 0 0.5 0 0 0 0 0 0 0
ROW12 0 1 0 0.75 0 0.25 0 0.5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0.5 0 0 0 0.5 0 0 0 0 0 0

Make x = xf, i.e., use computed xf

x
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 1 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW2 0 1 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW3 1 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW4 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW5 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
ROW6 0 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
ROW7 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
ROW8 0 1 0 0.5 0 0.5 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
ROW9 1 0 0.5 0 0.5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0
ROW10 0 1 0 0.5 0 0.5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0
ROW11 1 0 0.75 0 0.25 0 0.5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0.5 0 0 0 0.5 0 0 0 0 0 0 0
ROW12 0 1 0 0.75 0 0.25 0 0.5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0.5 0 0 0 0.5 0 0 0 0 0 0

Enter intrabreed and interbreed environmental variances

veaa   vebb   veab  
12 10 8 6 16 14
10 49 6 16 14 25

Compute vef = block-diagonal matrix of multibreed residual covariance matrices for individual animals

pedigf
1 0 0 1 0 1 0 1 0 1 0 1 0
2 0 0 0 1 0 1 0 1 0 1 0 1
3 0 2 0.5 0.5 1 0 0 1 0 1 0 1
4 1 0 0.5 0.5 1 0 0 1 0 1 0 1
5 1 2 0.5 0.5 1 0 0 1 0 1 0 1
6 1 3 0.75 0.25 1 0 0.5 0.5 1 0 0 1

vef
12 10 0 0 0 0 0 0 0 0 0 0
10 49 0 0 0 0 0 0 0 0 0 0
0 0 8 6 0 0 0 0 0 0 0 0
0 0 6 16 0 0 0 0 0 0 0 0
0 0 0 0 10 8 0 0 0 0 0 0
0 0 0 0 8 32.5 0 0 0 0 0 0
0 0 0 0 0 0 10 8 0 0 0 0
0 0 0 0 0 0 8 32.5 0 0 0 0
0 0 0 0 0 0 0 0 10 8 0 0
0 0 0 0 0 0 0 0 8 32.5 0 0
0 0 0 0 0 0 0 0 0 0 15 12.5
0 0 0 0 0 0 0 0 0 0 12.5 47

Make r = vef

r = block-diagonal matrix of residual covariance matrices for individual animals

r
12 10 0 0 0 0 0 0 0 0 0 0
10 49 0 0 0 0 0 0 0 0 0 0
0 0 8 6 0 0 0 0 0 0 0 0
0 0 6 16 0 0 0 0 0 0 0 0
0 0 0 0 10 8 0 0 0 0 0 0
0 0 0 0 8 32.5 0 0 0 0 0 0
0 0 0 0 0 0 10 8 0 0 0 0
0 0 0 0 0 0 8 32.5 0 0 0 0
0 0 0 0 0 0 0 0 10 8 0 0
0 0 0 0 0 0 0 0 8 32.5 0 0
0 0 0 0 0 0 0 0 0 0 15 12.5
0 0 0 0 0 0 0 0 0 0 12.5 47

invr = inverse of block-diagonal matrix of residual covariance matrices for individual animals

invr
0.1004098 -0.020492 0 0 0 0 0 0 0 0 0 0
-0.020492 0.0245902 0 0 0 0 0 0 0 0 0 0
0 0 0.173913 -0.065217 0 0 0 0 0 0 0 0
0 0 -0.065217 0.0869565 0 0 0 0 0 0 0 0
0 0 0 0 0.1245211 -0.030651 0 0 0 0 0 0
0 0 0 0 -0.030651 0.0383142 0 0 0 0 0 0
0 0 0 0 0 0 0.1245211 -0.030651 0 0 0 0
0 0 0 0 0 0 -0.030651 0.0383142 0 0 0 0
0 0 0 0 0 0 0 0 0.1245211 -0.030651 0 0
0 0 0 0 0 0 0 0 -0.030651 0.0383142 0 0
0 0 0 0 0 0 0 0 0 0 0.0856492 -0.022779
0 0 0 0 0 0 0 0 0 0 -0.022779 0.0273349

Read yf = vector of records

yf
33
289
29
245
32
256
30
261
38
292
35
286

Make y = yf, i.e., use read yf

y
33
289
29
245
32
256
30
261
38
292
35
286

Compute xtinvr = x transpose times r

xtinvr
0.1004098 -0.020492 0.173913 -0.065217 0.1245211 -0.030651 0.1245211 -0.030651 0.1245211 -0.030651 0.0856492 -0.022779
-0.020492 0.0245902 -0.065217 0.0869565 -0.030651 0.0383142 -0.030651 0.0383142 -0.030651 0.0383142 -0.022779 0.0273349
0.1004098 -0.020492 0 0 0.0622605 -0.015326 0.0622605 -0.015326 0.0622605 -0.015326 0.0642369 -0.017084
-0.020492 0.0245902 0 0 -0.015326 0.0191571 -0.015326 0.0191571 -0.015326 0.0191571 -0.017084 0.0205011
0 0 0.173913 -0.065217 0.0622605 -0.015326 0.0622605 -0.015326 0.0622605 -0.015326 0.0214123 -0.005695
0 0 -0.065217 0.0869565 -0.015326 0.0191571 -0.015326 0.0191571 -0.015326 0.0191571 -0.005695 0.0068337
0 0 0 0 0.1245211 -0.030651 0.1245211 -0.030651 0.1245211 -0.030651 0.0428246 -0.01139
0 0 0 0 -0.030651 0.0383142 -0.030651 0.0383142 -0.030651 0.0383142 -0.01139 0.0136674
0.1004098 -0.020492 0 0 0 0 0 0 0.1245211 -0.030651 0.0856492 -0.022779
-0.020492 0.0245902 0 0 0 0 0 0 -0.030651 0.0383142 -0.022779 0.0273349
0 0 0.173913 -0.065217 0.1245211 -0.030651 0.1245211 -0.030651 0 0 0 0
0 0 -0.065217 0.0869565 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0 0
0.1004098 -0.020492 0 0 0 0 0 0 0 0 0 0
-0.020492 0.0245902 0 0 0 0 0 0 0 0 0 0
0 0 0.173913 -0.065217 0 0 0 0 0 0 0 0
0 0 -0.065217 0.0869565 0 0 0 0 0 0 0 0
0 0 0 0 0.1245211 -0.030651 0 0 0 0 0 0
0 0 0 0 -0.030651 0.0383142 0 0 0 0 0 0
0 0 0 0 0 0 0.1245211 -0.030651 0 0 0 0
0 0 0 0 0 0 -0.030651 0.0383142 0 0 0 0
0 0 0 0 0 0 0 0 0.1245211 -0.030651 0 0
0 0 0 0 0 0 0 0 -0.030651 0.0383142 0 0
0 0 0 0 0 0 0 0 0 0 0.0856492 -0.022779
0 0 0 0 0 0 0 0 0 0 -0.022779 0.0273349
0 0 0 0 0 0 0.1245211 -0.030651 0.1245211 -0.030651 0.0428246 -0.01139
0 0 0 0 0 0 -0.030651 0.0383142 -0.030651 0.0383142 -0.01139 0.0136674
0 0 0 0 0.1245211 -0.030651 0 0 0.1245211 -0.030651 0 0
0 0 0 0 -0.030651 0.0383142 0 0 -0.030651 0.0383142 0 0
0 0 0 0 0 0 0 0 0 0 0.0428246 -0.01139
0 0 0 0 0 0 0 0 0 0 -0.01139 0.0136674
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0

Compute xtinvrx = x transpose times r times x

xtinvrx
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.7335353 -0.200442 0.3514283 -0.083553 0.382107 -0.116889 0.4163878 -0.103344 0.3105801 -0.073922 0.4229552 -0.12652 0.1004098 -0.020492 0.173913 -0.065217 0.1245211 -0.030651 0.1245211 -0.030651 0.1245211 -0.030651 0.0856492 -0.022779 0.2918667 -0.072692 0.2490421 -0.061303 0.0428246 -0.01139 0 0 0 0 0 0
ROW2 -0.200442 0.2538241 -0.083553 0.1025626 -0.116889 0.1512615 -0.103344 0.12861 -0.073922 0.0902392 -0.12652 0.1635849 -0.020492 0.0245902 -0.065217 0.0869565 -0.030651 0.0383142 -0.030651 0.0383142 -0.030651 0.0383142 -0.022779 0.0273349 -0.072692 0.0902958 -0.061303 0.0766284 -0.01139 0.0136674 0 0 0 0 0 0
ROW3 0.3514283 -0.083553 0.2419783 -0.056294 0.10945 -0.02726 0.2189001 -0.054519 0.2269073 -0.052902 0.1245211 -0.030651 0.1004098 -0.020492 0 0 0.0622605 -0.015326 0.0622605 -0.015326 0.0622605 -0.015326 0.0642369 -0.017084 0.1566395 -0.039193 0.1245211 -0.030651 0.0321185 -0.008542 0 0 0 0 0 0
ROW4 -0.083553 0.1025626 -0.056294 0.0687017 -0.02726 0.0338609 -0.054519 0.0677218 -0.052902 0.0642484 -0.030651 0.0383142 -0.020492 0.0245902 0 0 -0.015326 0.0191571 -0.015326 0.0191571 -0.015326 0.0191571 -0.017084 0.0205011 -0.039193 0.0485647 -0.030651 0.0383142 -0.008542 0.0102506 0 0 0 0 0 0
ROW5 0.382107 -0.116889 0.10945 -0.02726 0.2726569 -0.08963 0.1974878 -0.048824 0.0836728 -0.02102 0.2984341 -0.095869 0 0 0.173913 -0.065217 0.0622605 -0.015326 0.0622605 -0.015326 0.0622605 -0.015326 0.0214123 -0.005695 0.1352272 -0.033499 0.1245211 -0.030651 0.0107062 -0.002847 0 0 0 0 0 0
ROW6 -0.116889 0.1512615 -0.02726 0.0338609 -0.08963 0.1174006 -0.048824 0.0608881 -0.02102 0.0259908 -0.095869 0.1252707 0 0 -0.065217 0.0869565 -0.015326 0.0191571 -0.015326 0.0191571 -0.015326 0.0191571 -0.005695 0.0068337 -0.033499 0.041731 -0.030651 0.0383142 -0.002847 0.0034169 0 0 0 0 0 0
ROW7 0.4163878 -0.103344 0.2189001 -0.054519 0.1974878 -0.048824 0.3949755 -0.097649 0.1673457 -0.042041 0.2490421 -0.061303 0 0 0 0 0.1245211 -0.030651 0.1245211 -0.030651 0.1245211 -0.030651 0.0428246 -0.01139 0.2704544 -0.066997 0.2490421 -0.061303 0.0214123 -0.005695 0 0 0 0 0 0
ROW8 -0.103344 0.12861 -0.054519 0.0677218 -0.048824 0.0608881 -0.097649 0.1217762 -0.042041 0.0519816 -0.061303 0.0766284 0 0 0 0 -0.030651 0.0383142 -0.030651 0.0383142 -0.030651 0.0383142 -0.01139 0.0136674 -0.066997 0.0834621 -0.061303 0.0766284 -0.005695 0.0068337 0 0 0 0 0 0
ROW9 0.3105801 -0.073922 0.2269073 -0.052902 0.0836728 -0.02102 0.1673457 -0.042041 0.3105801 -0.073922 0 0 0.1004098 -0.020492 0 0 0 0 0 0 0.1245211 -0.030651 0.0856492 -0.022779 0.1673457 -0.042041 0.1245211 -0.030651 0.0428246 -0.01139 0 0 0 0 0 0
ROW10 -0.073922 0.0902392 -0.052902 0.0642484 -0.02102 0.0259908 -0.042041 0.0519816 -0.073922 0.0902392 0 0 -0.020492 0.0245902 0 0 0 0 0 0 -0.030651 0.0383142 -0.022779 0.0273349 -0.042041 0.0519816 -0.030651 0.0383142 -0.01139 0.0136674 0 0 0 0 0 0
ROW11 0.4229552 -0.12652 0.1245211 -0.030651 0.2984341 -0.095869 0.2490421 -0.061303 0 0 0.4229552 -0.12652 0 0 0.173913 -0.065217 0.1245211 -0.030651 0.1245211 -0.030651 0 0 0 0 0.1245211 -0.030651 0.1245211 -0.030651 0 0 0 0 0 0 0 0
ROW12 -0.12652 0.1635849 -0.030651 0.0383142 -0.095869 0.1252707 -0.061303 0.0766284 0 0 -0.12652 0.1635849 0 0 -0.065217 0.0869565 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0 0 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0 0 0 0 0 0
ROW13 0.1004098 -0.020492 0.1004098 -0.020492 0 0 0 0 0.1004098 -0.020492 0 0 0.1004098 -0.020492 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW14 -0.020492 0.0245902 -0.020492 0.0245902 0 0 0 0 -0.020492 0.0245902 0 0 -0.020492 0.0245902 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW15 0.173913 -0.065217 0 0 0.173913 -0.065217 0 0 0 0 0.173913 -0.065217 0 0 0.173913 -0.065217 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW16 -0.065217 0.0869565 0 0 -0.065217 0.0869565 0 0 0 0 -0.065217 0.0869565 0 0 -0.065217 0.0869565 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW17 0.1245211 -0.030651 0.0622605 -0.015326 0.0622605 -0.015326 0.1245211 -0.030651 0 0 0.1245211 -0.030651 0 0 0 0 0.1245211 -0.030651 0 0 0 0 0 0 0 0 0.1245211 -0.030651 0 0 0 0 0 0 0 0
ROW18 -0.030651 0.0383142 -0.015326 0.0191571 -0.015326 0.0191571 -0.030651 0.0383142 0 0 -0.030651 0.0383142 0 0 0 0 -0.030651 0.0383142 0 0 0 0 0 0 0 0 -0.030651 0.0383142 0 0 0 0 0 0 0 0
ROW19 0.1245211 -0.030651 0.0622605 -0.015326 0.0622605 -0.015326 0.1245211 -0.030651 0 0 0.1245211 -0.030651 0 0 0 0 0 0 0.1245211 -0.030651 0 0 0 0 0.1245211 -0.030651 0 0 0 0 0 0 0 0 0 0
ROW20 -0.030651 0.0383142 -0.015326 0.0191571 -0.015326 0.0191571 -0.030651 0.0383142 0 0 -0.030651 0.0383142 0 0 0 0 0 0 -0.030651 0.0383142 0 0 0 0 -0.030651 0.0383142 0 0 0 0 0 0 0 0 0 0
ROW21 0.1245211 -0.030651 0.0622605 -0.015326 0.0622605 -0.015326 0.1245211 -0.030651 0.1245211 -0.030651 0 0 0 0 0 0 0 0 0 0 0.1245211 -0.030651 0 0 0.1245211 -0.030651 0.1245211 -0.030651 0 0 0 0 0 0 0 0
ROW22 -0.030651 0.0383142 -0.015326 0.0191571 -0.015326 0.0191571 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0 0 0 0 0 0 0 0 -0.030651 0.0383142 0 0 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0 0 0 0 0 0
ROW23 0.0856492 -0.022779 0.0642369 -0.017084 0.0214123 -0.005695 0.0428246 -0.01139 0.0856492 -0.022779 0 0 0 0 0 0 0 0 0 0 0 0 0.0856492 -0.022779 0.0428246 -0.01139 0 0 0.0428246 -0.01139 0 0 0 0 0 0
ROW24 -0.022779 0.0273349 -0.017084 0.0205011 -0.005695 0.0068337 -0.01139 0.0136674 -0.022779 0.0273349 0 0 0 0 0 0 0 0 0 0 0 0 -0.022779 0.0273349 -0.01139 0.0136674 0 0 -0.01139 0.0136674 0 0 0 0 0 0
ROW25 0.2918667 -0.072692 0.1566395 -0.039193 0.1352272 -0.033499 0.2704544 -0.066997 0.1673457 -0.042041 0.1245211 -0.030651 0 0 0 0 0 0 0.1245211 -0.030651 0.1245211 -0.030651 0.0428246 -0.01139 0.2704544 -0.066997 0.1245211 -0.030651 0.0214123 -0.005695 0 0 0 0 0 0
ROW26 -0.072692 0.0902958 -0.039193 0.0485647 -0.033499 0.041731 -0.066997 0.0834621 -0.042041 0.0519816 -0.030651 0.0383142 0 0 0 0 0 0 -0.030651 0.0383142 -0.030651 0.0383142 -0.01139 0.0136674 -0.066997 0.0834621 -0.030651 0.0383142 -0.005695 0.0068337 0 0 0 0 0 0
ROW27 0.2490421 -0.061303 0.1245211 -0.030651 0.1245211 -0.030651 0.2490421 -0.061303 0.1245211 -0.030651 0.1245211 -0.030651 0 0 0 0 0.1245211 -0.030651 0 0 0.1245211 -0.030651 0 0 0.1245211 -0.030651 0.2490421 -0.061303 0 0 0 0 0 0 0 0
ROW28 -0.061303 0.0766284 -0.030651 0.0383142 -0.030651 0.0383142 -0.061303 0.0766284 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0 0 -0.030651 0.0383142 0 0 -0.030651 0.0383142 0 0 -0.030651 0.0383142 -0.061303 0.0766284 0 0 0 0 0 0 0 0
ROW29 0.0428246 -0.01139 0.0321185 -0.008542 0.0107062 -0.002847 0.0214123 -0.005695 0.0428246 -0.01139 0 0 0 0 0 0 0 0 0 0 0 0 0.0428246 -0.01139 0.0214123 -0.005695 0 0 0.0214123 -0.005695 0 0 0 0 0 0
ROW30 -0.01139 0.0136674 -0.008542 0.0102506 -0.002847 0.0034169 -0.005695 0.0068337 -0.01139 0.0136674 0 0 0 0 0 0 0 0 0 0 0 0 -0.01139 0.0136674 -0.005695 0.0068337 0 0 -0.005695 0.0068337 0 0 0 0 0 0
ROW31 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW36 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0

Enter intrabreed and interbreed additive genetic covariance matrices

vaaa   vabb   vaab  
12 10 9 12 4 1
10 36 12 44 1 22

Compute vaf = multibreed additive genetic covariance matrices for individual animals

vaf
12 10 0 0 0 0 0 0 0 0 0 0
10 36 0 0 0 0 0 0 0 0 0 0
0 0 9 12 0 0 0 0 0 0 0 0
0 0 12 44 0 0 0 0 0 0 0 0
0 0 0 0 10.5 11 0 0 0 0 0 0
0 0 0 0 11 40 0 0 0 0 0 0
0 0 0 0 0 0 10.5 11 0 0 0 0
0 0 0 0 0 0 11 40 0 0 0 0
0 0 0 0 0 0 0 0 10.5 11 0 0
0 0 0 0 0 0 0 0 11 40 0 0
0 0 0 0 0 0 0 0 0 0 12.25 10.75
0 0 0 0 0 0 0 0 0 0 10.75 43.5

Compute daf = block-diagonal matrix of residual additive genetic covariance matrices

Recall: (Ga)-1 = (I - 1/2 P') (Block-diagonal Da)-1 (I - 1/2 P) for [dai]-1 blocks

daf
12 10 0 0 0 0 0 0 0 0 0 0
10 36 0 0 0 0 0 0 0 0 0 0
0 0 9 12 0 0 0 0 0 0 0 0
0 0 12 44 0 0 0 0 0 0 0 0
0 0 0 0 8.25 8 0 0 0 0 0 0
0 0 0 0 8 29 0 0 0 0 0 0
0 0 0 0 0 0 7.5 8.5 0 0 0 0
0 0 0 0 0 0 8.5 31 0 0 0 0
0 0 0 0 0 0 0 0 5.25 5.5 0 0
0 0 0 0 0 0 0 0 5.5 20 0 0
0 0 0 0 0 0 0 0 0 0 6.625 5.5
0 0 0 0 0 0 0 0 0 0 5.5 24.5

Make da = daf, i.e., use computed da

Compute dainv = inverse of da

dainv = inverse of block-diagonal matrix of residual additive genetic covariance matrices

dainv
0.1084337 -0.03012 0 0 0 0 0 0 0 0 0 0
-0.03012 0.0361446 0 0 0 0 0 0 0 0 0 0
0 0 0.1746032 -0.047619 0 0 0 0 0 0 0 0
0 0 -0.047619 0.0357143 0 0 0 0 0 0 0 0
0 0 0 0 0.1654779 -0.045649 0 0 0 0 0 0
0 0 0 0 -0.045649 0.0470756 0 0 0 0 0 0
0 0 0 0 0 0 0.1934477 -0.053042 0 0 0 0
0 0 0 0 0 0 -0.053042 0.0468019 0 0 0 0
0 0 0 0 0 0 0 0 0.2675585 -0.073579 0 0
0 0 0 0 0 0 0 0 -0.073579 0.0702341 0 0
0 0 0 0 0 0 0 0 0 0 0.1855182 -0.041647
0 0 0 0 0 0 0 0 0 0 -0.041647 0.0501656

Compute gainv = inverse of the matrix of multibreed additive genetic covariances

Using algorithm to compute gainv directly; Elzo (1990a),JAS 68:1215-1228

gainv
0.2700649 -0.072187 0.0668896 -0.018395 0.0463796 -0.010412 -0.096724 0.0265211 -0.133779 0.0367893 -0.092759 0.0208235
-0.072187 0.077945 -0.018395 0.0175585 -0.010412 0.0125414 0.0265211 -0.023401 0.0367893 -0.035117 0.0208235 -0.025083
0.0668896 -0.018395 0.2828623 -0.077426 -0.082739 0.0228245 0 0 -0.133779 0.0367893 0 0
-0.018395 0.0175585 -0.077426 0.0650417 0.0228245 -0.023538 0 0 0.0367893 -0.035117 0 0
0.0463796 -0.010412 -0.082739 0.0228245 0.2118574 -0.056061 0 0 0 0 -0.092759 0.0208235
-0.010412 0.0125414 0.0228245 -0.023538 -0.056061 0.059617 0 0 0 0 0.0208235 -0.025083
-0.096724 0.0265211 0 0 0 0 0.1934477 -0.053042 0 0 0 0
0.0265211 -0.023401 0 0 0 0 -0.053042 0.0468019 0 0 0 0
-0.133779 0.0367893 -0.133779 0.0367893 0 0 0 0 0.2675585 -0.073579 0 0
0.0367893 -0.035117 0.0367893 -0.035117 0 0 0 0 -0.073579 0.0702341 0 0
-0.092759 0.0208235 0 0 -0.092759 0.0208235 0 0 0 0 0.1855182 -0.041647
0.0208235 -0.025083 0 0 0.0208235 -0.025083 0 0 0 0 -0.041647 0.0501656

gainv
0.270 -0.072 0.067 -0.018 0.046 -0.010 -0.097 0.027 -0.134 0.037 -0.093 0.021
-0.072 0.078 -0.018 0.018 -0.010 0.013 0.027 -0.023 0.037 -0.035 0.021 -0.025
0.067 -0.018 0.283 -0.077 -0.083 0.023 0.000 0.000 -0.134 0.037 0.000 0.000
-0.018 0.018 -0.077 0.065 0.023 -0.024 0.000 0.000 0.037 -0.035 0.000 0.000
0.046 -0.010 -0.083 0.023 0.212 -0.056 0.000 0.000 0.000 0.000 -0.093 0.021
-0.010 0.013 0.023 -0.024 -0.056 0.060 0.000 0.000 0.000 0.000 0.021 -0.025
-0.097 0.027 0.000 0.000 0.000 0.000 0.193 -0.053 0.000 0.000 0.000 0.000
0.027 -0.023 0.000 0.000 0.000 0.000 -0.053 0.047 0.000 0.000 0.000 0.000
-0.134 0.037 -0.134 0.037 0.000 0.000 0.000 0.000 0.268 -0.074 0.000 0.000
0.037 -0.035 0.037 -0.035 0.000 0.000 0.000 0.000 -0.074 0.070 0.000 0.000
-0.093 0.021 0.000 0.000 -0.093 0.021 0.000 0.000 0.000 0.000 0.186 -0.042
0.021 -0.025 0.000 0.000 0.021 -0.025 0.000 0.000 0.000 0.000 -0.042 0.050

Enter intrabreed and interbreed nonadditive genetic variances

vnab
8 6
6 16

Compute vnf = multibreed nonadditive genetic covariance matrices for individual animals

vnf
8 6 0 0 0 0 0 0 0 0 0 0
6 16 0 0 0 0 0 0 0 0 0 0
0 0 8 6 0 0 0 0 0 0 0 0
0 0 6 16 0 0 0 0 0 0 0 0
0 0 0 0 8 6 0 0 0 0 0 0
0 0 0 0 6 16 0 0 0 0 0 0
0 0 0 0 0 0 8 6 0 0 0 0
0 0 0 0 0 0 6 16 0 0 0 0
0 0 0 0 0 0 0 0 8 6 0 0
0 0 0 0 0 0 0 0 6 16 0 0
0 0 0 0 0 0 0 0 0 0 8 6
0 0 0 0 0 0 0 0 0 0 6 16

Compute dnf = block-diagonal matrix of residual nonadditive genetic covariance matrices

Recall: (Gn)-1 = (I - 1/2 P') (Block-diagonal Dn)-1 (I - 1/2 P) for [dni]-1 blocks

dnf
8 6 0 0 0 0 0 0 0 0 0 0
6 16 0 0 0 0 0 0 0 0 0 0
0 0 8 6 0 0 0 0 0 0 0 0
0 0 6 16 0 0 0 0 0 0 0 0
0 0 0 0 6 4.5 0 0 0 0 0 0
0 0 0 0 4.5 12 0 0 0 0 0 0
0 0 0 0 0 0 6 4.5 0 0 0 0
0 0 0 0 0 0 4.5 12 0 0 0 0
0 0 0 0 0 0 0 0 4 3 0 0
0 0 0 0 0 0 0 0 3 8 0 0
0 0 0 0 0 0 0 0 0 0 4 3
0 0 0 0 0 0 0 0 0 0 3 8

Make dn = dnf, i.e., use computed dn

Compute dainv = inverse of dn

dninv = inverse of block-diagonal matrix of residual nonadditive genetic covariance matrices

dninv
0.173913 -0.065217 0 0 0 0 0 0 0 0 0 0
-0.065217 0.0869565 0 0 0 0 0 0 0 0 0 0
0 0 0.173913 -0.065217 0 0 0 0 0 0 0 0
0 0 -0.065217 0.0869565 0 0 0 0 0 0 0 0
0 0 0 0 0.2318841 -0.086957 0 0 0 0 0 0
0 0 0 0 -0.086957 0.115942 0 0 0 0 0 0
0 0 0 0 0 0 0.2318841 -0.086957 0 0 0 0
0 0 0 0 0 0 -0.086957 0.115942 0 0 0 0
0 0 0 0 0 0 0 0 0.3478261 -0.130435 0 0
0 0 0 0 0 0 0 0 -0.130435 0.173913 0 0
0 0 0 0 0 0 0 0 0 0 0.3478261 -0.130435
0 0 0 0 0 0 0 0 0 0 -0.130435 0.173913

Compute gninv = inverse of the matrix of regression nonadditive genetic covariances

Using algorithm to compute gninv directly; Elzo (1990b),JAS 68:4079-4099

gninv
0.4057971 -0.152174 0.0869565 -0.032609 0.0869565 -0.032609 -0.115942 0.0434783 -0.173913 0.0652174 -0.173913 0.0652174
-0.152174 0.2028986 -0.032609 0.0434783 -0.032609 0.0434783 0.0434783 -0.057971 0.0652174 -0.086957 0.0652174 -0.086957
0.0869565 -0.032609 0.3188406 -0.119565 -0.115942 0.0434783 0 0 -0.173913 0.0652174 0 0
-0.032609 0.0434783 -0.119565 0.1594203 0.0434783 -0.057971 0 0 0.0652174 -0.086957 0 0
0.0869565 -0.032609 -0.115942 0.0434783 0.3188406 -0.119565 0 0 0 0 -0.173913 0.0652174
-0.032609 0.0434783 0.0434783 -0.057971 -0.119565 0.1594203 0 0 0 0 0.0652174 -0.086957
-0.115942 0.0434783 0 0 0 0 0.2318841 -0.086957 0 0 0 0
0.0434783 -0.057971 0 0 0 0 -0.086957 0.115942 0 0 0 0
-0.173913 0.0652174 -0.173913 0.0652174 0 0 0 0 0.3478261 -0.130435 0 0
0.0652174 -0.086957 0.0652174 -0.086957 0 0 0 0 -0.130435 0.173913 0 0
-0.173913 0.0652174 0 0 -0.173913 0.0652174 0 0 0 0 0.3478261 -0.130435
0.0652174 -0.086957 0 0 0.0652174 -0.086957 0 0 0 0 -0.130435 0.173913

gninv
0.406 -0.152 0.087 -0.033 0.087 -0.033 -0.116 0.043 -0.174 0.065 -0.174 0.065
-0.152 0.203 -0.033 0.043 -0.033 0.043 0.043 -0.058 0.065 -0.087 0.065 -0.087
0.087 -0.033 0.319 -0.120 -0.116 0.043 0.000 0.000 -0.174 0.065 0.000 0.000
-0.033 0.043 -0.120 0.159 0.043 -0.058 0.000 0.000 0.065 -0.087 0.000 0.000
0.087 -0.033 -0.116 0.043 0.319 -0.120 0.000 0.000 0.000 0.000 -0.174 0.065
-0.033 0.043 0.043 -0.058 -0.120 0.159 0.000 0.000 0.000 0.000 0.065 -0.087
-0.116 0.043 0.000 0.000 0.000 0.000 0.232 -0.087 0.000 0.000 0.000 0.000
0.043 -0.058 0.000 0.000 0.000 0.000 -0.087 0.116 0.000 0.000 0.000 0.000
-0.174 0.065 -0.174 0.065 0.000 0.000 0.000 0.000 0.348 -0.130 0.000 0.000
0.065 -0.087 0.065 -0.087 0.000 0.000 0.000 0.000 -0.130 0.174 0.000 0.000
-0.174 0.065 0.000 0.000 -0.174 0.065 0.000 0.000 0.000 0.000 0.348 -0.130
0.065 -0.087 0.000 0.000 0.065 -0.087 0.000 0.000 0.000 0.000 -0.130 0.174

Compute lhs = left hand side of the MME

Add gainv to lhs

Add gninv to lhs

lhs
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.7335353 -0.200442 0.3514283 -0.083553 0.382107 -0.116889 0.4163878 -0.103344 0.3105801 -0.073922 0.4229552 -0.12652 0.1004098 -0.020492 0.173913 -0.065217 0.1245211 -0.030651 0.1245211 -0.030651 0.1245211 -0.030651 0.0856492 -0.022779 0.2918667 -0.072692 0.2490421 -0.061303 0.0428246 -0.01139 0 0 0 0 0 0
ROW2 -0.200442 0.2538241 -0.083553 0.1025626 -0.116889 0.1512615 -0.103344 0.12861 -0.073922 0.0902392 -0.12652 0.1635849 -0.020492 0.0245902 -0.065217 0.0869565 -0.030651 0.0383142 -0.030651 0.0383142 -0.030651 0.0383142 -0.022779 0.0273349 -0.072692 0.0902958 -0.061303 0.0766284 -0.01139 0.0136674 0 0 0 0 0 0
ROW3 0.3514283 -0.083553 0.2419783 -0.056294 0.10945 -0.02726 0.2189001 -0.054519 0.2269073 -0.052902 0.1245211 -0.030651 0.1004098 -0.020492 0 0 0.0622605 -0.015326 0.0622605 -0.015326 0.0622605 -0.015326 0.0642369 -0.017084 0.1566395 -0.039193 0.1245211 -0.030651 0.0321185 -0.008542 0 0 0 0 0 0
ROW4 -0.083553 0.1025626 -0.056294 0.0687017 -0.02726 0.0338609 -0.054519 0.0677218 -0.052902 0.0642484 -0.030651 0.0383142 -0.020492 0.0245902 0 0 -0.015326 0.0191571 -0.015326 0.0191571 -0.015326 0.0191571 -0.017084 0.0205011 -0.039193 0.0485647 -0.030651 0.0383142 -0.008542 0.0102506 0 0 0 0 0 0
ROW5 0.382107 -0.116889 0.10945 -0.02726 0.2726569 -0.08963 0.1974878 -0.048824 0.0836728 -0.02102 0.2984341 -0.095869 0 0 0.173913 -0.065217 0.0622605 -0.015326 0.0622605 -0.015326 0.0622605 -0.015326 0.0214123 -0.005695 0.1352272 -0.033499 0.1245211 -0.030651 0.0107062 -0.002847 0 0 0 0 0 0
ROW6 -0.116889 0.1512615 -0.02726 0.0338609 -0.08963 0.1174006 -0.048824 0.0608881 -0.02102 0.0259908 -0.095869 0.1252707 0 0 -0.065217 0.0869565 -0.015326 0.0191571 -0.015326 0.0191571 -0.015326 0.0191571 -0.005695 0.0068337 -0.033499 0.041731 -0.030651 0.0383142 -0.002847 0.0034169 0 0 0 0 0 0
ROW7 0.4163878 -0.103344 0.2189001 -0.054519 0.1974878 -0.048824 0.3949755 -0.097649 0.1673457 -0.042041 0.2490421 -0.061303 0 0 0 0 0.1245211 -0.030651 0.1245211 -0.030651 0.1245211 -0.030651 0.0428246 -0.01139 0.2704544 -0.066997 0.2490421 -0.061303 0.0214123 -0.005695 0 0 0 0 0 0
ROW8 -0.103344 0.12861 -0.054519 0.0677218 -0.048824 0.0608881 -0.097649 0.1217762 -0.042041 0.0519816 -0.061303 0.0766284 0 0 0 0 -0.030651 0.0383142 -0.030651 0.0383142 -0.030651 0.0383142 -0.01139 0.0136674 -0.066997 0.0834621 -0.061303 0.0766284 -0.005695 0.0068337 0 0 0 0 0 0
ROW9 0.3105801 -0.073922 0.2269073 -0.052902 0.0836728 -0.02102 0.1673457 -0.042041 0.3105801 -0.073922 0 0 0.1004098 -0.020492 0 0 0 0 0 0 0.1245211 -0.030651 0.0856492 -0.022779 0.1673457 -0.042041 0.1245211 -0.030651 0.0428246 -0.01139 0 0 0 0 0 0
ROW10 -0.073922 0.0902392 -0.052902 0.0642484 -0.02102 0.0259908 -0.042041 0.0519816 -0.073922 0.0902392 0 0 -0.020492 0.0245902 0 0 0 0 0 0 -0.030651 0.0383142 -0.022779 0.0273349 -0.042041 0.0519816 -0.030651 0.0383142 -0.01139 0.0136674 0 0 0 0 0 0
ROW11 0.4229552 -0.12652 0.1245211 -0.030651 0.2984341 -0.095869 0.2490421 -0.061303 0 0 0.4229552 -0.12652 0 0 0.173913 -0.065217 0.1245211 -0.030651 0.1245211 -0.030651 0 0 0 0 0.1245211 -0.030651 0.1245211 -0.030651 0 0 0 0 0 0 0 0
ROW12 -0.12652 0.1635849 -0.030651 0.0383142 -0.095869 0.1252707 -0.061303 0.0766284 0 0 -0.12652 0.1635849 0 0 -0.065217 0.0869565 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0 0 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0 0 0 0 0 0
ROW13 0.1004098 -0.020492 0.1004098 -0.020492 0 0 0 0 0.1004098 -0.020492 0 0 0.3704747 -0.092679 0.0668896 -0.018395 0.0463796 -0.010412 -0.096724 0.0265211 -0.133779 0.0367893 -0.092759 0.0208235 0 0 0 0 0 0 0 0 0 0 0 0
ROW14 -0.020492 0.0245902 -0.020492 0.0245902 0 0 0 0 -0.020492 0.0245902 0 0 -0.092679 0.1025351 -0.018395 0.0175585 -0.010412 0.0125414 0.0265211 -0.023401 0.0367893 -0.035117 0.0208235 -0.025083 0 0 0 0 0 0 0 0 0 0 0 0
ROW15 0.173913 -0.065217 0 0 0.173913 -0.065217 0 0 0 0 0.173913 -0.065217 0.0668896 -0.018395 0.4567753 -0.142643 -0.082739 0.0228245 0 0 -0.133779 0.0367893 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW16 -0.065217 0.0869565 0 0 -0.065217 0.0869565 0 0 0 0 -0.065217 0.0869565 -0.018395 0.0175585 -0.142643 0.1519982 0.0228245 -0.023538 0 0 0.0367893 -0.035117 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW17 0.1245211 -0.030651 0.0622605 -0.015326 0.0622605 -0.015326 0.1245211 -0.030651 0 0 0.1245211 -0.030651 0.0463796 -0.010412 -0.082739 0.0228245 0.3363785 -0.086712 0 0 0 0 -0.092759 0.0208235 0 0 0.1245211 -0.030651 0 0 0 0 0 0 0 0
ROW18 -0.030651 0.0383142 -0.015326 0.0191571 -0.015326 0.0191571 -0.030651 0.0383142 0 0 -0.030651 0.0383142 -0.010412 0.0125414 0.0228245 -0.023538 -0.086712 0.0979312 0 0 0 0 0.0208235 -0.025083 0 0 -0.030651 0.0383142 0 0 0 0 0 0 0 0
ROW19 0.1245211 -0.030651 0.0622605 -0.015326 0.0622605 -0.015326 0.1245211 -0.030651 0 0 0.1245211 -0.030651 -0.096724 0.0265211 0 0 0 0 0.3179688 -0.083693 0 0 0 0 0.1245211 -0.030651 0 0 0 0 0 0 0 0 0 0
ROW20 -0.030651 0.0383142 -0.015326 0.0191571 -0.015326 0.0191571 -0.030651 0.0383142 0 0 -0.030651 0.0383142 0.0265211 -0.023401 0 0 0 0 -0.083693 0.085116 0 0 0 0 -0.030651 0.0383142 0 0 0 0 0 0 0 0 0 0
ROW21 0.1245211 -0.030651 0.0622605 -0.015326 0.0622605 -0.015326 0.1245211 -0.030651 0.1245211 -0.030651 0 0 -0.133779 0.0367893 -0.133779 0.0367893 0 0 0 0 0.3920796 -0.10423 0 0 0.1245211 -0.030651 0.1245211 -0.030651 0 0 0 0 0 0 0 0
ROW22 -0.030651 0.0383142 -0.015326 0.0191571 -0.015326 0.0191571 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0.0367893 -0.035117 0.0367893 -0.035117 0 0 0 0 -0.10423 0.1085483 0 0 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0 0 0 0 0 0
ROW23 0.0856492 -0.022779 0.0642369 -0.017084 0.0214123 -0.005695 0.0428246 -0.01139 0.0856492 -0.022779 0 0 -0.092759 0.0208235 0 0 -0.092759 0.0208235 0 0 0 0 0.2711674 -0.064426 0.0428246 -0.01139 0 0 0.0428246 -0.01139 0 0 0 0 0 0
ROW24 -0.022779 0.0273349 -0.017084 0.0205011 -0.005695 0.0068337 -0.01139 0.0136674 -0.022779 0.0273349 0 0 0.0208235 -0.025083 0 0 0.0208235 -0.025083 0 0 0 0 -0.064426 0.0775005 -0.01139 0.0136674 0 0 -0.01139 0.0136674 0 0 0 0 0 0
ROW25 0.2918667 -0.072692 0.1566395 -0.039193 0.1352272 -0.033499 0.2704544 -0.066997 0.1673457 -0.042041 0.1245211 -0.030651 0 0 0 0 0 0 0.1245211 -0.030651 0.1245211 -0.030651 0.0428246 -0.01139 0.6762515 -0.219171 0.2114776 -0.06326 0.1083688 -0.038303 -0.115942 0.0434783 -0.173913 0.0652174 -0.173913 0.0652174
ROW26 -0.072692 0.0902958 -0.039193 0.0485647 -0.033499 0.041731 -0.066997 0.0834621 -0.042041 0.0519816 -0.030651 0.0383142 0 0 0 0 0 0 -0.030651 0.0383142 -0.030651 0.0383142 -0.01139 0.0136674 -0.219171 0.2863606 -0.06326 0.0817924 -0.038303 0.050312 0.0434783 -0.057971 0.0652174 -0.086957 0.0652174 -0.086957
ROW27 0.2490421 -0.061303 0.1245211 -0.030651 0.1245211 -0.030651 0.2490421 -0.061303 0.1245211 -0.030651 0.1245211 -0.030651 0 0 0 0 0.1245211 -0.030651 0 0 0.1245211 -0.030651 0 0 0.2114776 -0.06326 0.5678827 -0.180868 -0.115942 0.0434783 0 0 -0.173913 0.0652174 0 0
ROW28 -0.061303 0.0766284 -0.030651 0.0383142 -0.030651 0.0383142 -0.061303 0.0766284 -0.030651 0.0383142 -0.030651 0.0383142 0 0 0 0 -0.030651 0.0383142 0 0 -0.030651 0.0383142 0 0 -0.06326 0.0817924 -0.180868 0.2360486 0.0434783 -0.057971 0 0 0.0652174 -0.086957 0 0
ROW29 0.0428246 -0.01139 0.0321185 -0.008542 0.0107062 -0.002847 0.0214123 -0.005695 0.0428246 -0.01139 0 0 0 0 0 0 0 0 0 0 0 0 0.0428246 -0.01139 0.1083688 -0.038303 -0.115942 0.0434783 0.3402529 -0.12526 0 0 0 0 -0.173913 0.0652174
ROW30 -0.01139 0.0136674 -0.008542 0.0102506 -0.002847 0.0034169 -0.005695 0.0068337 -0.01139 0.0136674 0 0 0 0 0 0 0 0 0 0 0 0 -0.01139 0.0136674 -0.038303 0.050312 0.0434783 -0.057971 -0.12526 0.166254 0 0 0 0 0.0652174 -0.086957
ROW31 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -0.115942 0.0434783 0 0 0 0 0.2318841 -0.086957 0 0 0 0
ROW32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0434783 -0.057971 0 0 0 0 -0.086957 0.115942 0 0 0 0
ROW33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -0.173913 0.0652174 -0.173913 0.0652174 0 0 0 0 0.3478261 -0.130435 0 0
ROW34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0652174 -0.086957 0.0652174 -0.086957 0 0 0 0 -0.130435 0.173913 0 0
ROW35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -0.173913 0.0652174 0 0 -0.173913 0.0652174 0 0 0 0 0.3478261 -0.130435
ROW36 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0652174 -0.086957 0 0 0.0652174 -0.086957 0 0 0 0 -0.130435 0.173913

lhs
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.734 -0.200 0.351 -0.084 0.382 -0.117 0.416 -0.103 0.311 -0.074 0.423 -0.127 0.100 -0.020 0.174 -0.065 0.125 -0.031 0.125 -0.031 0.125 -0.031 0.086 -0.023 0.292 -0.073 0.249 -0.061 0.043 -0.011 0.000 0.000 0.000 0.000 0.000 0.000
ROW2 -0.200 0.254 -0.084 0.103 -0.117 0.151 -0.103 0.129 -0.074 0.090 -0.127 0.164 -0.020 0.025 -0.065 0.087 -0.031 0.038 -0.031 0.038 -0.031 0.038 -0.023 0.027 -0.073 0.090 -0.061 0.077 -0.011 0.014 0.000 0.000 0.000 0.000 0.000 0.000
ROW3 0.351 -0.084 0.242 -0.056 0.109 -0.027 0.219 -0.055 0.227 -0.053 0.125 -0.031 0.100 -0.020 0.000 0.000 0.062 -0.015 0.062 -0.015 0.062 -0.015 0.064 -0.017 0.157 -0.039 0.125 -0.031 0.032 -0.009 0.000 0.000 0.000 0.000 0.000 0.000
ROW4 -0.084 0.103 -0.056 0.069 -0.027 0.034 -0.055 0.068 -0.053 0.064 -0.031 0.038 -0.020 0.025 0.000 0.000 -0.015 0.019 -0.015 0.019 -0.015 0.019 -0.017 0.021 -0.039 0.049 -0.031 0.038 -0.009 0.010 0.000 0.000 0.000 0.000 0.000 0.000
ROW5 0.382 -0.117 0.109 -0.027 0.273 -0.090 0.197 -0.049 0.084 -0.021 0.298 -0.096 0.000 0.000 0.174 -0.065 0.062 -0.015 0.062 -0.015 0.062 -0.015 0.021 -0.006 0.135 -0.033 0.125 -0.031 0.011 -0.003 0.000 0.000 0.000 0.000 0.000 0.000
ROW6 -0.117 0.151 -0.027 0.034 -0.090 0.117 -0.049 0.061 -0.021 0.026 -0.096 0.125 0.000 0.000 -0.065 0.087 -0.015 0.019 -0.015 0.019 -0.015 0.019 -0.006 0.007 -0.033 0.042 -0.031 0.038 -0.003 0.003 0.000 0.000 0.000 0.000 0.000 0.000
ROW7 0.416 -0.103 0.219 -0.055 0.197 -0.049 0.395 -0.098 0.167 -0.042 0.249 -0.061 0.000 0.000 0.000 0.000 0.125 -0.031 0.125 -0.031 0.125 -0.031 0.043 -0.011 0.270 -0.067 0.249 -0.061 0.021 -0.006 0.000 0.000 0.000 0.000 0.000 0.000
ROW8 -0.103 0.129 -0.055 0.068 -0.049 0.061 -0.098 0.122 -0.042 0.052 -0.061 0.077 0.000 0.000 0.000 0.000 -0.031 0.038 -0.031 0.038 -0.031 0.038 -0.011 0.014 -0.067 0.083 -0.061 0.077 -0.006 0.007 0.000 0.000 0.000 0.000 0.000 0.000
ROW9 0.311 -0.074 0.227 -0.053 0.084 -0.021 0.167 -0.042 0.311 -0.074 0.000 0.000 0.100 -0.020 0.000 0.000 0.000 0.000 0.000 0.000 0.125 -0.031 0.086 -0.023 0.167 -0.042 0.125 -0.031 0.043 -0.011 0.000 0.000 0.000 0.000 0.000 0.000
ROW10 -0.074 0.090 -0.053 0.064 -0.021 0.026 -0.042 0.052 -0.074 0.090 0.000 0.000 -0.020 0.025 0.000 0.000 0.000 0.000 0.000 0.000 -0.031 0.038 -0.023 0.027 -0.042 0.052 -0.031 0.038 -0.011 0.014 0.000 0.000 0.000 0.000 0.000 0.000
ROW11 0.423 -0.127 0.125 -0.031 0.298 -0.096 0.249 -0.061 0.000 0.000 0.423 -0.127 0.000 0.000 0.174 -0.065 0.125 -0.031 0.125 -0.031 0.000 0.000 0.000 0.000 0.125 -0.031 0.125 -0.031 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW12 -0.127 0.164 -0.031 0.038 -0.096 0.125 -0.061 0.077 0.000 0.000 -0.127 0.164 0.000 0.000 -0.065 0.087 -0.031 0.038 -0.031 0.038 0.000 0.000 0.000 0.000 -0.031 0.038 -0.031 0.038 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW13 0.100 -0.020 0.100 -0.020 0.000 0.000 0.000 0.000 0.100 -0.020 0.000 0.000 0.370 -0.093 0.067 -0.018 0.046 -0.010 -0.097 0.027 -0.134 0.037 -0.093 0.021 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW14 -0.020 0.025 -0.020 0.025 0.000 0.000 0.000 0.000 -0.020 0.025 0.000 0.000 -0.093 0.103 -0.018 0.018 -0.010 0.013 0.027 -0.023 0.037 -0.035 0.021 -0.025 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW15 0.174 -0.065 0.000 0.000 0.174 -0.065 0.000 0.000 0.000 0.000 0.174 -0.065 0.067 -0.018 0.457 -0.143 -0.083 0.023 0.000 0.000 -0.134 0.037 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW16 -0.065 0.087 0.000 0.000 -0.065 0.087 0.000 0.000 0.000 0.000 -0.065 0.087 -0.018 0.018 -0.143 0.152 0.023 -0.024 0.000 0.000 0.037 -0.035 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW17 0.125 -0.031 0.062 -0.015 0.062 -0.015 0.125 -0.031 0.000 0.000 0.125 -0.031 0.046 -0.010 -0.083 0.023 0.336 -0.087 0.000 0.000 0.000 0.000 -0.093 0.021 0.000 0.000 0.125 -0.031 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW18 -0.031 0.038 -0.015 0.019 -0.015 0.019 -0.031 0.038 0.000 0.000 -0.031 0.038 -0.010 0.013 0.023 -0.024 -0.087 0.098 0.000 0.000 0.000 0.000 0.021 -0.025 0.000 0.000 -0.031 0.038 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW19 0.125 -0.031 0.062 -0.015 0.062 -0.015 0.125 -0.031 0.000 0.000 0.125 -0.031 -0.097 0.027 0.000 0.000 0.000 0.000 0.318 -0.084 0.000 0.000 0.000 0.000 0.125 -0.031 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW20 -0.031 0.038 -0.015 0.019 -0.015 0.019 -0.031 0.038 0.000 0.000 -0.031 0.038 0.027 -0.023 0.000 0.000 0.000 0.000 -0.084 0.085 0.000 0.000 0.000 0.000 -0.031 0.038 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW21 0.125 -0.031 0.062 -0.015 0.062 -0.015 0.125 -0.031 0.125 -0.031 0.000 0.000 -0.134 0.037 -0.134 0.037 0.000 0.000 0.000 0.000 0.392 -0.104 0.000 0.000 0.125 -0.031 0.125 -0.031 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW22 -0.031 0.038 -0.015 0.019 -0.015 0.019 -0.031 0.038 -0.031 0.038 0.000 0.000 0.037 -0.035 0.037 -0.035 0.000 0.000 0.000 0.000 -0.104 0.109 0.000 0.000 -0.031 0.038 -0.031 0.038 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW23 0.086 -0.023 0.064 -0.017 0.021 -0.006 0.043 -0.011 0.086 -0.023 0.000 0.000 -0.093 0.021 0.000 0.000 -0.093 0.021 0.000 0.000 0.000 0.000 0.271 -0.064 0.043 -0.011 0.000 0.000 0.043 -0.011 0.000 0.000 0.000 0.000 0.000 0.000
ROW24 -0.023 0.027 -0.017 0.021 -0.006 0.007 -0.011 0.014 -0.023 0.027 0.000 0.000 0.021 -0.025 0.000 0.000 0.021 -0.025 0.000 0.000 0.000 0.000 -0.064 0.078 -0.011 0.014 0.000 0.000 -0.011 0.014 0.000 0.000 0.000 0.000 0.000 0.000
ROW25 0.292 -0.073 0.157 -0.039 0.135 -0.033 0.270 -0.067 0.167 -0.042 0.125 -0.031 0.000 0.000 0.000 0.000 0.000 0.000 0.125 -0.031 0.125 -0.031 0.043 -0.011 0.676 -0.219 0.211 -0.063 0.108 -0.038 -0.116 0.043 -0.174 0.065 -0.174 0.065
ROW26 -0.073 0.090 -0.039 0.049 -0.033 0.042 -0.067 0.083 -0.042 0.052 -0.031 0.038 0.000 0.000 0.000 0.000 0.000 0.000 -0.031 0.038 -0.031 0.038 -0.011 0.014 -0.219 0.286 -0.063 0.082 -0.038 0.050 0.043 -0.058 0.065 -0.087 0.065 -0.087
ROW27 0.249 -0.061 0.125 -0.031 0.125 -0.031 0.249 -0.061 0.125 -0.031 0.125 -0.031 0.000 0.000 0.000 0.000 0.125 -0.031 0.000 0.000 0.125 -0.031 0.000 0.000 0.211 -0.063 0.568 -0.181 -0.116 0.043 0.000 0.000 -0.174 0.065 0.000 0.000
ROW28 -0.061 0.077 -0.031 0.038 -0.031 0.038 -0.061 0.077 -0.031 0.038 -0.031 0.038 0.000 0.000 0.000 0.000 -0.031 0.038 0.000 0.000 -0.031 0.038 0.000 0.000 -0.063 0.082 -0.181 0.236 0.043 -0.058 0.000 0.000 0.065 -0.087 0.000 0.000
ROW29 0.043 -0.011 0.032 -0.009 0.011 -0.003 0.021 -0.006 0.043 -0.011 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.043 -0.011 0.108 -0.038 -0.116 0.043 0.340 -0.125 0.000 0.000 0.000 0.000 -0.174 0.065
ROW30 -0.011 0.014 -0.009 0.010 -0.003 0.003 -0.006 0.007 -0.011 0.014 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.011 0.014 -0.038 0.050 0.043 -0.058 -0.125 0.166 0.000 0.000 0.000 0.000 0.065 -0.087
ROW31 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.116 0.043 0.000 0.000 0.000 0.000 0.232 -0.087 0.000 0.000 0.000 0.000
ROW32 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.043 -0.058 0.000 0.000 0.000 0.000 -0.087 0.116 0.000 0.000 0.000 0.000
ROW33 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.174 0.065 -0.174 0.065 0.000 0.000 0.000 0.000 0.348 -0.130 0.000 0.000
ROW34 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.065 -0.087 0.065 -0.087 0.000 0.000 0.000 0.000 -0.130 0.174 0.000 0.000
ROW35 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.174 0.065 0.000 0.000 -0.174 0.065 0.000 0.000 0.000 0.000 0.348 -0.130
ROW36 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.065 -0.087 0.000 0.000 0.065 -0.087 0.000 0.000 0.000 0.000 -0.130 0.174

Compute rhs = right hand side of the MME

rhs
-29.4053
60.794907
-11.41883
25.661221
-17.98647
35.133686
-14.10337
31.441285
-10.34408
23.473818
-19.06122
37.321089
-2.608607
6.4303279
-10.93478
19.413043
-3.862069
8.8275862
-4.264368
9.0804598
-4.218391
10.022989
-3.517084
7.0205011
-10.2413
22.613699
-8.08046
18.850575
-1.758542
3.5102506
0
0
0
0
0
0

rhs
-29.41
60.79
-11.42
25.66
-17.99
35.13
-14.10
31.44
-10.34
23.47
-19.06
37.32
-2.61
6.43
-10.93
19.41
-3.86
8.83
-4.26
9.08
-4.22
10.02
-3.52
7.02
-10.24
22.61
-8.08
18.85
-1.76
3.51
0.00
0.00
0.00
0.00
0.00
0.00

Compute ginvlhs = generalized inverse of the left hand side of the MME

ginvlhs
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 2.407073 2.242929 1.500410 0.834282 0.906663 1.408647 -3.213837 -2.730312 1.470122 1.458935 0.936951 0.783993 -2.782589 -2.380916 -2.250687 -2.935568 -1.419234 -1.657420 -1.383148 -1.280958 -2.339256 -2.469863 -2.548074 -2.397538 0.023004 -0.036426 0.111931 0.138657 -0.146437 -0.084018 0.011502 -0.018213 0.067467 0.051116 -0.061717 -0.060222
ROW2 2.242929 8.398283 0.840030 5.238481 1.402899 3.159802 -2.729580 -10.53593 1.455782 5.225795 0.787146 3.172488 -2.380103 -8.524421 -2.932974 -10.73057 -1.661897 -6.131644 -1.282469 -4.641756 -2.462172 -8.854097 -2.396253 -9.234993 -0.059137 -0.192259 0.159586 0.497698 -0.070879 -0.209309 -0.029569 -0.096130 0.050224 0.152719 -0.065008 -0.200784
ROW3 1.500410 0.840030 17.641395 15.763341 -16.14098 -14.92331 -6.976274 -5.497515 -6.063076 -5.688738 7.563486 6.528768 -5.502455 -4.492332 4.077088 5.304515 -0.715648 -0.161356 -3.935474 -3.387462 1.875938 3.079910 -3.024943 -2.150416 2.707976 2.139084 1.267490 0.827141 0.670545 0.464233 1.353988 1.069542 1.987733 1.483112 1.689261 1.301659
ROW4 0.834282 5.238481 15.763341 61.922318 -14.92906 -56.68384 -5.475612 -23.20715 -5.699042 -20.74949 6.533324 25.987967 -4.502897 -15.90043 5.311453 19.457389 -0.164849 -0.904991 -3.402930 -12.11752 3.097057 11.800993 -2.172772 -8.499853 2.182567 5.846376 0.766942 2.149056 0.459208 1.081381 1.091283 2.923188 1.474754 3.997716 1.320888 3.463878
ROW5 0.906663 1.402899 -16.14098 -14.92906 17.047647 16.331958 3.762437 2.767203 7.533198 7.147674 -6.626535 -5.744775 2.719866 2.111416 -6.327775 -8.240083 -0.703586 -1.496064 2.552326 2.106504 -4.215195 -5.549773 0.476870 -0.247122 -2.684972 -2.175510 -1.155559 -0.688484 -0.816982 -0.548251 -1.342486 -1.087755 -1.920266 -1.431997 -1.750977 -1.361880
ROW6 1.408647 3.159802 -14.92331 -56.68384 16.331958 59.843639 2.746032 12.671217 7.154824 25.975281 -5.746178 -22.81548 2.122795 7.376004 -8.244427 -30.18796 -1.497048 -5.226653 2.120461 7.475764 -5.559229 -20.65509 -0.223481 -0.735140 -2.241704 -6.038635 -0.607356 -1.651358 -0.530088 -1.290690 -1.120852 -3.019317 -1.424530 -3.844996 -1.385896 -3.664662
ROW7 -3.213837 -2.729580 -6.976274 -5.475612 3.762437 2.746032 20.343793 16.477397 2.488416 1.764269 -5.702254 -4.493850 1.533075 1.328193 1.153654 1.477398 -1.535268 -1.387142 -1.162734 -1.429608 -1.208633 -1.280454 -0.187310 -0.156825 -6.071209 -4.503458 -5.872356 -4.458145 -3.020830 -2.286668 -3.035605 -2.251729 -5.971783 -4.480802 -4.546020 -3.395063
ROW8 -2.730312 -10.53593 -5.497515 -23.20715 2.767203 12.671217 16.477397 56.391350 1.776718 4.957734 -4.507030 -15.49367 1.329036 4.543902 1.470139 5.358380 -1.371818 -4.640735 -1.421622 -5.278632 -1.306972 -5.129492 -0.156550 0.192583 -4.480850 -11.90201 -4.475506 -12.11620 -2.303220 -6.030786 -2.240425 -5.951005 -4.478178 -12.00910 -3.392035 -8.966398
ROW9 1.470122 1.455782 -6.063076 -5.699042 7.533198 7.154824 2.488416 1.776718 7.254138 6.465437 -5.784016 -5.009655 -2.398901 -2.079949 -2.219304 -2.850952 0.132914 -0.096389 0.635973 0.875161 -4.390489 -4.619222 -2.499562 -2.297519 -2.018531 -1.602711 -1.569522 -1.077535 -1.402681 -1.018399 -1.009266 -0.801356 -1.794027 -1.340123 -1.710606 -1.310555
ROW10 1.458935 5.225795 -5.688738 -20.74949 7.147674 25.975281 1.764269 4.957734 6.465437 24.010265 -5.006501 -18.78447 -2.073658 -7.562829 -2.850108 -10.41661 -0.099259 -0.273418 0.879444 3.146676 -4.617068 -16.86298 -2.283418 -9.122044 -1.638630 -4.419021 -1.033897 -2.728150 -1.008158 -2.643318 -0.819315 -2.209510 -1.336263 -3.573586 -1.323394 -3.531170
ROW11 0.936951 0.787146 7.563486 6.533324 -6.626535 -5.746178 -5.702254 -4.507030 -5.784016 -5.006501 6.720967 5.793648 -0.383688 -0.300968 -0.031383 -0.084617 -1.552147 -1.561032 -2.019121 -2.156119 2.051233 2.149359 -0.048512 -0.100019 2.041535 1.566286 1.681453 1.216191 1.256244 0.934380 1.020767 0.783143 1.861494 1.391238 1.648890 1.250333
ROW12 0.783993 3.172488 6.528768 25.987967 -5.744775 -22.81548 -4.493850 -15.49367 -5.009655 -18.78447 5.793648 21.956958 -0.306445 -0.961592 -0.082866 -0.313966 -1.562638 -5.858226 -2.161913 -7.788432 2.154896 8.008879 -0.112835 -0.112949 1.579492 4.226762 1.193483 3.225848 0.937279 2.434009 0.789746 2.113381 1.386487 3.726305 1.258386 3.330385
ROW13 -2.782589 -2.380103 -5.502455 -4.502897 2.719866 2.122795 1.533075 1.329036 -2.398901 -2.073658 -0.383688 -0.306445 11.160010 9.336752 0.446411 0.563752 1.375203 1.342541 4.832615 3.869353 5.595392 4.738359 6.793279 5.759754 -0.804108 -0.577236 0.645283 0.460469 0.560878 0.405386 -0.402054 -0.288618 -0.079412 -0.058384 -0.121615 -0.085925
ROW14 -2.380916 -8.524421 -4.492332 -15.90043 2.111416 7.376004 1.328193 4.543902 -2.079949 -7.562829 -0.300968 -0.961592 9.336752 33.655400 0.570468 2.110009 1.342926 4.832271 3.862174 13.854585 4.748511 17.195848 5.761967 20.915898 -0.564370 -1.531701 0.447568 1.253488 0.398987 1.044063 -0.282185 -0.765850 -0.058401 -0.139107 -0.082692 -0.243819
ROW15 -2.250687 -2.932974 4.077088 5.311453 -6.327775 -8.244427 1.153654 1.470139 -2.219304 -2.850108 -0.031383 -0.082866 0.446411 0.570468 8.609845 11.260268 3.674967 4.714516 0.849943 1.330574 4.503217 5.870277 2.119716 2.744679 0.620434 0.645650 -0.637825 -0.666364 -0.292825 -0.302111 0.310217 0.322825 -0.008696 -0.010357 0.163804 0.171770
ROW16 -2.935568 -10.73057 5.304515 19.457389 -8.240083 -30.18796 1.477398 5.358380 -2.850952 -10.41661 -0.084617 -0.313966 0.563752 2.110009 11.260268 41.232500 4.721583 17.216522 1.323921 4.954424 5.866505 21.500307 2.732569 10.083082 0.721349 2.004133 -0.745712 -2.072189 -0.336312 -0.934010 0.360675 1.002066 -0.012181 -0.034028 0.192519 0.535061
ROW17 -1.419234 -1.661897 -0.715648 -0.164849 -0.703586 -1.497048 -1.535268 -1.371818 0.132914 -0.099259 -1.552147 -1.562638 1.375203 1.342926 3.674967 4.721583 8.180564 8.209264 2.043545 2.480429 2.800976 3.342561 4.085893 4.142031 1.407267 1.201971 -1.198844 -1.037060 -0.912057 -0.765896 0.703634 0.600985 0.104212 0.082455 0.247605 0.218037
ROW18 -1.657420 -6.131644 -0.161356 -0.904991 -1.496064 -5.226653 -1.387142 -4.640735 -0.096389 -0.273418 -1.561032 -5.858226 1.342541 4.832271 4.714516 17.216522 8.209264 29.822938 2.484869 9.156187 3.334396 12.045272 4.145679 14.843101 1.262138 3.467978 -1.087662 -3.054250 -0.805546 -2.147717 0.631069 1.733989 0.087238 0.206864 0.228296 0.660130
ROW19 -1.383148 -1.282469 -3.935474 -3.402930 2.552326 2.120461 -1.162734 -1.421622 0.635973 0.879444 -2.019121 -2.161913 4.832615 3.862174 0.849943 1.323921 2.043545 2.484869 8.520164 8.557801 2.777571 2.550377 3.603738 3.243645 -1.447456 -1.242208 1.396904 1.214015 0.774280 0.649297 -0.723728 -0.621104 -0.025276 -0.014096 -0.336588 -0.296456
ROW20 -1.280958 -4.641756 -3.387462 -12.11752 2.106504 7.475764 -1.429608 -5.278632 0.875161 3.146676 -2.156119 -7.788432 3.869353 13.854585 1.330574 4.954424 2.480429 9.156187 8.557801 30.946386 2.561733 9.301932 3.258728 11.750052 -1.305357 -3.591428 1.281456 3.548253 0.676579 1.838889 -0.652679 -1.795714 -0.011950 -0.021587 -0.314389 -0.876270
ROW21 -2.339256 -2.462172 1.875938 3.097057 -4.215195 -5.559229 -1.208633 -1.306972 -4.390489 -4.617068 2.051233 2.154896 5.595392 4.748511 4.503217 5.866505 2.800976 3.334396 2.777571 2.561733 9.970758 10.411380 5.016866 4.866540 -0.051648 0.074444 -0.194331 -0.279903 0.271803 0.168237 -0.025824 0.037222 -0.122990 -0.102729 0.110078 0.121340
ROW22 -2.469863 -8.854097 3.079910 11.800993 -5.549773 -20.65509 -1.280454 -5.129492 -4.619222 -16.86298 2.149359 8.008879 4.738359 17.195848 5.870277 21.500307 3.342561 12.045272 2.550377 9.301932 10.411380 38.000874 4.842861 17.906337 0.121708 0.359666 -0.342867 -0.903354 0.160304 0.363855 0.060854 0.179833 -0.110579 -0.271844 0.141006 0.361761
ROW23 -2.548074 -2.396253 -3.024943 -2.172772 0.476870 -0.223481 -0.187310 -0.156550 -2.499562 -2.283418 -0.048512 -0.112835 6.793279 5.761967 2.119716 2.732569 4.085893 4.145679 3.603738 3.258728 5.016866 4.842861 10.652051 9.257238 0.200376 0.227265 0.225857 0.095859 -0.526421 -0.436757 0.100188 0.113633 0.213117 0.161562 -0.163022 -0.104746
ROW24 -2.397538 -9.234993 -2.150416 -8.499853 -0.247122 -0.735140 -0.156825 0.192583 -2.297519 -9.122044 -0.100019 -0.112949 5.759754 20.915898 2.744679 10.083082 4.142031 14.843101 3.243645 11.750052 4.866540 17.906337 9.257238 36.451232 0.261741 0.669851 0.058885 0.282708 -0.451496 -1.287484 0.130870 0.334925 0.160313 0.476279 -0.094878 -0.308817
ROW25 0.023004 -0.059137 2.707976 2.182567 -2.684972 -2.241704 -6.071209 -4.480850 -2.018531 -1.638630 2.041535 1.579492 -0.804108 -0.564370 0.620434 0.721349 1.407267 1.262138 -1.447456 -1.305357 -0.051648 0.121708 0.200376 0.261741 6.861708 5.233267 1.168819 0.790079 0.538619 0.360021 3.430854 2.616633 4.015263 3.011673 3.700164 2.796644
ROW26 -0.036426 -0.192259 2.139084 5.846376 -2.175510 -6.038635 -4.503458 -11.90201 -1.602711 -4.419021 1.566286 4.226762 -0.577236 -1.531701 0.645650 2.004133 1.201971 3.467978 -1.242208 -3.591428 0.074444 0.359666 0.227265 0.669851 5.233267 14.485839 0.790593 1.564887 0.359507 0.706355 2.616633 7.242919 3.011930 8.025363 2.796387 7.596097
ROW27 0.111931 0.159586 1.267490 0.766942 -1.155559 -0.607356 -5.872356 -4.475506 -1.569522 -1.033897 1.681453 1.193483 0.645283 0.447568 -0.637825 -0.745712 -1.198844 -1.087662 1.396904 1.281456 -0.194331 -0.342867 0.225857 0.058885 1.168819 0.790593 6.679133 5.100902 3.567639 2.713208 0.584409 0.395296 3.923976 2.945748 2.368229 1.751901
ROW28 0.138657 0.497698 0.827141 2.149056 -0.688484 -1.651358 -4.458145 -12.11620 -1.077535 -2.728150 1.216191 3.225848 0.460469 1.253488 -0.666364 -2.072189 -1.037060 -3.054250 1.214015 3.548253 -0.279903 -0.903354 0.095859 0.282708 0.790079 1.564887 5.100902 14.228713 2.713979 7.423956 0.395040 0.782444 2.945491 7.896800 1.752029 4.494422
ROW29 -0.146437 -0.070879 0.670545 0.459208 -0.816982 -0.530088 -3.020830 -2.303220 -1.402681 -1.008158 1.256244 0.937279 0.560878 0.398987 -0.292825 -0.336312 -0.912057 -0.805546 0.774280 0.676579 0.271803 0.160304 -0.526421 -0.451496 0.538619 0.359507 3.567639 2.713979 7.624433 5.746761 0.269310 0.179753 2.053129 1.536743 4.081526 3.053134
ROW30 -0.084018 -0.209309 0.464233 1.081381 -0.548251 -1.290690 -2.286668 -6.030786 -1.018399 -2.643318 0.934380 2.434009 0.405386 1.044063 -0.302111 -0.934010 -0.765896 -2.147717 0.649297 1.838889 0.168237 0.363855 -0.436757 -1.287484 0.360021 0.706355 2.713208 7.423956 5.746761 15.516512 0.180010 0.353177 1.536614 4.065155 3.053391 8.111433
ROW31 0.011502 -0.029569 1.353988 1.091283 -1.342486 -1.120852 -3.035605 -2.240425 -1.009266 -0.819315 1.020767 0.789746 -0.402054 -0.282185 0.310217 0.360675 0.703634 0.631069 -0.723728 -0.652679 -0.025824 0.060854 0.100188 0.130870 3.430854 2.616633 0.584409 0.395040 0.269310 0.180010 7.715427 5.808317 2.007632 1.505836 1.850082 1.398322
ROW32 -0.018213 -0.096130 1.069542 2.923188 -1.087755 -3.019317 -2.251729 -5.951005 -0.801356 -2.209510 0.783143 2.113381 -0.288618 -0.765850 0.322825 1.002066 0.600985 1.733989 -0.621104 -1.795714 0.037222 0.179833 0.113633 0.334925 2.616633 7.242919 0.395296 0.782444 0.179753 0.353177 5.808317 15.621460 1.505965 4.012682 1.398193 3.798048
ROW33 0.067467 0.050224 1.987733 1.474754 -1.920266 -1.424530 -5.971783 -4.478178 -1.794027 -1.336263 1.861494 1.386487 -0.079412 -0.058401 -0.008696 -0.012181 0.104212 0.087238 -0.025276 -0.011950 -0.122990 -0.110579 0.213117 0.160313 4.015263 3.011930 3.923976 2.945491 2.053129 1.536614 2.007632 1.505965 7.969620 5.978710 3.034196 2.274272
ROW34 0.051116 0.152719 1.483112 3.997716 -1.431997 -3.844996 -4.480802 -12.00910 -1.340123 -3.573586 1.391238 3.726305 -0.058384 -0.139107 -0.010357 -0.034028 0.082455 0.206864 -0.014096 -0.021587 -0.102729 -0.271844 0.161562 0.476279 3.011673 8.025363 2.945748 7.896800 1.536743 4.065155 1.505836 4.012682 5.978710 15.961082 2.274208 6.045259
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ROW36 -0.060222 -0.200784 1.301659 3.463878 -1.361880 -3.664662 -3.395063 -8.966398 -1.310555 -3.531170 1.250333 3.330385 -0.085925 -0.243819 0.171770 0.535061 0.218037 0.660130 -0.296456 -0.876270 0.121340 0.361761 -0.104746 -0.308817 2.796644 7.596097 1.751901 4.494422 3.053134 8.111433 1.398322 3.798048 2.274272 6.045259 5.924889 15.853765

ginvlhs
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 2.407 2.243 1.500 0.834 0.907 1.409 -3.214 -2.730 1.470 1.459 0.937 0.784 -2.783 -2.381 -2.251 -2.936 -1.419 -1.657 -1.383 -1.281 -2.339 -2.470 -2.548 -2.398 0.023 -0.036 0.112 0.139 -0.146 -0.084 0.012 -0.018 0.067 0.051 -0.062 -0.060
ROW2 2.243 8.398 0.840 5.238 1.403 3.160 -2.730 -10.54 1.456 5.226 0.787 3.172 -2.380 -8.524 -2.933 -10.73 -1.662 -6.132 -1.282 -4.642 -2.462 -8.854 -2.396 -9.235 -0.059 -0.192 0.160 0.498 -0.071 -0.209 -0.030 -0.096 0.050 0.153 -0.065 -0.201
ROW3 1.500 0.840 17.641 15.763 -16.14 -14.92 -6.976 -5.498 -6.063 -5.689 7.563 6.529 -5.502 -4.492 4.077 5.305 -0.716 -0.161 -3.935 -3.387 1.876 3.080 -3.025 -2.150 2.708 2.139 1.267 0.827 0.671 0.464 1.354 1.070 1.988 1.483 1.689 1.302
ROW4 0.834 5.238 15.763 61.922 -14.93 -56.68 -5.476 -23.21 -5.699 -20.75 6.533 25.988 -4.503 -15.90 5.311 19.457 -0.165 -0.905 -3.403 -12.12 3.097 11.801 -2.173 -8.500 2.183 5.846 0.767 2.149 0.459 1.081 1.091 2.923 1.475 3.998 1.321 3.464
ROW5 0.907 1.403 -16.14 -14.93 17.048 16.332 3.762 2.767 7.533 7.148 -6.627 -5.745 2.720 2.111 -6.328 -8.240 -0.704 -1.496 2.552 2.107 -4.215 -5.550 0.477 -0.247 -2.685 -2.176 -1.156 -0.688 -0.817 -0.548 -1.342 -1.088 -1.920 -1.432 -1.751 -1.362
ROW6 1.409 3.160 -14.92 -56.68 16.332 59.844 2.746 12.671 7.155 25.975 -5.746 -22.82 2.123 7.376 -8.244 -30.19 -1.497 -5.227 2.120 7.476 -5.559 -20.66 -0.223 -0.735 -2.242 -6.039 -0.607 -1.651 -0.530 -1.291 -1.121 -3.019 -1.425 -3.845 -1.386 -3.665
ROW7 -3.214 -2.730 -6.976 -5.476 3.762 2.746 20.344 16.477 2.488 1.764 -5.702 -4.494 1.533 1.328 1.154 1.477 -1.535 -1.387 -1.163 -1.430 -1.209 -1.280 -0.187 -0.157 -6.071 -4.503 -5.872 -4.458 -3.021 -2.287 -3.036 -2.252 -5.972 -4.481 -4.546 -3.395
ROW8 -2.730 -10.54 -5.498 -23.21 2.767 12.671 16.477 56.391 1.777 4.958 -4.507 -15.49 1.329 4.544 1.470 5.358 -1.372 -4.641 -1.422 -5.279 -1.307 -5.129 -0.157 0.193 -4.481 -11.90 -4.476 -12.12 -2.303 -6.031 -2.240 -5.951 -4.478 -12.01 -3.392 -8.966
ROW9 1.470 1.456 -6.063 -5.699 7.533 7.155 2.488 1.777 7.254 6.465 -5.784 -5.010 -2.399 -2.080 -2.219 -2.851 0.133 -0.096 0.636 0.875 -4.390 -4.619 -2.500 -2.298 -2.019 -1.603 -1.570 -1.078 -1.403 -1.018 -1.009 -0.801 -1.794 -1.340 -1.711 -1.311
ROW10 1.459 5.226 -5.689 -20.75 7.148 25.975 1.764 4.958 6.465 24.010 -5.007 -18.78 -2.074 -7.563 -2.850 -10.42 -0.099 -0.273 0.879 3.147 -4.617 -16.86 -2.283 -9.122 -1.639 -4.419 -1.034 -2.728 -1.008 -2.643 -0.819 -2.210 -1.336 -3.574 -1.323 -3.531
ROW11 0.937 0.787 7.563 6.533 -6.627 -5.746 -5.702 -4.507 -5.784 -5.007 6.721 5.794 -0.384 -0.301 -0.031 -0.085 -1.552 -1.561 -2.019 -2.156 2.051 2.149 -0.049 -0.100 2.042 1.566 1.681 1.216 1.256 0.934 1.021 0.783 1.861 1.391 1.649 1.250
ROW12 0.784 3.172 6.529 25.988 -5.745 -22.82 -4.494 -15.49 -5.010 -18.78 5.794 21.957 -0.306 -0.962 -0.083 -0.314 -1.563 -5.858 -2.162 -7.788 2.155 8.009 -0.113 -0.113 1.579 4.227 1.193 3.226 0.937 2.434 0.790 2.113 1.386 3.726 1.258 3.330
ROW13 -2.783 -2.380 -5.502 -4.503 2.720 2.123 1.533 1.329 -2.399 -2.074 -0.384 -0.306 11.160 9.337 0.446 0.564 1.375 1.343 4.833 3.869 5.595 4.738 6.793 5.760 -0.804 -0.577 0.645 0.460 0.561 0.405 -0.402 -0.289 -0.079 -0.058 -0.122 -0.086
ROW14 -2.381 -8.524 -4.492 -15.90 2.111 7.376 1.328 4.544 -2.080 -7.563 -0.301 -0.962 9.337 33.655 0.570 2.110 1.343 4.832 3.862 13.855 4.749 17.196 5.762 20.916 -0.564 -1.532 0.448 1.253 0.399 1.044 -0.282 -0.766 -0.058 -0.139 -0.083 -0.244
ROW15 -2.251 -2.933 4.077 5.311 -6.328 -8.244 1.154 1.470 -2.219 -2.850 -0.031 -0.083 0.446 0.570 8.610 11.260 3.675 4.715 0.850 1.331 4.503 5.870 2.120 2.745 0.620 0.646 -0.638 -0.666 -0.293 -0.302 0.310 0.323 -0.009 -0.010 0.164 0.172
ROW16 -2.936 -10.73 5.305 19.457 -8.240 -30.19 1.477 5.358 -2.851 -10.42 -0.085 -0.314 0.564 2.110 11.260 41.233 4.722 17.217 1.324 4.954 5.867 21.500 2.733 10.083 0.721 2.004 -0.746 -2.072 -0.336 -0.934 0.361 1.002 -0.012 -0.034 0.193 0.535
ROW17 -1.419 -1.662 -0.716 -0.165 -0.704 -1.497 -1.535 -1.372 0.133 -0.099 -1.552 -1.563 1.375 1.343 3.675 4.722 8.181 8.209 2.044 2.480 2.801 3.343 4.086 4.142 1.407 1.202 -1.199 -1.037 -0.912 -0.766 0.704 0.601 0.104 0.082 0.248 0.218
ROW18 -1.657 -6.132 -0.161 -0.905 -1.496 -5.227 -1.387 -4.641 -0.096 -0.273 -1.561 -5.858 1.343 4.832 4.715 17.217 8.209 29.823 2.485 9.156 3.334 12.045 4.146 14.843 1.262 3.468 -1.088 -3.054 -0.806 -2.148 0.631 1.734 0.087 0.207 0.228 0.660
ROW19 -1.383 -1.282 -3.935 -3.403 2.552 2.120 -1.163 -1.422 0.636 0.879 -2.019 -2.162 4.833 3.862 0.850 1.324 2.044 2.485 8.520 8.558 2.778 2.550 3.604 3.244 -1.447 -1.242 1.397 1.214 0.774 0.649 -0.724 -0.621 -0.025 -0.014 -0.337 -0.296
ROW20 -1.281 -4.642 -3.387 -12.12 2.107 7.476 -1.430 -5.279 0.875 3.147 -2.156 -7.788 3.869 13.855 1.331 4.954 2.480 9.156 8.558 30.946 2.562 9.302 3.259 11.750 -1.305 -3.591 1.281 3.548 0.677 1.839 -0.653 -1.796 -0.012 -0.022 -0.314 -0.876
ROW21 -2.339 -2.462 1.876 3.097 -4.215 -5.559 -1.209 -1.307 -4.390 -4.617 2.051 2.155 5.595 4.749 4.503 5.867 2.801 3.334 2.778 2.562 9.971 10.411 5.017 4.867 -0.052 0.074 -0.194 -0.280 0.272 0.168 -0.026 0.037 -0.123 -0.103 0.110 0.121
ROW22 -2.470 -8.854 3.080 11.801 -5.550 -20.66 -1.280 -5.129 -4.619 -16.86 2.149 8.009 4.738 17.196 5.870 21.500 3.343 12.045 2.550 9.302 10.411 38.001 4.843 17.906 0.122 0.360 -0.343 -0.903 0.160 0.364 0.061 0.180 -0.111 -0.272 0.141 0.362
ROW23 -2.548 -2.396 -3.025 -2.173 0.477 -0.223 -0.187 -0.157 -2.500 -2.283 -0.049 -0.113 6.793 5.762 2.120 2.733 4.086 4.146 3.604 3.259 5.017 4.843 10.652 9.257 0.200 0.227 0.226 0.096 -0.526 -0.437 0.100 0.114 0.213 0.162 -0.163 -0.105
ROW24 -2.398 -9.235 -2.150 -8.500 -0.247 -0.735 -0.157 0.193 -2.298 -9.122 -0.100 -0.113 5.760 20.916 2.745 10.083 4.142 14.843 3.244 11.750 4.867 17.906 9.257 36.451 0.262 0.670 0.059 0.283 -0.451 -1.287 0.131 0.335 0.160 0.476 -0.095 -0.309
ROW25 0.023 -0.059 2.708 2.183 -2.685 -2.242 -6.071 -4.481 -2.019 -1.639 2.042 1.579 -0.804 -0.564 0.620 0.721 1.407 1.262 -1.447 -1.305 -0.052 0.122 0.200 0.262 6.862 5.233 1.169 0.790 0.539 0.360 3.431 2.617 4.015 3.012 3.700 2.797
ROW26 -0.036 -0.192 2.139 5.846 -2.176 -6.039 -4.503 -11.90 -1.603 -4.419 1.566 4.227 -0.577 -1.532 0.646 2.004 1.202 3.468 -1.242 -3.591 0.074 0.360 0.227 0.670 5.233 14.486 0.791 1.565 0.360 0.706 2.617 7.243 3.012 8.025 2.796 7.596
ROW27 0.112 0.160 1.267 0.767 -1.156 -0.607 -5.872 -4.476 -1.570 -1.034 1.681 1.193 0.645 0.448 -0.638 -0.746 -1.199 -1.088 1.397 1.281 -0.194 -0.343 0.226 0.059 1.169 0.791 6.679 5.101 3.568 2.713 0.584 0.395 3.924 2.946 2.368 1.752
ROW28 0.139 0.498 0.827 2.149 -0.688 -1.651 -4.458 -12.12 -1.078 -2.728 1.216 3.226 0.460 1.253 -0.666 -2.072 -1.037 -3.054 1.214 3.548 -0.280 -0.903 0.096 0.283 0.790 1.565 5.101 14.229 2.714 7.424 0.395 0.782 2.945 7.897 1.752 4.494
ROW29 -0.146 -0.071 0.671 0.459 -0.817 -0.530 -3.021 -2.303 -1.403 -1.008 1.256 0.937 0.561 0.399 -0.293 -0.336 -0.912 -0.806 0.774 0.677 0.272 0.160 -0.526 -0.451 0.539 0.360 3.568 2.714 7.624 5.747 0.269 0.180 2.053 1.537 4.082 3.053
ROW30 -0.084 -0.209 0.464 1.081 -0.548 -1.291 -2.287 -6.031 -1.018 -2.643 0.934 2.434 0.405 1.044 -0.302 -0.934 -0.766 -2.148 0.649 1.839 0.168 0.364 -0.437 -1.287 0.360 0.706 2.713 7.424 5.747 15.517 0.180 0.353 1.537 4.065 3.053 8.111
ROW31 0.012 -0.030 1.354 1.091 -1.342 -1.121 -3.036 -2.240 -1.009 -0.819 1.021 0.790 -0.402 -0.282 0.310 0.361 0.704 0.631 -0.724 -0.653 -0.026 0.061 0.100 0.131 3.431 2.617 0.584 0.395 0.269 0.180 7.715 5.808 2.008 1.506 1.850 1.398
ROW32 -0.018 -0.096 1.070 2.923 -1.088 -3.019 -2.252 -5.951 -0.801 -2.210 0.783 2.113 -0.289 -0.766 0.323 1.002 0.601 1.734 -0.621 -1.796 0.037 0.180 0.114 0.335 2.617 7.243 0.395 0.782 0.180 0.353 5.808 15.621 1.506 4.013 1.398 3.798
ROW33 0.067 0.050 1.988 1.475 -1.920 -1.425 -5.972 -4.478 -1.794 -1.336 1.861 1.386 -0.079 -0.058 -0.009 -0.012 0.104 0.087 -0.025 -0.012 -0.123 -0.111 0.213 0.160 4.015 3.012 3.924 2.945 2.053 1.537 2.008 1.506 7.970 5.979 3.034 2.274
ROW34 0.051 0.153 1.483 3.998 -1.432 -3.845 -4.481 -12.01 -1.340 -3.574 1.391 3.726 -0.058 -0.139 -0.010 -0.034 0.082 0.207 -0.014 -0.022 -0.103 -0.272 0.162 0.476 3.012 8.025 2.946 7.897 1.537 4.065 1.506 4.013 5.979 15.961 2.274 6.045
ROW35 -0.062 -0.065 1.689 1.321 -1.751 -1.386 -4.546 -3.392 -1.711 -1.323 1.649 1.258 -0.122 -0.083 0.164 0.193 0.248 0.228 -0.337 -0.314 0.110 0.141 -0.163 -0.095 3.700 2.796 2.368 1.752 4.082 3.053 1.850 1.398 3.034 2.274 7.891 5.925
ROW36 -0.060 -0.201 1.302 3.464 -1.362 -3.665 -3.395 -8.966 -1.311 -3.531 1.250 3.330 -0.086 -0.244 0.172 0.535 0.218 0.660 -0.296 -0.876 0.121 0.362 -0.105 -0.309 2.797 7.596 1.752 4.494 3.053 8.111 1.398 3.798 2.274 6.045 5.925 15.854

Compute gl = ginvlhs*lhs = matrix of expectations of solutions

gl
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.500 -0.000 0.250 -0.000 0.250 -0.000 0.000 0.000 0.250 -0.000 0.250 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW2 -0.000 0.500 -0.000 0.250 -0.000 0.250 0.000 0.000 -0.000 0.250 -0.000 0.250 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW3 0.250 0.000 0.625 0.000 -0.375 0.000 -0.000 -0.000 0.125 0.000 0.125 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW4 -0.000 0.250 0.000 0.625 -0.000 -0.375 0.000 0.000 0.000 0.125 -0.000 0.125 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000
ROW5 0.250 0.000 -0.375 0.000 0.625 0.000 -0.000 -0.000 0.125 0.000 0.125 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000
ROW6 -0.000 0.250 -0.000 -0.375 0.000 0.625 -0.000 -0.000 -0.000 0.125 0.000 0.125 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 0.000 -0.000 -0.000
ROW7 -0.000 -0.000 0.000 0.000 -0.000 -0.000 1.000 0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW8 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 1.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW9 0.250 0.000 0.125 0.000 0.125 0.000 -0.000 -0.000 0.625 0.000 -0.375 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW10 0.000 0.250 -0.000 0.125 0.000 0.125 -0.000 -0.000 -0.000 0.625 0.000 -0.375 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW11 0.250 0.000 0.125 0.000 0.125 -0.000 0.000 0.000 -0.375 0.000 0.625 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW12 -0.000 0.250 0.000 0.125 -0.000 0.125 0.000 0.000 0.000 -0.375 -0.000 0.625 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW13 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 1.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW14 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 1.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW15 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 1.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW16 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW17 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW18 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW19 -0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 1.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW20 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW21 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 1.000 0.000 0.000 -0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000
ROW22 0.000 -0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 0.000 1.000 0.000 -0.000 0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000
ROW23 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 0.000 0.000 0.000 -0.000 -0.000 1.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW24 0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 -0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000
ROW25 -0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW26 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW27 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 1.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW28 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 1.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW29 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 1.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW30 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 1.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW31 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000 -0.000 0.000
ROW32 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000
ROW33 0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000
ROW34 0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000
ROW35 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000
ROW36 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000

Notice that lg = gl (i.e., lhs*ginvlhs = lhs*ginvlhs)

lg
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.500 -0.000 0.250 -0.000 0.250 0.000 -0.000 -0.000 0.250 0.000 0.250 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW2 0.000 0.500 -0.000 0.250 -0.000 0.250 0.000 0.000 -0.000 0.250 -0.000 0.250 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW3 0.250 0.000 0.625 -0.000 -0.375 0.000 -0.000 -0.000 0.125 0.000 0.125 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW4 0.000 0.250 -0.000 0.625 -0.000 -0.375 0.000 0.000 -0.000 0.125 -0.000 0.125 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW5 0.250 -0.000 -0.375 0.000 0.625 -0.000 0.000 0.000 0.125 0.000 0.125 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW6 -0.000 0.250 0.000 -0.375 0.000 0.625 -0.000 -0.000 0.000 0.125 0.000 0.125 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW7 -0.000 -0.000 0.000 0.000 -0.000 -0.000 1.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW8 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 1.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW9 0.250 0.000 0.125 -0.000 0.125 0.000 -0.000 -0.000 0.625 0.000 -0.375 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW10 0.000 0.250 -0.000 0.125 -0.000 0.125 -0.000 -0.000 -0.000 0.625 0.000 -0.375 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW11 0.250 -0.000 0.125 0.000 0.125 -0.000 0.000 0.000 -0.375 -0.000 0.625 -0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW12 0.000 0.250 -0.000 0.125 -0.000 0.125 0.000 0.000 -0.000 -0.375 -0.000 0.625 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW13 -0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 -0.000 1.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW14 -0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 1.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW15 -0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 1.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW16 -0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW17 -0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW18 -0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW19 -0.000 -0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW20 -0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW21 -0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 1.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW22 -0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 1.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW23 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 1.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 0.000 0.000 0.000
ROW24 -0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 1.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW25 -0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW26 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW27 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 1.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW28 -0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 1.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW29 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 1.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW30 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 1.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW31 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000 0.000
ROW32 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000 0.000
ROW33 -0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000
ROW34 -0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000 0.000
ROW35 -0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 1.000 0.000
ROW36 -0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.000

Verify that lgl = lhs (i.e., lhs*ginvlhs*lhs = lhs => generalized inverse is correct)

lgl
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.734 -0.200 0.351 -0.084 0.382 -0.117 0.416 -0.103 0.311 -0.074 0.423 -0.127 0.100 -0.020 0.174 -0.065 0.125 -0.031 0.125 -0.031 0.125 -0.031 0.086 -0.023 0.292 -0.073 0.249 -0.061 0.043 -0.011 0.000 0.000 0.000 0.000 0.000 -0.000
ROW2 -0.200 0.254 -0.084 0.103 -0.117 0.151 -0.103 0.129 -0.074 0.090 -0.127 0.164 -0.020 0.025 -0.065 0.087 -0.031 0.038 -0.031 0.038 -0.031 0.038 -0.023 0.027 -0.073 0.090 -0.061 0.077 -0.011 0.014 -0.000 0.000 -0.000 -0.000 -0.000 0.000
ROW3 0.351 -0.084 0.242 -0.056 0.109 -0.027 0.219 -0.055 0.227 -0.053 0.125 -0.031 0.100 -0.020 -0.000 -0.000 0.062 -0.015 0.062 -0.015 0.062 -0.015 0.064 -0.017 0.157 -0.039 0.125 -0.031 0.032 -0.009 -0.000 0.000 0.000 0.000 -0.000 -0.000
ROW4 -0.084 0.103 -0.056 0.069 -0.027 0.034 -0.055 0.068 -0.053 0.064 -0.031 0.038 -0.020 0.025 0.000 0.000 -0.015 0.019 -0.015 0.019 -0.015 0.019 -0.017 0.021 -0.039 0.049 -0.031 0.038 -0.009 0.010 -0.000 0.000 0.000 -0.000 -0.000 0.000
ROW5 0.382 -0.117 0.109 -0.027 0.273 -0.090 0.197 -0.049 0.084 -0.021 0.298 -0.096 -0.000 0.000 0.174 -0.065 0.062 -0.015 0.062 -0.015 0.062 -0.015 0.021 -0.006 0.135 -0.033 0.125 -0.031 0.011 -0.003 -0.000 0.000 0.000 0.000 0.000 0.000
ROW6 -0.117 0.151 -0.027 0.034 -0.090 0.117 -0.049 0.061 -0.021 0.026 -0.096 0.125 0.000 -0.000 -0.065 0.087 -0.015 0.019 -0.015 0.019 -0.015 0.019 -0.006 0.007 -0.033 0.042 -0.031 0.038 -0.003 0.003 0.000 -0.000 -0.000 -0.000 -0.000 0.000
ROW7 0.416 -0.103 0.219 -0.055 0.197 -0.049 0.395 -0.098 0.167 -0.042 0.249 -0.061 -0.000 -0.000 -0.000 0.000 0.125 -0.031 0.125 -0.031 0.125 -0.031 0.043 -0.011 0.270 -0.067 0.249 -0.061 0.021 -0.006 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW8 -0.103 0.129 -0.055 0.068 -0.049 0.061 -0.098 0.122 -0.042 0.052 -0.061 0.077 0.000 -0.000 0.000 0.000 -0.031 0.038 -0.031 0.038 -0.031 0.038 -0.011 0.014 -0.067 0.083 -0.061 0.077 -0.006 0.007 -0.000 -0.000 0.000 -0.000 -0.000 -0.000
ROW9 0.311 -0.074 0.227 -0.053 0.084 -0.021 0.167 -0.042 0.311 -0.074 -0.000 0.000 0.100 -0.020 -0.000 -0.000 -0.000 0.000 -0.000 0.000 0.125 -0.031 0.086 -0.023 0.167 -0.042 0.125 -0.031 0.043 -0.011 -0.000 0.000 0.000 0.000 -0.000 -0.000
ROW10 -0.074 0.090 -0.053 0.064 -0.021 0.026 -0.042 0.052 -0.074 0.090 0.000 0.000 -0.020 0.025 0.000 -0.000 0.000 0.000 0.000 0.000 -0.031 0.038 -0.023 0.027 -0.042 0.052 -0.031 0.038 -0.011 0.014 0.000 0.000 0.000 0.000 0.000 0.000
ROW11 0.423 -0.127 0.125 -0.031 0.298 -0.096 0.249 -0.061 -0.000 0.000 0.423 -0.127 -0.000 -0.000 0.174 -0.065 0.125 -0.031 0.125 -0.031 0.000 -0.000 -0.000 -0.000 0.125 -0.031 0.125 -0.031 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000
ROW12 -0.127 0.164 -0.031 0.038 -0.096 0.125 -0.061 0.077 0.000 0.000 -0.127 0.164 0.000 -0.000 -0.065 0.087 -0.031 0.038 -0.031 0.038 -0.000 -0.000 -0.000 -0.000 -0.031 0.038 -0.031 0.038 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW13 0.100 -0.020 0.100 -0.020 -0.000 -0.000 0.000 0.000 0.100 -0.020 -0.000 -0.000 0.370 -0.093 0.067 -0.018 0.046 -0.010 -0.097 0.027 -0.134 0.037 -0.093 0.021 0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW14 -0.020 0.025 -0.020 0.025 -0.000 -0.000 0.000 0.000 -0.020 0.025 0.000 -0.000 -0.093 0.103 -0.018 0.018 -0.010 0.013 0.027 -0.023 0.037 -0.035 0.021 -0.025 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW15 0.174 -0.065 -0.000 -0.000 0.174 -0.065 -0.000 -0.000 -0.000 0.000 0.174 -0.065 0.067 -0.018 0.457 -0.143 -0.083 0.023 -0.000 0.000 -0.134 0.037 0.000 0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000
ROW16 -0.065 0.087 -0.000 -0.000 -0.065 0.087 -0.000 -0.000 -0.000 0.000 -0.065 0.087 -0.018 0.018 -0.143 0.152 0.023 -0.024 0.000 0.000 0.037 -0.035 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW17 0.125 -0.031 0.062 -0.015 0.062 -0.015 0.125 -0.031 -0.000 -0.000 0.125 -0.031 0.046 -0.010 -0.083 0.023 0.336 -0.087 0.000 0.000 -0.000 -0.000 -0.093 0.021 -0.000 -0.000 0.125 -0.031 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW18 -0.031 0.038 -0.015 0.019 -0.015 0.019 -0.031 0.038 0.000 -0.000 -0.031 0.038 -0.010 0.013 0.023 -0.024 -0.087 0.098 0.000 0.000 0.000 0.000 0.021 -0.025 0.000 0.000 -0.031 0.038 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW19 0.125 -0.031 0.062 -0.015 0.062 -0.015 0.125 -0.031 -0.000 0.000 0.125 -0.031 -0.097 0.027 -0.000 -0.000 0.000 -0.000 0.318 -0.084 -0.000 0.000 0.000 0.000 0.125 -0.031 0.000 0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW20 -0.031 0.038 -0.015 0.019 -0.015 0.019 -0.031 0.038 0.000 -0.000 -0.031 0.038 0.027 -0.023 0.000 -0.000 0.000 0.000 -0.084 0.085 0.000 -0.000 -0.000 0.000 -0.031 0.038 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
ROW21 0.125 -0.031 0.062 -0.015 0.062 -0.015 0.125 -0.031 0.125 -0.031 -0.000 -0.000 -0.134 0.037 -0.134 0.037 -0.000 -0.000 -0.000 -0.000 0.392 -0.104 -0.000 -0.000 0.125 -0.031 0.125 -0.031 0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000
ROW22 -0.031 0.038 -0.015 0.019 -0.015 0.019 -0.031 0.038 -0.031 0.038 0.000 0.000 0.037 -0.035 0.037 -0.035 0.000 0.000 -0.000 -0.000 -0.104 0.109 -0.000 -0.000 -0.031 0.038 -0.031 0.038 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW23 0.086 -0.023 0.064 -0.017 0.021 -0.006 0.043 -0.011 0.086 -0.023 0.000 0.000 -0.093 0.021 0.000 0.000 -0.093 0.021 -0.000 -0.000 0.000 -0.000 0.271 -0.064 0.043 -0.011 -0.000 -0.000 0.043 -0.011 0.000 0.000 0.000 0.000 0.000 0.000
ROW24 -0.023 0.027 -0.017 0.021 -0.006 0.007 -0.011 0.014 -0.023 0.027 -0.000 -0.000 0.021 -0.025 0.000 -0.000 0.021 -0.025 -0.000 -0.000 -0.000 0.000 -0.064 0.078 -0.011 0.014 0.000 0.000 -0.011 0.014 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000
ROW25 0.292 -0.073 0.157 -0.039 0.135 -0.033 0.270 -0.067 0.167 -0.042 0.125 -0.031 -0.000 0.000 -0.000 0.000 -0.000 -0.000 0.125 -0.031 0.125 -0.031 0.043 -0.011 0.676 -0.219 0.211 -0.063 0.108 -0.038 -0.116 0.043 -0.174 0.065 -0.174 0.065
ROW26 -0.073 0.090 -0.039 0.049 -0.033 0.042 -0.067 0.083 -0.042 0.052 -0.031 0.038 0.000 0.000 0.000 -0.000 0.000 0.000 -0.031 0.038 -0.031 0.038 -0.011 0.014 -0.219 0.286 -0.063 0.082 -0.038 0.050 0.043 -0.058 0.065 -0.087 0.065 -0.087
ROW27 0.249 -0.061 0.125 -0.031 0.125 -0.031 0.249 -0.061 0.125 -0.031 0.125 -0.031 0.000 -0.000 0.000 -0.000 0.125 -0.031 -0.000 -0.000 0.125 -0.031 -0.000 0.000 0.211 -0.063 0.568 -0.181 -0.116 0.043 -0.000 -0.000 -0.174 0.065 -0.000 -0.000
ROW28 -0.061 0.077 -0.031 0.038 -0.031 0.038 -0.061 0.077 -0.031 0.038 -0.031 0.038 0.000 0.000 0.000 0.000 -0.031 0.038 0.000 -0.000 -0.031 0.038 -0.000 -0.000 -0.063 0.082 -0.181 0.236 0.043 -0.058 -0.000 -0.000 0.065 -0.087 -0.000 0.000
ROW29 0.043 -0.011 0.032 -0.009 0.011 -0.003 0.021 -0.006 0.043 -0.011 0.000 0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 0.000 -0.000 0.043 -0.011 0.108 -0.038 -0.116 0.043 0.340 -0.125 0.000 0.000 0.000 0.000 -0.174 0.065
ROW30 -0.011 0.014 -0.009 0.010 -0.003 0.003 -0.006 0.007 -0.011 0.014 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.011 0.014 -0.038 0.050 0.043 -0.058 -0.125 0.166 -0.000 -0.000 -0.000 -0.000 0.065 -0.087
ROW31 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 -0.116 0.043 0.000 0.000 0.000 0.000 0.232 -0.087 -0.000 -0.000 -0.000 -0.000
ROW32 0.000 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 -0.000 0.000 0.043 -0.058 -0.000 -0.000 -0.000 -0.000 -0.087 0.116 0.000 0.000 0.000 0.000
ROW33 0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 -0.000 0.000 -0.174 0.065 -0.174 0.065 0.000 -0.000 -0.000 -0.000 0.348 -0.130 -0.000 -0.000
ROW34 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 -0.000 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 0.000 -0.000 0.000 -0.000 0.065 -0.087 0.065 -0.087 -0.000 -0.000 0.000 0.000 -0.130 0.174 0.000 0.000
ROW35 0.000 0.000 0.000 -0.000 0.000 0.000 -0.000 -0.000 -0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 -0.000 0.000 -0.000 0.000 -0.000 -0.000 0.000 -0.000 -0.174 0.065 -0.000 -0.000 -0.174 0.065 0.000 0.000 0.000 0.000 0.348 -0.130
ROW36 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.065 -0.087 -0.000 0.000 0.065 -0.087 0.000 -0.000 0.000 -0.000 -0.130 0.174

Compute ranklhs = rank of the MME = trace of ginvlhs*lhs

ranklhs
32

Compute yhat = vector of solutions for the MME

yhat
15.50088
133.21356
6.3940859
71.381231
9.1067936
61.832324
3.4454942
8.2696997
11.177092
82.690311
4.3237876
50.523244
-0.179301
0.7880944
0.0685393
-0.569124
0.2045656
-1.559067
-0.274652
1.1924425
0.014705
0.4761102
-0.104925
-1.304071
-0.342017
0.2860482
0.3709011
-0.145977
0.1421249
-0.283095
-0.171009
0.1430241
0.0144419
0.0700355
-0.099946
0.0014765

yhat
15.50
133.21
6.39
71.38
9.11
61.83
3.45
8.27
11.18
82.69
4.32
50.52
-0.18
0.79
0.07
-0.57
0.20
-1.56
-0.27
1.19
0.01
0.48
-0.10
-1.30
-0.34
0.29
0.37
-0.15
0.14
-0.28
-0.17
0.14
0.01
0.07
-0.10
0.00

Compute sesol = standard error of solutions

sesol
1.55
2.90
4.20
7.87
4.13
7.74
4.51
7.51
2.69
4.90
2.59
4.69
3.34
5.80
2.93
6.42
2.86
5.46
2.92
5.56
3.16
6.16
3.26
6.04
2.62
3.81
2.58
3.77
2.76
3.94
2.78
3.95
2.82
4.00
2.81
3.98

Computation of Additive, Nonadditive, and Total Genetic Predictions

Using matrix computations

Define ka = coefficient matrix of direct and maternal additive genetic predictions deviated from B

ka
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0 0 1 0 -1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW2 0 0 0 1 0 -1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW5 0 0 0.5 0 -0.5 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW6 0 0 0 0.5 0 -0.5 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW7 0 0 0.5 0 -0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW8 0 0 0 0.5 0 -0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW9 0 0 0.5 0 -0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW10 0 0 0 0.5 0 -0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW11 0 0 0.75 0 -0.75 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
ROW12 0 0 0 0.75 0 -0.75 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0

ka
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.00 0.00 1.00 0.00 -1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW2 0.00 0.00 0.00 1.00 0.00 -1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW3 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW4 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW5 0.00 0.00 0.50 0.00 -0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW6 0.00 0.00 0.00 0.50 0.00 -0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW7 0.00 0.00 0.50 0.00 -0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW8 0.00 0.00 0.00 0.50 0.00 -0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW9 0.00 0.00 0.50 0.00 -0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW10 0.00 0.00 0.00 0.50 0.00 -0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW11 0.00 0.00 0.75 0.00 -0.75 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW12 0.00 0.00 0.00 0.75 0.00 -0.75 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

Compute kagl = ka*ginvlhs*lhs to check if functions in matrix ka are estimable

(kagl = ka if functions in ka are estimable)

kagl
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.00 -0.00 1.00 0.00 -1.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 1.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW2 0.00 -0.00 0.00 1.00 -0.00 -1.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 1.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW3 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 1.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW4 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW5 0.00 0.00 0.50 -0.00 -0.50 0.00 -0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW6 0.00 0.00 -0.00 0.50 0.00 -0.50 -0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW7 0.00 -0.00 0.50 -0.00 -0.50 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW8 0.00 0.00 0.00 0.50 0.00 -0.50 -0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 1.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW9 0.00 -0.00 0.50 -0.00 -0.50 -0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 0.00 0.00 1.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00
ROW10 0.00 -0.00 0.00 0.50 -0.00 -0.50 0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 0.00 1.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00
ROW11 0.00 -0.00 0.75 -0.00 -0.75 0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 -0.00 1.00 0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW12 0.00 -0.00 0.00 0.75 -0.00 -0.75 0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 0.00 -0.00 0.00 1.00 0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00

difkaglka
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW2 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW3 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW4 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW5 0.00 0.00 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW6 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW7 0.00 -0.00 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW8 0.00 0.00 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW9 0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00
ROW10 0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 0.00 -0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00
ROW11 0.00 -0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW12 0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00

Compute uaka = vector of multibreed additive genetic predictions

uaka
-2.89
10.34
0.07
-0.57
-1.15
3.22
-1.63
5.97
-1.34
5.25
-2.14
5.86

Compute vepuaka = matrix of variance of errors of additive genetic predictions

vepuaka
61.69 58.05 10.85 14.11 30.74 30.34 27.72 26.04 41.06 41.03 47.35 45.35
58.05 222.24 14.13 51.76 30.35 115.08 26.01 100.19 41.08 155.58 45.32 172.04
10.85 14.13 8.61 11.26 8.88 11.49 6.05 8.11 9.71 12.65 9.92 12.91
14.11 51.76 11.26 41.23 11.49 42.04 8.10 29.78 12.64 46.32 12.89 47.32
30.74 30.35 8.88 11.49 24.91 25.03 15.54 15.89 22.58 23.81 27.44 27.42
30.34 115.08 11.49 42.04 25.03 92.93 15.88 60.30 23.82 89.22 27.40 102.38
27.72 26.01 6.05 8.10 15.54 15.88 18.78 18.54 19.32 19.59 22.10 21.38
26.04 100.19 8.11 29.78 15.89 60.30 18.54 70.14 19.63 74.52 21.39 81.35
41.06 41.08 9.71 12.64 22.58 23.82 19.32 19.63 32.80 34.54 32.95 33.64
41.03 155.58 12.65 46.32 23.81 89.22 19.59 74.52 34.54 129.24 33.57 126.54
47.35 45.32 9.92 12.89 27.44 27.40 22.10 21.39 32.95 33.57 43.07 41.21
45.35 172.04 12.91 47.32 27.42 102.38 21.38 81.35 33.64 126.54 41.21 157.07

Compute sepuaka = vector of standard errors of additive genetic predictions

sepuaka
7.85
14.91
2.93
6.42
4.99
9.64
4.33
8.37
5.73
11.37
6.56
12.53

Define kn = coefficient matrix of direct and maternal nonadditive genetic predictions

Assume that males will be mated to (1/2A 1/2B) females and viceversa

kn
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0
ROW2 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0
ROW3 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0
ROW4 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0
ROW5 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0
ROW6 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0
ROW7 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0
ROW8 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0
ROW9 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0
ROW10 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0
ROW11 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0
ROW12 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5

kn
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW2 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW3 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW4 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW5 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW6 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00
ROW7 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00
ROW8 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00
ROW9 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00
ROW10 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00
ROW11 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00
ROW12 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50

Compute kngl = kn*ginvlhs*lhs to check if functions in matrix kn are estimable

(kngl = kn if functions in kn are estimable)

kngl
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.50 0.00 -0.00 0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW2 -0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.50 -0.00 0.00 -0.00 0.00 0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00
ROW3 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.50 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW4 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.50 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW5 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.50 0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW6 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.50 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW7 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.50 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00 -0.00 -0.00
ROW8 -0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.50 -0.00 0.00 -0.00 0.00 0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00 0.00
ROW9 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.50 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00
ROW10 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.50 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.50 -0.00 -0.00
ROW11 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.50 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.50 -0.00
ROW12 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.50 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.50

difknglkn
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW2 -0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 0.00 0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00
ROW3 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW4 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW5 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW6 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW7 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW8 -0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 0.00 0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00
ROW9 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW10 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW11 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW12 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00

Compute uakn = vector of multibreed nonadditive genetic predictions

uakn
1.55
4.28
1.91
4.06
1.79
3.99
1.64
4.21
1.73
4.17
1.67
4.14

Compute vepuakn = matrix of variance of errors of nonadditive genetic predictions

vepuakn
3.77 3.18 2.39 2.08 2.95 2.52 3.67 3.09 3.08 2.63 3.36 2.85
3.18 11.77 2.07 8.48 2.51 9.79 3.09 11.45 2.63 10.13 2.84 10.78
2.39 2.07 3.82 3.16 3.75 3.11 3.01 2.54 3.11 2.62 3.07 2.59
2.08 8.48 3.16 11.60 3.11 11.42 2.54 9.78 2.62 10.04 2.59 9.95
2.95 2.51 3.75 3.11 5.48 4.41 3.64 3.03 3.35 2.81 4.21 3.46
2.52 9.79 3.11 11.42 4.41 14.96 3.03 11.19 2.81 10.60 3.46 12.38
3.67 3.09 3.01 2.54 3.64 3.03 5.50 4.45 3.34 2.82 3.65 3.06
3.09 11.45 2.54 9.78 3.03 11.19 4.45 15.03 2.81 10.61 3.06 11.32
3.08 2.63 3.11 2.62 3.35 2.81 3.34 2.81 4.09 3.37 3.22 2.72
2.63 10.13 2.62 10.04 2.81 10.60 2.82 10.61 3.37 12.08 2.72 10.37
3.36 2.84 3.07 2.59 4.21 3.46 3.65 3.06 3.22 2.72 4.79 3.90
2.85 10.78 2.59 9.95 3.46 12.38 3.06 11.32 2.72 10.37 3.90 13.58

Compute sepuakn = vector of standard errors of nonadditive genetic predictions

sepuakn
1.94
3.43
1.95
3.41
2.34
3.87
2.34
3.88
2.02
3.48
2.19
3.68

Define kt = coefficient matrix of total direct and maternal genetic predictions

Assume that males will be mated to (1/2A 1/2B) females and viceversa

kt
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0 0 1 0 -1 0 0.5 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0
ROW2 0 0 0 1 0 -1 0 0.5 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0
ROW3 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0
ROW4 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0
ROW5 0 0 0.5 0 -0.5 0 0.5 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0
ROW6 0 0 0 0.5 0 -0.5 0 0.5 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0
ROW7 0 0 0.5 0 -0.5 0 0.5 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0
ROW8 0 0 0 0.5 0 -0.5 0 0.5 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0
ROW9 0 0 0.5 0 -0.5 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0
ROW10 0 0 0 0.5 0 -0.5 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0
ROW11 0 0 0.75 0 -0.75 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0
ROW12 0 0 0 0.75 0 -0.75 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0.5

kt
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.00 0.00 1.00 0.00 -1.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW2 0.00 0.00 0.00 1.00 0.00 -1.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW3 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW4 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW5 0.00 0.00 0.50 0.00 -0.50 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW6 0.00 0.00 0.00 0.50 0.00 -0.50 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00
ROW7 0.00 0.00 0.50 0.00 -0.50 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00
ROW8 0.00 0.00 0.00 0.50 0.00 -0.50 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00
ROW9 0.00 0.00 0.50 0.00 -0.50 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00
ROW10 0.00 0.00 0.00 0.50 0.00 -0.50 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00
ROW11 0.00 0.00 0.75 0.00 -0.75 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00
ROW12 0.00 0.00 0.00 0.75 0.00 -0.75 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50

Compute ktgl = kt*ginvlhs*lhs to check if functions in matrix kt are estimable

(ktgl = kt if functions in kt are estimable)

ktgl
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.00 -0.00 1.00 0.00 -1.00 -0.00 0.50 0.00 0.00 -0.00 -0.00 -0.00 1.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.50 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW2 -0.00 -0.00 0.00 1.00 -0.00 -1.00 0.00 0.50 0.00 -0.00 -0.00 -0.00 -0.00 1.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW3 0.00 0.00 0.00 -0.00 0.00 0.00 0.50 -0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 1.00 -0.00 0.00 0.00 0.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW4 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 0.50 -0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW5 0.00 0.00 0.50 -0.00 -0.50 0.00 0.50 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW6 0.00 0.00 -0.00 0.50 0.00 -0.50 -0.00 0.50 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00 0.00 0.00
ROW7 -0.00 -0.00 0.50 -0.00 -0.50 0.00 0.50 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 1.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 -0.00 -0.00 0.00
ROW8 0.00 0.00 0.00 0.50 0.00 -0.50 -0.00 0.50 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 1.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.50 0.00 0.00 0.00 0.00
ROW9 0.00 -0.00 0.50 0.00 -0.50 -0.00 0.50 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 1.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.50 -0.00 -0.00 -0.00
ROW10 0.00 -0.00 0.00 0.50 -0.00 -0.50 0.00 0.50 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 1.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.50 -0.00 -0.00
ROW11 0.00 -0.00 0.75 -0.00 -0.75 0.00 0.50 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.00 1.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.50 0.00
ROW12 0.00 -0.00 0.00 0.75 -0.00 -0.75 0.00 0.50 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 0.00 1.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.50

difktglkt
  COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12 COL13 COL14 COL15 COL16 COL17 COL18 COL19 COL20 COL21 COL22 COL23 COL24 COL25 COL26 COL27 COL28 COL29 COL30 COL31 COL32 COL33 COL34 COL35 COL36
ROW1 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW2 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00
ROW3 0.00 0.00 0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW4 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW5 0.00 0.00 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW6 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW7 -0.00 -0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00
ROW8 0.00 0.00 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW9 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00
ROW10 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00
ROW11 0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 0.00 0.00 0.00 0.00 0.00
ROW12 0.00 -0.00 0.00 0.00 -0.00 -0.00 0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 0.00 0.00 -0.00 -0.00 -0.00 0.00 -0.00 0.00 -0.00 0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 -0.00 0.00 -0.00 -0.00 -0.00

Compute uakt = vector of multibreed total genetic predictions

uakt
-1.34
14.61
1.98
3.49
0.64
7.21
0.01
10.17
0.39
9.42
-0.47
9.99

Compute vepuakt = matrix of variance of errors of total genetic predictions

vepuakt
60.84 58.12 11.06 14.81 28.71 29.08 25.29 24.28 39.48 40.09 45.77 44.65
58.12 213.02 14.72 50.78 29.03 104.33 24.30 88.12 40.07 145.51 44.58 162.03
11.06 14.72 12.95 15.19 9.62 12.23 7.83 9.76 10.60 13.47 10.56 13.71
14.81 50.78 15.19 56.12 12.28 43.80 9.77 33.85 13.51 47.99 13.76 48.42
28.71 29.03 9.62 12.28 23.32 23.65 14.24 14.82 20.73 22.27 25.36 25.88
29.08 104.33 12.23 43.80 23.65 84.35 14.83 52.46 22.27 79.84 25.89 92.46
25.29 24.30 7.83 9.77 14.24 14.83 18.36 17.89 17.73 18.24 20.12 19.91
24.28 88.12 9.76 33.85 14.82 52.46 17.89 63.12 18.23 65.51 19.89 71.44
39.48 40.07 10.60 13.51 20.73 22.27 17.73 18.23 32.15 33.85 31.24 32.37
40.09 145.51 13.47 47.99 22.27 79.84 18.24 65.51 33.85 121.90 32.34 117.16
45.77 44.58 10.56 13.76 25.36 25.89 20.12 19.89 31.24 32.34 42.03 40.69
44.65 162.03 13.71 48.42 25.88 92.46 19.91 71.44 32.37 117.16 40.69 148.97

Compute sepuakt = vector of standard errors of total genetic predictions

sepuakt
7.80
14.60
3.60
7.49
4.83
9.18
4.29
7.94
5.67
11.04
6.48
12.21