Dear Arthur, I have done a multivariate analysis to obtain LSMs and variances within groups. But there were always sigularities in the .asr file and I don't know how to deal with them. When the variables increase, the singularities increase as well. Would you please check the results for me and give some instructions. Thanks a lot! Cheers Wenhua
Variance of Variance components 16 0.437334E-02 -0.342445E-02 1.82470 -0.347146E-02 0.263616 0.545838 -0.351235E-02 0.396395E-01 0.152770 0.603164 -0.436998E-02 -0.395059 -0.110905 -0.212881E-01 0.427814 -0.441397E-02 -0.542196E-01 -0.123428 -0.947454E-01 0.777604E-01 0.230760 -0.531778E-02 0.906498E-01 0.416236E-01 0.206906E-01 -0.160299 -0.652991E-01 0.323717 -0.405141E-02 -0.190991 -0.127226 -0.306375E-01 0.961251E-01 0.397507E-01 -0.258912E-01 0.195481 -0.409284E-02 -0.249894E-01 -0.694428E-01 -0.131040 0.234016E-01 0.559810E-01 -0.787014E-02 0.420862E-01 0.122557 -0.499593E-02 0.459573E-01 0.386603E-01 0.262555E-01 -0.505623E-01 -0.497997E-01 0.658654E-01 -0.422870E-01 -0.210614E-01 0.870028E-01 -0.467432E-02 0.241552E-01 0.286565E-01 0.339731E-01 -0.101274E-01 -0.130674E-01 0.172741E-01 -0.340392E-01 -0.417961E-01 0.337712E-01 0.766966E-01 -0.272810E-02 0.268562 0.818926E-01 0.192756E-01 -0.102676 -0.219940E-01 0.359177E-01 -0.130389 -0.212494E-01 0.366877E-01 0.279320E-01 0.220284 -0.277426E-02 0.402837E-01 0.873894E-01 0.721191E-01 -0.208328E-01 -0.467067E-01 0.174473E-01 -0.316447E-01 -0.732566E-01 0.239254E-01 0.333163E-01 0.391210E-01 0.119781 -0.367515E-02 -0.553217E-01 -0.229492E-01 -0.849078E-02 0.759027E-01 0.363867E-01 -0.585593E-01 0.397032E-01 0.194135E-01 -0.507696E-01 -0.142527E-01 -0.524102E-01 -0.215665E-01 0.921211E-01 -0.335425E-02 -0.255507E-01 -0.209057E-01 -0.130188E-01 0.218234E-01 0.178286E-01 -0.775674E-02 0.421866E-01 0.303968E-01 -0.204197E-01 -0.432895E-01 -0.363268E-01 -0.313588E-01 0.280469E-01 0.572520E-01 -0.203618E-02 0.409407E-01 0.195586E-01 0.957549E-02 -0.203256E-01 -0.858321E-02 0.144138E-01 -0.326588E-01 -0.141751E-01 0.215678E-01 0.326631E-01 0.596965E-01 0.278515E-01 -0.316879E-01 -0.500857E-01 0.877190E-01
ASREML [10 Sep 1999] Learning Asreml
07 Dec 1999 12:24:03.263 8.00 Mbyte wool
QUALIFIERS: !skip 1 !maxit 10
Reading Wool.dat FREE FORMAT skipping 1 lines
Multivariate analysis of Yield MFD Bulk Y
Multivariate analysis of Y-Z
Using 125 records [of 125 read from 125 lines of Wool.dat ]
Model term Size Type COL Minimum Mean Maximum #zero #miss
1 Tag 150 Factor 1 1 47.0400 106 0 0
2 Breed 4 Factor 2 1 2.4240 4 0 0
3 Age 2 Factor 3 2 2.4000 3 0 0
4 Yield 1 Variate 4 69.10 79.31 88.60 0 1
5 MFD 1 Variate 5 26.00 32.57 40.90 0 1
6 SD 1 Covariat 6 4.950 7.122 9.540 0 1
7 CV 1 Covariat 7 16.60 21.90 29.00 0 1
8 Medu 1 Covariat 8 0.2000 0.8339 7.400 0 1
9 MFDofMed 1 Covariat 9 24.60 37.98 48.40 0 1
10 Curv 1 Covariat 10 47.50 65.58 94.50 0 1
11 Bulk 1 Variate 11 21.00 25.44 33.00 0 1
12 Y 1 Variate 12 61.63 66.99 70.53 0 1
13 Y-Z 1 Variate 13 1.270 3.761 12.70 0 1
14 Trait 5 Traits/Variat
15 Tr.Age 10 Interaction 14 Trait : 5 3 Age : 2
16 Tr.Breed 20 Interaction 14 Trait : 5 2 Breed : 4
125 identity
5 US=UnStr 10.57 2.12 6.28 -1.09 -0.16 3.16 -0.43 -0.73
0.38 1.47 0.38 0.15 -0.44 -0.67 1.60
625 records assumed sorted 5 within 125
Forming 185 equations: 35 dense
Initial updates will be shrunk by factor 0.548
NOTICE: 54 (more) singularities,
LogL=-726.948 S2= 1.0000 600 df 0.1000 1.000 10.57
2.121 6.284 -1.091 -0.1635 3.162 -0.4252 -0.7256
0.3825 1.474 0.3756 0.1487 -0.4367 -0.6683 1.600
LogL=-712.789 S2= 1.0000 600 df 0.7803E-01 1.000 9.826
1.317 5.712 -1.653 -0.5965 3.551 -0.6952 -1.050
0.4538 1.601 0.8133 0.2947 -0.5863 -0.9519 1.753
LogL=-708.617 S2= 1.0000 600 df 0.7486E-01 1.000 10.08
1.294 5.805 -2.145 -0.9186 4.069 -1.001 -1.294
0.6285 1.859 1.266 0.5168 -0.8048 -1.270 2.043
LogL=-708.298 S2= 1.0000 600 df 0.7447E-01 1.000 10.33
1.422 5.903 -2.332 -1.035 4.259 -1.161 -1.393
0.7315 1.985 1.445 0.6215 -0.9211 -1.405 2.191
LogL=-708.295 S2= 1.0000 600 df 0.7449E-01 1.000 10.36
1.435 5.912 -2.349 -1.046 4.273 -1.177 -1.403
0.7435 1.997 1.463 0.6325 -0.9342 -1.418 2.206
Final parameter values 0.74478E-01 1.0000 10.356
1.4355 5.9123 -2.3494 -1.0460 4.2729 -1.1775 -1.4035
0.74360 1.9973 1.4632 0.63258 -.93431 -1.4182 2.2057
Source Model terms Gamma Component Comp/SE % C
Tag 150 106 0.744777E-01 0.744777E-01 1.13 0 P
Residual US=UnStr 1 10.3555 10.3555 7.67 0 U
Residual US=UnStr 1 1.43550 1.43550 1.94 0 U
Residual US=UnStr 2 5.91229 5.91229 7.61 0 U
Residual US=UnStr 1 -2.34940 -2.34940 -3.59 0 U
Residual US=UnStr 2 -1.04600 -1.04600 -2.18 0 U
Residual US=UnStr 3 4.27290 4.27290 7.51 0 U
Residual US=UnStr 1 -1.17748 -1.17748 -2.66 0 U
Residual US=UnStr 2 -1.40355 -1.40355 -4.01 0 U
Residual US=UnStr 3 0.743602 0.743602 2.52 0 U
Residual US=UnStr 4 1.99727 1.99727 7.21 0 U
Residual US=UnStr 1 1.46324 1.46324 3.12 0 U
Residual US=UnStr 2 0.632579 0.632579 1.83 0 U
Residual US=UnStr 3 -0.934312 -0.934312 -3.08 0 U
Residual US=UnStr 4 -1.41822 -1.41822 -5.93 0 U
Residual US=UnStr 5 2.20575 2.20575 7.45 0 U
Covariance/Variance/Correlation Matrix US=UnStructu
10.36 0.1835 -0.3532 -0.2589 0.3062
1.435 5.912 -0.2081 -0.4084 0.1752
-2.349 -1.046 4.273 0.2545 -0.3043
-1.177 -1.404 0.7436 1.997 -0.6757
1.463 0.6326 -0.9343 -1.418 2.206
Analysis of Variance DF F-incr F-adj StndErrDiff
14 Trait 5 137849.21 38800.54
15 Tr.Age 5 10.88 8.86
16 Tr.Breed 15 7.97 7.97
Solution Standard Error T-value T-prev
16 Tr.Breed
2 -0.640409 1.56407 -0.41
3 3.05886 0.647480 4.72 2.43
4 2.85563 1.10350 2.59 -0.19
6 3.05716 1.18524 2.58
7 3.86792 0.491304 7.87 0.70
8 4.03772 0.839612 4.81 0.21
10 2.62975 1.01019 2.60
11 0.686940 0.419233 1.64 -1.98
12 0.828837 0.714246 1.16 0.21
14 -0.220620E-01 0.697898 -0.03
15 -0.190711 0.290977 -0.66 -0.25
16 -0.811164 0.494597 -1.64 -1.33
18 -0.696024 0.732070 -0.95
19 -0.314110 0.304978 -1.03 0.54
20 -0.592045 0.518140 -1.14 -0.57
15 Tr.Age
22 1.67319 0.312803 5.35
24 -0.398763E-01 0.236717 -0.17
26 -0.254466 0.201514 -1.26
28 0.275843 0.138542 1.99
30 -0.262696 0.145450 -1.81
14 Trait
31 77.0872 0.512341 150.46
32 29.9707 0.389120 77.02 -81.41
33 24.9247 0.332308 75.00 -9.11
34 67.1162 0.231382 290.07 122.01
35 4.06872 0.242383 16.79 -150.29
1 Tag 106 effects fitted
SLOPES FOR LOG(ABS(RES)) on LOG(PV) for Section 1
-3.87 0.60 1.32 1.63 3.14
4 possible outliers: see .res file
Finished: 07 Dec 1999 12:24:21.619 LogL Converged
TAG BREED AGE Yield MFD SD CV Medullation MFDofMed Curvature Bulk Y Y-Z COR1 1 2 81.7 32.32 8.13 25.2 0.4 41.6 71.0 26.0 67.41 1.27 COR10 1 2 77.0 30.18 6.81 22.6 0.2 27.9 68.7 25.0 66.87 4.05 COR11 1 2 75.7 28.23 5.83 20.7 0.4 28.1 82.5 27.5 69.05 3.12 COR12 1 2 77.7 31.00 7.12 23.0 0.5 29.2 62.1 22.5 68.11 2.57 COR13 1 2 79.2 26.84 5.82 21.7 0.7 30.3 81.6 22.9 66.94 4.79 COR14 1 2 81.0 35.96 8.29 23.1 1.0 34.6 56.4 24.0 66.59 3.23 COR15 1 2 76.4 26.23 4.95 18.9 0.3 30.8 76.1 23.3 67.27 2.84 COR16 1 2 80.2 27.56 5.55 20.1 4.4 30.7 62.4 21.5 69.22 3.79 COR17 1 2 77.8 31.68 7.05 22.3 0.7 32.8 62.3 25.8 68.01 3.00 COR18 1 2 77.2 27.48 5.85 21.3 0.4 28.1 77.4 25.3 69.69 2.67 COR19 1 2 79.8 29.71 6.76 22.8 0.5 32.8 70.5 24.0 68.38 2.91 COR2 1 2 76.5 30.32 6.72 22.2 7.4 36.3 68.2 25.0 69.78 3.71 COR20 1 2 77.3 27.69 7.17 25.9 0.5 29.3 72.1 25.0 61.63 12.70 COR3 1 2 83.1 26.66 7.20 27.0 0.9 37.4 76.6 25.0 67.80 5.15 COR4 1 2 77.5 31.41 6.99 22.3 0.3 42.4 64.5 23.3 66.17 4.59 COR5 1 2 81.1 31.98 6.50 20.3 0.4 29.7 66.0 23.3 66.01 3.95 COR6 1 2 77.8 31.31 6.78 21.7 0.5 33.4 66.6 25.3 68.68 4.91 COR7 1 2 73.3 35.78 6.90 19.3 0.4 27.3 56.9 24.5 67.94 2.69 COR8 1 2 72.7 29.58 5.99 20.3 0.3 30.9 81.7 27.5 69.17 1.38 COR9 1 2 75.1 28.98 6.46 22.3 0.6 31.1 67.2 22.8 65.89 4.44 COR10 1 3 78.4 26.20 6.22 23.7 0.3 28.2 81.6 25.3 67.09 5.54 COR11 1 3 78.6 30.31 6.64 21.9 0.4 30.5 77.2 25.4 65.43 5.35 COR12a 1 3 72.9 33.70 6.56 19.5 0.7 40.4 68.7 27.5 65.79 4.03 COR12 1 3 73.8 28.47 6.35 22.3 0.4 34.6 83.5 27.0 65.53 2.95 COR13 1 3 77.0 30.98 7.29 23.5 0.7 33.3 62.0 22.0 65.77 5.28 COR14 1 3 71.9 29.63 5.29 17.9 0.3 35.8 73.1 27.0 68.58 3.03 COR15 1 3 79.2 33.39 6.73 20.2 0.9 39.4 65.9 24.5 64.85 4.62 COR16 1 3 79.2 29.52 7.43 25.2 0.3 24.6 62.5 22.5 64.84 7.02 COR17 1 3 79.9 34.40 6.97 20.3 0.5 37.2 67.9 26.0 67.29 5.62 COR18 1 3 72.9 26.96 6.04 22.4 0.2 28.4 94.5 25.0 68.10 3.12 COR19 1 3 71.2 26.00 7.33 28.2 0.3 32.5 86.9 26.5 68.01 4.13 COR2 1 3 77.3 29.33 7.13 24.3 1.7 39.0 81.1 27.0 67.14 3.48 COR20 1 3 78.7 30.43 6.50 21.4 0.6 34.2 65.0 21.8 66.14 4.45 COR3 1 3 78.3 30.44 5.92 19.4 0.7 32.9 69.8 26.3 67.68 3.63 COR4 1 3 80.1 27.19 5.92 21.8 0.3 28.0 78.4 24.5 67.50 2.58 COR5 1 3 70.4 26.91 6.15 22.9 0.2 31.7 88.4 24.5 68.27 2.87 COR6 1 3 73.1 30.38 7.57 24.9 0.5 35.9 88.8 29.5 67.81 2.57 COR7 1 3 78.9 29.89 5.91 19.8 0.4 35.2 70.6 25.0 69.01 3.39 COR8 1 3 73.4 29.31 5.14 17.5 0.3 31.5 72.3 28.5 66.61 2.29 COR9 1 3 80.3 34.60 9.06 26.2 0.6 42.8 59.7 21.8 62.71 9.15 P16 2 2 79.2 30.84 5.77 18.7 0.6 36.2 70.9 28.8 66.41 3.90 P1673 2 2 78.3 33.90 7.10 20.9 0.7 34.8 63.0 28.0 67.79 2.78 P516 2 2 76.0 35.40 7.80 22.0 0.8 43.8 62.4 26.4 67.16 2.85 P82 2 2 78.9 30.10 5.40 17.9 0.3 31.9 58.6 24.8 67.97 3.22 P00 2 2 78.2 34.70 6.90 19.9 0.7 43.9 70.0 28.5 67.52 2.80 A1 3 3 80.0 34.37 7.96 23.2 0.8 42.0 69.7 25.5 66.30 4.52 A11 3 3 79.1 32.06 7.89 24.6 2.4 41.3 61.6 25.0 66.62 3.78 A14 3 3 79.3 31.11 8.43 27.1 0.7 37.9 72.2 24.5 66.77 4.38 A16 3 3 80.8 38.17 7.17 18.8 1.3 45.3 52.8 25.3 66.00 5.34 A17 3 3 69.1 37.60 6.80 18.1 0.6 46.7 49.9 25.0 64.64 5.11 A21 3 3 80.3 32.37 5.36 16.6 0.6 38.7 61.1 24.5 66.83 4.05 A23 3 3 79.4 36.16 7.85 21.7 1.1 43.0 68.7 27.8 67.38 3.33 A25 3 3 79.8 35.80 9.54 26.6 0.8 41.1 57.1 25.5 65.38 4.64 A26 3 3 75.5 34.50 7.50 21.7 0.6 42.4 54.1 23.3 64.52 3.06 A29 3 3 80.2 36.21 6.85 18.9 0.6 38.9 54.9 25.0 65.52 3.39 A3 3 3 73.2 33.10 8.30 25.1 0.9 41.6 70.2 27.0 68.53 2.90 A31 3 3 77.1 37.83 7.87 20.8 0.5 35.4 54.1 25.0 66.42 3.93 A38 3 3 74.5 33.80 8.40 24.9 0.8 42.1 63.7 26.5 68.22 3.22 A40 3 3 73.7 32.65 6.02 18.4 0.4 37.2 58.4 26.0 66.88 2.44 A41 3 3 74.5 30.29 7.74 25.6 0.6 38.1 89.9 33.0 68.03 2.74 A46 3 3 77.6 32.04 7.50 23.4 0.8 36.8 62.9 27.3 67.40 2.92 A47 3 3 82.2 32.62 7.09 21.7 0.4 37.5 58.0 22.8 66.58 4.34 A53 3 3 78.5 30.60 6.80 22.2 0.7 35.1 89.7 29.0 67.91 3.14 A54 3 3 75.8 34.30 8.40 24.5 1.1 44.4 64.9 26.5 68.48 5.10 A58 3 3 84.8 35.88 7.45 20.8 0.9 42.7 53.0 23.0 64.26 6.12 A62 3 3 77.0 34.50 8.10 23.5 0.9 41.5 51.8 22.0 66.97 3.17 A65 3 3 80.6 36.00 7.40 20.6 0.7 42.6 54.0 24.0 66.83 3.26 A67 3 3 78.4 31.12 7.29 23.4 0.5 44.0 67.7 25.8 67.54 3.63 A70 3 3 82.0 36.50 8.80 24.1 7.4 48.4 58.4 26.5 67.34 5.11 A75 3 3 77.4 28.68 6.55 22.8 0.8 32.6 82.9 29.0 68.40 3.41 A76 3 3 74.2 32.79 8.90 27.1 1.9 39.2 66.1 24.3 68.55 3.38 A79 3 3 82.8 34.90 7.70 22.1 0.7 41.8 56.8 24.0 64.32 7.41 A8 3 3 73.7 35.40 7.34 20.7 1.1 41.7 54.9 26.6 66.47 4.25 A82 3 3 82.4 32.65 7.16 21.9 0.4 33.9 68.8 26.5 65.04 7.76 A9 3 3 73.6 35.06 7.86 22.4 0.9 41.2 70.2 26.3 68.55 2.75 D1 3 2 83.8 36.10 7.80 21.6 0.6 46.8 55.4 24.5 65.58 4.95 D10 3 2 79.9 33.33 5.95 17.9 0.9 37.2 61.2 26.4 66.73 2.74 D13 3 2 86.6 35.02 7.55 21.6 0.5 41.3 60.7 24.5 67.21 6.73 D17 3 2 82.4 30.30 8.80 29.0 0.5 41.0 66.3 23.5 67.79 3.38 D20 3 2 85.8 40.90 9.30 22.7 1.5 45.9 52.4 24.1 64.35 7.44 D22 3 2 82.6 34.52 7.80 22.6 4.9 45.0 60.4 25.0 68.32 3.29 D26 3 2 82.7 32.51 6.71 20.6 0.5 37.6 64.5 24.5 67.35 2.60 D27 3 2 83.6 35.50 7.62 21.5 0.5 39.4 52.1 24.8 67.68 2.54 D28 3 2 77.7 32.40 7.70 23.8 0.5 40.7 50.9 23.5 66.84 3.00 D29 3 2 80.0 33.85 7.45 22.0 0.7 41.8 61.5 26.0 66.32 2.60 D31 3 2 79.5 32.98 6.23 18.9 0.6 38.2 75.0 26.0 69.07 4.09 D33 3 2 78.6 33.36 6.57 19.7 0.3 36.9 65.8 25.3 67.42 2.63 D34 3 2 81.8 36.40 7.22 19.8 0.7 43.2 55.8 24.0 66.90 4.84 D35 3 2 79.8 34.10 7.00 20.5 0.3 41.9 54.4 24.0 69.38 2.51 D36 3 2 79.6 35.29 7.45 21.1 1.0 40.0 47.5 22.6 65.58 3.30 D39 3 2 82.0 33.61 6.29 18.7 0.7 41.9 61.5 24.8 66.62 3.19 D42 3 2 78.9 32.92 6.32 19.2 0.7 42.2 73.6 30.8 67.36 2.65 D43 3 2 78.5 29.80 5.90 19.8 0.6 33.0 80.2 29.8 70.53 1.81 D45 3 2 80.8 35.61 7.30 20.5 0.7 42.2 72.9 32.0 66.00 3.08 D48 3 2 80.9 32.20 6.70 20.8 0.3 41.7 66.7 27.3 67.54 2.76 D49 3 2 84.2 33.42 7.54 22.6 0.5 41.7 70.7 25.1 68.54 3.11 D52 3 2 87.9 36.19 8.27 22.9 0.4 44.3 57.6 25.8 65.70 3.49 D56 3 2 84.4 36.18 7.37 20.4 0.8 41.1 56.7 23.4 65.50 2.89 D59 3 2 80.5 32.75 6.19 18.9 0.5 36.0 62.3 25.3 66.66 3.41 D6 3 2 85.1 32.39 7.04 21.7 0.7 41.1 59.8 23.5 67.22 3.48 D61 3 2 81.4 31.30 5.40 17.3 0.3 36.0 63.9 26.0 67.34 2.40 D66 3 2 84.8 36.03 7.83 21.7 0.3 45.7 59.3 27.0 64.27 3.71 D68 3 2 85.7 32.90 6.90 21.0 0.4 33.5 57.1 24.0 66.81 5.33 D69 3 2 82.4 36.20 8.60 23.8 0.7 43.8 57.9 23.5 66.28 3.24 D7 3 2 86.4 34.80 7.40 21.3 0.4 42.9 55.0 24.0 67.20 2.81 D71 3 2 83.3 29.70 5.90 19.9 0.5 36.0 69.4 26.5 68.93 3.09 D75 3 2 86.5 34.90 7.10 20.3 3.8 42.7 48.4 21.5 68.97 2.50 D77 3 2 82.2 30.13 6.69 22.2 0.3 37.8 77.5 31.1 68.56 3.43 D79 3 2 84.1 34.20 7.90 23.1 0.7 41.8 64.6 27.5 66.01 2.36 D8 3 2 82.5 32.54 6.95 21.4 0.6 37.9 62.6 24.3 67.25 3.85 D81 3 2 74.4 33.02 8.92 27.0 0.6 38.6 63.1 25.3 65.25 5.18 D83 3 2 82.7 30.50 7.10 23.3 0.3 32.6 62.8 24.5 68.20 2.73 C13 4 2 88.6 34.80 6.50 18.7 0.3 40.0 52.1 21.0 64.74 3.88 C15 4 2 83.5 37.01 7.08 19.1 0.6 45.0 56.0 26.3 66.57 3.31 C16 4 2 83.5 * * * * * * * * * C17 4 2 83.4 34.60 8.10 23.4 1.4 38.1 61.0 26.0 69.02 2.60 C25 4 2 80.5 36.68 8.61 23.5 1.6 45.1 63.1 26.8 67.37 2.39 C27 4 2 75.0 32.00 6.50 20.3 0.4 41.8 67.7 27.9 65.55 2.66 C29 4 2 85.1 33.33 7.74 23.2 0.7 40.2 59.3 24.3 66.99 2.94 C37 4 2 76.9 32.65 8.85 27.1 0.6 43.0 69.4 26.0 65.55 3.61 C4 4 2 77.9 30.50 5.43 17.8 0.2 35.8 58.0 24.8 67.02 2.23 C6 4 2 80.6 33.34 7.98 23.9 0.6 36.7 57.2 23.5 67.08 3.76 C7 4 2 84.1 31.60 8.20 25.9 0.4 39.5 74.0 27.0 68.01 3.19 C8 4 2 * 32.24 6.27 19.4 0.7 39.9 58.2 25.0 64.97 3.60 C9 4 2 80.2 38.60 9.10 23.6 1.0 46.2 56.3 27.8 66.30 4.12
ymeans [1:4] {21:22}/2 31
mmeans [5:8] {23:24}/2 32
bmeans [9:12] {25:26}/2 33
yemeans [13:16] {27:28}/2 34
yzmeans [17:20] {29:30}/2 35
'ymeans 1 ' 1.00000 77.92379 0.53568 'ymeans 2 ' 1.00000 77.28338 1.45273 'ymeans 3 ' 1.00000 80.98265 0.41349 'ymeans 4 ' 1.00000 80.77942 0.93906 'mmeans 5 ' 1.00000 29.95076 0.40672 'mmeans 6 ' 1.00000 33.00792 1.10061 'mmeans 7 ' 1.00000 33.81868 0.31324 'mmeans 8 ' 1.00000 33.98848 0.71520 'bmeans 9 ' 1.00000 24.79747 0.34725 'bmeans 10 ' 1.00000 27.42722 0.93787 'bmeans 11 ' 1.00000 25.48441 0.26690 'bmeans 12 ' 1.00000 25.62630 0.60767 'yemeans 13 ' 1.00000 67.25413 0.24153 'yemeans 14 ' 1.00000 67.23206 0.64740 'yemeans 15 ' 1.00000 67.06342 0.18418 'yemeans 16 ' 1.00000 66.44296 0.42035 'yzmeans 17 ' 1.00000 3.93737 0.25306 'yzmeans 18 ' 1.00000 3.24135 0.67920 'yzmeans 19 ' 1.00000 3.62326 0.19324 'yzmeans 20 ' 1.00000 3.34533 0.44029
Covariance/Variance/Correlation matrix of Residuals Section 1
10.232 0.179 -0.365 -0.275 0.301
1.384 5.813 -0.221 -0.431 0.164
-2.393 -1.090 4.189 0.242 -0.327
-1.221 -1.444 0.688 1.930 -0.718
1.407 0.577 -0.979 -1.458 2.137
SLOPES FOR LOG(ABS(RES)) on LOG(PV) for Section 1
-3.87 0.60 1.32 1.63 3.14
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* * * **** ** ****** * **
* * * * ***** ** ****** * ** *
* * **** ***** ** ********* ** * *
* * * ************ ***** ****************** * *
Min Mean Max -9.2819 -0.23330E-02 7.1644 omitting 1 zeros
*
* * * * *
* * * * *
** ** * * * *
* **** ** * * * ***
* **** * ******* ***** * *** *
** ****** ************* ** *** * *
* ******************************** ***** ** *
Min Mean Max -5.2564 -0.20910E-02 6.8514 omitting 1 zeros
*
* *
* * * ** *
* *** ** *
**** *** **** *
******** **** *
******** **** ***** *
** * ************** ***** *
* ********************************** * ** ** * *
Min Mean Max -4.3187 0.34223E-02 7.0521 omitting 1 zeros
**
**
* **
* ** * *
* * *** * *
* * ****** * * *
* ** ****** * ** **
**** ** ************ ***
***** ********************
* * * * ** *************************** *
Min Mean Max -5.7818 0.17151E-02 3.1491 omitting 1 zeros
**
**
** *
** *
** *
** **
** **
******** *
********** **
*************
*************
*************
* ************* * *
******************* * * ** * * * *
Min Mean Max -2.4212 -0.21314E-02 8.8742 omitting 1 zeros
STND RES 13 -0.45 -0.94 0.16 -4.39 7.31
STND RES 40 1.52 1.96 -1.74 -3.06 4.05
STND RES 60 -1.24 -1.53 3.74 0.99 -1.12
STND RES 94 -0.32 0.74 3.50 -0.94 -0.37
Tr.Breed 1.0001 0.000 0.000
Tr.Breed 1.0002 -0.6404 1.564
Tr.Breed 1.0003 3.059 0.6475
Tr.Breed 1.0004 2.856 1.103
Tr.Breed 2.0001 0.000 0.000
Tr.Breed 2.0002 3.057 1.185
Tr.Breed 2.0003 3.868 0.4913
Tr.Breed 2.0004 4.038 0.8396
Tr.Breed 3.0001 0.000 0.000
Tr.Breed 3.0002 2.630 1.010
Tr.Breed 3.0003 0.6869 0.4192
Tr.Breed 3.0004 0.8288 0.7142
Tr.Breed 4.0001 0.000 0.000
Tr.Breed 4.0002 -0.2206E-01 0.6979
Tr.Breed 4.0003 -0.1907 0.2910
Tr.Breed 4.0004 -0.8112 0.4946
Tr.Breed 5.0001 0.000 0.000
Tr.Breed 5.0002 -0.6960 0.7321
Tr.Breed 5.0003 -0.3141 0.3050
Tr.Breed 5.0004 -0.5920 0.5181
Tr.Age 1.0001 0.000 0.000
Tr.Age 1.0002 1.673 0.3128
Tr.Age 2.0001 0.000 0.000
Tr.Age 2.0002 -0.3988E-01 0.2367
Tr.Age 3.0001 0.000 0.000
Tr.Age 3.0002 -0.2545 0.2015
Tr.Age 4.0001 0.000 0.000
Tr.Age 4.0002 0.2758 0.1385
Tr.Age 5.0001 0.000 0.000
Tr.Age 5.0002 -0.2627 0.1454
Trait 1 77.09 0.5123
Trait 2 29.97 0.3891
Trait 3 24.92 0.3323
Trait 4 67.12 0.2314
Trait 5 4.069 0.2424
Tag COR1 -0.1148 0.2367
Tag COR10 0.1969E-01 0.2131
Tag COR11 0.7505E-01 0.2131
Tag COR12 -0.2731 0.2131
Tag COR13 -0.1218 0.2131
Tag COR14 0.8306E-01 0.2131
Tag COR15 -0.2700 0.2131
Tag COR16 0.2942E-01 0.2131
Tag COR17 0.3177 0.2131
Tag COR18 -0.1866E-02 0.2131
Tag COR19 0.6977E-02 0.2131
Tag COR2 0.1934 0.2131
Tag COR20 0.1974E-01 0.2131
Tag COR3 0.1550 0.2131
Tag COR4 -0.1718 0.2131
Tag COR5 -0.1693 0.2131
Tag COR6 0.2637 0.2131
Tag COR7 0.1904 0.2131
Tag COR8 -0.1385 0.2131
Tag COR9 -0.9644E-01 0.2131
Tag COR12a 0.3626E-02 0.2367
Tag P16 -0.4590E-01 0.2431
Tag P1673 0.5830E-01 0.2431
Tag P516 -0.1496E-01 0.2431
Tag P82 -0.6257E-01 0.2431
Tag P00 0.6513E-01 0.2431
Tag A1 0.2306E-01 0.2361
Tag A11 -0.9309E-01 0.2361
Tag A14 -0.5907E-01 0.2361
Tag A16 0.1722 0.2361
Tag A17 -0.9100E-01 0.2361
Tag A21 -0.4189E-01 0.2361
Tag A23 0.1317 0.2361
Tag A25 -0.2605E-01 0.2361
Tag A26 -0.3814 0.2361
Tag A29 -0.1250 0.2361
Tag A3 0.7199E-01 0.2361
Tag A31 0.4714E-01 0.2361
Tag A38 0.8350E-01 0.2361
Tag A40 -0.1815 0.2361
Tag A41 0.8175E-01 0.2361
Tag A46 -0.4199E-01 0.2361
Tag A47 -0.6510E-01 0.2361
Tag A53 0.4060E-01 0.2361
Tag A54 0.3070 0.2361
Tag A58 -0.3783E-01 0.2361
Tag A62 -0.1313 0.2361
Tag A65 -0.2450E-01 0.2361
Tag A67 -0.1900E-01 0.2361
Tag A70 0.2854 0.2361
Tag A75 0.5791E-01 0.2361
Tag A76 0.4943E-01 0.2361
Tag A79 0.7277E-01 0.2361
Tag A8 0.3287E-01 0.2361
Tag A82 0.1790 0.2361
Tag A9 0.9994E-01 0.2361
Tag D1 0.1589E-01 0.2359
Tag D10 -0.1192 0.2359
Tag D13 0.3426 0.2359
Tag D17 -0.8663E-01 0.2359
Tag D20 0.2499 0.2359
Tag D22 0.1174 0.2359
Tag D26 -0.1179 0.2359
Tag D27 0.8006E-02 0.2359
Tag D28 -0.1946 0.2359
Tag D29 -0.1709 0.2359
Tag D31 0.2343 0.2359
Tag D33 -0.8981E-01 0.2359
Tag D34 0.1308 0.2359
Tag D35 0.1053 0.2359
Tag D36 -0.2321 0.2359
Tag D39 -0.1081 0.2359
Tag D42 0.3103E-01 0.2359
Tag D43 0.1796 0.2359
Tag D45 0.4106E-01 0.2359
Tag D48 -0.3346E-01 0.2359
Tag D49 0.1063 0.2359
Tag D52 -0.4596E-01 0.2359
Tag D56 -0.2042 0.2359
Tag D59 -0.1044 0.2359
Tag D6 -0.6365E-01 0.2359
Tag D61 -0.1421 0.2359
Tag D66 -0.1731 0.2359
Tag D68 0.9350E-01 0.2359
Tag D69 -0.9761E-01 0.2359
Tag D7 -0.4029E-01 0.2359
Tag D71 0.7186E-01 0.2359
Tag D75 0.6260E-01 0.2359
Tag D77 0.1822 0.2359
Tag D79 -0.1541 0.2359
Tag D8 -0.1853E-01 0.2359
Tag D81 -0.1226 0.2359
Tag D83 -0.7058E-01 0.2359
Tag C13 -0.1804 0.2384
Tag C15 0.1237 0.2384
Tag C16 0.1346E-01 0.2720
Tag C17 0.2459 0.2384
Tag C25 0.1090 0.2384
Tag C27 -0.1984 0.2384
Tag C29 -0.7068E-02 0.2384
Tag C37 -0.1276 0.2384
Tag C4 -0.1805 0.2384
Tag C6 0.3082E-01 0.2384
Tag C7 0.1378 0.2384
Tag C8 -0.1969 0.2391
Tag C9 0.2302 0.2384
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Tag NA 0.000 0.000
Residual 1 3.054 78.65
Residual 2 2.504 29.82
Residual 3 1.445 24.56
Residual 4 0.1328 67.28
Residual 5 -2.421 3.691
Residual 6 -1.780 78.78
Residual 7 0.2295 29.95
Residual 8 0.3101 24.69
Residual 9 -0.5417 67.41
Residual 10 0.2243 3.826
Residual 11 -3.135 78.84
Residual 12 -1.776 30.01
Residual 13 2.755 24.75
Residual 14 1.583 67.47
Residual 15 -0.7611 3.881
Residual 16 -0.7873 78.49
Residual 17 1.342 29.66
Residual 18 -1.897 24.40
Residual 19 0.9911 67.12
Residual 20 -0.9629 3.533
Residual 21 0.5614 78.64
Residual 22 -2.969 29.81
Residual 23 -1.648 24.55
Residual 24 -0.3302 67.27
Residual 25 1.106 3.684
Residual 26 2.157 78.84
Residual 27 5.946 30.01
Residual 28 -0.7533 24.75
Residual 29 -0.8851 67.48
Residual 30 -0.6591 3.889
Residual 31 -2.090 78.49
Residual 32 -3.431 29.66
Residual 33 -1.100 24.40
Residual 34 0.1480 67.12
Residual 35 -0.6960 3.536
Residual 36 1.410 78.79
Residual 37 -2.400 29.96
Residual 38 -3.200 24.70
Residual 39 1.799 67.42
Residual 40 -0.4544E-01 3.835
Residual 41 -1.278 79.08
Residual 42 1.432 30.25
Residual 43 0.8121 24.99
Residual 44 0.3003 67.71
Residual 45 -1.124 4.124
Residual 46 -1.559 78.76
Residual 47 -2.449 29.93
Residual 48 0.6316 24.67
Residual 49 2.300 67.39
Residual 50 -1.134 3.804
Residual 51 1.033 78.77
Residual 52 -0.2278 29.94
Residual 53 -0.6772 24.68
Residual 54 0.9810 67.40
Residual 55 -0.9030 3.813
Residual 56 -2.454 78.95
Residual 57 0.1957 30.12
Residual 58 0.1363 24.86
Residual 59 2.195 67.59
Residual 60 -0.2895 3.999
Residual 61 -1.480 78.78
Residual 62 -2.261 29.95
Residual 63 0.3100 24.69
Residual 64 -5.782 67.41
Residual 65 8.874 3.826
Residual 66 4.185 78.92
Residual 67 -3.426 30.09
Residual 68 0.1747 24.83
Residual 69 0.2529 67.55
Residual 70 1.189 3.961
Residual 71 -1.089 78.59
Residual 72 1.651 29.76
Residual 73 -1.198 24.50
Residual 74 -1.050 67.22
Residual 75 0.9558 3.634
Residual 76 2.509 78.59
Residual 77 2.218 29.76
Residual 78 -1.201 24.50
Residual 79 -1.213 67.22
Residual 80 0.3133 3.637
Residual 81 -1.224 79.02
Residual 82 1.115 30.19
Residual 83 0.3661 24.93
Residual 84 1.024 67.66
Residual 85 0.8403 4.070
Residual 86 -5.651 78.95
Residual 87 5.659 30.12
Residual 88 -0.3607 24.86
Residual 89 0.3575 67.58
Residual 90 -1.306 3.996
Residual 91 -5.922 78.62
Residual 92 -0.2123 29.79
Residual 93 2.968 24.53
Residual 94 1.916 67.25
Residual 95 -2.287 3.667
Residual 96 -3.564 78.66
Residual 97 -0.8544 29.83
Residual 98 -1.774 24.57
Residual 99 -1.406 67.30
Residual 100 0.7304 3.710
Residual 101 2.966 75.43
Residual 102 -3.830 30.03
Residual 103 0.1011 25.20
Residual 104 0.2299 66.86
Residual 105 1.189 4.351
Residual 106 3.111 75.49
Residual 107 0.2244 30.09
Residual 108 0.1458 25.25
Residual 109 -1.485 66.92
Residual 110 0.9435 4.406
Residual 111 -2.518 75.42
Residual 112 3.686 30.01
Residual 113 2.317 25.18
Residual 114 -1.054 66.84
Residual 115 -0.3050 4.335
Residual 116 -1.341 75.14
Residual 117 -1.267 29.74
Residual 118 2.094 24.91
Residual 119 -1.037 66.57
Residual 120 -1.108 4.058
Residual 121 1.708 75.29
Residual 122 1.091 29.89
Residual 123 -3.057 25.06
Residual 124 -0.9486 66.72
Residual 125 1.070 4.210
Residual 126 -3.597 75.50
Residual 127 -0.4637 30.09
Residual 128 1.738 25.26
Residual 129 1.657 66.92
Residual 130 -1.384 4.414
Residual 131 4.056 75.14
Residual 132 3.649 29.74
Residual 133 -0.4092 24.91
Residual 134 -1.720 66.57
Residual 135 0.5586 4.061
Residual 136 3.757 75.44
Residual 137 -0.5200 30.04
Residual 138 -2.709 25.21
Residual 139 -2.030 66.87
Residual 140 2.659 4.361
Residual 141 4.168 75.73
Residual 142 4.072 30.33
Residual 143 0.5032 25.50
Residual 144 0.1320 67.16
Residual 145 0.9709 4.649
Residual 146 -2.512 75.41
Residual 147 -3.049 30.01
Residual 148 -0.1773 25.18
Residual 149 1.261 66.84
Residual 150 -1.210 4.330
Residual 151 -4.221 75.42
Residual 152 -4.018 30.02
Residual 153 1.314 25.19
Residual 154 1.163 66.85
Residual 155 -0.2084 4.338
Residual 156 1.693 75.61
Residual 157 -0.8740 30.20
Residual 158 1.627 25.37
Residual 159 0.1062 67.03
Residual 160 -1.045 4.525
Residual 161 3.266 75.43
Residual 162 0.3997 30.03
Residual 163 -3.399 25.20
Residual 164 -0.7201 66.86
Residual 165 0.9885E-01 4.351
Residual 166 2.731 75.57
Residual 167 0.2744 30.17
Residual 168 0.9658 25.33
Residual 169 0.6846 67.00
Residual 170 -0.8564 4.486
Residual 171 4.858 75.24
Residual 172 -2.649 29.84
Residual 173 -0.5074 25.01
Residual 174 0.8314 66.67
Residual 175 -1.580 4.160
Residual 176 -4.845 75.24
Residual 177 -2.931 29.84
Residual 178 -0.5099 25.01
Residual 179 1.599 66.67
Residual 180 -1.292 4.162
Residual 181 -2.578 75.68
Residual 182 0.1057 30.27
Residual 183 4.057 25.44
Residual 184 0.7059 67.10
Residual 185 -2.025 4.595
Residual 186 3.296 75.60
Residual 187 -0.3110 30.20
Residual 188 -0.3696 25.37
Residual 189 1.979 67.03
Residual 190 -1.132 4.522
Residual 191 -1.875 75.28
Residual 192 -0.5621 29.87
Residual 193 3.459 25.04
Residual 194 -0.9184E-01 66.70
Residual 195 -1.903 4.193
Residual 196 4.982 75.32
Residual 197 4.686 29.91
Residual 198 -3.283 25.08
Residual 199 -4.034 66.74
Residual 200 4.915 4.235
Residual 201 1.126 78.07
Residual 202 -2.102 32.94
Residual 203 1.546 27.25
Residual 204 -0.9141 67.32
Residual 205 0.8359 3.064
Residual 206 0.1217 78.18
Residual 207 0.8537 33.05
Residual 208 0.6417 27.36
Residual 209 0.3617 67.43
Residual 210 -0.3883 3.168
Residual 211 -2.105 78.11
Residual 212 2.427 32.97
Residual 213 -0.8850 27.29
Residual 214 -0.1950 67.36
Residual 215 -0.2450 3.095
Residual 216 0.8426 78.06
Residual 217 -2.825 32.93
Residual 218 -2.437 27.24
Residual 219 0.6626 67.31
Residual 220 0.1726 3.047
Residual 221 0.1486E-01 78.19
Residual 222 1.647 33.05
Residual 223 1.135 27.37
Residual 224 0.8486E-01 67.44
Residual 225 -0.3751 3.175
Residual 226 1.504 78.50
Residual 227 0.4684 33.90
Residual 228 -0.3892 25.89
Residual 229 -0.3727 66.67
Residual 230 0.4796 4.040
Residual 231 0.7202 78.38
Residual 232 -1.725 33.79
Residual 233 -0.7730 25.77
Residual 234 0.6343E-01 66.56
Residual 235 -0.1442 3.924
Residual 236 0.8862 78.41
Residual 237 -2.709 33.82
Residual 238 -1.307 25.81
Residual 239 0.1794 66.59
Residual 240 0.4218 3.958
Residual 241 2.155 78.65
Residual 242 4.119 34.05
Residual 243 -0.7384 26.04
Residual 244 -0.8219 66.82
Residual 245 1.150 4.190
Residual 246 -9.282 78.38
Residual 247 3.812 33.79
Residual 248 -0.7751 25.78
Residual 249 -1.919 66.56
Residual 250 1.184 3.926
Residual 251 1.869 78.43
Residual 252 -1.467 33.84
Residual 253 -1.324 25.82
Residual 254 0.2222 66.61
Residual 255 0.7458E-01 3.975
Residual 256 0.7954 78.60
Residual 257 2.150 34.01
Residual 258 1.802 26.00
Residual 259 0.5986 66.78
Residual 260 -0.8190 4.149
Residual 261 1.353 78.45
Residual 262 1.948 33.85
Residual 263 -0.3401 25.84
Residual 264 -1.244 66.62
Residual 265 0.6487 3.991
Residual 266 -2.591 78.09
Residual 267 1.003 33.50
Residual 268 -2.185 25.48
Residual 269 -1.748 66.27
Residual 270 -0.5759 3.636
Residual 271 1.852 78.35
Residual 272 2.456 33.75
Residual 273 -0.7412 25.74
Residual 274 -1.005 66.52
Residual 275 -0.5023 3.892
Residual 276 -5.345 78.54
Residual 277 -0.8505 33.95
Residual 278 1.062 25.94
Residual 279 1.808 66.72
Residual 280 -1.189 4.089
Residual 281 -1.420 78.52
Residual 282 3.904 33.93
Residual 283 -0.9133 25.91
Residual 284 -0.2768 66.70
Residual 285 -0.1344 4.064
Residual 286 -4.056 78.56
Residual 287 -0.1620 33.96
Residual 288 0.5504 25.95
Residual 289 1.487 66.73
Residual 290 -0.8808 4.101
Residual 291 -4.591 78.29
Residual 292 -1.047 33.70
Residual 293 0.3154 25.68
Residual 294 0.4119 66.47
Residual 295 -1.396 3.836
Residual 296 -4.055 78.55
Residual 297 -3.670 33.96
Residual 298 7.052 25.95
Residual 299 1.299 66.73
Residual 300 -1.359 4.099
Residual 301 -0.8309 78.43
Residual 302 -1.797 33.84
Residual 303 1.476 25.82
Residual 304 0.7923 66.61
Residual 305 -1.055 3.975
Residual 306 3.792 78.41
Residual 307 -1.193 33.81
Residual 308 -3.001 25.80
Residual 309 -0.4560E-02 66.58
Residual 310 0.3878 3.952
Residual 311 -0.1350E-01 78.51
Residual 312 -3.319 33.92
Residual 313 3.093 25.91
Residual 314 1.220 66.69
Residual 315 -0.9179 4.058
Residual 316 -2.980 78.78
Residual 317 0.1145 34.19
Residual 318 0.3269 26.17
Residual 319 1.523 66.96
Residual 320 0.7757 4.324
Residual 321 6.365 78.44
Residual 322 2.039 33.84
Residual 323 -2.828 25.83
Residual 324 -2.352 66.61
Residual 325 2.141 3.979
Residual 326 -1.342 78.34
Residual 327 0.7527 33.75
Residual 328 -3.735 25.73
Residual 329 0.4516 66.52
Residual 330 -0.7160 3.886
Residual 331 2.152 78.45
Residual 332 2.146 33.85
Residual 333 -1.842 25.84
Residual 334 0.2048 66.63
Residual 335 -0.7328 3.993
Residual 336 -0.5390E-01 78.45
Residual 337 -2.740 33.86
Residual 338 -0.4713E-01 25.85
Residual 339 0.9093 66.63
Residual 340 -0.3683 3.998
Residual 341 3.242 78.76
Residual 342 2.336 34.16
Residual 343 0.3485 26.15
Residual 344 0.4049 66.94
Residual 345 0.8073 4.303
Residual 346 -1.131 78.53
Residual 347 -5.256 33.94
Residual 348 3.076 25.92
Residual 349 1.692 66.71
Residual 350 -0.6652 4.075
Residual 351 -4.322 78.52
Residual 352 -1.138 33.93
Residual 353 -1.616 25.92
Residual 354 1.851 66.70
Residual 355 -0.6867 4.067
Residual 356 4.254 78.55
Residual 357 0.9487 33.95
Residual 358 -1.939 25.94
Residual 359 -2.402 66.72
Residual 360 3.320 4.090
Residual 361 -4.806 78.51
Residual 362 1.489 33.91
Residual 363 0.7010 25.90
Residual 364 -0.2125 66.68
Residual 365 0.1998 4.050
Residual 366 3.748 78.65
Residual 367 -1.408 34.06
Residual 368 0.4548 26.05
Residual 369 -1.789 66.83
Residual 370 3.564 4.196
Residual 371 -4.973 78.57
Residual 372 1.082 33.98
Residual 373 0.3339 25.97
Residual 374 1.800 66.75
Residual 375 -1.367 4.117
Residual 376 1.965 81.84
Residual 377 2.285 33.81
Residual 378 -0.8731 25.37
Residual 379 -1.637 67.22
Residual 380 1.442 3.508
Residual 381 -1.800 81.70
Residual 382 -0.3495 33.68
Residual 383 1.162 25.24
Residual 384 -0.3521 67.08
Residual 385 -0.6327 3.373
Residual 386 4.438 82.16
Residual 387 0.8787 34.14
Residual 388 -1.200 25.70
Residual 389 -0.3339 67.54
Residual 390 2.896 3.834
Residual 391 0.6674 81.73
Residual 392 -3.412 33.71
Residual 393 -1.771 25.27
Residual 394 0.6753 67.11
Residual 395 -0.2529E-01 3.405
Residual 396 3.731 82.07
Residual 397 6.851 34.05
Residual 398 -1.507 25.61
Residual 399 -3.101 67.45
Residual 400 3.698 3.742
Residual 401 0.6633 81.94
Residual 402 0.6038 33.92
Residual 403 -0.4746 25.47
Residual 404 1.001 67.32
Residual 405 -0.3193 3.609
Residual 406 0.9986 81.70
Residual 407 -1.171 33.68
Residual 408 -0.7393 25.24
Residual 409 0.2666 67.08
Residual 410 -0.7740 3.374
Residual 411 1.773 81.83
Residual 412 1.693 33.81
Residual 413 -0.5652 25.37
Residual 414 0.4706 67.21
Residual 415 -0.9599 3.500
Residual 416 -3.925 81.62
Residual 417 -1.204 33.60
Residual 418 -1.663 25.16
Residual 419 -0.1668 67.01
Residual 420 -0.2974 3.297
Residual 421 -1.648 81.65
Residual 422 0.2222 33.63
Residual 423 0.8138 25.19
Residual 424 -0.7104 67.03
Residual 425 -0.7210 3.321
Residual 426 -2.554 82.05
Residual 427 -1.053 34.03
Residual 428 0.4085 25.59
Residual 429 1.634 67.44
Residual 430 0.3638 3.726
Residual 431 -3.129 81.73
Residual 432 -0.3490 33.71
Residual 433 0.3262E-01 25.27
Residual 434 0.3085 67.11
Residual 435 -0.7721 3.402
Residual 436 -0.1501 81.95
Residual 437 2.470 33.93
Residual 438 -1.488 25.49
Residual 439 -0.4322 67.33
Residual 440 1.217 3.623
Residual 441 -2.125 81.92
Residual 442 0.1960 33.90
Residual 443 -1.462 25.46
Residual 444 2.073 67.31
Residual 445 -1.087 3.597
Residual 446 -1.987 81.59
Residual 447 1.723 33.57
Residual 448 -2.525 25.13
Residual 449 -1.389 66.97
Residual 450 0.4017E-01 3.260
Residual 451 0.2888 81.71
Residual 452 -0.8066E-01 33.69
Residual 453 -0.4491 25.25
Residual 454 -0.4732 67.09
Residual 455 -0.1938 3.384
Residual 456 -2.950 81.85
Residual 457 -0.9098 33.83
Residual 458 5.412 25.39
Residual 459 0.1276 67.23
Residual 460 -0.8729 3.523
Residual 461 -3.499 82.00
Residual 462 -4.178 33.98
Residual 463 4.263 25.54
Residual 464 3.149 67.38
Residual 465 -1.861 3.671
Residual 466 -1.060 81.86
Residual 467 1.770 33.84
Residual 468 6.602 25.40
Residual 469 -1.242 67.24
Residual 470 -0.4530 3.533
Residual 471 -0.8858 81.79
Residual 472 -1.565 33.77
Residual 473 1.976 25.32
Residual 474 0.3721 67.17
Residual 475 -0.6985 3.458
Residual 476 2.274 81.93
Residual 477 -0.4850 33.91
Residual 478 -0.3634 25.46
Residual 479 1.232 67.31
Residual 480 -0.4882 3.598
Residual 481 6.127 81.77
Residual 482 2.437 33.75
Residual 483 0.4888 25.31
Residual 484 -1.455 67.16
Residual 485 0.4405E-01 3.446
Residual 486 2.785 81.62
Residual 487 2.585 33.59
Residual 488 -1.753 25.15
Residual 489 -1.497 67.00
Residual 490 -0.3977 3.288
Residual 491 -1.215 81.71
Residual 492 -0.9444 33.69
Residual 493 0.4719E-01 25.25
Residual 494 -0.4370 67.10
Residual 495 0.2248E-01 3.388
Residual 496 3.344 81.76
Residual 497 -1.345 33.74
Residual 498 -1.794 25.29
Residual 499 0.8230E-01 67.14
Residual 500 0.5173E-01 3.428
Residual 501 -0.2771 81.68
Residual 502 -2.357 33.66
Residual 503 0.7849 25.22
Residual 504 0.2808 67.06
Residual 505 -0.9498 3.350
Residual 506 3.154 81.65
Residual 507 2.404 33.63
Residual 508 1.816 25.18
Residual 509 -2.758 67.03
Residual 510 0.3912 3.319
Residual 511 3.787 81.91
Residual 512 -0.9923 33.89
Residual 513 -1.451 25.45
Residual 514 -0.4849 67.29
Residual 515 1.745 3.585
Residual 516 0.6783 81.72
Residual 517 2.499 33.70
Residual 518 -1.760 25.26
Residual 519 -0.8237 67.10
Residual 520 -0.1543 3.394
Residual 521 4.621 81.78
Residual 522 1.042 33.76
Residual 523 -1.317 25.32
Residual 524 0.3893E-01 67.16
Residual 525 -0.6416 3.452
Residual 526 1.409 81.89
Residual 527 -4.171 33.87
Residual 528 1.071 25.43
Residual 529 1.657 67.27
Residual 530 -0.4738 3.564
Residual 531 4.618 81.88
Residual 532 1.039 33.86
Residual 533 -3.920 25.42
Residual 534 1.706 67.26
Residual 535 -1.055 3.555
Residual 536 0.1985 82.00
Residual 537 -3.851 33.98
Residual 538 5.561 25.54
Residual 539 1.176 67.38
Residual 540 -0.2441 3.674
Residual 541 2.435 81.67
Residual 542 0.5553 33.64
Residual 543 2.297 25.20
Residual 544 -1.037 67.05
Residual 545 -0.9778 3.338
Residual 546 0.6993 81.80
Residual 547 -1.240 33.78
Residual 548 -1.039 25.34
Residual 549 0.6718E-01 67.18
Residual 550 0.3766 3.473
Residual 551 -7.297 81.70
Residual 552 -0.6561 33.68
Residual 553 0.6543E-01 25.23
Residual 554 -1.829 67.08
Residual 555 1.811 3.369
Residual 556 0.9513 81.75
Residual 557 -3.228 33.73
Residual 558 -0.7866 25.29
Residual 559 1.069 67.13
Residual 560 -0.6913 3.421
Residual 561 7.164 81.44
Residual 562 1.012 33.79
Residual 563 -4.319 25.32
Residual 564 -1.661 66.40
Residual 565 0.8464 3.034
Residual 566 1.760 81.74
Residual 567 2.918 34.09
Residual 568 0.6772 25.62
Residual 569 -0.1346 66.70
Residual 570 -0.2767E-01 3.338
Residual 571 1.871 81.63
Residual 572 -0.1000E-36 0.000
Residual 573 -0.1000E-36 0.000
Residual 574 -0.1000E-36 0.000
Residual 575 -0.1000E-36 0.000
Residual 576 1.538 81.86
Residual 577 0.3855 34.21
Residual 578 0.2550 25.74
Residual 579 2.193 66.83
Residual 580 -0.8599 3.460
Residual 581 -1.225 81.73
Residual 582 2.602 34.08
Residual 583 1.192 25.61
Residual 584 0.6801 66.69
Residual 585 -0.9330 3.323
Residual 586 -6.418 81.42
Residual 587 -1.770 33.77
Residual 588 2.599 25.30
Residual 589 -0.8325 66.38
Residual 590 -0.3556 3.016
Residual 591 3.491 81.61
Residual 592 -0.6315 33.96
Residual 593 -1.192 25.49
Residual 594 0.4162 66.57
Residual 595 -0.2669 3.207
Residual 596 -4.588 81.49
Residual 597 -1.191 33.84
Residual 598 0.6285 25.37
Residual 599 -0.9033 66.45
Residual 600 0.5236 3.086
Residual 601 -3.535 81.44
Residual 602 -3.288 33.79
Residual 603 -0.5185 25.32
Residual 604 0.6196 66.40
Residual 605 -0.8034 3.033
Residual 606 -1.047 81.65
Residual 607 -0.6594 34.00
Residual 608 -2.030 25.53
Residual 609 0.4683 66.61
Residual 610 0.5152 3.245
Residual 611 2.346 81.75
Residual 612 -2.506 34.11
Residual 613 1.363 25.64
Residual 614 1.291 66.72
Residual 615 -0.1618 3.352
Residual 616 -0.1000E-36 0.000
Residual 617 -1.532 33.77
Residual 618 -0.3022 25.30
Residual 619 -1.414 66.38
Residual 620 0.5829 3.017
Residual 621 -1.646 81.85
Residual 622 4.401 34.20
Residual 623 2.071 25.73
Residual 624 -0.5111 66.81
Residual 625 0.6758 3.444
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