Page 1 of PLOT for Protein for BY group Treatment=1.


Page 1 of PLOT for Protein for BY group Treatment=2.


Page 1 of PLOT for Protein for BY group Treatment=3.


Milk Protein Content Analysis
Multivariate Model

The Mixed Procedure

Model Information
Data Set WORK.MILK
Dependent Variable Protein
Covariance Structure Unstructured
Subject Effect Cow(Treatment)
Estimation Method REML
Residual Variance Method None
Fixed Effects SE Method Prasad-Rao-Jeske-Kackar-Harville
Degrees of Freedom Method Kenward-Roger

Class Level Information
Class Levels Values
Cow 79 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
Treatment 3 1 2 3
Week 19 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19

Dimensions
Covariance Parameters 190
Columns in X 80
Columns in Z 0
Subjects 79
Max Obs Per Subject 19

Number of Observations
Number of Observations Read 1501
Number of Observations Used 1337
Number of Observations Not Used 164

Iteration History
Iteration Evaluations -2 Res Log Like Criterion
0 1 733.47680176  
1 2 586.83922651 13296908336
2 1 373.86373119 0.26179605
3 1 322.69564043 0.19479639
4 1 66.13778684 0.10685576
5 1 -95.35447301 0.06150382
6 1 -194.95930375 0.03633165
7 1 -256.07343179 0.02116720
8 1 -292.36148946 0.01174013
9 1 -312.59927455 0.00591523
10 1 -322.73177019 0.00252867
11 1 -326.99217575 0.00086760
12 1 -328.43239970 0.00026980
13 1 -328.87620749 0.00008268
14 1 -329.01165998 0.00001907
15 1 -329.04126971 0.00000181
16 1 -329.04387045 0.00000002
17 1 -329.04390316 0.00000000

Convergence criteria met.

Estimated R Matrix for Cow(Treatment) 1 1
Row Col1 Col2 Col3 Col4 Col5 Col6 Col7 Col8 Col9 Col10 Col11 Col12 Col13 Col14 Col15 Col16 Col17 Col18 Col19
1 0.1621 0.04831 0.04907 0.03288 0.04387 0.03025 0.02582 0.02804 0.02501 0.01618 0.007152 0.02462 0.02937 0.01017 -0.00854 0.02225 0.01941 0.004659 0.03357
2 0.04831 0.07465 0.03439 0.03584 0.04287 0.02832 0.02743 0.02931 0.03227 0.01719 0.01892 0.006132 0.02545 0.01402 0.006996 0.03929 0.04579 0.01641 0.03299
3 0.04907 0.03439 0.06658 0.03940 0.04970 0.02999 0.02440 0.03529 0.03193 0.009953 0.01421 0.008366 0.01095 0.004287 -0.00073 0.01011 0.02502 0.01803 0.03140
4 0.03288 0.03584 0.03940 0.06456 0.05832 0.04250 0.03684 0.05008 0.03731 0.01721 0.01509 0.003488 0.01494 0.003158 -0.00439 0.01728 0.03614 0.03035 0.03464
5 0.04387 0.04287 0.04970 0.05832 0.1119 0.05234 0.05059 0.07140 0.05736 0.02208 0.01661 0.009470 0.006363 -0.01499 -0.03175 0.01239 0.02271 0.01168 0.05101
6 0.03025 0.02832 0.02999 0.04250 0.05234 0.08662 0.04228 0.05009 0.04255 0.02358 -0.00190 0.003111 0.02266 0.006507 -0.01875 -0.00424 0.02327 0.01066 0.01867
7 0.02582 0.02743 0.02440 0.03684 0.05059 0.04228 0.05822 0.05215 0.04345 0.03526 0.02160 0.01218 0.02216 0.007344 -0.01227 -0.00624 0.01050 0.01091 0.01577
8 0.02804 0.02931 0.03529 0.05008 0.07140 0.05009 0.05215 0.09524 0.06275 0.04658 0.03596 0.02167 0.02796 0.009012 -0.01574 -0.00676 0.02228 0.007974 0.02609
9 0.02501 0.03227 0.03193 0.03731 0.05736 0.04255 0.04345 0.06275 0.08838 0.04611 0.03667 0.02078 0.02528 0.01642 -0.01036 -0.00138 0.01601 0.000559 0.01322
10 0.01618 0.01719 0.009953 0.01721 0.02208 0.02358 0.03526 0.04658 0.04611 0.07787 0.05144 0.03774 0.04093 0.04236 0.01247 -0.00331 0.01717 0.008761 0.002616
11 0.007152 0.01892 0.01421 0.01509 0.01661 -0.00190 0.02160 0.03596 0.03667 0.05144 0.09411 0.05291 0.04938 0.05571 0.05258 0.01049 0.02462 0.02130 -0.00272
12 0.02462 0.006132 0.008366 0.003488 0.009470 0.003111 0.01218 0.02167 0.02078 0.03774 0.05291 0.08081 0.05921 0.06169 0.05370 0.02284 0.01049 0.01634 0.01788
13 0.02937 0.02545 0.01095 0.01494 0.006363 0.02266 0.02216 0.02796 0.02528 0.04093 0.04938 0.05921 0.08294 0.07614 0.06490 0.03117 0.02548 0.03425 0.01882
14 0.01017 0.01402 0.004287 0.003158 -0.01499 0.006507 0.007344 0.009012 0.01642 0.04236 0.05571 0.06169 0.07614 0.1025 0.09242 0.02816 0.02205 0.04239 0.004249
15 -0.00854 0.006996 -0.00073 -0.00439 -0.03175 -0.01875 -0.01227 -0.01574 -0.01036 0.01247 0.05258 0.05370 0.06490 0.09242 0.1348 0.04643 0.01937 0.05525 0.009739
16 0.02225 0.03929 0.01011 0.01728 0.01239 -0.00424 -0.00624 -0.00676 -0.00138 -0.00331 0.01049 0.02284 0.03117 0.02816 0.04643 0.09892 0.05845 0.05096 0.06479
17 0.01941 0.04579 0.02502 0.03614 0.02271 0.02327 0.01050 0.02228 0.01601 0.01717 0.02462 0.01049 0.02548 0.02205 0.01937 0.05845 0.08208 0.05165 0.05569
18 0.004659 0.01641 0.01803 0.03035 0.01168 0.01066 0.01091 0.007974 0.000559 0.008761 0.02130 0.01634 0.03425 0.04239 0.05525 0.05096 0.05165 0.08082 0.05632
19 0.03357 0.03299 0.03140 0.03464 0.05101 0.01867 0.01577 0.02609 0.01322 0.002616 -0.00272 0.01788 0.01882 0.004249 0.009739 0.06479 0.05569 0.05632 0.09921

Estimated R Correlation Matrix for Cow(Treatment) 1 1
Row Col1 Col2 Col3 Col4 Col5 Col6 Col7 Col8 Col9 Col10 Col11 Col12 Col13 Col14 Col15 Col16 Col17 Col18 Col19
1 1.0000 0.4392 0.4724 0.3214 0.3257 0.2553 0.2658 0.2256 0.2090 0.1440 0.05790 0.2151 0.2533 0.07892 -0.05774 0.1757 0.1683 0.04071 0.2647
2 0.4392 1.0000 0.4878 0.5163 0.4691 0.3522 0.4161 0.3476 0.3973 0.2255 0.2257 0.07896 0.3235 0.1603 0.06973 0.4572 0.5850 0.2112 0.3833
3 0.4724 0.4878 1.0000 0.6010 0.5758 0.3949 0.3919 0.4432 0.4163 0.1382 0.1795 0.1141 0.1474 0.05189 -0.00774 0.1245 0.3384 0.2458 0.3864
4 0.3214 0.5163 0.6010 1.0000 0.6862 0.5683 0.6008 0.6386 0.4939 0.2427 0.1936 0.04829 0.2041 0.03882 -0.04706 0.2163 0.4965 0.4201 0.4328
5 0.3257 0.4691 0.5758 0.6862 1.0000 0.5316 0.6268 0.6916 0.5768 0.2365 0.1618 0.09959 0.06604 -0.1399 -0.2585 0.1177 0.2370 0.1228 0.4841
6 0.2553 0.3522 0.3949 0.5683 0.5316 1.0000 0.5953 0.5514 0.4863 0.2871 -0.02105 0.03718 0.2673 0.06905 -0.1735 -0.04585 0.2760 0.1274 0.2014
7 0.2658 0.4161 0.3919 0.6008 0.6268 0.5953 1.0000 0.7003 0.6057 0.5237 0.2918 0.1776 0.3190 0.09506 -0.1385 -0.08227 0.1519 0.1590 0.2075
8 0.2256 0.3476 0.4432 0.6386 0.6916 0.5514 0.7003 1.0000 0.6840 0.5409 0.3798 0.2470 0.3146 0.09121 -0.1389 -0.06960 0.2521 0.09089 0.2684
9 0.2090 0.3973 0.4163 0.4939 0.5768 0.4863 0.6057 0.6840 1.0000 0.5558 0.4021 0.2459 0.2953 0.1725 -0.09492 -0.01471 0.1880 0.006617 0.1411
10 0.1440 0.2255 0.1382 0.2427 0.2365 0.2871 0.5237 0.5409 0.5558 1.0000 0.6009 0.4757 0.5093 0.4742 0.1217 -0.03777 0.2148 0.1104 0.02976
11 0.05790 0.2257 0.1795 0.1936 0.1618 -0.02105 0.2918 0.3798 0.4021 0.6009 1.0000 0.6067 0.5589 0.5672 0.4667 0.1087 0.2801 0.2442 -0.02816
12 0.2151 0.07896 0.1141 0.04829 0.09959 0.03718 0.1776 0.2470 0.2459 0.4757 0.6067 1.0000 0.7233 0.6778 0.5144 0.2554 0.1288 0.2022 0.1997
13 0.2533 0.3235 0.1474 0.2041 0.06604 0.2673 0.3190 0.3146 0.2953 0.5093 0.5589 0.7233 1.0000 0.8257 0.6137 0.3441 0.3088 0.4183 0.2074
14 0.07892 0.1603 0.05189 0.03882 -0.1399 0.06905 0.09506 0.09121 0.1725 0.4742 0.5672 0.6778 0.8257 1.0000 0.7861 0.2797 0.2404 0.4657 0.04214
15 -0.05774 0.06973 -0.00774 -0.04706 -0.2585 -0.1735 -0.1385 -0.1389 -0.09492 0.1217 0.4667 0.5144 0.6137 0.7861 1.0000 0.4021 0.1841 0.5293 0.08420
16 0.1757 0.4572 0.1245 0.2163 0.1177 -0.04585 -0.08227 -0.06960 -0.01471 -0.03777 0.1087 0.2554 0.3441 0.2797 0.4021 1.0000 0.6487 0.5699 0.6540
17 0.1683 0.5850 0.3384 0.4965 0.2370 0.2760 0.1519 0.2521 0.1880 0.2148 0.2801 0.1288 0.3088 0.2404 0.1841 0.6487 1.0000 0.6341 0.6172
18 0.04071 0.2112 0.2458 0.4201 0.1228 0.1274 0.1590 0.09089 0.006617 0.1104 0.2442 0.2022 0.4183 0.4657 0.5293 0.5699 0.6341 1.0000 0.6290
19 0.2647 0.3833 0.3864 0.4328 0.4841 0.2014 0.2075 0.2684 0.1411 0.02976 -0.02816 0.1997 0.2074 0.04214 0.08420 0.6540 0.6172 0.6290 1.0000

Covariance Parameter Estimates
Cov Parm Subject Estimate
UN(1,1) Cow(Treatment) 0.1621
UN(2,1) Cow(Treatment) 0.04831
UN(2,2) Cow(Treatment) 0.07465
UN(3,1) Cow(Treatment) 0.04907
UN(3,2) Cow(Treatment) 0.03439
UN(3,3) Cow(Treatment) 0.06658
UN(4,1) Cow(Treatment) 0.03288
UN(4,2) Cow(Treatment) 0.03584
UN(4,3) Cow(Treatment) 0.03940
UN(4,4) Cow(Treatment) 0.06456
UN(5,1) Cow(Treatment) 0.04387
UN(5,2) Cow(Treatment) 0.04287
UN(5,3) Cow(Treatment) 0.04970
UN(5,4) Cow(Treatment) 0.05832
UN(5,5) Cow(Treatment) 0.1119
UN(6,1) Cow(Treatment) 0.03025
UN(6,2) Cow(Treatment) 0.02832
UN(6,3) Cow(Treatment) 0.02999
UN(6,4) Cow(Treatment) 0.04250
UN(6,5) Cow(Treatment) 0.05234
UN(6,6) Cow(Treatment) 0.08662
UN(7,1) Cow(Treatment) 0.02582
UN(7,2) Cow(Treatment) 0.02743
UN(7,3) Cow(Treatment) 0.02440
UN(7,4) Cow(Treatment) 0.03684
UN(7,5) Cow(Treatment) 0.05059
UN(7,6) Cow(Treatment) 0.04228
UN(7,7) Cow(Treatment) 0.05822
UN(8,1) Cow(Treatment) 0.02804
UN(8,2) Cow(Treatment) 0.02931
UN(8,3) Cow(Treatment) 0.03529
UN(8,4) Cow(Treatment) 0.05008
UN(8,5) Cow(Treatment) 0.07140
UN(8,6) Cow(Treatment) 0.05009
UN(8,7) Cow(Treatment) 0.05215
UN(8,8) Cow(Treatment) 0.09524
UN(9,1) Cow(Treatment) 0.02501
UN(9,2) Cow(Treatment) 0.03227
UN(9,3) Cow(Treatment) 0.03193
UN(9,4) Cow(Treatment) 0.03731
UN(9,5) Cow(Treatment) 0.05736
UN(9,6) Cow(Treatment) 0.04255
UN(9,7) Cow(Treatment) 0.04345
UN(9,8) Cow(Treatment) 0.06275
UN(9,9) Cow(Treatment) 0.08838
UN(10,1) Cow(Treatment) 0.01618
UN(10,2) Cow(Treatment) 0.01719
UN(10,3) Cow(Treatment) 0.009953
UN(10,4) Cow(Treatment) 0.01721
UN(10,5) Cow(Treatment) 0.02208
UN(10,6) Cow(Treatment) 0.02358
UN(10,7) Cow(Treatment) 0.03526
UN(10,8) Cow(Treatment) 0.04658
UN(10,9) Cow(Treatment) 0.04611
UN(10,10) Cow(Treatment) 0.07787
UN(11,1) Cow(Treatment) 0.007152
UN(11,2) Cow(Treatment) 0.01892
UN(11,3) Cow(Treatment) 0.01421
UN(11,4) Cow(Treatment) 0.01509
UN(11,5) Cow(Treatment) 0.01661
UN(11,6) Cow(Treatment) -0.00190
UN(11,7) Cow(Treatment) 0.02160
UN(11,8) Cow(Treatment) 0.03596
UN(11,9) Cow(Treatment) 0.03667
UN(11,10) Cow(Treatment) 0.05144
UN(11,11) Cow(Treatment) 0.09411
UN(12,1) Cow(Treatment) 0.02462
UN(12,2) Cow(Treatment) 0.006132
UN(12,3) Cow(Treatment) 0.008366
UN(12,4) Cow(Treatment) 0.003488
UN(12,5) Cow(Treatment) 0.009470
UN(12,6) Cow(Treatment) 0.003111
UN(12,7) Cow(Treatment) 0.01218
UN(12,8) Cow(Treatment) 0.02167
UN(12,9) Cow(Treatment) 0.02078
UN(12,10) Cow(Treatment) 0.03774
UN(12,11) Cow(Treatment) 0.05291
UN(12,12) Cow(Treatment) 0.08081
UN(13,1) Cow(Treatment) 0.02937
UN(13,2) Cow(Treatment) 0.02545
UN(13,3) Cow(Treatment) 0.01095
UN(13,4) Cow(Treatment) 0.01494
UN(13,5) Cow(Treatment) 0.006363
UN(13,6) Cow(Treatment) 0.02266
UN(13,7) Cow(Treatment) 0.02216
UN(13,8) Cow(Treatment) 0.02796
UN(13,9) Cow(Treatment) 0.02528
UN(13,10) Cow(Treatment) 0.04093
UN(13,11) Cow(Treatment) 0.04938
UN(13,12) Cow(Treatment) 0.05921
UN(13,13) Cow(Treatment) 0.08294
UN(14,1) Cow(Treatment) 0.01017
UN(14,2) Cow(Treatment) 0.01402
UN(14,3) Cow(Treatment) 0.004287
UN(14,4) Cow(Treatment) 0.003158
UN(14,5) Cow(Treatment) -0.01499
UN(14,6) Cow(Treatment) 0.006507
UN(14,7) Cow(Treatment) 0.007344
UN(14,8) Cow(Treatment) 0.009012
UN(14,9) Cow(Treatment) 0.01642
UN(14,10) Cow(Treatment) 0.04236
UN(14,11) Cow(Treatment) 0.05571
UN(14,12) Cow(Treatment) 0.06169
UN(14,13) Cow(Treatment) 0.07614
UN(14,14) Cow(Treatment) 0.1025
UN(15,1) Cow(Treatment) -0.00854
UN(15,2) Cow(Treatment) 0.006996
UN(15,3) Cow(Treatment) -0.00073
UN(15,4) Cow(Treatment) -0.00439
UN(15,5) Cow(Treatment) -0.03175
UN(15,6) Cow(Treatment) -0.01875
UN(15,7) Cow(Treatment) -0.01227
UN(15,8) Cow(Treatment) -0.01574
UN(15,9) Cow(Treatment) -0.01036
UN(15,10) Cow(Treatment) 0.01247
UN(15,11) Cow(Treatment) 0.05258
UN(15,12) Cow(Treatment) 0.05370
UN(15,13) Cow(Treatment) 0.06490
UN(15,14) Cow(Treatment) 0.09242
UN(15,15) Cow(Treatment) 0.1348
UN(16,1) Cow(Treatment) 0.02225
UN(16,2) Cow(Treatment) 0.03929
UN(16,3) Cow(Treatment) 0.01011
UN(16,4) Cow(Treatment) 0.01728
UN(16,5) Cow(Treatment) 0.01239
UN(16,6) Cow(Treatment) -0.00424
UN(16,7) Cow(Treatment) -0.00624
UN(16,8) Cow(Treatment) -0.00676
UN(16,9) Cow(Treatment) -0.00138
UN(16,10) Cow(Treatment) -0.00331
UN(16,11) Cow(Treatment) 0.01049
UN(16,12) Cow(Treatment) 0.02284
UN(16,13) Cow(Treatment) 0.03117
UN(16,14) Cow(Treatment) 0.02816
UN(16,15) Cow(Treatment) 0.04643
UN(16,16) Cow(Treatment) 0.09892
UN(17,1) Cow(Treatment) 0.01941
UN(17,2) Cow(Treatment) 0.04579
UN(17,3) Cow(Treatment) 0.02502
UN(17,4) Cow(Treatment) 0.03614
UN(17,5) Cow(Treatment) 0.02271
UN(17,6) Cow(Treatment) 0.02327
UN(17,7) Cow(Treatment) 0.01050
UN(17,8) Cow(Treatment) 0.02228
UN(17,9) Cow(Treatment) 0.01601
UN(17,10) Cow(Treatment) 0.01717
UN(17,11) Cow(Treatment) 0.02462
UN(17,12) Cow(Treatment) 0.01049
UN(17,13) Cow(Treatment) 0.02548
UN(17,14) Cow(Treatment) 0.02205
UN(17,15) Cow(Treatment) 0.01937
UN(17,16) Cow(Treatment) 0.05845
UN(17,17) Cow(Treatment) 0.08208
UN(18,1) Cow(Treatment) 0.004659
UN(18,2) Cow(Treatment) 0.01641
UN(18,3) Cow(Treatment) 0.01803
UN(18,4) Cow(Treatment) 0.03035
UN(18,5) Cow(Treatment) 0.01168
UN(18,6) Cow(Treatment) 0.01066
UN(18,7) Cow(Treatment) 0.01091
UN(18,8) Cow(Treatment) 0.007974
UN(18,9) Cow(Treatment) 0.000559
UN(18,10) Cow(Treatment) 0.008761
UN(18,11) Cow(Treatment) 0.02130
UN(18,12) Cow(Treatment) 0.01634
UN(18,13) Cow(Treatment) 0.03425
UN(18,14) Cow(Treatment) 0.04239
UN(18,15) Cow(Treatment) 0.05525
UN(18,16) Cow(Treatment) 0.05096
UN(18,17) Cow(Treatment) 0.05165
UN(18,18) Cow(Treatment) 0.08082
UN(19,1) Cow(Treatment) 0.03357
UN(19,2) Cow(Treatment) 0.03299
UN(19,3) Cow(Treatment) 0.03140
UN(19,4) Cow(Treatment) 0.03464
UN(19,5) Cow(Treatment) 0.05101
UN(19,6) Cow(Treatment) 0.01867
UN(19,7) Cow(Treatment) 0.01577
UN(19,8) Cow(Treatment) 0.02609
UN(19,9) Cow(Treatment) 0.01322
UN(19,10) Cow(Treatment) 0.002616
UN(19,11) Cow(Treatment) -0.00272
UN(19,12) Cow(Treatment) 0.01788
UN(19,13) Cow(Treatment) 0.01882
UN(19,14) Cow(Treatment) 0.004249
UN(19,15) Cow(Treatment) 0.009739
UN(19,16) Cow(Treatment) 0.06479
UN(19,17) Cow(Treatment) 0.05569
UN(19,18) Cow(Treatment) 0.05632
UN(19,19) Cow(Treatment) 0.09921

Fit Statistics
-2 Res Log Likelihood -329.0
AIC (smaller is better) 51.0
AICC (smaller is better) 117.6
BIC (smaller is better) 501.2

Null Model Likelihood Ratio Test
DF Chi-Square Pr > ChiSq
189 1062.52 <.0001

Type 3 Tests of Fixed Effects
Effect Num DF Den DF F Value Pr > F
Treatment 2 70.7 10.22 0.0001
Week 18 35.7 8.66 <.0001
Treatment*Week 36 61.5 0.80 0.7594

Type 3 Hotelling-Lawley-McKeon Statistics
Effect Num DF Den DF F Value Pr > F
Week 18 59 10.81 <.0001
Treatment*Week 36 102 1.07 0.3819

Contrasts
Label Num DF Den DF F Value Pr > F
Barley vs Barley+Lupins 1 70.4 5.20 0.0257
Lupins vs Barley+Lupins 1 71 5.22 0.0253
Barley vs Lupins 1 70.7 20.43 <.0001


Milk Protein Content Analysis
Homogeneous Variance Compound Symmetry

The Mixed Procedure

Model Information
Data Set WORK.MILK
Dependent Variable Protein
Covariance Structure Compound Symmetry
Subject Effect Cow(Treatment)
Estimation Method REML
Residual Variance Method Profile
Fixed Effects SE Method Prasad-Rao-Jeske-Kackar-Harville
Degrees of Freedom Method Kenward-Roger

Class Level Information
Class Levels Values
Cow 79 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
Treatment 3 1 2 3
Week 19 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19

Dimensions
Covariance Parameters 2
Columns in X 80
Columns in Z 0
Subjects 79
Max Obs Per Subject 19

Number of Observations
Number of Observations Read 1501
Number of Observations Used 1337
Number of Observations Not Used 164

Iteration History
Iteration Evaluations -2 Res Log Like Criterion
0 1 733.47680176  
1 2 427.52217160 0.00000104
2 1 427.52116565 0.00000000

Convergence criteria met.

Covariance Parameter Estimates
Cov Parm Subject Estimate
CS Cow(Treatment) 0.02833
Residual   0.06261

Fit Statistics
-2 Res Log Likelihood 427.5
AIC (smaller is better) 431.5
AICC (smaller is better) 431.5
BIC (smaller is better) 436.3

Null Model Likelihood Ratio Test
DF Chi-Square Pr > ChiSq
1 305.96 <.0001

Type 3 Tests of Fixed Effects
Effect Num DF Den DF F Value Pr > F
Treatment 2 76.7 9.19 0.0003
Week 18 1206 16.33 <.0001
Treatment*Week 36 1206 0.67 0.9360

Contrasts
Label Num DF Den DF F Value Pr > F
Barley vs Barley+Lupins 1 76.5 3.80 0.0548
Lupins vs Barley+Lupins 1 76.8 5.63 0.0201
Barley vs Lupins 1 76.7 18.29 <.0001


Milk Protein Content Analysis
Homogeneous Variance First-order Autoregressive

The Mixed Procedure

Model Information
Data Set WORK.MILK
Dependent Variable Protein
Covariance Structures Variance Components, Autoregressive
Subject Effect Cow(Treatment)
Estimation Method REML
Residual Variance Method Profile
Fixed Effects SE Method Prasad-Rao-Jeske-Kackar-Harville
Degrees of Freedom Method Kenward-Roger

Class Level Information
Class Levels Values
Cow 79 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
Treatment 3 1 2 3
Week 19 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19

Dimensions
Covariance Parameters 3
Columns in X 80
Columns in Z 79
Subjects 1
Max Obs Per Subject 1501

Number of Observations
Number of Observations Read 1501
Number of Observations Used 1337
Number of Observations Not Used 164

Iteration History
Iteration Evaluations -2 Res Log Like Criterion
0 1 733.47680176  
1 3 126.92018363 0.00008740
2 1 126.83032515 0.00000099
3 1 126.82921389 0.00000000

Convergence criteria met.

Covariance Parameter Estimates
Cov Parm Subject Estimate
Cow(Treatment)   0.01838
AR(1) Cow(Treatment) 0.5646
Residual   0.07662

Fit Statistics
-2 Res Log Likelihood 126.8
AIC (smaller is better) 132.8
AICC (smaller is better) 132.8
BIC (smaller is better) 139.9

Type 3 Tests of Fixed Effects
Effect Num DF Den DF F Value Pr > F
Treatment 2 77.4 9.12 0.0003
Week 18 1074 13.63 <.0001
Treatment*Week 36 1120 0.84 0.7340

Contrasts
Label Num DF Den DF F Value Pr > F
Barley vs Barley+Lupins 1 77 4.06 0.0475
Lupins vs Barley+Lupins 1 77.7 5.27 0.0244
Barley vs Lupins 1 77.4 18.19 <.0001


Milk Protein Content Analysis
Homogeneous Variance Toeplitz

The Mixed Procedure

Model Information
Data Set WORK.MILK
Dependent Variable Protein
Covariance Structure Toeplitz
Subject Effect Cow(Treatment)
Estimation Method REML
Residual Variance Method Profile
Fixed Effects SE Method Prasad-Rao-Jeske-Kackar-Harville
Degrees of Freedom Method Kenward-Roger

Class Level Information
Class Levels Values
Cow 79 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
Treatment 3 1 2 3
Week 19 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19

Dimensions
Covariance Parameters 19
Columns in X 80
Columns in Z 0
Subjects 79
Max Obs Per Subject 19

Number of Observations
Number of Observations Read 1501
Number of Observations Used 1337
Number of Observations Not Used 164

Iteration History
Iteration Evaluations -2 Res Log Like Criterion
0 1 733.47680176  
1 2 47.11318133 0.01947966
2 1 20.44774678 0.00665614
3 1 11.44408368 0.00109281
4 1 10.01603821 0.00005429
5 1 9.95000492 0.00000020
6 1 9.94976484 0.00000000

Convergence criteria met.

Covariance Parameter Estimates
Cov Parm Subject Estimate
TOEP(2) Cow(Treatment) 0.06216
TOEP(3) Cow(Treatment) 0.05374
TOEP(4) Cow(Treatment) 0.04807
TOEP(5) Cow(Treatment) 0.03981
TOEP(6) Cow(Treatment) 0.02696
TOEP(7) Cow(Treatment) 0.01984
TOEP(8) Cow(Treatment) 0.01745
TOEP(9) Cow(Treatment) 0.009548
TOEP(10) Cow(Treatment) 0.005451
TOEP(11) Cow(Treatment) 0.004145
TOEP(12) Cow(Treatment) 0.01370
TOEP(13) Cow(Treatment) 0.01331
TOEP(14) Cow(Treatment) 0.01379
TOEP(15) Cow(Treatment) 0.02167
TOEP(16) Cow(Treatment) 0.01840
TOEP(17) Cow(Treatment) 0.01488
TOEP(18) Cow(Treatment) 0.01211
TOEP(19) Cow(Treatment) 0.01391
Residual   0.09562

Fit Statistics
-2 Res Log Likelihood 9.9
AIC (smaller is better) 47.9
AICC (smaller is better) 48.6
BIC (smaller is better) 93.0

Null Model Likelihood Ratio Test
DF Chi-Square Pr > ChiSq
18 723.53 <.0001

Type 3 Tests of Fixed Effects
Effect Num DF Den DF F Value Pr > F
Treatment 2 76 9.10 0.0003
Week 18 484 18.08 <.0001
Treatment*Week 36 661 0.90 0.6400

Contrasts
Label Num DF Den DF F Value Pr > F
Barley vs Barley+Lupins 1 75.7 4.28 0.0419
Lupins vs Barley+Lupins 1 76.2 5.00 0.0282
Barley vs Lupins 1 76 18.17 <.0001


Milk Protein Content Analysis
Heterogeneous Variance Compound Symmetry

The Mixed Procedure

Model Information
Data Set WORK.MILK
Dependent Variable Protein
Covariance Structure Heterogeneous Compound Symmetry
Subject Effect Cow(Treatment)
Estimation Method REML
Residual Variance Method None
Fixed Effects SE Method Prasad-Rao-Jeske-Kackar-Harville
Degrees of Freedom Method Kenward-Roger

Class Level Information
Class Levels Values
Cow 79 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
Treatment 3 1 2 3
Week 19 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19

Dimensions
Covariance Parameters 20
Columns in X 80
Columns in Z 0
Subjects 79
Max Obs Per Subject 19

Number of Observations
Number of Observations Read 1501
Number of Observations Used 1337
Number of Observations Not Used 164

Iteration History
Iteration Evaluations -2 Res Log Like Criterion
0 1 733.47680176  
1 2 366.76734970 0.00011759
2 1 366.64593128 0.00000052
3 1 366.64541370 0.00000000

Convergence criteria met.

Covariance Parameter Estimates
Cov Parm Subject Estimate
Var(1) Cow(Treatment) 0.1793
Var(2) Cow(Treatment) 0.07249
Var(3) Cow(Treatment) 0.06636
Var(4) Cow(Treatment) 0.05950
Var(5) Cow(Treatment) 0.1076
Var(6) Cow(Treatment) 0.09005
Var(7) Cow(Treatment) 0.05398
Var(8) Cow(Treatment) 0.08647
Var(9) Cow(Treatment) 0.08501
Var(10) Cow(Treatment) 0.07689
Var(11) Cow(Treatment) 0.09706
Var(12) Cow(Treatment) 0.08553
Var(13) Cow(Treatment) 0.08036
Var(14) Cow(Treatment) 0.1107
Var(15) Cow(Treatment) 0.1152
Var(16) Cow(Treatment) 0.1265
Var(17) Cow(Treatment) 0.08503
Var(18) Cow(Treatment) 0.09110
Var(19) Cow(Treatment) 0.1044
CSH Cow(Treatment) 0.3294

Fit Statistics
-2 Res Log Likelihood 366.6
AIC (smaller is better) 406.6
AICC (smaller is better) 407.3
BIC (smaller is better) 454.0

Null Model Likelihood Ratio Test
DF Chi-Square Pr > ChiSq
19 366.83 <.0001

Type 3 Tests of Fixed Effects
Effect Num DF Den DF F Value Pr > F
Treatment 2 76 8.52 0.0005
Week 18 461 10.81 <.0001
Treatment*Week 36 630 0.72 0.8912

Contrasts
Label Num DF Den DF F Value Pr > F
Barley vs Barley+Lupins 1 75.9 3.51 0.0650
Lupins vs Barley+Lupins 1 76.2 5.24 0.0248
Barley vs Lupins 1 76.1 16.95 <.0001


Milk Protein Content Analysis
Heterogeneous Variance First-order Autoregressive

The Mixed Procedure

Model Information
Data Set WORK.MILK
Dependent Variable Protein
Covariance Structures Variance Components, Heterogeneous Autoregressive
Subject Effect Cow(Treatment)
Estimation Method REML
Residual Variance Method None
Fixed Effects SE Method Prasad-Rao-Jeske-Kackar-Harville
Degrees of Freedom Method Kenward-Roger

Class Level Information
Class Levels Values
Cow 79 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
Treatment 3 1 2 3
Week 19 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19

Dimensions
Covariance Parameters 21
Columns in X 80
Columns in Z 79
Subjects 1
Max Obs Per Subject 1501

Number of Observations
Number of Observations Read 1501
Number of Observations Used 1337
Number of Observations Not Used 164

Iteration History
Iteration Evaluations -2 Res Log Like Criterion
0 1 733.47680176  
1 2 51.32810427 0.00702647
2 1 41.73059104 0.00107803
3 1 40.33761697 0.00004744
4 1 40.28100325 0.00000012
5 1 40.28086190 0.00000000

Convergence criteria met.

Covariance Parameter Estimates
Cov Parm Subject Estimate
Cow(Treatment)   0.02192
Var(1) Cow(Treatment) 0.1773
Var(2) Cow(Treatment) 0.07272
Var(3) Cow(Treatment) 0.07017
Var(4) Cow(Treatment) 0.04628
Var(5) Cow(Treatment) 0.09874
Var(6) Cow(Treatment) 0.07963
Var(7) Cow(Treatment) 0.04430
Var(8) Cow(Treatment) 0.06999
Var(9) Cow(Treatment) 0.07623
Var(10) Cow(Treatment) 0.06865
Var(11) Cow(Treatment) 0.08127
Var(12) Cow(Treatment) 0.06403
Var(13) Cow(Treatment) 0.04270
Var(14) Cow(Treatment) 0.06181
Var(15) Cow(Treatment) 0.08725
Var(16) Cow(Treatment) 0.09719
Var(17) Cow(Treatment) 0.05388
Var(18) Cow(Treatment) 0.05086
Var(19) Cow(Treatment) 0.06662
ARH(1) Cow(Treatment) 0.5625

Fit Statistics
-2 Res Log Likelihood 40.3
AIC (smaller is better) 82.3
AICC (smaller is better) 83.0
BIC (smaller is better) 132.0

Type 3 Tests of Fixed Effects
Effect Num DF Den DF F Value Pr > F
Treatment 2 77.1 8.47 0.0005
Week 18 385 7.81 <.0001
Treatment*Week 36 546 0.94 0.5766

Contrasts
Label Num DF Den DF F Value Pr > F
Barley vs Barley+Lupins 1 76.9 3.72 0.0574
Lupins vs Barley+Lupins 1 77.4 4.94 0.0291
Barley vs Lupins 1 77.2 16.88 <.0001


Milk Protein Content Analysis
Heterogeneous Variance First-order Autoregressive

The Mixed Procedure

Raw

Studentized

Pearson


Milk Protein Content Analysis
Heterogeneous Variance First-order Autoregressive

The Mixed Procedure

Raw

Studentized

Pearson


Milk Protein Content Analysis
Heterogeneous Variance First-order Antedependence

The Mixed Procedure

Model Information
Data Set WORK.MILK
Dependent Variable Protein
Covariance Structure Ante-dependence
Subject Effect Cow(Treatment)
Estimation Method REML
Residual Variance Method None
Fixed Effects SE Method Prasad-Rao-Jeske-Kackar-Harville
Degrees of Freedom Method Kenward-Roger

Class Level Information
Class Levels Values
Cow 79 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
Treatment 3 1 2 3
Week 19 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19

Dimensions
Covariance Parameters 37
Columns in X 80
Columns in Z 0
Subjects 79
Max Obs Per Subject 19

Number of Observations
Number of Observations Read 1501
Number of Observations Used 1337
Number of Observations Not Used 164

Iteration History
Iteration Evaluations -2 Res Log Like Criterion
0 1 733.47680176  
1 2 30.77089921 0.00299314
2 1 27.97598971 0.00031666
3 1 27.58223651 0.00000587
4 1 27.57528308 0.00000001

Convergence criteria met.

Covariance Parameter Estimates
Cov Parm Subject Estimate
Var(1) Cow(Treatment) 0.1621
Var(2) Cow(Treatment) 0.07489
Var(3) Cow(Treatment) 0.06658
Var(4) Cow(Treatment) 0.06456
Var(5) Cow(Treatment) 0.1098
Var(6) Cow(Treatment) 0.08662
Var(7) Cow(Treatment) 0.06183
Var(8) Cow(Treatment) 0.09821
Var(9) Cow(Treatment) 0.08904
Var(10) Cow(Treatment) 0.07784
Var(11) Cow(Treatment) 0.09395
Var(12) Cow(Treatment) 0.08081
Var(13) Cow(Treatment) 0.08204
Var(14) Cow(Treatment) 0.1025
Var(15) Cow(Treatment) 0.1256
Var(16) Cow(Treatment) 0.1354
Var(17) Cow(Treatment) 0.09902
Var(18) Cow(Treatment) 0.09862
Var(19) Cow(Treatment) 0.1124
Rho(1) Cow(Treatment) 0.4382
Rho(2) Cow(Treatment) 0.4852
Rho(3) Cow(Treatment) 0.6010
Rho(4) Cow(Treatment) 0.6858
Rho(5) Cow(Treatment) 0.5344
Rho(6) Cow(Treatment) 0.6241
Rho(7) Cow(Treatment) 0.7208
Rho(8) Cow(Treatment) 0.6867
Rho(9) Cow(Treatment) 0.5546
Rho(10) Cow(Treatment) 0.5986
Rho(11) Cow(Treatment) 0.6070
Rho(12) Cow(Treatment) 0.7332
Rho(13) Cow(Treatment) 0.8223
Rho(14) Cow(Treatment) 0.7750
Rho(15) Cow(Treatment) 0.6429
Rho(16) Cow(Treatment) 0.7778
Rho(17) Cow(Treatment) 0.7717
Rho(18) Cow(Treatment) 0.8214

Fit Statistics
-2 Res Log Likelihood 27.6
AIC (smaller is better) 101.6
AICC (smaller is better) 103.8
BIC (smaller is better) 189.2

Null Model Likelihood Ratio Test
DF Chi-Square Pr > ChiSq
36 705.90 <.0001

Type 3 Tests of Fixed Effects
Effect Num DF Den DF F Value Pr > F
Treatment 2 116 13.01 <.0001
Week 18 265 8.07 <.0001
Treatment*Week 36 407 0.92 0.6040

Contrasts
Label Num DF Den DF F Value Pr > F
Barley vs Barley+Lupins 1 116 5.88 0.0169
Lupins vs Barley+Lupins 1 117 7.42 0.0074
Barley vs Lupins 1 117 25.96 <.0001


Milk Protein Content Analysis
Heterogeneous Variance Toeplitz

The Mixed Procedure

Model Information
Data Set WORK.MILK
Dependent Variable Protein
Covariance Structure Heterogeneous Toeplitz
Subject Effect Cow(Treatment)
Estimation Method REML
Residual Variance Method None
Fixed Effects SE Method Prasad-Rao-Jeske-Kackar-Harville
Degrees of Freedom Method Kenward-Roger

Class Level Information
Class Levels Values
Cow 79 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
Treatment 3 1 2 3
Week 19 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19

Dimensions
Covariance Parameters 37
Columns in X 80
Columns in Z 0
Subjects 79
Max Obs Per Subject 19

Number of Observations
Number of Observations Read 1501
Number of Observations Used 1337
Number of Observations Not Used 164

Iteration History
Iteration Evaluations -2 Res Log Like Criterion
0 1 733.47680176  
1 2 -49.93394814 0.01199920
2 1 -66.73011736 0.00138150
3 1 -68.57449245 0.00004763
4 1 -68.63369972 0.00000009
5 1 -68.63380358 0.00000000

Convergence criteria met.

Covariance Parameter Estimates
Cov Parm Subject Estimate
Var(1) Cow(Treatment) 0.2189
Var(2) Cow(Treatment) 0.09449
Var(3) Cow(Treatment) 0.08635
Var(4) Cow(Treatment) 0.06687
Var(5) Cow(Treatment) 0.1086
Var(6) Cow(Treatment) 0.08976
Var(7) Cow(Treatment) 0.05748
Var(8) Cow(Treatment) 0.09458
Var(9) Cow(Treatment) 0.09710
Var(10) Cow(Treatment) 0.08582
Var(11) Cow(Treatment) 0.09757
Var(12) Cow(Treatment) 0.08147
Var(13) Cow(Treatment) 0.07202
Var(14) Cow(Treatment) 0.08679
Var(15) Cow(Treatment) 0.1002
Var(16) Cow(Treatment) 0.1046
Var(17) Cow(Treatment) 0.07530
Var(18) Cow(Treatment) 0.06829
Var(19) Cow(Treatment) 0.08169
TOEPH(1) Cow(Treatment) 0.6499
TOEPH(2) Cow(Treatment) 0.5580
TOEPH(3) Cow(Treatment) 0.4936
TOEPH(4) Cow(Treatment) 0.4000
TOEPH(5) Cow(Treatment) 0.2709
TOEPH(6) Cow(Treatment) 0.1966
TOEPH(7) Cow(Treatment) 0.1676
TOEPH(8) Cow(Treatment) 0.07914
TOEPH(9) Cow(Treatment) 0.04599
TOEPH(10) Cow(Treatment) 0.03811
TOEPH(11) Cow(Treatment) 0.1462
TOEPH(12) Cow(Treatment) 0.1401
TOEPH(13) Cow(Treatment) 0.1675
TOEPH(14) Cow(Treatment) 0.2838
TOEPH(15) Cow(Treatment) 0.2286
TOEPH(16) Cow(Treatment) 0.1816
TOEPH(17) Cow(Treatment) 0.1348
TOEPH(18) Cow(Treatment) 0.1444

Fit Statistics
-2 Res Log Likelihood -68.6
AIC (smaller is better) 5.4
AICC (smaller is better) 7.6
BIC (smaller is better) 93.0

Null Model Likelihood Ratio Test
DF Chi-Square Pr > ChiSq
36 802.11 <.0001

Type 3 Tests of Fixed Effects
Effect Num DF Den DF F Value Pr > F
Treatment 2 76.5 9.79 0.0002
Week 18 276 10.51 <.0001
Treatment*Week 36 420 1.00 0.4668

Contrasts
Label Num DF Den DF F Value Pr > F
Barley vs Barley+Lupins 1 76.2 4.65 0.0343
Lupins vs Barley+Lupins 1 76.7 5.34 0.0235
Barley vs Lupins 1 76.5 19.55 <.0001


Milk Protein Content Analysis
Continuous Time Spatial Power Covariogram

The Mixed Procedure

Model Information
Data Set WORK.MILK
Dependent Variable Protein
Covariance Structures Variance Components, Spatial Power
Subject Effect Cow(Treatment)
Estimation Method REML
Residual Variance Method Profile
Fixed Effects SE Method Prasad-Rao-Jeske-Kackar-Harville
Degrees of Freedom Method Kenward-Roger

Class Level Information
Class Levels Values
Cow 79 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
Treatment 3 1 2 3

Dimensions
Covariance Parameters 3
Columns in X 17
Columns in Z 79
Subjects 1
Max Obs Per Subject 1501

Number of Observations
Number of Observations Read 1501
Number of Observations Used 1337
Number of Observations Not Used 164

Iteration History
Iteration Evaluations -2 Res Log Like Criterion
0 1 726.79675947  
1 3 107.34044489 0.00010121
2 2 107.23283283 0.00000142
3 1 107.23116616 0.00000000

Convergence criteria met.

Estimated R Correlation Matrix for Cow(Treatment) 1 1
Row Col1 Col2 Col3 Col4 Col5 Col6 Col7 Col8 Col9 Col10 Col11 Col12 Col13 Col14 Col15 Col16 Col17 Col18 Col19
1 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151 0.006589 0.003771 0.002158 0.001235 0.000707 0.000405 0.000232 0.000133 0.000076 0.000043
2 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151 0.006589 0.003771 0.002158 0.001235 0.000707 0.000405 0.000232 0.000133 0.000076
3 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151 0.006589 0.003771 0.002158 0.001235 0.000707 0.000405 0.000232 0.000133
4 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151 0.006589 0.003771 0.002158 0.001235 0.000707 0.000405 0.000232
5 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151 0.006589 0.003771 0.002158 0.001235 0.000707 0.000405
6 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151 0.006589 0.003771 0.002158 0.001235 0.000707
7 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151 0.006589 0.003771 0.002158 0.001235
8 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151 0.006589 0.003771 0.002158
9 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151 0.006589 0.003771
10 0.006589 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151 0.006589
11 0.003771 0.006589 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011 0.01151
12 0.002158 0.003771 0.006589 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514 0.02011
13 0.001235 0.002158 0.003771 0.006589 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141 0.03514
14 0.000707 0.001235 0.002158 0.003771 0.006589 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073 0.06141
15 0.000405 0.000707 0.001235 0.002158 0.003771 0.006589 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875 0.1073
16 0.000232 0.000405 0.000707 0.001235 0.002158 0.003771 0.006589 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276 0.1875
17 0.000133 0.000232 0.000405 0.000707 0.001235 0.002158 0.003771 0.006589 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723 0.3276
18 0.000076 0.000133 0.000232 0.000405 0.000707 0.001235 0.002158 0.003771 0.006589 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000 0.5723
19 0.000043 0.000076 0.000133 0.000232 0.000405 0.000707 0.001235 0.002158 0.003771 0.006589 0.01151 0.02011 0.03514 0.06141 0.1073 0.1875 0.3276 0.5723 1.0000

Covariance Parameter Estimates
Cov Parm Subject Estimate
Cow(Treatment)   0.01764
SP(POW) Cow(Treatment) 0.5723
Residual   0.07935

Fit Statistics
-2 Res Log Likelihood 107.2
AIC (smaller is better) 113.2
AICC (smaller is better) 113.2
BIC (smaller is better) 120.3

Type 3 Tests of Fixed Effects
Effect Num DF Den DF F Value Pr > F
Treatment 2 575 0.76 0.4662
Week 1 858 111.73 <.0001
Week*Week 1 773 66.43 <.0001
Week*Week*Week 1 746 44.68 <.0001
Week*Week*Week*Week 1 750 32.63 <.0001
Week*Treatment 2 485 0.51 0.5981
Week*Week*Treatment 2 460 0.57 0.5632
Week*Week*Week*Treat 2 464 0.59 0.5534

Contrasts
Label Num DF Den DF F Value Pr > F
Barley vs Barley+Lupins 1 575 0.00 0.9804
Lupins vs Barley+Lupins 1 575 1.19 0.2765
Barley vs Lupins 1 576 1.09 0.2971

Least Squares Means
Effect Treatment Week Estimate Standard Error DF t Value Pr > |t|
Treatment 1 1.00 3.8789 0.06133 391 63.25 <.0001
Treatment 2 1.00 3.8405 0.05903 391 65.06 <.0001
Treatment 3 1.00 3.7459 0.05903 392 63.46 <.0001
Treatment 1 5.00 3.4105 0.04795 184 71.13 <.0001
Treatment 2 5.00 3.2971 0.04618 184 71.40 <.0001
Treatment 3 5.00 3.2412 0.04623 185 70.10 <.0001
Treatment 1 10.00 3.5043 0.04493 155 78.00 <.0001
Treatment 2 10.00 3.4099 0.04334 156 78.67 <.0001
Treatment 3 10.00 3.3032 0.04337 157 76.16 <.0001
Treatment 1 15.00 3.4946 0.05014 204 69.70 <.0001
Treatment 2 15.00 3.4047 0.04858 208 70.08 <.0001
Treatment 3 15.00 3.2383 0.04877 210 66.40 <.0001
Treatment 1 19.00 3.5710 0.07927 472 45.05 <.0001
Treatment 2 19.00 3.3739 0.07679 470 43.94 <.0001
Treatment 3 19.00 3.2264 0.07789 467 41.42 <.0001

Differences of Least Squares Means
Effect Treatment _Treatment Week Estimate Standard Error DF t Value Pr > |t| Adjustment Adj P
Treatment 1 2 1.00 0.03842 0.08464 375 0.45 0.6502 Tukey-Kramer 0.8927
Treatment 1 3 1.00 0.1329 0.08464 375 1.57 0.1171 Tukey-Kramer 0.2593
Treatment 2 3 1.00 0.09452 0.08299 375 1.14 0.2555 Tukey-Kramer 0.4905
Treatment 1 2 5.00 0.1134 0.06560 175 1.73 0.0856 Tukey-Kramer 0.1954
Treatment 1 3 5.00 0.1693 0.06565 176 2.58 0.0107 Tukey-Kramer 0.0274
Treatment 2 3 5.00 0.05585 0.06437 176 0.87 0.3868 Tukey-Kramer 0.6610
Treatment 1 2 10.00 0.09449 0.05998 139 1.58 0.1174 Tukey-Kramer 0.2571
Treatment 1 3 10.00 0.2012 0.06000 139 3.35 0.0010 Tukey-Kramer 0.0025
Treatment 2 3 10.00 0.1067 0.05884 139 1.81 0.0720 Tukey-Kramer 0.1662
Treatment 1 2 15.00 0.08995 0.06792 189 1.32 0.1870 Tukey-Kramer 0.3822
Treatment 1 3 15.00 0.2563 0.06803 190 3.77 0.0002 Tukey-Kramer 0.0005
Treatment 2 3 15.00 0.1663 0.06685 191 2.49 0.0137 Tukey-Kramer 0.0350
Treatment 1 2 19.00 0.1971 0.1091 440 1.81 0.0715 Tukey-Kramer 0.1682
Treatment 1 3 19.00 0.3446 0.1099 440 3.13 0.0018 Tukey-Kramer 0.0051
Treatment 2 3 19.00 0.1474 0.1082 438 1.36 0.1736 Tukey-Kramer 0.3612


Plot of Pred * Week = Treatment


Plot of Pred * Week = Cow


Plot of Pred * Week = Cow


Plot of Pred * Week = Cow