Appendix 2: Data Sets
A2.2 Randomized Block Designs ................................................................1
Data Set 2.2 Bond..........................................................................................................3Data Set 2.5 PBIB ..........................................................................................................3
A2.3 Random Effects Models .....................................................................1
Data Set 3.2 Mississippi River.......................................................................................4 Data Set 3.4 Semiconductor .........................................................................................4 Data Set 3.5 Genetics ....................................................................................................6
A2.4 Analyzing Multi-level and Split-Plot Designs .......................................8
Data Set 4.4 Semiconductor Split-Plot Experiment .....................................................8Data Set 4.6 Variety-Pesticide Evaluation ....................................................................9 Data Set 4.7 Mouse Condition–Diet Experiment ........................................................10
A2.5 Analysis of Repeated Measures Data ................................................ 11
Data Set 5.2 Respiratory Ability ..................................................................................11Data Set 5.4 Heart Rates .............................................................................................13
A2.6 Best Linear Unbiased Prediction ...................................................... 16
Data Set 6.4 Genetic Evaluation..................................................................................16Data Set 6.5 Machine Operators .................................................................................16 Data Set 6.6 Multicenter Trial ......................................................................................16
A2.7 Analysis of Covariance ..................................................................... 19
Data Set 7.3 Average Daily Gain .................................................................................19Data Set 7.4 Cooking Times........................................................................................20 Data Set 7.5 Balanced Incomplete Block ...................................................................21 Data Set 7.6 Unbalanced Incomplete Block...............................................................21 Data Set 7.7 Teaching Methods I................................................................................22 Data Set 7.8 Teaching Methods II...............................................................................24 Data Set 7.9 Wafer Types............................................................................................26
A2
2 SAS for M ixed M odels
A2.8 Random Coefficient Models............................................................. 30
Data Set 8.2 Winter Wheat .........................................................................................31 Data Set 8.3 Mathematics Study ...............................................................................32 Data Set 8.4 Pig Growth .............................................................................................41
A2.9 Heterogeneous Variance Models ..................................................... 43
Data Set 9.2 TV ...........................................................................................................44 Data Set 9.3 LR...........................................................................................................44 Data Set 9.4 Sales ......................................................................................................45 Data Set 9.5 Dial .........................................................................................................46 Data Set 9.6 Grip ........................................................................................................49 Data Set 9.7 Preetch...................................................................................................54
A2.10 Mixed Model Diagnostics................................................................. 55
Data Set 10.2 Cultivar-Inoculation Trial .....................................................................55
A2.11 Spatial Variability............................................................................ 55
Data Set 11.5 Uniformity Trial ....................................................................................56 Data Set 11.6 Hazardous Waste ................................................................................57 Data Set 11.7 Alliance Wheat Yield............................................................................58 Data Set 11.8 C-N Ratios ...........................................................................................63
A2.13 Some Bayesian Approaches to Mixed Models................................... 72
Data Set 13.6 Beetle Fecundity..................................................................................72
A2.14 Generalized Linear Mixed Models .................................................... 98
Data Set 14.5 Clinics ..................................................................................................98 Data Set 14.6 Seed Mix ..............................................................................................98
A2.15 Non Linear Mixed Models .............................................................. 101
Data Set 15.3 Orange Trees .....................................................................................101 Data Set 15.7 Phenobarbital ....................................................................................102
A2.16 Case Studies................................................................................. 119
Data Set 16.2 Milling Corn......................................................................................119 Data Set 16.3 Mayonnaise......................................................................................120 Data Set 16.4 Irrigation...........................................................................................122 Data Set 16.5 Nitrogen ...........................................................................................124 Data Set 16.6 Sandhills ..........................................................................................125 Data Set 16.7 Breaking Strength............................................................................125 Data Set 16.8 23 Factorial .......................................................................................127 Data Set 16.9 Edge Slope ......................................................................................128 Data Set 16.10 Use Products ...................................................................................129 Data Set 16.11 CD4 Count .......................................................................................134 Data Set 16.12 Microarray........................................................................................145
Appendix 2: Data Sets 3
A2.2 Randomized Block Designs
Data Set 2.2 BondObs ingot m etal pres
1 1 n 67.0
2 1 i 71.9
3 1 c 72.2
4 2 n 67.5
5 2 i 68.8
6 2 c 66.4
7 3 n 76.0
8 3 i 82.6
9 3 c 74.5
10 4 n 72.7
11 4 i 78.1
12 4 c 67.3
13 5 n 73.1
14 5 i 74.2
15 5 c 73.2
16 6 n 65.8
17 6 i 70.8
18 6 c 68.7
19 7 n 75.6
20 7 i 84.9
21 7 c 69.0
Data Set 2.5 PBIB
Obs blk trt1 y1 trt2 y2 trt3 y3 trt4 y4
1 1 15 2.4 9 2.5 1 2.6 13 2.0
2 2 5 2.7 7 2.8 8 2.4 1 2.7
3 3 10 2.6 1 2.8 14 2.4 2 2.4
4 4 15 3.4 11 3.1 2 2.1 3 2.3
5 5 6 4.1 15 3.3 4 3.3 7 2.9
6 6 12 3.4 4 3.2 3 2.8 1 3.0
7 7 12 3.2 14 2.5 15 2.4 8 2.6
8 8 6 2.3 3 2.3 14 2.4 5 2.7
9 9 5 2.8 4 2.8 2 2.6 13 2.5
10 10 10 2.5 12 2.7 13 2.8 6 2.6
11 11 9 2.6 7 2.6 10 2.3 3 2.4
12 12 8 2.7 6 2.7 2 2.5 9 2.6
13 13 5 3.0 9 3.6 11 3.2 12 3.2
14 14 7 3.0 13 2.8 14 2.4 11 2.5
15 15 10 2.4 4 2.5 8 3.2 11 3.1
4 SAS for M ixed M odels
A2.3 Random Effects Models
Data Set 3.2 Mississippi River
Obs influent N2 type
1 1 21 2
2 1 27 2
3 1 29 2
4 1 17 2
5 1 19 2
6 1 12 2
7 1 29 2
8 1 20 2
9 1 20 2
10 2 21 2
11 2 11 2
12 2 18 2
13 2 9 2
14 2 13 2
15 2 23 2
16 2 2 2
17 3 20 1
18 3 19 1
19 3 20 1
20 3 11 1
21 3 14 1
22 4 14 2
23 4 24 2
24 4 30 2
25 4 21 2
26 4 31 2
27 4 27 2
28 5 7 1
29 5 15 1
30 5 18 1
31 5 4 1
32 5 28 1
33 6 41 3
34 6 42 3
35 6 35 3
36 6 34 3
37 6 30 3
Appendix 2: Data Sets 5
Data Set 3.4 Semiconductor
Obs source lot wafer site Thick
1 1 1 1 1 2006
2 1 1 1 2 1999
3 1 1 1 3 2007
4 1 1 2 1 1980
5 1 1 2 2 1988
6 1 1 2 3 1982
7 1 1 3 1 2000
8 1 1 3 2 1998
9 1 1 3 3 2007
10 1 2 1 1 1991
11 1 2 1 2 1990
12 1 2 1 3 1988
13 1 2 2 1 1987
14 1 2 2 2 1989
15 1 2 2 3 1988
16 1 2 3 1 1985
17 1 2 3 2 1983
18 1 2 3 3 1989
19 1 3 1 1 2000
20 1 3 1 2 2004
21 1 3 1 3 2004
22 1 3 2 1 2001
23 1 3 2 2 1996
24 1 3 2 3 2004
25 1 3 3 1 1999
26 1 3 3 2 2000
27 1 3 3 3 2002
28 1 4 1 1 1997
29 1 4 1 2 1994
30 1 4 1 3 1996
31 1 4 2 1 1996
32 1 4 2 2 2000
33 1 4 2 3 2002
34 1 4 3 1 1987
35 1 4 3 2 1990
36 1 4 3 3 1995
37 2 5 1 1 2013
38 2 5 1 2 2004
39 2 5 1 3 2009
40 2 5 2 1 2023
41 2 5 2 2 2018
42 2 5 2 3 2010
6 SAS for M ixed M odels
Obs source lot wafer site Thick
43 2 5 3 1 2020
44 2 5 3 2 2023
45 2 5 3 3 2015
46 2 6 1 1 2032
47 2 6 1 2 2036
48 2 6 1 3 2030
49 2 6 2 1 2018
50 2 6 2 2 2022
51 2 6 2 3 2026
52 2 6 3 1 2009
53 2 6 3 2 2010
54 2 6 3 3 2011
55 2 7 1 1 1984
56 2 7 1 2 1993
57 2 7 1 3 1993
58 2 7 2 1 1992
59 2 7 2 2 1992
60 2 7 2 3 1990
61 2 7 3 1 1996
62 2 7 3 2 1993
63 2 7 3 3 1987
64 2 8 1 1 1996
65 2 8 1 2 1989
66 2 8 1 3 1996
67 2 8 2 1 1997
68 2 8 2 2 1993
69 2 8 2 3 1996
70 2 8 3 1 1990
71 2 8 3 2 1989
72 2 8 3 3 1992
Data Set 3.5 Genetics
Obs loc block fam Yield
1 1 1 1 268
2 1 2 1 279
3 1 3 1 261
4 1 1 2 242
5 1 2 2 261
6 1 3 2 258
7 1 1 3 242
8 1 2 3 245
9 1 3 3 234
10 1 1 4 225
Appendix 2: Data Sets 7
Obs loc block fam Yield
11 1 2 4 231
12 1 3 4 219
13 1 1 5 236
14 1 2 5 260
15 1 3 5 248
16 2 1 1 238
17 2 2 1 220
18 2 3 1 243
19 2 1 2 215
20 2 2 2 192
21 2 3 2 226
22 2 1 3 198
23 2 2 3 151
24 2 3 3 191
25 2 1 4 195
26 2 2 4 182
27 2 3 4 202
28 2 1 5 201
29 2 2 5 161
30 2 3 5 196
31 3 1 1 221
32 3 2 1 216
33 3 3 1 224
34 3 1 2 208
35 3 2 2 197
36 3 3 2 201
37 3 1 3 186
38 3 2 3 173
39 3 3 3 161
40 3 1 4 207
41 3 2 4 183
42 3 3 4 186
43 3 1 5 200
44 3 2 5 207
45 3 3 5 190
46 4 1 1 194
47 4 2 1 194
48 4 3 1 197
49 4 1 2 203
50 4 2 2 191
51 4 3 2 204
52 4 1 3 177
53 4 2 3 170
54 4 3 3 180
8 SAS for M ixed M odels
Obs loc block fam Yield
55 4 1 4 180
56 4 2 4 195
57 4 3 4 193
58 4 1 5 199
59 4 2 5 183
60 4 3 5 208
A2.4 Analyzing Multi-level and Split-Plot Designs
Data Set 4.4 Semiconductor Split-Plot Experiment
Obs resistance et wafer pos
1 5.22 1 1 1
2 5.61 1 1 2
3 6.11 1 1 3
4 6.33 1 1 4
5 6.13 1 2 1
6 6.14 1 2 2
7 5.60 1 2 3
8 5.91 1 2 4
9 5.49 1 3 1
10 4.60 1 3 2
11 4.95 1 3 3
12 5.42 1 3 4
13 5.78 2 1 1
14 6.52 2 1 2
15 5.90 2 1 3
16 5.67 2 1 4
17 5.77 2 2 1
18 6.23 2 2 2
19 5.57 2 2 3
20 5.96 2 2 4
21 6.43 2 3 1
22 5.81 2 3 2
23 5.83 2 3 3
24 6.12 2 3 4
25 5.66 3 1 1
26 6.25 3 1 2
27 5.46 3 1 3
28 5.08 3 1 4
29 6.53 3 2 1
Appendix 2: Data Sets 9
Obs resistance et wafer pos
30 6.50 3 2 2
31 6.23 3 2 3
32 6.84 3 2 4
33 6.22 3 3 1
34 6.29 3 3 2
35 5.63 3 3 3
36 6.36 3 3 4
37 6.75 4 1 1
38 6.97 4 1 2
39 6.02 4 1 3
40 6.88 4 1 4
41 6.22 4 2 1
42 6.54 4 2 2
43 6.12 4 2 3
44 6.61 4 2 4
45 6.05 4 3 1
46 6.15 4 3 2
47 5.55 4 3 3
48 6.13 4 3 4
Data Set 4.6 Variety-Pesticide Evaluation
Obs block type dose logdose y
1 1 r 1 0 15.7
2 2 r 1 0 23.1
3 3 r 1 0 15.9
4 4 r 1 0 20.8
5 5 r 1 0 24.5
6 1 r 2 1 25.1
7 2 r 2 1 29.2
8 3 r 2 1 29.7
9 4 r 2 1 28.6
10 5 r 2 1 26.6
11 1 r 4 2 27.9
12 2 r 4 2 29.7
13 3 r 4 2 24.0
14 4 r 4 2 29.7
15 5 r 4 2 29.6
16 1 r 8 3 23.8
17 2 r 8 3 31.2
18 3 r 8 3 21.8
19 4 r 8 3 23.3
20 5 r 8 3 23.9
21 1 s 1 0 19.8
10 SAS for M ixed M odels
Obs block type dose logdose y
22 2 s 1 0 17.8
23 3 s 1 0 13.2
24 4 s 1 0 14.8
25 5 s 1 0 19.7
26 1 s 2 1 21.2
27 2 s 2 1 29.3
28 3 s 2 1 26.0
29 4 s 2 1 27.5
30 5 s 2 1 22.0
31 1 s 4 2 29.3
32 2 s 4 2 27.2
33 3 s 4 2 26.0
34 4 s 4 2 31.5
35 5 s 4 2 27.9
36 1 s 8 3 22.8
37 2 s 8 3 33.0
38 3 s 8 3 25.2
39 4 s 8 3 27.2
40 5 s 8 3 20.8
Data Set 4.7 Mouse Condition–Diet Experiment
Obs cage condition diet gain
1 1 1 normal 58
2 1 1 restrict 58
3 1 1 suppleme 58
4 1 2 normal 54
5 1 2 restrict 46
6 1 2 suppleme 57
7 2 1 normal 49
8 2 1 restrict 50
9 2 1 suppleme 57
10 2 3 normal 57
11 2 3 restrict 53
12 2 3 suppleme 62
13 3 1 normal 59
14 3 1 restrict 58
15 3 1 suppleme 57
16 3 4 normal 63
17 3 4 restrict 61
18 3 4 suppleme 65
19 4 2 normal 57
20 4 2 restrict 64
21 4 2 suppleme 52
Appendix 2: Data Sets 11
Obs cage condition diet gain
22 4 3 normal 63
23 4 3 restrict 67
24 4 3 suppleme 51
25 5 2 normal 53
26 5 2 restrict 46
27 5 2 suppleme 51
28 5 4 normal 58
29 5 4 restrict 52
30 5 4 suppleme 61
31 6 3 normal 65
32 6 3 restrict 64
33 6 3 suppleme 54
34 6 4 normal 59
35 6 4 restrict 47
36 6 4 suppleme 73
A2.5 Analysis of Repeated Measures Data
Data Set 5.2 Respiratory Ability
Obs PATIENT BaseFEV1 FEV11H FEV12H FEV13H FEV14H FEV15H FEV16H FEV17H FEV18H Drug
1 201 2.46 2.68 2.76 2.50 2.30 2.14 2.40 2.33 2.20 a
2 202 3.50 3.95 3.65 2.93 2.53 3.04 3.37 3.14 2.62 a
3 203 1.96 2.28 2.34 2.29 2.43 2.06 2.18 2.28 2.29 a
4 204 3.44 4.08 3.87 3.79 3.30 3.80 3.24 2.98 2.91 a
5 205 2.80 4.09 3.90 3.54 3.35 3.15 3.23 3.46 3.27 a
6 206 2.36 3.79 3.97 3.78 3.69 3.31 2.83 2.72 3.00 a
7 207 1.77 3.82 3.44 3.46 3.02 2.98 3.10 2.79 2.88 a
8 208 2.64 3.67 3.47 3.19 2.19 2.85 2.68 2.60 2.73 a
9 209 2.30 4.12 3.71 3.57 3.49 3.64 3.38 2.28 3.72 a
10 210 2.27 2.77 2.77 2.75 2.75 2.71 2.75 2.52 2.60 a
11 211 2.44 3.77 3.73 3.67 3.56 3.59 3.35 3.32 3.18 a
12 212 2.04 2.00 1.91 1.88 2.09 2.08 1.98 1.70 1.40 a
13 214 2.77 3.36 3.42 3.28 3.30 3.31 2.99 3.01 3.08 a
14 215 2.96 4.31 4.02 3.38 3.31 3.46 3.49 3.38 3.35 a
15 216 3.11 3.88 3.92 3.71 3.59 3.57 3.48 3.42 3.63 a
16 217 1.47 1.97 1.90 1.45 1.45 1.24 1.24 1.17 1.27 a
17 218 2.73 2.91 2.99 2.87 2.88 2.84 2.67 2.69 2.77 a
18 219 3.25 3.59 3.54 3.17 2.92 3.48 3.05 3.27 2.96 a
19 220 2.73 2.88 3.06 2.75 2.71 2.83 2.58 2.68 2.42 a
20 221 3.30 4.04 3.94 3.84 3.99 3.90 3.89 3.89 2.98 a
12 SAS for M ixed M odels
Obs PATIENT BaseFEV1 FEV11H FEV12H FEV13H FEV14H FEV15H FEV16H FEV17H FEV18H Drug
21 222 2.85 3.38 3.42 3.28 2.94 2.96 3.12 2.98 2.99 a
22 223 2.72 4.49 4.35 4.38 4.36 3.77 4.23 3.83 3.89 a
23 224 3.68 4.17 4.30 4.16 4.07 3.87 3.87 3.85 3.82 a
24 232 2.49 3.73 3.51 3.16 3.26 3.07 2.77 2.92 3.00 a
25 201 2.30 3.41 3.48 3.41 3.49 3.33 3.20 3.07 3.15 c
26 202 2.91 3.92 4.02 4.04 3.64 3.29 3.10 2.70 2.69 c
27 203 2.08 2.52 2.44 2.27 2.23 2.01 2.26 2.34 2.44 c
28 204 3.02 4.43 4.30 4.08 4.01 3.62 3.23 2.46 2.97 c
29 205 3.26 4.55 4.58 4.44 4.04 4.33 3.87 3.75 3.81 c
30 206 2.29 4.25 4.37 4.10 4.20 3.84 3.43 3.79 3.74 c
31 207 1.96 3.00 2.80 2.59 2.42 1.61 1.83 1.21 1.50 c
32 208 2.70 4.06 3.98 4.06 3.93 3.61 2.91 2.07 2.67 c
33 209 2.50 4.37 4.06 3.68 3.64 3.17 3.37 3.20 3.25 c
34 210 2.35 2.83 2.79 2.82 2.79 2.80 2.76 2.64 2.69 c
35 211 2.34 4.06 3.68 3.59 3.27 2.60 2.72 2.22 2.68 c
36 212 2.20 2.82 1.90 2.57 2.30 1.67 1.90 2.07 1.76 c
37 214 2.78 3.18 3.13 3.11 2.97 3.06 3.27 3.24 3.33 c
38 215 3.43 4.39 4.63 4.19 4.00 4.01 3.66 3.47 3.22 c
39 216 3.07 3.90 3.98 4.09 4.03 4.07 3.56 3.83 3.75 c
40 217 1.21 2.31 2.19 2.21 2.09 1.75 1.72 1.80 1.36 c
41 218 2.60 3.19 3.18 3.15 3.14 3.08 2.96 2.97 2.85 c
42 219 2.61 3.54 3.45 3.25 3.01 3.07 2.65 2.47 2.55 c
43 220 2.48 2.99 3.02 3.02 2.94 2.69 2.66 2.68 2.70 c
44 221 3.73 4.37 4.20 4.17 4.19 4.07 3.86 3.89 3.89 c
45 222 2.54 3.26 3.39 3.27 3.20 3.32 3.09 3.25 3.15 c
46 223 2.83 4.72 4.97 4.99 4.96 4.95 4.82 4.56 4.49 c
47 224 3.47 4.27 4.50 4.34 4.00 4.11 3.93 3.68 3.77 c
48 232 2.79 4.10 3.85 4.27 4.01 3.78 3.14 3.94 3.69 c
49 201 2.14 2.36 2.36 2.28 2.35 2.31 2.62 2.12 2.42 p
50 202 3.37 3.03 3.02 3.19 2.98 3.01 2.75 2.70 2.84 p
51 203 1.88 1.99 1.62 1.65 1.68 1.65 1.85 1.96 1.30 p
52 204 3.10 3.24 3.37 3.54 3.31 2.81 3.58 3.76 3.05 p
53 205 2.91 3.35 3.92 3.69 3.97 3.94 3.63 2.92 3.31 p
54 206 2.29 3.04 3.28 3.17 2.99 3.31 3.21 2.98 2.82 p
55 207 2.20 2.46 3.22 2.65 3.02 2.25 1.50 2.37 1.94 p
56 208 2.70 2.85 2.81 2.96 2.69 2.18 1.91 2.21 1.71 p
57 209 2.25 3.45 3.48 3.80 3.60 2.83 3.17 3.22 3.13 p
58 210 2.48 2.56 2.52 2.67 2.60 2.68 2.64 2.65 2.61 p
59 211 2.12 2.19 2.44 2.41 2.55 2.93 3.08 3.11 3.06 p
60 212 2.37 2.14 1.92 1.75 1.58 1.51 1.94 1.84 1.76 p
61 214 2.73 2.57 3.08 2.62 2.91 2.71 2.39 2.42 2.73 p
62 215 3.15 2.90 2.80 3.17 2.39 3.01 3.22 2.75 3.14 p
63 216 2.52 3.02 3.21 3.17 3.13 3.38 3.25 3.29 3.35 p
64 217 1.48 1.35 1.15 1.24 1.32 0.95 1.24 1.04 1.16 p
65 218 2.52 2.61 2.59 2.77 2.73 2.70 2.72 2.71 2.75 p
66 219 2.90 2.91 2.89 3.01 2.74 2.71 2.86 2.95 2.66 p
67 220 2.83 2.78 2.89 2.77 2.77 2.69 2.65 2.84 2.80 p
Appendix 2: Data Sets 13
Obs PATIENT BaseFEV1 FEV11H FEV12H FEV13H FEV14H FEV15H FEV16H FEV17H FEV18H Drug
68 221 3.50 3.81 3.77 3.78 3.90 3.80 3.78 3.70 3.61 p
69 222 2.86 3.06 2.95 3.07 3.10 2.67 2.68 2.94 2.89 p
70 223 2.42 2.87 3.08 3.02 3.14 3.67 3.84 3.55 3.75 p
71 224 3.66 3.98 3.77 3.65 3.81 3.77 3.89 3.63 3.74 p
72 232 2.88 3.04 3.00 3.24 3.37 2.69 2.89 2.89 2.76 p
Data Set 5.4 Heart Rates
Obs patient drug basehr m inute tim e HR
1 201 p 92 1 1 76
2 201 p 92 5 5 84
3 201 p 92 15 15 88
4 201 p 92 30 30 96
5 201 p 92 60 60 84
6 202 b 54 1 1 58
7 202 b 54 5 5 60
8 202 b 54 15 15 60
9 202 b 54 30 30 60
10 202 b 54 60 60 64
11 203 p 84 1 1 86
12 203 p 84 5 5 82
13 203 p 84 15 15 84
14 203 p 84 30 30 86
15 203 p 84 60 60 82
16 204 a 72 1 1 72
17 204 a 72 5 5 68
18 204 a 72 15 15 68
19 204 a 72 30 30 78
20 204 a 72 60 60 72
21 205 b 80 1 1 84
22 205 b 80 5 5 84
23 205 b 80 15 15 96
24 205 b 80 30 30 92
25 205 b 80 60 60 72
26 206 p 68 1 1 72
27 206 p 68 5 5 68
28 206 p 68 15 15 68
29 206 p 68 30 30 64
30 206 p 68 60 60 62
31 207 a 100 1 1 104
32 207 a 100 5 5 100
33 207 a 100 15 15 92
34 207 a 100 30 30 92
14 SAS for M ixed M odels
Obs patient drug basehr m inute tim e HR
35 207 a 100 60 60 68
36 208 a 60 1 1 60
37 208 a 60 5 5 58
38 208 a 60 15 15 56
39 208 a 60 30 30 50
40 208 a 60 60 60 56
41 209 a 88 1 1 104
42 209 a 88 5 5 88
43 209 a 88 15 15 88
44 209 a 88 30 30 78
45 209 a 88 60 60 84
46 210 b 92 1 1 82
47 210 b 92 5 5 82
48 210 b 92 15 15 76
49 210 b 92 30 30 82
50 210 b 92 60 60 80
51 211 b 88 1 1 80
52 211 b 88 5 5 84
53 211 b 88 15 15 80
54 211 b 88 30 30 80
55 211 b 88 60 60 78
56 212 p 102 1 1 86
57 212 p 102 5 5 86
58 212 p 102 15 15 96
59 212 p 102 30 30 86
60 212 p 102 60 60 88
61 214 a 84 1 1 92
62 214 a 84 5 5 100
63 214 a 84 15 15 88
64 214 a 84 30 30 88
65 214 a 84 60 60 80
66 215 b 104 1 1 100
67 215 b 104 5 5 96
68 215 b 104 15 15 88
69 215 b 104 30 30 92
70 215 b 104 60 60 84
71 216 a 92 1 1 80
72 216 a 92 5 5 72
73 216 a 92 15 15 64
74 216 a 92 30 30 68
75 216 a 92 60 60 64
76 217 p 92 1 1 88
77 217 p 92 5 5 84
78 217 p 92 15 15 76
Appendix 2: Data Sets 15
Obs patient drug basehr m inute tim e HR
79 217 p 92 30 30 88
80 217 p 92 60 60 84
81 218 a 72 1 1 84
82 218 a 72 5 5 78
83 218 a 72 15 15 80
84 218 a 72 30 30 80
85 218 a 72 60 60 76
86 219 b 72 1 1 100
87 219 b 72 5 5 92
88 219 b 72 15 15 84
89 219 b 72 30 30 88
90 219 b 72 60 60 80
91 220 p 80 1 1 80
92 220 p 80 5 5 80
93 220 p 80 15 15 78
94 220 p 80 30 30 80
95 220 p 80 60 60 78
96 221 p 72 1 1 68
97 221 p 72 5 5 76
98 221 p 72 15 15 72
99 221 p 72 30 30 72
100 221 p 72 60 60 68
101 222 b 88 1 1 88
102 222 b 88 5 5 98
103 222 b 88 15 15 98
104 222 b 88 30 30 96
105 222 b 88 60 60 88
106 223 b 88 1 1 88
107 223 b 88 5 5 96
108 223 b 88 15 15 88
109 223 b 88 30 30 88
110 223 b 88 60 60 80
111 224 p 88 1 1 78
112 224 p 88 5 5 84
113 224 p 88 15 15 64
114 224 p 88 30 30 68
115 224 p 88 60 60 64
116 232 a 78 1 1 72
117 232 a 78 5 5 72
118 232 a 78 15 15 78
119 232 a 78 30 30 80
120 232 a 78 60 60 68
16 SAS for M ixed M odels
A2.6 Best Linear Unbiased Prediction
Data Set 6.4 Genetic Evaluation
Obs sire dam adg
1 1 1 2.24
2 1 1 1.85
3 1 2 2.05
4 1 2 2.41
5 2 1 1.99
6 2 1 1.93
7 2 2 2.72
8 2 2 2.32
9 3 1 2.33
10 3 1 2.68
11 3 2 2.69
12 3 2 2.71
13 4 1 2.42
14 4 1 2.01
15 4 2 1.86
16 4 2 1.79
17 5 1 2.82
18 5 1 2.64
19 5 2 2.58
20 5 2 2.56
Data Set 6.5 Machine Operators
Obs m achine operator y
1 1 1 51.43
2 1 1 51.28
3 1 2 50.93
4 1 2 50.75
5 1 3 50.47
6 1 3 50.83
7 2 1 51.91
8 2 1 52.43
9 2 2 52.26
10 2 2 52.33
11 2 3 51.58
12 2 3 51.23
Appendix 2: Data Sets 17
Data Set 6.6 Multicenter Trial
Obs location block treatment response
1 A 1 3 3.13
2 A 1 4 3.22
3 A 1 2 3.16
4 A 1 1 3.25
5 A 2 2 2.71
6 A 2 1 3.20
7 A 2 3 2.99
8 A 2 4 2.96
9 A 3 1 2.69
10 A 3 2 2.87
11 A 3 3 2.87
12 A 3 4 3.12
13 B 1 3 2.09
14 B 1 4 2.67
15 B 1 2 2.10
16 B 1 1 2.35
17 B 2 4 2.61
18 B 2 1 2.25
19 B 2 3 2.15
20 B 2 2 2.69
21 B 3 2 2.15
22 B 3 3 2.34
23 B 3 4 2.45
24 B 3 1 2.53
25 C 1 4 3.05
26 C 1 2 3.24
27 C 1 3 3.22
28 C 1 1 3.05
29 C 2 3 3.23
30 C 2 2 2.71
31 C 2 1 3.07
32 C 2 4 2.81
33 C 3 4 3.13
34 C 3 3 3.08
35 C 3 1 3.16
36 C 3 2 3.03
37 D 1 1 2.47
38 D 1 3 2.54
39 D 1 2 2.41
40 D 1 4 2.39
41 D 2 3 2.75
42 D 2 2 2.65
18 SAS for M ixed M odels
Obs location block treatment response
43 D 2 1 2.55
44 D 2 4 3.01
45 D 3 3 2.60
46 D 3 4 3.07
47 D 3 2 2.40
48 D 3 1 2.20
49 E 1 3 2.81
50 E 1 4 2.74
51 E 1 2 2.47
52 E 1 1 2.87
53 E 2 2 2.57
54 E 2 1 2.97
55 E 2 4 3.04
56 E 2 3 3.06
57 E 3 1 2.70
58 E 3 2 2.76
59 E 3 3 3.05
60 E 3 4 3.21
61 F 1 1 3.21
62 F 1 2 2.90
63 F 1 4 3.46
64 F 1 3 3.10
65 F 2 2 3.19
66 F 2 1 3.30
67 F 2 4 3.19
68 F 2 3 3.37
69 F 3 3 3.43
70 F 3 2 3.05
71 F 3 1 3.44
72 F 3 4 3.70
73 G 1 2 2.65
74 G 1 1 3.18
75 G 1 4 3.01
76 G 1 3 3.21
77 G 2 4 2.68
78 G 2 3 2.67
79 G 2 1 3.13
80 G 2 2 2.61
81 G 3 4 2.64
82 G 3 3 2.88
83 G 3 2 2.75
84 G 3 1 3.14
85 H 1 3 3.37
86 H 1 2 3.12
Appendix 2: Data Sets 19
Obs location block treatment response
87 H 1 4 3.27
88 H 1 1 3.70
89 H 2 2 2.95
90 H 2 3 3.42
91 H 2 4 3.38
92 H 2 1 3.38
93 H 3 4 3.74
94 H 3 1 3.28
95 H 3 3 3.40
96 H 3 2 3.05
97 I 1 2 2.37
98 I 1 1 3.16
99 I 1 4 2.49
100 I 1 3 2.91
101 I 2 1 2.29
102 I 2 4 2.34
103 I 2 3 2.52
104 I 2 2 2.50
105 I 3 2 2.66
106 I 3 1 2.31
107 I 3 4 2.51
108 I 3 3 2.65
A2.7 Analysis of Covariance
Data Set 7.3 Average Daily Gain
id blk trt adg iwt
1 1 0 1.03 338
2 1 10 1.54 477
3 1 20 1.82 444
4 1 30 1.86 370
5 2 0 1.31 403
6 2 10 2.16 451
7 2 20 2.13 450
8 2 30 2.23 393
9 3 0 1.59 394
10 3 10 2.53 499
11 3 20 2.33 482
12 3 30 1.80 317
13 4 0 2.09 499
14 4 10 2.20 411
20 SAS for M ixed M odels
id blk trt adg iwt
15 4 20 2.21 391
16 4 30 2.82 396
17 5 0 1.66 371
18 5 10 2.30 418
19 5 20 2.65 486
20 5 30 2.18 333
21 6 0 1.42 395
22 6 10 1.93 325
23 6 20 1.58 316
24 6 30 1.49 311
25 7 0 1.41 414
26 7 10 1.65 313
27 7 20 1.08 309
28 7 30 1.34 323
29 8 0 0.18 315
30 8 10 0.64 376
31 8 20 0.76 308
32 8 30 0.70 439
Data Set 7.4 Cooking Times
Obs block container am ount tim e
1 1 A 2 71.36
2 1 A 4 123.33
3 1 A 6 155.59
4 1 A 8 194.90
5 1 B 4 118.64
6 1 B 2 61.95
7 1 B 6 174.46
8 1 B 8 222.71
9 1 C 4 132.55
10 1 C 8 230.96
11 1 C 2 73.15
12 1 C 6 180.46
13 2 A 6 153.37
14 2 A 2 74.77
15 2 A 8 203.97
16 2 A 4 120.62
17 2 B 6 174.24
18 2 B 4 122.24
19 2 B 2 69.87
20 2 B 8 231.12
21 2 C 4 139.63
22 2 C 8 242.67
Appendix 2: Data Sets 21
Obs block container am ount tim e
23 2 C 2 80.94
24 2 C 6 183.37
25 3 A 2 96.46
26 3 C 4 145.55
Data Set 7.5 Balanced Incomplete Block
id blk trt y x grp
1 1 1 31 20 13
2 1 2 29 18 24
3 1 3 31 11 13
4 2 1 29 37 13
5 2 2 34 37 24
6 2 4 33 39 24
7 3 1 31 29 13
8 3 3 28 12 13
9 3 4 34 31 24
10 4 2 39 37 24
11 4 3 35 29 13
12 4 4 32 28 24
13 5 1 33 12 13
14 5 2 35 19 24
15 5 3 38 16 13
16 6 1 35 31 13
17 6 2 31 13 24
18 6 4 42 39 24
19 7 1 42 38 13
20 7 3 43 30 13
21 7 4 42 25 24
22 8 2 27 13 24
23 8 3 37 39 13
24 8 4 29 21 24
Data Set 7.6 Unbalanced Incomplete Block
id blk trt y x
1 1 1 0.62 0.078
2 1 2 0.91 0.010
3 2 1 0.41 0.032
4 2 2 0.48 0.050
5 3 1 0.41 0.000
6 3 2 0.49 0.015
7 4 1 0.26 0.010
8 4 2 0.28 0.016
22 SAS for M ixed M odels
id blk trt y x
9 5 1 0.29 0.053
10 5 2 0.37 0.069
11 6 1 0.73 0.007
12 6 2 0.72 0.062
13 7 3 0.33 0.036
14 7 4 0.31 0.068
15 8 3 0.18 0.068
16 8 4 0.18 0.057
17 9 3 0.19 0.077
18 9 4 0.25 0.090
19 10 3 0.28 0.023
20 10 4 0.32 0.039
21 11 3 0.33 0.017
22 11 4 0.27 0.062
23 12 3 0.24 0.058
24 12 4 0.23 0.082
Data Set 7.7 Teaching Methods I
id m et teacher gen student score y_ex
1 1 1 f 1 15 11
2 1 1 f 2 17 11
3 1 1 f 3 16 11
4 1 1 f 4 16 11
5 1 1 m 1 17 11
6 1 1 m 2 16 11
7 1 1 m 3 17 11
8 1 1 m 4 17 11
9 1 2 f 1 18 8
10 1 2 f 2 17 8
11 1 2 f 3 17 8
12 1 2 f 4 16 8
13 1 2 m 1 16 8
14 1 2 m 2 17 8
15 1 2 m 3 18 8
16 1 2 m 4 17 8
17 1 3 f 1 15 9
18 1 3 f 2 15 9
19 1 3 f 3 15 9
20 1 3 f 4 16 9
21 1 3 m 1 15 9
22 1 3 m 2 15 9
23 1 3 m 3 15 9
24 1 3 m 4 16 9
Appendix 2: Data Sets 23
id m et teacher gen student score y_ex
25 1 4 f 1 16 17
26 1 4 f 2 17 17
27 1 4 f 3 16 17
28 1 4 f 4 15 17
29 1 4 m 1 14 17
30 1 4 m 2 17 17
31 1 4 m 3 17 17
32 1 4 m 4 16 17
33 2 1 f 1 21 6
34 2 1 f 2 22 6
35 2 1 f 3 22 6
36 2 1 f 4 21 6
37 2 1 m 1 20 6
38 2 1 m 2 20 6
39 2 1 m 3 21 6
40 2 1 m 4 22 6
41 2 2 f 1 21 11
42 2 2 f 2 20 11
43 2 2 f 3 20 11
44 2 2 f 4 21 11
45 2 2 m 1 18 11
46 2 2 m 2 19 11
47 2 2 m 3 20 11
48 2 2 m 4 19 11
49 2 3 f 1 23 13
50 2 3 f 2 23 13
51 2 3 f 3 24 13
52 2 3 f 4 23 13
53 2 3 m 1 21 13
54 2 3 m 2 20 13
55 2 3 m 3 21 13
56 2 3 m 4 22 13
57 2 4 f 1 23 18
58 2 4 f 2 22 18
59 2 4 f 3 22 18
60 2 4 f 4 22 18
61 2 4 m 1 19 18
62 2 4 m 2 19 18
63 2 4 m 3 19 18
64 2 4 m 4 20 18
65 3 1 f 1 33 8
66 3 1 f 2 31 8
67 3 1 f 3 31 8
68 3 1 f 4 32 8
24 SAS for M ixed M odels
id m et teacher gen student score y_ex
69 3 1 m 1 27 8
70 3 1 m 2 28 8
71 3 1 m 3 27 8
72 3 1 m 4 27 8
73 3 2 f 1 28 18
74 3 2 f 2 27 18
75 3 2 f 3 27 18
76 3 2 f 4 29 18
77 3 2 m 1 23 18
78 3 2 m 2 23 18
79 3 2 m 3 24 18
80 3 2 m 4 23 18
81 3 3 f 1 30 12
82 3 3 f 2 29 12
83 3 3 f 3 29 12
84 3 3 f 4 30 12
85 3 3 m 1 25 12
86 3 3 m 2 25 12
87 3 3 m 3 26 12
88 3 3 m 4 24 12
89 3 4 f 1 28 6
90 3 4 f 2 27 6
91 3 4 f 3 28 6
92 3 4 f 4 30 6
93 3 4 m 1 25 6
94 3 4 m 2 25 6
95 3 4 m 3 22 6
96 3 4 m 4 25 6
Data Set 7.8 Teaching Methods II
id m et teacher gen iq score
1 1 1 f 89 54
2 1 1 f 105 55
3 1 1 f 108 54
4 1 1 f 116 64
5 1 1 m 95 59
6 1 1 m 103 58
7 1 1 m 91 42
8 1 1 m 82 48
9 1 2 f 83 48
10 1 2 f 103 56
11 1 2 f 123 67
Appendix 2: Data Sets 25
12 1 2 f 103 54
13 1 2 m 118 65
14 1 2 m 101 65
15 1 2 m 101 50
16 1 2 m 82 55
17 1 3 f 115 71
18 1 3 f 91 66
19 1 3 f 109 69
20 1 3 f 85 59
21 1 3 m 98 76
22 1 3 m 84 64
23 1 3 m 91 63
24 1 3 m 110 74
25 1 4 f 120 75
26 1 4 f 98 60
27 1 4 f 99 64
28 1 4 f 91 59
29 1 4 m 80 55
30 1 4 m 112 70
31 1 4 m 105 63
32 1 4 m 94 62
33 2 1 f 97 67
34 2 1 f 105 74
35 2 1 f 120 78
36 2 1 f 92 69
37 2 1 m 91 67
38 2 1 m 96 64
39 2 1 m 95 65
40 2 1 m 84 52
41 2 2 f 105 73
42 2 2 f 110 78
43 2 2 f 98 75
44 2 2 f 92 65
45 2 2 m 104 75
46 2 2 m 105 78
47 2 2 m 82 58
48 2 2 m 109 75
49 2 3 f 141 97
50 2 3 f 107 68
51 2 3 f 116 82
52 2 3 f 105 86
53 2 3 m 93 71
54 2 3 m 113 82
55 2 3 m 92 72
26 SAS for M ixed M odels
56 2 3 m 115 77
57 2 4 f 112 74
58 2 4 f 96 76
59 2 4 f 103 78
60 2 4 f 105 77
61 2 4 m 111 75
62 2 4 m 121 86
63 2 4 m 87 68
64 2 4 m 90 74
65 3 1 f 87 71
66 3 1 f 78 71
67 3 1 f 117 85
68 3 1 f 108 87
69 3 1 m 92 65
70 3 1 m 111 72
71 3 1 m 126 85
72 3 1 m 123 78
73 3 2 f 126 91
74 3 2 f 112 80
75 3 2 f 108 75
76 3 2 f 92 65
77 3 2 m 95 73
78 3 2 m 109 73
79 3 2 m 115 78
80 3 2 m 115 71
81 3 3 f 102 82
82 3 3 f 96 72
83 3 3 f 113 87
84 3 3 f 127 91
85 3 3 m 112 85
86 3 3 m 96 68
87 3 3 m 114 86
88 3 3 m 101 78
89 3 4 f 95 86
90 3 4 f 105 91
91 3 4 f 95 81
92 3 4 f 102 85
93 3 4 m 80 68
94 3 4 m 97 81
95 3 4 m 114 89
96 3 4 m 100 87
Appendix 2: Data Sets 27
Data Set 7.9 Wafer Types
id grp tem p type wafer site delta thick
1 1 900 A 1 1 291 1919
2 1 900 A 1 2 295 1919
3 1 900 A 1 3 294 1919
4 1 900 A 2 1 318 2113
5 1 900 A 2 2 315 2113
6 1 900 A 2 3 315 2113
7 1 900 B 1 1 349 1965
8 1 900 B 1 2 348 1965
9 1 900 B 1 3 345 1965
10 1 900 B 2 1 332 1829
11 1 900 B 2 2 334 1829
12 1 900 B 2 3 331 1829
13 1 1000 A 1 1 319 2098
14 1 1000 A 1 2 315 2098
15 1 1000 A 1 3 321 2098
16 1 1000 A 2 1 290 1823
17 1 1000 A 2 2 289 1823
18 1 1000 A 2 3 292 1823
19 1 1000 B 1 1 358 2059
20 1 1000 B 1 2 357 2059
21 1 1000 B 1 3 362 2059
22 1 1000 B 2 1 365 2145
23 1 1000 B 2 2 367 2145
24 1 1000 B 2 3 367 2145
25 1 1100 A 1 1 264 1846
26 1 1100 A 1 2 266 1846
27 1 1100 A 1 3 268 1846
28 1 1100 A 2 1 276 2028
29 1 1100 A 2 2 280 2028
30 1 1100 A 2 3 278 2028
31 1 1100 B 1 1 352 2086
32 1 1100 B 1 2 353 2086
33 1 1100 B 1 3 350 2086
34 1 1100 B 2 1 330 1899
35 1 1100 B 2 2 330 1899
36 1 1100 B 2 3 334 1899
37 2 900 A 1 1 306 1841
38 2 900 A 1 2 302 1841
39 2 900 A 1 3 305 1841
40 2 900 A 2 1 342 2170
41 2 900 A 2 2 341 2170
42 2 900 A 2 3 336 2170
28 SAS for M ixed M odels
id grp tem p type wafer site delta thick
43 2 900 B 1 1 342 1981
44 2 900 B 1 2 341 1981
45 2 900 B 1 3 340 1981
46 2 900 B 2 1 366 2190
47 2 900 B 2 2 363 2190
48 2 900 B 2 3 361 2190
49 2 1000 A 1 1 299 1915
50 2 1000 A 1 2 296 1915
51 2 1000 A 1 3 297 1915
52 2 1000 A 2 1 329 2161
53 2 1000 A 2 2 330 2161
54 2 1000 A 2 3 332 2161
55 2 1000 B 1 1 348 2072
56 2 1000 B 1 2 346 2072
57 2 1000 B 1 3 346 2072
58 2 1000 B 2 1 350 2082
59 2 1000 B 2 2 346 2082
60 2 1000 B 2 3 347 2082
61 2 1100 A 1 1 285 1854
62 2 1100 A 1 2 292 1854
63 2 1100 A 1 3 289 1854
64 2 1100 A 2 1 306 2046
65 2 1100 A 2 2 303 2046
66 2 1100 A 2 3 304 2046
67 2 1100 B 1 1 357 2062
68 2 1100 B 1 2 360 2062
69 2 1100 B 1 3 359 2062
70 2 1100 B 2 1 361 2055
71 2 1100 B 2 2 361 2055
72 2 1100 B 2 3 360 2055
73 3 900 A 1 1 318 2019
74 3 900 A 1 2 323 2019
75 3 900 A 1 3 323 2019
76 3 900 A 2 1 307 1872
77 3 900 A 2 2 308 1872
78 3 900 A 2 3 308 1872
79 3 900 B 1 1 372 2182
80 3 900 B 1 2 371 2182
81 3 900 B 1 3 370 2182
82 3 900 B 2 1 348 1973
83 3 900 B 2 2 349 1973
84 3 900 B 2 3 352 1973
85 3 1000 A 1 1 264 1828
86 3 1000 A 1 2 265 1828
Appendix 2: Data Sets 29
id grp tem p type wafer site delta thick
87 3 1000 A 1 3 265 1828
88 3 1000 A 2 1 274 1827
89 3 1000 A 2 2 268 1827
90 3 1000 A 2 3 275 1827
91 3 1000 B 1 1 332 2109
92 3 1000 B 1 2 337 2109
93 3 1000 B 1 3 335 2109
94 3 1000 B 2 1 322 2003
95 3 1000 B 2 2 326 2003
96 3 1000 B 2 3 321 2003
97 3 1100 A 1 1 273 1925
98 3 1100 A 1 2 275 1925
99 3 1100 A 1 3 276 1925
100 3 1100 A 2 1 276 1942
101 3 1100 A 2 2 273 1942
102 3 1100 A 2 3 273 1942
103 3 1100 B 1 1 333 1893
104 3 1100 B 1 2 332 1893
105 3 1100 B 1 3 332 1893
106 3 1100 B 2 1 349 2170
107 3 1100 B 2 2 350 2170
108 3 1100 B 2 3 352 2170
109 4 900 A 1 1 295 1862
110 4 900 A 1 2 297 1862
111 4 900 A 1 3 296 1862
112 4 900 A 2 1 326 2149
113 4 900 A 2 2 326 2149
114 4 900 A 2 3 328 2149
115 4 900 B 1 1 322 1888
116 4 900 B 1 2 325 1888
117 4 900 B 1 3 327 1888
118 4 900 B 2 1 335 1998
119 4 900 B 2 2 332 1998
120 4 900 B 2 3 334 1998
121 4 1000 A 1 1 258 1815
122 4 1000 A 1 2 260 1815
123 4 1000 A 1 3 260 1815
124 4 1000 A 2 1 280 1981
125 4 1000 A 2 2 276 1981
126 4 1000 A 2 3 278 1981
127 4 1000 B 1 1 319 2012
128 4 1000 B 1 2 322 2012
129 4 1000 B 1 3 317 2012
130 4 1000 B 2 1 311 1892
30 SAS for M ixed M odels
id grp tem p type wafer site delta thick
131 4 1000 B 2 2 313 1892
132 4 1000 B 2 3 313 1892
133 4 1100 A 1 1 282 2083
134 4 1100 A 1 2 282 2083
135 4 1100 A 1 3 279 2083
136 4 1100 A 2 1 271 2036
137 4 1100 A 2 2 271 2036
138 4 1100 A 2 3 270 2036
139 4 1100 B 1 1 335 2174
140 4 1100 B 1 2 339 2174
141 4 1100 B 1 3 338 2174
142 4 1100 B 2 1 304 1802
143 4 1100 B 2 2 303 1802
144 4 1100 B 2 3 303 1802
Appendix 2: Data Sets 31
A2.8 Random Coefficient Models
Data Set 8.2 Winter Wheat
Obs id variety yield m oist
1 1 1 41 10
2 2 1 69 57
3 3 1 53 32
4 4 1 66 52
5 5 1 64 47
6 6 1 64 48
7 7 2 49 30
8 8 2 44 21
9 9 2 44 20
10 10 2 46 26
11 11 2 57 44
12 12 2 42 19
13 13 3 69 50
14 14 3 62 40
15 15 3 50 23
16 16 3 76 58
17 17 3 48 21
18 18 3 55 30
19 19 4 48 22
20 20 4 60 40
21 21 4 45 17
22 22 4 47 21
23 23 4 62 44
24 24 4 43 13
25 25 5 65 49
26 26 5 63 44
27 27 5 71 57
28 28 5 68 51
29 29 5 52 27
30 30 5 68 52
31 31 6 76 55
32 32 6 46 11
33 33 6 45 11
34 34 6 67 43
35 35 6 65 38
36 36 6 79 60
37 37 7 35 17
38 38 7 37 20
32 SAS for M ixed M odels
39 39 7 30 11
40 40 7 30 10
41 41 7 57 48
42 42 7 49 36
43 43 8 75 57
44 44 8 64 41
45 45 8 46 15
46 46 8 54 28
47 47 8 52 23
48 48 8 52 23
49 49 9 51 26
50 50 9 63 44
51 51 9 42 13
52 52 9 61 40
53 53 9 67 48
54 54 9 69 53
55 55 10 60 37
56 56 10 73 58
57 57 10 66 44
58 58 10 71 53
59 59 10 67 48
60 60 10 74 59
Data Set 8.3 Mathematics Study
data class; input size@@; retain class 1; do i = 1 to size; output; end; drop size i; class + 1; datalines; 21 29 16 24 20 19 16 8 19 18 14 14 13 19 22 17 11 9 22 18 19 24 30 20 16 21 29 22 18 19
11 16 15 8 13 20 21 17 20 19 17 17 21 28 19 17 21 24 26 35 21 20 22 18 21 22 11 18 7 26 19 7 25 18 17 18 10 17 16 9 23 18 17 19 17 13 20 17
8 20 16 20 26 14 17 27 16 23 25 20
Appendix 2: Data Sets 33
24 28 8 22 17 21 25 14 21 23 13 28 13 22 25 24 14 18 38 14 21 21 25 27 34 34 23 19 22 23 23 26 25 26 14 24
24 10 18 22 17 22 20 19 14 16 17 19 7 9 23 13 18 24 24 19 30 21 17 26 29 32 21 8 8 24 15 27 15 18 15 18 18 26 23 7 21 22 23 15 20 18 29 25
22 21 12 16 12 12 15 17 20 20 21 15 18 18 32 25 run;
data sims; input pretot gain @@; datalines; 29 2 38 0 31 6 31 6 29 5 23 9 23 7 33 2 30 1 32 3 22 4 29 6 34 2 30 -1 35 1 25 1 22 3 31 1 33 3 31 1 35 2 20 2 18 -3 12 5 9 1 11 -3 12 3 12 -8 18 -6 13 -4 8 4 21 1 4 4 10 1 8 4 12 -6 14 -2 9 2 11 3 11 -5 12 7 12 2 17 -7 7 3 17 -6 9 2 16 2 4 1 5 8 12 -4 7 -2 13 1 16 -10 11 -4 9 -1 11 6 6 1 9 3 5 9 12 -5 8 1 12 -4 8 4 9 2 9 5 11 -4 11 1 16 13 17 4 21 6 18 9 21 0 18 -2 11 9 14 10 11 -4 13 4 13 4 10 7 11 3 17 9 14 2 17 4 12 1 12 8 13 -2 10 5 14 6 12 15 13 -5 20 5 10 9 16 1 10 7 28 -4 11 5 14 -2 24 5 13 7 5 5 23 8 11 5 18 4 21 5 24 4 18 12 29 4 18 0 9 11 15 2 25 4 21 0 20 10 30 -3 18 -10 26 -2 23 -4 18 -4 19 8 18 -6 24 1 21 8 19 -1 31 0 14 -5 24 0 19 -13 22 -10 21 6 20 2 11 6 10 7 24 -10 24 -7 12 5 15 -4 14 -3 8 0 8 -2 16 14 16 -4 18 4 4 0 21 -15 21 -12 9 -5 14 -6 7 -1 13 -7 12 -5 4 10 17 -4 13 -7 16 5 17 10 30 0 19 10 17 -7 9 2 17 0 15 -8 12 10 14 -2 24 -11 24 1 6 4 15 -4 20 3 5 3 8 2 10 5 14 8 6 4 18 2 9 0 12 5 9 3 9 1 16 10 10 6 5 11 9 0 9 1 11 1 13 0 7 5 27 -4 8 -2 12 2 16 -7 14 5 8 4 11 4 16 4 8 2 11 7 6 0 9 4 12 3 27 1 11 2 10 -1 17 -2 10 -1 11 -1 15 4 7 -3 7 1 4 8 2 16 7 8 5 1 16 0 12 -5 19 -2 5 3 6 2 18 7 3 5 9 4 6 5 7 2 13 -7 8 3 7 7 6 3 9 1 7 1 9 5 8 5 7 6 22 2 9 16 18 7 27 6 28 8 14 7 13 0 21 11 20 5 22 5 19 3 13 15 20 3 24 2 32 4 17 0 17 11 12 13 19 3 8 7 17 7 20 -1 14 0 12 3 12 12 17 -8 16 12 26 -2 18 11 12 17 12 9 22 9 16 5 10 3 14 6 7 2 6 6 19 5 12 9 10 8 17 -3 9 3
34 SAS for M ixed M odels
13 10 8 2 8 5 21 10 12 1 12 2 27 6 10 6 28 3 15 7 16 3 13 9 24 12 11 11 15 4 19 8 10 -8 17 -10 6 -4 17 -6 16 -1 9 1 11 2 13 -3 9 4 4 2 6 1 15 -3 10 1 21 2 13 1 23 3 21 -7 31 -4 19 -4 11 1 5 6 12 2 11 4 14 9 8 1 16 1 16 4 8 4 11 1 9 0 4 6 13 8 13 1 12 -4 12 -2 16 2 14 9 16 5 13 -1 9 0 8 7 10 9 23 6 26 7 15 9 13 5 31 2 31 4 22 5 18 13 26 6 31 4 22 2 23 9 19 1 21 10 36 3 22 -2 21 6 15 5 8 2 12 -1 11 7 7 15 13 -5 12 -2 4 11 7 -1 12 0 7 3 4 7 8 3 8 5 21 -6 11 5 6 5 12 11 7 2 18 4 23 -7 34 -5 33 -1 30 -23 22 6 31 -22 32 6 30 5 26 6 33 3 22 1 26 -2 29 4 24 7 34 0 30 7 30 4 21 6 21 4 28 5 22 12 27 -3 16 9 36 2 26 -1 37 -1 25 -2 30 6 28 8 32 2 34 2 30 2 33 4 36 1 33 2 35 0 29 1 30 5 37 1 30 1 27 3 36 -2 27 8 30 1 26 9 32 -1 35 -2 33 3 27 7 28 4 34 3 32 6 27 6 34 3 26 7 18 10 26 8 7 17 29 8 33 -1 35 1 17 -9 32 -1 11 10 20 7 24 1 31 6 20 4 21 10 14 12 25 11 15 12 18 11 32 4 30 4 18 13 23 8 25 6 24 5 17 10 15 9 26 11 25 5 16 2 12 18 27 6 13 5 27 7 26 3 24 5 12 4 24 -1 15 -10 15 -1 9 7 26 -1 15 -1 11 1 18 1 16 3 8 0 14 7 15 1 5 10 9 5 21 -12 23 5 13 1 13 -1 17 7 16 5 14 5 18 7 22 0 20 1 9 9 16 4 19 3 22 6 22 8 24 4 9 11 22 4 19 4 19 4 19 6 11 6 7 5 12 8 16 7 12 1 7 2 6 15 10 0 19 -1 13 4 12 9 13 -3 14 9 21 2 22 5 11 4 18 6 19 4 23 1 12 -5 12 9 31 -2 9 8 31 4 17 4 20 7 28 8 11 0 11 14 25 6 18 -5 13 2 10 3 14 -3 15 -11 7 0 4 1 15 4 5 9 14 3 12 -1 8 10 19 4 8 7 15 11 20 -12 16 6 4 3 15 4 9 -3 7 -4 12 11 7 3 13 6 20 4 20 11 8 7 23 5 23 9 19 5 12 6 31 0 15 4 9 11 23 8 12 11 15 8 11 16 28 4 10 8 22 9 17 13 10 14 12 -2 10 22 21 -1 7 4 28 -13 12 19 15 13 9 17 12 -5 29 1 9 10 11 11 20 14 20 11 19 7 18 4 18 14 21 2 30 -3 21 9 14 11 22 4 9 16 21 7 9 3 12 4 17 5 23 6 13 7 33 0 23 2 23 7 28 3 27 2 11 1 19 6 31 0 14 3 11 -3 14 8 11 7 25 5 11 13 22 -7 16 15 17 11 7 24 28 -6 20 -7 11 8 15 3 23 4 33 2 17 3 21 -9 20 2 25 6 11 19 25 -1 19 13 29 9 28 5 9 2 18 11 21 11 11 14 6 16 10 -1 14 5 28 7 20 14 17 16 22 4 10 2 19 6 11 6 24 9 9 6 18 8 16 15 18 7 13 4 24 5 31 6 11 4 28 -6 17 13 21 5 23 7 10 -4 8 5 28 6 22 -6 19 6 27 0 15 5 18 9 27 3 25 -2 10 10 26 7 16 2 20 2 19 10 26 7 9 3 18 16 9 12 10 17 32 2 16 6 16 10 13 -3 15 14 17 -1 20 5 16 10 27 -3 28 2 19 0 16 0 16 11 15 1 30 2 36 -1 12 9 23 10 11 1 13 10 20 9 23 11 20 14 21 8 20 7 23 7 23 9 30 7 7 4 23 6 12 11 18 13 21 7 11 4 20 10 17 4 17 4 17 3
Appendix 2: Data Sets 35
10 3 22 3 18 7 19 7 28 7 23 6 26 6 15 7 22 6 5 7 24 10 18 2 17 16 17 0 11 -4 26 4 17 6 17 9 26 2 19 -1 16 3 25 -1 20 -1 13 10 29 -2 23 1 28 7 25 8 24 1 23 11 21 2 18 5 8 5 13 5 30 4 17 7 24 5 26 8 19 5 17 -9 16 10 10 4 15 3 16 8 20 14 20 3 12 11 10 4 10 8 13 3 11 3 28 8 25 6 17 14 18 13 10 9 6 6 11 16 25 10 14 12 24 4 20 3 20 10 17 17 20 14 16 9 27 4 11 7 14 -4 13 4 19 2 8 11 14 5 18 8 13 2 11 2 7 7 11 2 12 7 12 8 9 3 28 4 15 5 11 7 14 -4 12 6 24 5 19 5 8 4 15 -6 9 18 13 3 22 4 24 8 16 9 12 3 9 -2 7 3 6 -2 11 -6 9 -2 6 2 3 3 18 5 15 -1 11 0 8 -1 10 7 6 -2 9 -2 8 5 10 1 8 2 6 -1 5 0 15 5 23 5 34 0 15 8 9 3 18 6 18 11 8 2 14 1 9 3 13 -4 25 7 16 4 12 1 7 6 16 1 23 1 14 -3 14 2 29 4 20 10 15 4 13 -3 8 0 26 -3 25 3 12 6 20 2 14 17 11 13 17 4 7 2 15 8 17 11 15 0 10 15 28 5 17 8 15 11 17 15 16 4 18 7 14 8 20 10 37 0 17 6 9 12 27 8 26 0 16 12 25 7 35 -2 22 12 30 1 27 10 26 0 29 1 19 6 24 11 28 4 29 7 14 8 16 12 24 5 15 5 25 -5 19 6 14 5 10 6 16 0 17 8 23 10 22 9 17 8 10 6 16 15 25 -2 7 10 14 5 12 9 23 3 16 2 16 1 25 8 10 13 21 -5 12 11 19 3 19 7 26 -3 31 4 26 4 27 2 19 11 22 7 22 10 21 11 29 6 14 8 15 3 31 3 22 1 19 5 33 -24 25 7 19 12 23 5 24 1 16 10 30 4 29 4 23 4 30 4 16 12 23 10 25 6 19 9 28 4 20 -4 21 12 26 2 27 -1 23 0 9 2 12 4 18 9 27 2 11 -5 8 4 11 7 25 1 11 -1 11 1 15 5 22 2 14 9 13 2 9 2 10 -1 13 3 15 3 13 10 19 10 27 7 21 5 35 -2 28 -2 7 7 15 5 18 -2 8 3 28 1 12 9 17 8 25 2 10 -2 17 6 9 5 15 4 30 0 22 -1 17 0 25 1 22 -3 26 4 17 1 16 4 27 8 14 9 24 -1 17 10 25 9 36 2 18 5 27 2 17 8 13 11 22 3 24 7 11 6 25 4 17 13 23 1 16 6 11 11 11 7 23 8 22 11 18 15 31 2 27 6 16 12 31 3 22 15 28 8 23 8 29 1 22 8 30 4 24 5 29 -20 27 6 28 6 24 12 10 8 10 11 9 6 18 9 19 3 12 13 10 13 14 7 6 15 21 9 14 4 12 9 14 14 21 10 6 6 17 9 11 11 12 10 12 6 11 8 18 9 16 10 27 8 21 6 20 9 30 1 23 7 18 10 31 6 15 10 9 6 22 12 21 1 13 14 26 6 16 10 26 6 29 5 24 10 18 11 21 0 21 0 25 7 9 2 10 1 15 1 10 -1 17 -5 5 8 10 10 12 3 6 1 10 6 11 5 7 3 6 9 7 0 8 0 10 -4 15 -2 7 0 7 8 8 0 10 3 7 0 9 -2 9 1 4 6 3 6 12 -7 5 6 4 6 7 -5 3 6 10 -5 8 -7 14 -13 10 -2 9 3 9 5 8 11 16 4 17 16 11 5 8 6 23 9 10 6 15 -10 16 -3 19 2 8 9 18 3 18 14 15 -2 18 10 10 20 18 -4 12 6 10 0 23 13 19 1 18 12 10 12 26 2 13 -2 17 2 18 11 15 5 10 14 17 7 20 0 18 2 10 -5 12 8 14 6 12 -5 10 12 14 15 13 4 11 6 14 0 16 11
36 SAS for M ixed M odels
19 7 16 14 10 4 6 -2 5 1 3 3 4 -4 12 -8 6 -1 28 4 24 1 24 12 23 0 23 -1 25 5 30 -11 30 -3 34 -3 34 0 33 3 24 4 27 -12 25 1 16 6 31 -4 25 -5 22 4 15 2 19 -1 27 6 17 -5 24 -3 31 -14 37 -9 11 -1 7 -3 16 4 16 3 11 -4 13 8 10 10 23 1 10 7 11 -5 13 -1 11 2 15 -1 23 3 18 -13 25 -2 16 9 14 -1 6 0 14 -1 14 9 14 -4 19 -1 11 -4 19 0 7 2 2 0 13 4 8 6 11 2 5 0 6 0 8 1 12 -2 10 2 13 8 16 13 15 0 18 3 17 4 11 12 15 4 12 2 16 14 14 5 15 8 17 6 16 4 15 11 13 7 11 6 12 5 15 2 13 6 7 5 6 3 14 1 12 2 16 4 16 -5 6 -1 14 -4 8 5 14 6 16 -4 13 -4 6 5 9 1 12 5 15 5 18 8 14 2 13 0 12 5 15 10 14 13 27 4 9 9 12 3 12 2 8 1 8 0 7 18 10 10 12 4 7 5 6 13 11 15 12 13 17 4 9 6 8 16 15 13 9 7 11 4 9 4 6 -2 13 -3 4 2 7 2 9 4 5 0 6 5 8 -1 6 0 16 6 9 1 22 10 19 4 18 -1 18 -14 13 5 10 -1 13 -3 19 6 25 0 19 -10 13 4 8 3 13 -8 17 2 26 -6 18 2 21 1 10 1 17 7 10 0 18 -3 9 6 13 1 11 -4 15 15 11 2 17 5 16 10 19 11 22 9 13 16 8 19 9 14 23 10 18 14 14 7 12 5 15 21 17 11 21 11 13 6 8 12 17 16 18 18 17 11 15 11 7 19 17 16 19 4 6 16 15 16 14 5 14 11 21 5 11 17 6 11 20 10 25 6 12 1 13 -1 15 10 19 4 8 6 9 20 26 7 24 6 16 10 6 7 7 3 24 7 10 3 9 13 13 7 19 9 17 11 21 11 18 6 13 0 4 6 20 11 14 12 24 1 20 10 14 4 27 6 31 5 25 8 15 11 16 -1 7 0 17 9 22 0 12 -6 8 1 9 5 9 5 8 7 8 5 8 12 20 2 9 0 4 4 5 1 8 8 6 2 12 -1 7 6 6 8 17 9 11 5 3 9 13 -9 22 1 16 4 10 4 10 1 10 -2 8 11 13 5 10 2 14 7 23 9 14 2 13 9 11 13 4 9 11 0 15 2 18 7 7 -1 4 12 16 6 17 8 9 8 7 3 12 -1 12 -4 13 1 14 3 8 -2 10 -10 16 -5 6 1 9 -3 5 1 3 7 7 -2 6 2 8 -2 8 -1 4 2 6 9 6 -6 15 -7 16 9 7 -2 8 -1 4 8 7 3 22 3 15 4 11 -1 13 -7 7 2 14 -8 11 5 17 7 11 -3 14 1 9 8 17 2 19 6 24 -5 17 -13 19 -10 15 -1 32 1 21 3 10 4 25 -12 13 2 18 3 20 5 16 1 13 -2 28 -5 15 3 6 5 15 -9 11 -8 13 -2 6 1 10 6 6 3 13 1 13 -2 13 6 10 -1 5 11 14 4 10 -3 15 3 11 4 15 -2 19 -2 10 -5 23 3 24 -1 11 5 19 9 16 10 16 6 14 6 10 9 25 -3 12 5 12 12 18 8 21 9 12 4 14 1 19 5 11 5 17 4 19 -3 12 2 12 1 16 3 22 4 18 3 12 4 20 10 5 5 7 11 11 1 10 8 6 9 7 3 14 4 6 4 6 5 19 -2 8 7 17 5 10 4 13 3 26 6 13 7 19 6 12 2 12 8 17 5 19 9 16 12 12 10 18 1 20 13 11 11 28 4 10 12 11 13 18 8 24 2 9 5 8 3 6 6 8 2 6 11 9 -2 7 6 9 3 9 5 8 -6 5 7 9 1 6 2 13 0 9 -5 9 3 7 4 13 -1 9 7 7 5 5 0 12 -6 6 2 7 2 10 -3 14 1 6 4 11 4 11 1 6 5 8 -1 9 0 11 1 7 7 8 4 18 4 7 2
Appendix 2: Data Sets 37
10 1 11 7 5 2 14 2 14 -1 12 1 11 0 10 -2 10 -1 9 1 5 -1 9 4 6 1 5 1 7 8 8 -2 5 2 7 1 4 3 8 1 9 -1 6 -3 10 0 12 1 3 5 9 -1 8 0 11 -3 8 -4 17 6 8 4 16 1 27 3 21 0 13 9 23 -3 29 -10 29 5 14 8 14 4 31 3 16 10 22 4 28 1 29 9 26 3 14 -3 32 4 22 5 17 10 9 9 26 3 16 11 21 12 15 3 12 -2 11 9 12 -3 7 -2 8 1 10 -2 9 -2 19 4 10 2 8 2 8 -5 11 -2 7 2 18 0 9 -1 11 2 12 0 9 1 8 2 9 1 6 2 20 5 14 -2 17 1 9 12 13 -1 18 0 11 4 10 6 12 2 10 8 10 2 16 14 12 2 14 16 28 5 12 15 11 -1 10 6 12 9 13 7 10 16 18 0 17 6 16 4 31 4 16 11 13 6 11 14 7 1 21 3 21 4 9 7 10 5 14 7 12 11 12 0 23 4 23 1 25 4 12 4 22 0 21 3 11 11 9 -4 27 4 15 7 27 4 12 7 13 0 25 1 11 -1 20 0 6 14 15 4 12 8 15 -1 3 9 23 -5 8 11 10 10 10 5 7 6 7 11 7 15 8 19 7 12 9 15 15 18 13 6 10 3 10 8 19 6 5 16 13 4 7 5 8 12 6 6 9 11 8 13 16 13 8 10 17 8 9 8 11 8 10 3 9 8 10 16 11 17 27 2 14 3 9 19 8 19 9 9 8 11 6 14 9 15 8 5 12 9 17 -9 12 5 13 6 17 -5 11 -2 11 -4 8 1 10 7 7 -1 13 -3 11 -1 7 2 7 5 6 7 8 -1 14 2 14 2 15 -3 13 0 16 1 36 -2 28 3 24 2 29 2 21 5 26 1 19 -18 21 9 33 6 29 6 22 -19 23 6 31 -1 22 3 18 9 24 6 14 2 31 1 13 8 36 1 19 5 36 -5 29 -4 29 -22 23 1 10 -3 9 -1 1 2 10 -3 6 0 6 3 8 4 8 4 3 3 9 0 6 3 5 1 4 6 10 -2 13 13 14 4 15 -3 13 14 13 14 10 3 17 5 9 7 16 4 13 17 14 4 14 3 16 13 10 0 16 1 19 5 12 11 12 8 13 10 10 13 14 3 16 12 18 5 14 -6 15 1 10 4 15 13 22 5 6 10 21 1 21 -2 11 9 13 8 15 -2 13 8 15 9 14 3 16 9 16 3 12 4 11 14 11 7 18 11 15 7 13 -5 12 2 7 0 8 0 11 6 14 -1 8 15 9 -1 8 -1 7 12 10 4 5 3 17 0 24 5 33 4 17 5 17 4 23 6 21 13 10 12 28 8 23 5 13 8 16 3 20 5 24 4 20 10 21 9 16 4 14 8 25 10 23 5 13 9 27 2 18 2 16 4 31 2 29 4 21 6 26 2 12 9 8 4 17 8 7 5 26 1 10 5 9 2 14 -1 8 8 14 2 8 2 7 3 12 1 9 8 18 3 15 10 13 4 17 12 13 -7 16 10 15 11 12 9 13 16 9 15 26 9 23 12 16 9 16 6 24 4 24 4 10 10 18 12 17 2 22 7 19 6 27 1 24 2 17 6 17 4 4 8 9 3 10 0 20 9 10 8 30 2 32 0 7 5 21 3 13 7 24 2 15 -1 10 -2 8 -3 16 1 9 4 33 3 22 6 10 9 20 1 12 3 15 11 16 -10 23 0 21 11 10 3 16 4 23 8 11 3 8 11 19 7 26 1 13 -3 30 -4 10 14 18 2 29 1 14 2 16 12 29 5 16 8 16 1 12 6 14 9 22 12 15 9 30 0 37 2 32 1 25 9 26 8 24 6 22 10 32 -1 32 -3 30 8 27 9 31 1 24 2 25 1 17 -4 25 5 20 6 12 15 23 5 13 4 18 5 14 14 11 15 14 8 20 6 18 10 15 2 12 6 12 -4 18 10 16 8 13 3 6 4 19 15 16 10 26 10 14 7 15 16 24 5
38 SAS for M ixed M odels
20 4 10 6 16 4 19 8 21 5 16 4 6 12 15 10 24 9 23 10 2 4 15 0 11 9 13 10 14 3 11 6 17 6 17 11 21 4 16 8 25 10 21 1 16 0 22 5 19 7 11 10 18 -2 17 6 14 9 23 3 20 8 23 -16 12 16 3 3 7 9 8 4 23 12 13 6 22 4 15 -1 13 5 6 25 16 5 9 5 10 5 10 0 10 -3 9 -2 12 0 17 -1 18 -1 8 2 18 -5 15 -2 10 -1 10 -4 9 11 14 5 16 5 20 2 8 5 7 2 12 4 20 1 10 9 13 5 5 -1 11 -5 13 8 25 2 13 2 14 10 15 0 9 2 5 6 12 7 9 8 19 -2 15 0 9 0 8 4 3 9 10 4 12 2 12 4 12 1 6 7 19 4 7 16 13 9 5 11 6 4 11 0 24 2 11 14 13 0 9 8 32 0 15 11 8 1 6 12 22 1 11 -3 17 9 19 -6 10 2 5 6 13 -3 24 -6 14 9 17 5 12 5 19 7 9 -3 11 3 6 -1 26 1 7 4 14 5 9 9 19 11 17 8 12 -5 20 9 10 3 8 2 5 8 8 7 13 4 10 4 8 0 5 7 10 17 7 7 14 4 8 1 9 1 11 5 20 14 16 8 21 8 11 10 19 -9 17 7 27 -3 22 4 25 6 24 8 16 10 21 2 28 3 17 0 19 3 21 13 21 12 18 8 25 8 27 3 18 9 24 3 22 1 19 0 28 6 34 3 25 3 20 9 22 4 28 7 20 13 25 7 26 -8 27 0 20 3 11 9 17 -3 13 4 12 1 10 12 16 0 15 5 10 1 15 9 12 1 13 -1 17 -5 22 2 9 1 7 3 17 -1 18 5 10 -1 18 5 20 3 6 7 14 9 10 4 21 3 8 -1 15 -5 13 1 13 -3 17 -1 13 -4 15 0 9 8 18 -3 7 -1 19 13 18 9 31 3 17 3 25 2 13 6 16 1 14 9 10 10 14 5 23 10 11 2 18 4 16 11 17 10 13 5 18 12 17 11 17 15 21 5 24 9 24 5 21 7 13 -1 18 9 10 -1 11 -3 10 5 6 -1 7 2 7 4 5 0 14 11 11 -3 11 3 9 3 13 -2 27 7 10 4 9 0 12 -4 12 2 29 1 27 4 22 12 19 10 19 5 28 2 27 4 25 11 20 -2 19 2 16 9 21 8 27 4 29 5 16 16 23 6 30 3 33 2 30 5 28 5 27 -2 27 7 22 8 25 6 16 1 19 -1 14 9 19 4 17 9 14 8 13 6 13 9 17 -1 13 3 21 1 18 10 10 4 17 8 12 12 18 5 17 4 30 3 14 3 27 7 29 -3 15 8 6 0 12 6 14 2 15 -2 10 5 10 4 7 0 13 0 10 10 18 0 15 0 19 5 6 7 9 3 16 0 10 8 8 6 13 1 8 5 13 -5 8 7 9 8 13 16 18 3 22 10 22 1 30 3 13 1 20 8 27 6 23 -8 16 -5 19 11 21 3 14 9 14 -7 10 5 15 0 7 9 18 -13 34 0 14 1 11 6 22 6 20 2 16 6 16 -5 14 2 14 19 11 13 20 9 15 6 10 11 6 3 24 4 18 12 8 4 21 13 12 -2 31 0 24 8 25 4 9 1 16 6 15 13 24 12 27 2 16 8 17 2 12 13 13 1 32 6 8 12 18 10 24 11 21 7 22 8 10 14 15 12 22 10 31 5 23 8 9 4 8 0 18 10 11 16 10 7 9 14 14 13 28 4 20 8 20 3 27 4 17 16 20 6 11 3 28 8 19 8 12 7 19 -3 6 2 5 6 11 -5 7 5 14 6 24 12 10 -10 6 0 10 7 11 7 20 -3 13 -2 17 -1 30 3 11 13 30 1 32 4 30 2 18 0 11 8 20 9 8 25 14 15 18 19 17 14 10 2 21 6 22 5 22 12 16 13 19 -5 33 -1 30 -4 26 6 34 0 10 8 14 11 28 6 12 12 33 2 21 4 14 6 25 6 24 7 24 1 20 7
Appendix 2: Data Sets 39
25 7 25 9 32 2 33 3 13 6 18 -2 28 9 22 9 31 0 16 6 35 3 21 12 32 3 22 12 16 8 10 6 8 12 8 0 6 8 9 10 8 1 7 7 8 4 7 5 5 12 26 1 29 6 31 3 32 -7 28 8 10 13 30 7 18 16 27 4 25 7 16 12 22 6 30 2 22 9 23 11 29 6 30 5 20 6 22 7 19 8 19 13 18 6 10 16 25 7 23 3 27 4 15 7 26 6 20 11 26 8 13 0 23 11 15 4 20 0 26 9 21 12 25 6 19 13 16 16 7 4 17 8 18 4 19 3 25 5 26 4 12 11 16 8 30 6 16 5 28 10 25 12 26 8 26 6 28 4 18 4 33 1 11 11 29 0 14 16 25 1 22 8 31 6 27 4 24 -5 15 4 25 7 23 7 19 1 26 3 29 -1 29 7 18 1 30 5 21 -4 16 12 23 10 31 4 31 3 25 7 21 7 19 8 26 7 18 10 22 4 16 9 19 8 27 2 25 11 19 9 20 6 19 7 20 10 23 4 20 3 18 6 22 10 18 12 21 6 14 14 31 5 31 8 34 3 27 6 26 5 25 2 35 -4 32 -1 26 4 29 8 33 2 32 2 29 6 21 5 32 2 38 -2 34 1 24 5 29 1 10 10 4 3 7 3 6 4 10 17 11 -1 6 10 16 0 10 5 8 4 8 1 15 12 12 12 18 12 7 8 18 8 7 1 9 3 3 1 8 12 23 8 15 10 8 3 13 15 9 2 7 0 4 5 9 0 12 -6 9 4 11 14 8 -1 7 8 8 -1 5 3 4 2 6 -1 6 2 6 4 28 6 9 6 12 1 16 0 5 9 13 2 4 7 6 0 10 1 24 11 11 -5 13 5 11 0 17 -3 14 -1 6 11 13 7 16 13 12 -2 13 3 21 8 13 0 16 9 20 9 14 12 9 2 27 10 18 -6 15 8 9 10 5 13 10 7 12 4 12 2 13 0 10 -6 6 -3 11 6 7 -1 4 1 10 0 8 4 7 6 12 3 23 5 27 5 20 4 17 5 17 1 16 5 18 2 19 7 18 0 16 9 25 4 11 6 20 1 26 -6 12 0 23 0 19 8 20 2 14 11 25 7 28 8 13 6 24 8 23 8 20 12 22 3 18 5 29 4 23 5 18 4 16 6 11 8 13 1 14 6 29 4 4 6 1 5 8 3 5 5 7 1 8 -2 10 -2 12 -5 9 -6 7 -3 7 1 4 5 4 6 4 10 10 2 6 9 7 3 7 1 14 4 26 9 18 9 33 0 14 5 27 6 25 -6 26 7 25 1 22 8 20 9 21 6 22 12 38 0 22 10 21 3 26 6 33 5 27 6 25 2 25 11 19 14 20 12 19 7 7 6 11 7 8 4 12 3 11 9 22 7 6 6 17 10 12 5 11 4 8 5 18 13 13 6 15 -10 17 6 21 8 15 5 22 9 8 -1 26 4 7 3 10 0 14 11 13 13 15 10 13 6 19 14 34 4 21 4 26 11 20 0 24 6 9 17 7 16 14 4 12 8 14 8 23 -2 30 -1 29 3 9 6 5 7 13 15 14 -7 18 3 9 1 12 -5 10 -1 19 -11 30 -1 12 -9 9 -2 23 3 14 -6 16 15 26 4 8 -1 6 8 11 -2 13 8 10 0 12 1 29 0 22 4 16 3 13 -7 18 3 15 6 16 -4 12 1 20 8 9 3 26 -9 10 -2 4 8 7 1 7 0 13 -6 10 -3 8 3 11 -6 9 -4 11 0 10 -3 5 -1 4 2 13 -1 5 2 7 3 7 4 10 -6 4 10 9 -2 8 0 9 4 14 -2 11 4 5 6 15 11 19 6 6 6 7 5 14 6 8 13 11 1 4 9 11 3 12 6 14 3 9 3 6 3 12 1 24 -2 23 -1 13 -1 14 6 22 -3 12 -1 19 -1 7 7 16 6 15 -5 27 -2 16 2 12 -1 8 1 15 5 10 9 2 6 17 -3 19 3 16 -6 14 3 10 2 14 4 8 2 13 -5 9 2
40 SAS for M ixed M odels
17 11 12 14 30 5 6 4 15 18 7 7 9 3 8 2 11 -3 9 3 8 -1 9 -3 18 6 4 6 14 2 20 2 7 -3 9 1 8 12 21 6 21 10 11 0 16 12 17 2 22 5 16 2 14 2 9 6 25 -1 30 1 24 -7 31 6 26 -6 16 13 27 3 22 -13 22 3 16 3 17 5 29 1 35 -3 31 0 21 -3 16 2 26 -7 26 -4 25 2 32 3 18 12 22 -7 20 7 24 8 30 1 27 4 15 0 27 -1 21 4 16 8 24 9 32 5 13 5 18 14 19 6 8 3 10 9 20 5 12 16 14 12 24 13 15 9 12 8 14 6 15 14 16 1 9 6 15 10 19 7 21 11 11 -3 9 8 18 11 19 8 18 9 29 0 20 6 26 9 19 8 27 6 12 20 19 7 11 6 10 7 6 -2 12 -2 11 5 19 11 21 6 14 4 12 6 15 4 21 0 11 9 7 26 18 -3 12 7 16 5 18 7 26 6 13 4 19 2 27 8 23 0 17 9 16 4 12 7 16 0 23 9 9 8 17 8 21 1 6 15 8 14 19 11 32 5 25 12 29 6 24 10 21 7 32 6 18 8 19 2 30 4 24 11 22 9 15 15 20 8 22 12 17 -1 19 11 11 13 16 9 15 18 23 9 24 5 31 -1 23 4 24 7 19 13 9 20 12 11 24 8 17 -1 16 8 25 7 11 19 11 12 20 15 8 5 15 7 23 10 20 5 16 14 10 14 15 9 21 3 20 9 14 2 11 6 20 8 13 7 25 5 17 9 13 4 12 9 29 3 7 9 9 1 16 -1 13 2 8 2 7 11 17 7 17 9 15 -2 16 3 7 8 8 8 10 3 11 -2 9 8 14 13 9 10 17 7 12 8 15 15 8 2 8 8 13 5 13 4 10 -2 8 -4 9 3 9 0 9 1 5 6 18 12 12 9 9 4 11 4 5 8 9 -4 17 9 23 5 17 4 10 12 7 6 11 5 6 11 11 4 15 16 17 15 23 7 16 6 10 0 12 3 11 6 9 6 18 9 23 9 13 -1 7 7 4 8 13 5 6 3 10 4 13 -2 8 6 10 3 6 7 10 -2 6 10 6 0 18 0 21 -11 8 -2 4 8 11 -2 16 14 24 9 30 2 19 13 27 6 25 4 30 8 20 8 28 8 23 4 24 -2 22 3 28 4 35 1 30 5 27 3 26 3 35 3 21 4 25 9 30 3 18 11 27 6 23 10 24 7 22 6 24 9 17 4 15 5 12 10 13 6 27 4 10 3 18 8 19 2 19 6 13 11 11 3 13 12 17 13 14 15 15 7 22 -3 11 3 22 10 14 6 25 6 23 3 20 12 33 4 25 4 16 12 25 2 24 5 31 1 24 8 37 -1 35 0 33 2 28 6 32 -2 31 1 15 -3 33 3 36 0 30 0 18 7 28 6 32 3 28 7 32 3 30 1 34 4 33 -1 14 12 32 -8 22 10 21 3 6 2 12 13 18 0 14 6 20 4 14 -7 14 6 15 9 14 0 12 -1 13 9 23 2 13 -2 13 1 25 1 17 -4 22 2 13 9 12 11 18 -5 15 -1 26 -14 25 -5 25 2 22 0 20 9 20 -3 18 7 16 -2 14 -1 21 4 21 -5 12 1 29 3 22 0 35 0 23 2 27 3 14 3 31 4 18 3 20 6 12 2 15 5 6 10 15 1 21 2 15 -4 13 -2 7 7 13 3 10 7 11 10 10 -2 12 2 12 -2 16 3 6 5 7 5 11 17 13 15 16 7 18 11 8 13 10 8 11 4 14 -4 14 8 6 7 7 11 11 1 21 7 14 0 10 3 10 1 6 3 8 0 18 14 22 7 15 1 24 -8 9 10 17 -2 17 7 22 6 12 9 17 4 22 8 15 -5 17 3 20 6 22 -2 10 5 6 5 22 6 20 -4 13 5 24 6 27 6 24 9 27 2 17 8 14 6 10 11 27 7 13 0 33 6 5 14 9 3 27 0 7 11 16 15 32 4 15 11 17 17 18 11
Appendix 2: Data Sets 41
16 7 15 8 24 8 16 15 9 3 21 8 8 7 12 5 18 1 33 -3 12 11 12 3 20 12 10 8 27 4 21 10 12 12 17 10 13 5 14 0 8 5 18 11 17 11 14 15 22 6 13 4 9 18 14 2 11 14 17 6 24 7 15 11 21 5 11 10 15 7 16 0 19 3 16 3 13 9 15 7 24 6 16 9 19 12 15 4 14 5 15 3 15 8 10 14 16 2 7 9 13 5 16 14 20 4 16 15 15 16 21 7 18 3 11 0 14 -5 20 -1 20 -8 9 1 15 3 11 1 16 -4 21 -14 17 -1 13 5 19 5 16 -3 19 -2 30 0 23 -8 15 -6 20 -2 21 -2 25 -10 15 3 9 1 11 3 10 5 12 9 12 0 16 1 9 1 14 -1 9 -3 3 1 7 9 17 7 8 6 10 -2 10 7 14 1 13 -3 14 -6 11 8 10 3 14 1 10 3 13 10 14 11 10 8 11 6 12 -1 13 3 9 -3 7 -1 4 -1 12 -9 6 -1 13 -8 6 4 13 -6 6 2 8 1 2 1 9 -5 7 -1 5 4 4 5 8 -2 10 -4 13 -7 9 -5 10 4 8 4 5 6 11 -5 10 3 7 1 9 0 12 -3 6 4 8 1 8 3 7 4 8 2 8 -1 8 0 10 -5 6 1 8 1 7 5 4 4 7 -3 4 0 5 3 6 -1 11 -3 10 -2 2 4 5 0 8 -1 13 -1 8 -7 5 0 8 0 4 4 6 2 4 6 9 -1 8 3 7 0 10 0 12 -3 13 1 9 -1 10 1 9 6 5 3 14 -1 9 1 18 -2 18 -1 12 -3 12 -3 8 7 12 7 12 -1 12 6 7 7 10 5 7 9 8 2 7 0 7 2 15 -3 11 -1 9 2 9 -2 9 -2 11 -3 11 5 6 12 7 10 13 -2 9 2 14 -9 8 -3 11 6 7 2 10 2 10 -2 6 -1 5 2 9 -5 12 5 8 0 7 4 6 1 7 -2 12 3 11 8 9 5 9 1 7 -1 8 -1 4 1 6 2 5 4 10 1 12 -1 11 -1 10 4 16 4 11 -4 5 0 6 5 6 1 11 -1 11 7 7 2 12 -5 9 -2 9 2 10 -3 11 11 13 -1 17 5 14 -4 4 5 8 0 11 -3 4 1 4 4 26 5 8 -5 5 5 6 3 7 3 9 4 5 0 8 3 11 5 7 -2 21 3 10 0 14 1 7 2 5 3 11 -2 9 3 12 1 12 -4 5 3 13 -4 14 3 19 -1 6 -1 5 -1 12 1 7 1 6 2 31 4 33 4 20 5 30 2 32 1 29 2 29 6 13 7 31 -2 22 5 31 6 37 1 32 1 28 7 37 0 29 5 32 2 31 0 28 -2 29 3 22 11 35 -2 29 4 33 -1 31 3 31 -6 28 4 24 2 30 2 36 -2 32 0 31 6 16 5 13 5 11 -2 14 -1 10 1 13 7 8 9 15 9 5 14 18 3 8 6 6 0 7 15 17 1 20 6 10 6 9 6 11 1 20 -3 7 -1 13 8 11 1 12 5 16 3 12 12 run;
Data Set 8.4 Pig Growth
Obs trt pig day0 day6 day12 day18 day24 day30
1 1 1 14.0 22.1 27.7 31.8 35.3 32.6
2 1 2 15.2 23.8 32.6 40.0 42.4 44.6
3 1 3 13.9 22.1 28.1 29.8 33.6 32.9
4 1 4 16.7 27.1 32.7 38.0 39.9 43.8
5 1 5 17.0 26.9 36.0 41.9 47.7 50.8
6 1 6 16.2 25.4 28.7 39.8 43.4 40.2
42 SAS for M ixed M odels
Obs trt pig day0 day6 day12 day18 day24 day30
7 1 7 11.5 24.8 29.9 37.1 42.4 43.5
8 1 8 14.9 25.0 28.1 35.9 36.2 35.6
9 1 9 16.9 21.0 29.8 31.6 34.6 33.7
10 1 10 13.5 22.7 28.1 37.2 39.2 37.8
11 1 11 15.3 23.5 30.0 34.3 35.1 36.1
12 1 12 14.5 25.5 31.8 37.1 43.7 44.7
13 1 13 15.7 26.0 30.4 39.0 41.3 43.4
14 1 14 13.2 22.9 31.7 34.4 36.4 34.0
15 1 15 18.0 27.0 34.4 41.6 45.4 48.0
16 1 16 17.1 28.2 36.7 44.6 47.9 53.3
17 1 17 14.8 23.0 31.1 35.9 37.1 40.4
18 1 18 13.9 23.4 28.5 34.2 36.0 34.6
19 1 19 15.7 22.8 31.7 38.1 40.2 40.2
20 1 20 10.9 23.4 30.0 35.6 37.4 38.7
21 2 1 15.1 27.7 35.1 37.2 45.0 41.2
22 2 2 14.6 26.2 31.4 36.7 34.2 31.6
23 2 3 15.3 22.4 29.0 34.8 34.9 32.3
24 2 4 14.6 26.3 33.2 39.8 41.2 40.1
25 2 5 18.7 28.2 39.0 43.8 51.2 50.8
26 2 6 13.4 24.0 32.8 39.7 38.1 40.0
27 2 7 17.7 25.2 36.0 44.2 47.0 47.5
28 2 8 14.3 28.9 32.3 40.3 45.0 39.6
29 2 9 11.5 25.4 29.9 33.1 36.5 30.7
30 2 10 15.6 23.7 30.3 35.0 34.1 34.6
31 2 11 16.2 24.5 32.5 40.8 44.0 44.8
32 2 12 16.6 26.9 33.8 42.3 46.3 46.9
33 2 13 15.1 27.6 36.7 40.4 41.7 42.3
34 2 14 14.9 22.0 33.6 34.7 38.2 33.7
35 2 15 16.6 26.7 35.0 40.9 46.5 42.9
36 2 16 11.8 25.1 29.9 33.6 34.0 32.0
37 2 17 15.1 25.1 33.4 33.1 37.3 34.5
38 2 18 12.9 23.8 30.3 33.4 35.6 31.7
39 2 19 17.1 27.3 34.2 40.1 47.5 42.2
40 2 20 15.4 22.1 31.2 35.5 35.4 32.7
41 3 1 16.6 25.3 27.2 30.9 35.7 33.3
42 3 2 13.0 20.0 26.9 30.4 30.4 32.5
43 3 3 14.0 17.6 22.0 25.6 29.4 24.3
44 3 4 9.2 18.7 27.0 26.5 30.3 28.2
45 3 5 17.3 23.4 29.5 30.9 33.7 33.9
46 3 6 16.5 25.8 30.3 37.5 43.2 44.6
47 3 7 13.5 24.6 28.0 35.1 34.8 33.2
48 3 8 15.1 19.7 25.0 31.1 32.2 28.0
49 3 9 17.8 22.5 28.6 33.0 33.6 35.5
50 3 10 15.0 23.2 27.7 35.3 35.4 36.7
Appendix 2: Data Sets 43
Obs trt pig day0 day6 day12 day18 day24 day30
51 3 11 11.3 20.1 25.4 29.7 27.9 30.4
52 3 12 17.6 21.8 26.9 32.8 35.8 40.4
53 3 13 14.3 22.8 28.6 28.1 34.5 36.3
54 3 14 14.7 24.2 30.5 37.4 39.8 41.3
55 3 15 13.0 21.6 30.0 35.7 39.9 39.3
56 3 16 10.0 19.7 26.0 30.2 32.7 31.9
57 3 17 13.5 22.4 25.5 28.6 30.8 27.1
58 3 18 13.7 20.5 28.0 30.1 33.1 35.1
59 3 19 16.0 25.2 31.3 37.7 39.6 43.2
60 3 20 15.8 20.6 29.7 31.2 32.2 33.2
44 SAS for M ixed M odels
A2.9 Heterogeneous Variance Models
Data 9.2 TV
Obs child age sex tim e age_sex
1 1 2 F 12 2F
2 2 3 M 17 3M
3 3 2 M 10 2M
4 4 4 M 24 4M
5 5 2 M 13 2M
6 6 3 F 19 3F
7 7 4 F 22 4F
8 8 3 F 20 3F
9 9 4 M 31 4M
10 10 4 F 32 4F
11 11 3 M 23 3M
12 12 3 F 16 3F
13 13 2 F 8 2F
14 14 2 M 14 2M
15 15 2 F 9 2F
16 16 4 F 39 4F
17 17 4 M 37 4M
18 18 3 F 11 3F
19 19 3 F 14 3F
20 20 3 M 22 3M
21 21 2 M 11 2M
22 22 2 F 7 2F
23 23 2 M 11 2M
24 24 3 M 16 3M
25 25 4 F 12 4F
26 26 4 M 49 4M
27 27 2 M 15 2M
Data 9.3 LR
Obs x y
1 0.1 4
2 0.4 9
3 0.7 6
4 0.8 10
5 1.0 15
6 1.2 7
7 1.3 25
Appendix 2: Data Sets 45
Obs x y
8 1.4 15
9 1.9 32
10 2.0 21
11 2.1 10
12 2.4 28
13 2.6 36
14 2.7 12
15 2.8 9
16 3.0 22
17 3.2 34
18 3.3 42
Data 9.4 Sales
Obs region dist s1 s2 s3 s4 s5 s6 s7 s8
1 NC 1 42.9 47.4 41.0 46.6 42.9 39.8 43.4 .
2 NC 2 38.7 47.7 42.3 42.8 42.0 41.4 42.7 41.5
3 NC 3 37.6 43.5 37.8 39.0 39.5 42.2 39.0 45.7
4 NE 1 42.4 44.6 36.9 43.8 37.4 43.4 44.4 37.7
5 NE 2 41.5 41.2 41.4 41.7 41.3 41.8 . .
6 NE 3 42.0 48.9 40.6 45.8 45.8 45.5 . .
7 NE 4 42.2 44.8 36.9 37.1 41.3 39.9 38.4 41.9
8 NE 5 43.6 40.7 39.7 44.4 47.9 49.1 49.0 44.8
9 NE 6 47.6 49.1 45.8 45.2 . . . .
10 NE 7 42.5 41.1 38.4 40.4 37.0 35.3 41.9 43.0
11 NE 8 29.9 36.0 30.4 33.7 38.5 41.0 33.0 35.9
12 NW 1 33.1 40.7 37.5 34.8 36.2 38.7 . .
13 NW 2 28.7 36.3 36.0 28.8 . . . .
14 NW 3 35.5 32.8 33.3 32.5 35.6 34.9 28.4 32.7
15 SC 1 33.6 32.0 35.5 35.4 33.4 32.9 35.4 34.6
16 SC 2 35.6 31.0 42.1 34.8 34.7 . . .
17 SC 3 37.6 35.4 33.4 35.5 31.6 32.0 38.5 .
18 SC 4 32.6 31.0 32.1 31.3 25.7 . . .
19 SC 5 29.9 27.0 33.0 30.0 31.2 32.5 . .
20 SC 6 28.3 30.0 35.7 33.4 24.7 26.9 31.4 32.3
21 SE 1 38.9 40.3 42.1 41.6 44.7 37.8 39.3 40.0
22 SE 2 47.6 38.8 41.1 43.2 47.0 . . .
23 SE 3 35.8 40.5 39.1 37.7 43.7 40.3 42.1 .
24 SE 4 27.7 33.6 31.1 31.5 31.6 . . .
25 SE 5 34.0 29.8 27.4 33.0 29.4 32.6 28.2 .
26 SE 6 22.0 28.2 29.3 25.5 19.6 26.5 27.3 21.8
27 SW 1 41.3 39.2 38.0 38.0 33.9 . . .
28 SW 2 49.2 47.4 45.8 52.1 48.5 . . .
29 SW 3 36.9 31.3 32.2 36.5 39.8 30.3 36.6 34.0
46 SAS for M ixed M odels
Data Set 9.5 Dial
Obs sub qb tm p ufr index type
1 1 200 0.240 0.645 1 1
2 1 200 0.505 20.115 2 1
3 1 200 0.995 38.460 3 1
4 1 200 1.485 44.985 4 1
5 1 200 2.020 51.765 5 1
6 1 200 2.495 46.575 6 1
7 1 200 2.970 40.815 7 1
8 2 200 0.240 3.720 1 1
9 2 200 0.540 18.885 2 1
10 2 200 0.995 34.695 3 1
11 2 200 1.475 40.305 4 1
12 2 200 2.000 44.475 5 1
13 2 200 2.500 42.435 6 1
14 2 200 3.010 44.655 7 1
15 3 200 0.245 2.985 1 1
16 3 200 0.480 17.700 2 1
17 3 200 1.010 35.295 3 1
18 3 200 1.505 41.955 4 1
19 3 200 2.000 47.610 5 1
20 3 200 2.515 44.730 6 1
21 3 200 2.970 46.035 7 1
22 4 200 0.255 3.930 1 1
23 4 200 0.495 19.830 2 1
24 4 200 0.995 40.425 3 1
25 4 200 1.480 52.260 4 1
26 4 200 1.995 49.395 5 1
27 4 200 2.490 45.975 6 1
28 4 200 3.030 41.910 7 1
29 5 200 0.255 3.210 1 1
30 5 200 0.515 17.700 2 1
31 5 200 1.000 32.490 3 1
32 5 200 1.505 42.330 4 1
33 5 200 2.020 45.735 5 1
34 5 200 2.490 47.850 6 1
35 5 200 3.010 48.045 7 1
36 6 200 0.260 3.660 1 1
37 6 200 0.500 16.950 2 1
38 6 200 1.020 36.090 3 1
39 6 200 1.490 42.630 4 1
40 6 200 1.990 46.470 5 1
41 6 200 2.480 46.275 6 1
42 6 200 2.995 43.980 7 1
Appendix 2: Data Sets 47
Obs sub qb tm p ufr index type
43 7 200 0.305 9.825 1 1
44 7 200 0.505 21.630 2 1
45 7 200 0.980 42.270 3 1
46 7 200 1.505 50.280 4 1
47 7 200 2.005 45.510 5 1
48 7 200 2.505 44.250 6 1
49 7 200 2.990 42.300 7 1
50 8 200 0.305 9.480 1 1
51 8 200 0.505 21.750 2 1
52 8 200 0.995 37.230 3 1
53 8 200 1.500 44.430 4 1
54 8 200 1.990 42.165 5 1
55 8 200 2.480 43.065 6 1
56 8 200 3.000 36.615 7 1
57 9 200 0.250 1.560 1 1
58 9 200 0.495 16.650 2 1
59 9 200 1.000 34.530 3 1
60 9 200 1.500 43.815 4 1
61 9 200 1.965 48.495 5 1
62 9 200 2.485 47.520 6 1
63 9 200 2.980 41.640 7 1
64 10 200 0.235 1.230 1 1
65 10 200 0.505 15.375 2 1
66 10 200 1.020 32.835 3 1
67 10 200 1.475 37.830 4 1
68 10 200 1.970 40.590 5 1
69 10 200 2.480 32.550 6 1
70 10 200 3.000 34.305 7 1
71 11 300 0.255 3.885 1 2
72 11 300 0.500 19.155 2 2
73 11 300 0.980 37.650 3 2
74 11 300 1.490 47.895 4 2
75 11 300 2.015 54.495 5 2
76 11 300 2.510 53.175 6 2
77 11 300 2.980 59.355 7 2
78 12 300 0.280 5.715 1 2
79 12 300 0.505 20.505 2 2
80 12 300 1.000 39.405 3 2
81 12 300 1.490 50.100 4 2
82 12 300 2.000 55.155 5 2
83 12 300 2.505 61.185 6 2
84 12 300 3.020 50.715 7 2
85 13 300 0.355 10.410 1 2
86 13 300 0.480 19.320 2 2
48 SAS for M ixed M odels
Obs sub qb tm p ufr index type
87 13 300 1.025 43.770 3 2
88 13 300 1.500 51.225 4 2
89 13 300 1.990 58.095 5 2
90 13 300 2.500 54.090 6 2
91 13 300 3.005 62.010 7 2
92 14 300 0.235 3.600 1 2
93 14 300 0.480 20.490 2 2
94 14 300 1.010 41.880 3 2
95 14 300 1.490 49.995 4 2
96 14 300 1.990 57.675 5 2
97 14 300 2.480 62.475 6 2
98 14 300 3.005 62.145 7 2
99 15 300 0.260 1.890 1 2
100 15 300 0.515 18.510 2 2
101 15 300 0.970 37.215 3 2
102 15 300 1.505 52.350 4 2
103 15 300 1.990 60.915 5 2
104 15 300 2.500 62.985 6 2
105 15 300 2.995 64.770 7 2
106 16 300 0.235 1.170 1 2
107 16 300 0.485 17.685 2 2
108 16 300 1.025 39.705 3 2
109 16 300 1.515 52.680 4 2
110 16 300 1.990 61.800 5 2
111 16 300 2.510 61.485 6 2
112 16 300 3.020 61.425 7 2
113 17 300 0.285 1.500 1 2
114 17 300 0.520 15.405 2 2
115 17 300 1.005 32.520 3 2
116 17 300 1.500 42.435 4 2
117 17 300 1.985 48.570 5 2
118 17 300 2.490 53.685 6 2
119 17 300 2.995 53.655 7 2
120 18 300 0.295 6.420 1 2
121 18 300 0.515 20.250 2 2
122 18 300 1.010 43.050 3 2
123 18 300 1.480 58.110 4 2
124 18 300 2.000 61.995 5 2
125 18 300 2.480 60.915 6 2
126 18 300 3.005 63.600 7 2
127 19 300 0.290 4.050 1 2
128 19 300 0.495 16.590 2 2
129 19 300 1.015 40.515 3 2
130 19 300 1.520 52.845 4 2
Appendix 2: Data Sets 49
Obs sub qb tm p ufr index type
131 19 300 2.020 60.435 5 2
132 19 300 2.500 64.830 6 2
133 19 300 2.975 63.825 7 2
134 20 300 0.400 10.935 1 2
135 20 300 0.470 13.470 2 2
136 20 300 1.010 35.355 3 2
137 20 300 1.515 45.345 4 2
138 20 300 1.980 49.440 5 2
139 20 300 2.510 53.625 6 2
140 20 300 3.000 56.430 7 2
141 21 200 0.250 . 1 1
142 21 200 0.500 . 2 1
143 21 200 1.000 . 3 1
144 21 200 1.500 . 4 1
145 21 200 2.000 . 5 1
146 21 200 2.500 . 6 1
147 21 200 3.000 . 7 1
148 22 300 0.250 . 1 2
149 22 300 0.500 . 2 2
150 22 300 1.000 . 3 2
151 22 300 1.500 . 4 2
152 22 300 2.000 . 5 2
153 22 300 2.500 . 6 2
154 22 300 3.000 . 7 2
Data Set 9.6 Grip Data
Obs subject x trt G ender tim e t y
1 26 175 1 M 1 1 161
2 26 175 1 M 2 2 210
3 26 175 1 M 3 3 230
4 27 165 1 M 1 1 215
5 27 165 1 M 2 2 245
6 27 165 1 M 3 3 265
7 29 175 1 M 1 1 134
8 29 175 1 M 2 2 215
9 29 175 1 M 3 3 139
10 34 178 1 M 1 1 165
11 34 178 1 M 2 2 140
12 34 178 1 M 3 3 175
13 35 220 1 M 1 1 220
14 35 220 1 M 2 2 189
15 35 220 1 M 3 3 158
16 38 90 1 M 1 1 146
50 SAS for M ixed M odels
Obs subject x trt G ender tim e t y
17 38 90 1 M 2 2 140
18 38 90 1 M 3 3 130
19 42 300 1 M 1 1 300
20 42 300 1 M 2 2 300
21 42 300 1 M 3 3 300
22 44 238 1 M 1 1 278
23 44 238 1 M 2 2 170
24 44 238 1 M 3 3 158
25 54 200 1 M 1 1 230
26 54 200 1 M 2 2 220
27 54 200 1 M 3 3 240
28 57 130 1 M 1 1 155
29 57 130 1 M 2 2 170
30 57 130 1 M 3 3 125
31 74 215 1 M 1 1 230
32 74 215 1 M 2 2 243
33 74 215 1 M 3 3 245
34 76 207 1 M 1 1 220
35 76 207 1 M 2 2 .
36 76 207 1 M 3 3 .
37 79 225 1 M 1 1 220
38 79 225 1 M 2 2 250
39 79 225 1 M 3 3 235
40 1 120 2 M 1 1 130
41 1 120 2 M 2 2 150
42 1 120 2 M 3 3 120
43 25 300 2 M 1 1 300
44 25 300 2 M 2 2 300
45 25 300 2 M 3 3 300
46 28 179 2 M 1 1 232
47 28 179 2 M 2 2 285
48 28 179 2 M 3 3 .
49 31 209 2 M 1 1 260
50 31 209 2 M 2 2 200
51 31 209 2 M 3 3 125
52 36 200 2 M 1 1 200
53 36 200 2 M 2 2 200
54 36 200 2 M 3 3 232
55 39 300 2 M 1 1 300
56 39 300 2 M 2 2 300
57 39 300 2 M 3 3 300
58 41 200 2 M 1 1 245
59 41 200 2 M 2 2 290
60 41 200 2 M 3 3 280
Appendix 2: Data Sets 51
Obs subject x trt G ender tim e t y
61 43 172 2 M 1 1 170
62 43 172 2 M 2 2 170
63 43 172 2 M 3 3 146
64 45 158 2 M 1 1 140
65 45 158 2 M 2 2 152
66 45 158 2 M 3 3 150
67 47 150 2 M 1 1 220
68 47 150 2 M 2 2 168
69 47 150 2 M 3 3 139
70 53 135 2 M 1 1 155
71 53 135 2 M 2 2 215
72 53 135 2 M 3 3 170
73 56 75 2 M 1 1 170
74 56 75 2 M 2 2 220
75 56 75 2 M 3 3 240
76 58 150 2 M 1 1 200
77 58 150 2 M 2 2 185
78 58 150 2 M 3 3 163
79 61 155 2 M 1 1 101
80 61 155 2 M 2 2 93
81 61 155 2 M 3 3 120
82 73 190 2 M 1 1 240
83 73 190 2 M 2 2 210
84 73 190 2 M 3 3 173
85 75 265 2 M 1 1 275
86 75 265 2 M 2 2 255
87 75 265 2 M 3 3 270
88 2 80 1 F 1 1 80
89 2 80 1 F 2 2 86
90 2 80 1 F 3 3 80
91 4 64 1 F 1 1 80
92 4 64 1 F 2 2 80
93 4 64 1 F 3 3 70
94 5 40 1 F 1 1 60
95 5 40 1 F 2 2 .
96 5 40 1 F 3 3 .
97 8 40 1 F 1 1 50
98 8 40 1 F 2 2 30
99 8 40 1 F 3 3 40
100 9 70 1 F 1 1 90
101 9 70 1 F 2 2 110
102 9 70 1 F 3 3 90
103 15 70 1 F 1 1 80
104 15 70 1 F 2 2 95
52 SAS for M ixed M odels
Obs subject x trt G ender tim e t y
105 15 70 1 F 3 3 110
106 18 70 1 F 1 1 80
107 18 70 1 F 2 2 86
108 18 70 1 F 3 3 .
109 19 70 1 F 1 1 60
110 19 70 1 F 2 2 70
111 19 70 1 F 3 3 80
112 21 50 1 F 1 1 80
113 21 50 1 F 2 2 90
114 21 50 1 F 3 3 90
115 24 40 1 F 1 1 60
116 24 40 1 F 2 2 60
117 24 40 1 F 3 3 65
118 40 140 1 F 1 1 156
119 40 140 1 F 2 2 140
120 40 140 1 F 3 3 150
121 46 110 1 F 1 1 82
122 46 110 1 F 2 2 98
123 46 110 1 F 3 3 110
124 48 180 1 F 1 1 165
125 48 180 1 F 2 2 150
126 48 180 1 F 3 3 160
127 50 155 1 F 1 1 150
128 50 155 1 F 2 2 170
129 50 155 1 F 3 3 185
130 52 55 1 F 1 1 105
131 52 55 1 F 2 2 70
132 52 55 1 F 3 3 88
133 59 95 1 F 1 1 90
134 59 95 1 F 2 2 90
135 59 95 1 F 3 3 116
136 63 90 1 F 1 1 135
137 63 90 1 F 2 2 95
138 63 90 1 F 3 3 .
139 64 145 1 F 1 1 140
140 64 145 1 F 2 2 164
141 64 145 1 F 3 3 .
142 70 34 1 F 1 1 51
143 70 34 1 F 2 2 87
144 70 34 1 F 3 3 .
145 3 60 2 F 1 1 80
146 3 60 2 F 2 2 60
147 3 60 2 F 3 3 60
148 6 50 2 F 1 1 70
Appendix 2: Data Sets 53
Obs subject x trt G ender tim e t y
149 6 50 2 F 2 2 70
150 6 50 2 F 3 3 70
151 7 80 2 F 1 1 75
152 7 80 2 F 2 2 90
153 7 80 2 F 3 3 90
154 10 80 2 F 1 1 100
155 10 80 2 F 2 2 80
156 10 80 2 F 3 3 90
157 13 80 2 F 1 1 60
158 13 80 2 F 2 2 65
159 13 80 2 F 3 3 70
160 17 58 2 F 1 1 50
161 17 58 2 F 2 2 80
162 17 58 2 F 3 3 80
163 20 60 2 F 1 1 60
164 20 60 2 F 2 2 80
165 20 60 2 F 3 3 60
166 22 80 2 F 1 1 90
167 22 80 2 F 2 2 120
168 22 80 2 F 3 3 130
169 23 60 2 F 1 1 90
170 23 60 2 F 2 2 94
171 23 60 2 F 3 3 100
172 30 75 2 F 1 1 131
173 30 75 2 F 2 2 95
174 30 75 2 F 3 3 105
175 37 150 2 F 1 1 108
176 37 150 2 F 2 2 160
177 37 150 2 F 3 3 160
178 49 55 2 F 1 1 60
179 49 55 2 F 2 2 65
180 49 55 2 F 3 3 55
181 51 130 2 F 1 1 130
182 51 130 2 F 2 2 160
183 51 130 2 F 3 3 125
184 55 115 2 F 1 1 95
185 55 115 2 F 2 2 105
186 55 115 2 F 3 3 110
187 62 135 2 F 1 1 120
188 62 135 2 F 2 2 144
189 62 135 2 F 3 3 135
190 65 60 2 F 1 1 85
191 65 60 2 F 2 2 85
192 65 60 2 F 3 3 .
54 SAS for M ixed M odels
Obs subject x trt G ender tim e t y
193 67 40 2 F 1 1 45
194 67 40 2 F 2 2 76
195 67 40 2 F 3 3 75
196 71 104 2 F 1 1 107
197 71 104 2 F 2 2 .
198 71 104 2 F 3 3 .
199 72 60 2 F 1 1 60
200 72 60 2 F 2 2 55
201 72 60 2 F 3 3 58
Data Set 9.7 Preetch Data
Obs expt wafer m ask viscos spin baketem p baketim e aperture expos develop etch y1 y2 y3 y4 y5
1 1 1 -1 -1 -1 -1 -1 -1 -1 -1 -1 2.43 2.52 2.63 2.52 2.50
2 1 2 -1 -1 -1 -1 -1 -1 -1 -1 -1 2.36 2.50 2.62 2.43 2.49
3 2 1 -1 -1 0 -1 0 0 0 0 0 2.76 2.66 2.74 2.60 2.53
4 2 2 -1 -1 0 -1 0 0 0 0 0 2.66 2.73 2.95 2.57 2.64
5 3 1 -1 -1 1 -1 1 1 1 1 1 2.82 2.71 2.78 2.55 2.36
6 3 2 -1 -1 1 -1 1 1 1 1 1 2.76 2.67 2.90 2.62 2.43
7 4 1 -1 1 -1 -1 -1 0 0 1 1 2.02 2.06 2.21 1.98 2.13
8 4 2 -1 1 -1 -1 -1 0 0 1 1 1.85 1.66 2.07 1.81 1.83
9 5 1 -1 1 0 -1 0 1 1 -1 -1 1.87 1.78 2.07 1.80 1.83
10 6 1 -1 1 1 -1 1 -1 -1 0 0 2.51 2.56 2.55 2.45 2.53
11 6 2 -1 1 1 -1 1 -1 -1 0 0 2.68 2.60 2.85 2.55 2.56
12 7 1 -1 -1 -1 1 0 -1 1 0 1 1.99 1.99 2.11 1.99 2.00
13 7 2 -1 -1 -1 1 0 -1 1 0 1 1.96 2.20 2.04 2.01 2.03
14 8 1 -1 -1 0 1 1 0 -1 1 -1 3.15 3.44 3.67 3.09 3.06
15 8 2 -1 -1 0 1 1 0 -1 1 -1 3.27 3.29 3.49 3.02 3.19
16 9 1 -1 -1 1 1 -1 1 0 -1 0 3.00 2.91 3.07 2.66 2.74
17 9 2 -1 -1 1 1 -1 1 0 -1 0 2.73 2.79 3.00 2.69 2.70
18 10 1 1 -1 -1 -1 1 1 0 0 -1 2.69 2.50 2.51 2.46 2.40
19 10 2 1 -1 -1 -1 1 1 0 0 -1 2.75 2.73 2.75 2.78 3.03
20 11 1 1 -1 0 -1 -1 -1 1 1 0 3.20 3.19 3.32 3.20 3.15
21 11 2 1 -1 0 -1 -1 -1 1 1 0 3.07 3.14 3.14 3.13 3.12
22 12 1 1 -1 1 -1 0 0 -1 -1 1 3.21 3.32 3.33 3.23 3.10
23 12 2 1 -1 1 -1 0 0 -1 -1 1 3.48 3.44 3.49 3.25 3.38
24 13 1 1 1 -1 -1 0 1 -1 1 0 2.60 2.56 2.62 2.55 2.56
25 13 2 1 1 -1 -1 0 1 -1 1 0 2.53 2.49 2.79 2.50 2.56
26 14 1 1 1 0 -1 1 -1 0 -1 1 2.18 2.20 2.45 2.22 2.32
27 14 2 1 1 0 -1 1 -1 0 -1 1 2.33 2.20 2.41 2.37 2.38
28 15 1 1 1 1 -1 -1 0 1 0 -1 2.45 2.50 2.51 2.43 2.43
29 16 1 1 -1 -1 1 1 0 1 -1 0 2.67 2.53 2.72 2.70 2.60
30 16 2 1 -1 -1 1 1 0 1 -1 0 2.76 2.67 2.73 2.69 2.60
31 17 1 1 -1 0 1 -1 1 -1 0 1 3.31 3.30 3.44 3.12 3.14
32 17 2 1 -1 0 1 -1 1 -1 0 1 3.12 2.97 3.18 3.03 2.95
33 18 1 1 -1 1 1 0 -1 0 1 -1 3.46 3.49 3.50 3.45 3.57
Appendix 2: Data Sets 55
A2.10 Mixed Model Diagnostics
Data Set 10.2 Cultivar-Inoculation Trial
Obs block cult inoc drywt
1 1 a con 27.4
2 1 a dea 29.7
3 1 a liv 34.5
4 1 b con 29.4
5 1 b dea 32.5
6 1 b liv 34.4
7 2 a con 28.9
8 2 a dea 28.7
9 2 a liv 33.4
10 2 b con 28.7
11 2 b dea 32.4
12 2 b liv 36.4
13 3 a con 28.6
14 3 a dea 29.7
15 3 a liv 32.9
16 3 b con 27.2
17 3 b dea 29.1
18 3 b liv 32.6
19 4 a con 26.7
20 4 a dea 28.9
21 4 a liv 31.8
22 4 b con 26.8
23 4 b dea 28.6
24 4 b liv 30.7
56 SAS for M ixed M odels
A2.11 Spatial Variability
Data Set 11.5 Uniformity Trial
Obs rep bloc row col yield
1 1 4 1 1 10.5411
2 1 4 1 2 8.5806
3 1 2 1 3 11.2790
4 1 2 1 4 12.4344
5 1 4 2 1 10.3416
6 1 4 2 2 11.3103
7 1 2 2 3 9.0282
8 1 2 2 4 9.7985
9 1 3 3 1 10.4939
10 1 3 3 2 11.2576
11 1 1 3 3 7.3720
12 1 1 3 4 6.0833
13 1 3 4 1 9.8869
14 1 3 4 2 8.2849
15 1 1 4 3 7.2836
16 1 1 4 4 8.0018
17 2 7 5 1 10.3349
18 2 7 5 2 9.9135
19 2 6 5 3 8.1662
20 2 6 5 4 10.7679
21 2 7 6 1 12.1580
22 2 7 6 2 11.0230
23 2 6 6 3 9.2912
24 2 6 6 4 9.1392
25 2 5 7 1 13.1097
26 2 5 7 2 10.0121
27 2 8 7 3 8.2482
28 2 8 7 4 7.3975
29 2 5 8 1 11.0226
30 2 5 8 2 10.7690
31 2 8 8 3 6.2206
32 2 8 8 4 6.5696
33 3 12 1 5 11.1944
34 3 12 1 6 7.9737
35 3 11 1 7 5.8400
36 3 11 1 8 6.9580
37 3 12 2 5 10.2561
38 3 12 2 6 9.8180
39 3 11 2 7 10.3009
Appendix 2: Data Sets 57
Obs rep bloc row col yield
40 3 11 2 8 7.4719
41 3 9 3 5 10.1148
42 3 9 3 6 9.6252
43 3 10 3 7 8.7800
44 3 10 3 8 11.2786
45 3 9 4 5 7.9548
46 3 9 4 6 6.1100
47 3 10 4 7 8.6507
48 3 10 4 8 9.2237
49 4 16 5 5 10.3129
50 4 16 5 6 7.3161
51 4 13 5 7 8.6394
52 4 13 5 8 7.8669
53 4 16 6 5 9.0250
54 4 16 6 6 7.2483
55 4 13 6 7 10.0104
56 4 13 6 8 10.0473
57 4 14 7 5 7.0507
58 4 14 7 6 11.1225
59 4 15 7 7 12.0253
60 4 15 7 8 10.4298
61 4 14 8 5 7.3220
62 4 14 8 6 10.5104
63 4 15 8 7 12.6808
64 4 15 8 8 10.4482
Data Set 11.6 Hazardous Waste
Obs easting northing logt salt xxx
1 16.442 18.128 -6.02895 28.6 H-1
2 15.670 18.095 -6.20046 26.9 H-2b1
3 16.748 17.339 -5.60886 -0.6 H-3b1
4 15.399 14.927 -5.99598 0.0 H-4b
5 13.613 21.452 -4.44995 -0.6 H-6b
6 11.143 11.092 -2.81246 -37.1 H-7b
7 11.702 0.000 -5.05465 -19.9 H-8b
8 17.008 4.705 -3.90188 0.0 H-9b
9 25.994 8.917 -7.12337 0.0 H-10b
10 20.042 11.896 -6.71319 100.3 H-12
11 16.388 18.656 -6.11491 32.8 H-16
12 18.737 13.957 -6.63614 64.6 H-17
13 15.283 19.610 -5.77751 27.4 H-18
14 12.100 18.420 -3.55706 -2.4 P-14
58 SAS for M ixed M odels
Obs easting northing logt salt xxx
15 13.643 15.191 -7.03535 25.0 P-15
16 16.945 13.910 -5.96847 34.4 P-17
17 16.729 19.968 -6.96847 29.9 W IPP-12
18 15.663 20.691 -4.12962 0.0 W IPP-13
19 16.754 19.623 -6.49134 30.3 W IPP-18
20 16.758 19.226 -6.19031 0.0 W IPP-19
21 16.762 18.763 -6.57053 29.9 W IPP-21
22 16.758 19.097 -6.40026 29.8 W IPP-22
23 9.404 20.472 -3.54116 -10.7 W IPP-25
24 7.033 17.606 -2.91359 -3.3 W IPP-26
25 7.445 29.523 -3.36921 -28.0 W IPP-27
26 14.285 31.124 -4.68390 -17.7 W IPP-28
27 0.000 15.138 -2.96847 -32.9 W IPP-29
28 16.740 26.145 -6.60227 0.0 W IPP-30
29 16.715 18.402 -6.29637 26.7 ERDA-9
30 24.145 25.825 -6.55349 18.7 AEC-7
Data Set 11.7 Alliance Wheat Yield
Obs nam e entry plot rawyld rep nloc y lat lng
1 LANCER 1 1101 585 1 4 29.25 4.3 19.2
2 BRULE 2 1102 631 1 4 31.55 4.3 20.4
3 REDLAND 3 1103 701 1 4 35.05 4.3 21.6
4 CODY 4 1104 602 1 4 30.10 4.3 22.8
5 ARAPAHOE 5 1105 661 1 4 33.05 4.3 24.0
6 NE83404 6 1106 605 1 4 30.25 4.3 25.2
7 NE83406 7 1107 704 1 4 35.20 4.3 26.4
8 NE83407 8 1108 388 1 4 19.40 8.6 1.2
9 CENTURA 9 1109 487 1 4 24.35 8.6 2.4
10 SCOUT 66 10 1110 511 1 4 25.55 8.6 3.6
11 COLT 11 1111 502 1 4 25.10 8.6 4.8
12 NE83498 12 1112 492 1 4 24.60 8.6 6.0
13 NE84557 13 1113 509 1 4 25.45 8.6 7.2
14 NE83432 14 1114 268 1 4 13.40 8.6 8.4
15 NE85556 15 1115 633 1 4 31.65 8.6 9.6
16 NE85623 16 1116 513 1 4 25.65 8.6 10.8
17 CENTURK 78 17 1117 632 1 4 31.60 8.6 12.0
18 NORKAN 18 1118 446 1 4 22.30 8.6 13.2
19 KS831374 19 1119 684 1 4 34.20 8.6 14.4
20 TAM 200 20 1120 422 1 4 21.10 8.6 15.6
21 NE86482 21 1121 560 1 4 28.00 8.6 16.8
22 HOM ESTEAD 22 1122 566 1 4 28.30 8.6 18.0
23 LANCOTA 23 1123 514 1 4 25.70 8.6 19.2
Appendix 2: Data Sets 59
Obs nam e entry plot rawyld rep nloc y lat lng
24 NE86501 24 1124 635 1 4 31.75 8.6 20.4
25 NE86503 25 1125 840 1 4 42.00 8.6 21.6
26 NE86507 26 1126 618 1 4 30.90 8.6 22.8
27 NE86509 27 1127 658 1 4 32.90 8.6 24.0
28 TAM 107 28 1128 481 1 4 24.05 8.6 25.2
29 CHEYENNE 29 1129 564 1 4 28.20 8.6 26.4
30 BUCKSKIN 30 1130 597 1 4 29.85 12.9 1.2
31 NE86527 31 1131 580 1 4 29.00 12.9 2.4
32 NE86582 32 1132 418 1 4 20.90 12.9 3.6
33 NE86606 33 1133 526 1 4 26.30 12.9 4.8
34 NE86607 34 1134 517 1 4 25.85 12.9 6.0
35 ROUGHRIDER 35 1135 479 1 4 23.95 12.9 7.2
36 VONA 36 1136 506 1 4 25.30 12.9 8.4
37 SIOUXLAND 37 1137 542 1 4 27.10 12.9 9.6
38 GAGE 38 1138 513 1 4 25.65 12.9 10.8
39 NE83T12 39 1139 504 1 4 25.20 12.9 12.0
40 NE86T666 40 1140 368 1 4 18.40 12.9 13.2
41 NE87403 41 1141 437 1 4 21.85 12.9 14.4
42 NE87408 42 1142 540 1 4 27.00 12.9 15.6
43 NE87409 43 1143 631 1 4 31.55 12.9 16.8
44 NE87446 44 1144 610 1 4 30.50 12.9 18.0
45 NE87451 45 1145 639 1 4 31.95 12.9 19.2
46 NE87457 46 1146 611 1 4 30.55 12.9 20.4
47 NE87463 47 1147 545 1 4 27.25 12.9 21.6
48 NE87499 48 1148 598 1 4 29.90 12.9 22.8
49 NE87512 49 1149 656 1 4 32.80 12.9 24.0
50 NE87513 50 1150 557 1 4 27.85 12.9 25.2
51 NE87522 51 1151 486 1 4 24.30 12.9 26.4
52 NE87612 52 1152 563 1 4 28.15 17.2 1.2
53 NE87613 53 1153 539 1 4 26.95 17.2 2.4
54 NE87615 54 1154 502 1 4 25.10 17.2 3.6
55 NE87619 55 1155 605 1 4 30.25 17.2 4.8
56 NE87627 56 1156 403 1 4 20.15 17.2 6.0
57 CENTURA 9 2101 556 2 4 27.80 17.2 8.4
58 NE85623 16 2102 569 2 4 28.45 17.2 9.6
59 CODY 4 2103 455 2 4 22.75 17.2 10.8
60 NE86582 32 2104 534 2 4 26.70 17.2 12.0
61 NE87408 42 2105 513 2 4 25.65 17.2 13.2
62 NE87451 45 2106 549 2 4 27.45 17.2 14.4
63 NE83432 14 2107 620 2 4 31.00 17.2 15.6
64 CENTURK 78 17 2108 498 2 4 24.90 17.2 16.8
65 NE83T12 39 2109 513 2 4 25.65 17.2 18.0
66 NE87409 43 2110 648 2 4 32.40 17.2 19.2
67 NE87513 50 2111 624 2 4 31.20 17.2 20.4
60 SAS for M ixed M odels
Obs nam e entry plot rawyld rep nloc y lat lng
68 NE87627 56 2112 552 2 4 27.60 17.2 21.6
69 ARAPAHOE 5 2113 693 2 4 34.65 17.2 22.8
70 LANCER 1 2114 570 2 4 28.50 17.2 24.0
71 TAM 107 28 2115 589 2 4 29.45 17.2 25.2
72 REDLAND 3 2116 611 2 4 30.55 17.2 26.4
73 VONA 36 2117 536 2 4 26.80 21.5 1.2
74 NE87463 47 2118 477 2 4 23.85 21.5 2.4
75 NE86507 26 2119 548 2 4 27.40 21.5 3.6
76 BUCKSKIN 30 2120 602 2 4 30.10 21.5 4.8
77 ROUGHRIDER 35 2121 495 2 4 24.75 21.5 6.0
78 NE86527 31 2122 507 2 4 25.35 21.5 7.2
79 SCOUT 66 10 2123 520 2 4 26.00 21.5 8.4
80 NE86509 27 2124 500 2 4 25.00 21.5 9.6
81 NE86606 33 2125 587 2 4 29.35 21.5 10.8
82 NE84557 13 2126 572 2 4 28.60 21.5 12.0
83 KS831374 19 2127 534 2 4 26.70 21.5 13.2
84 GAGE 38 2128 505 2 4 25.25 21.5 14.4
85 NE87619 55 2129 675 2 4 33.75 21.5 15.6
86 NE87499 48 2130 446 2 4 22.30 21.5 16.8
87 CHEYENNE 29 2131 561 2 4 28.05 21.5 18.0
88 NE86607 34 2132 691 2 4 34.55 21.5 19.2
89 NE83498 12 2133 748 2 4 37.40 21.5 20.4
90 NE83404 6 2134 580 2 4 29.00 21.5 21.6
91 NE87446 44 2135 624 2 4 31.20 21.5 22.8
92 SIOUXLAND 37 2136 742 2 4 37.10 21.5 24.0
93 HOM ESTEAD 22 2137 590 2 4 29.50 21.5 25.2
94 NE86501 24 2138 627 2 4 31.35 21.5 26.4
95 NE87512 49 2139 404 2 4 20.20 25.8 1.2
96 NE83407 8 2140 528 2 4 26.40 25.8 2.4
97 NE87403 41 2141 513 2 4 25.65 25.8 3.6
98 NE87457 46 2142 638 2 4 31.90 25.8 4.8
99 NE83406 7 2143 621 2 4 31.05 25.8 6.0
100 COLT 11 2144 615 2 4 30.75 25.8 7.2
101 NE87522 51 2145 543 2 4 27.15 25.8 8.4
102 NORKAN 18 2146 606 2 4 30.30 25.8 9.6
103 NE87615 54 2147 634 2 4 31.70 25.8 10.8
104 NE85556 15 2148 610 2 4 30.50 25.8 12.0
105 TAM 200 20 2149 487 2 4 24.35 25.8 13.2
106 LANCOTA 23 2150 522 2 4 26.10 25.8 14.4
107 NE86503 25 2151 599 2 4 29.95 25.8 15.6
108 NE86482 21 2152 656 2 4 32.80 25.8 16.8
109 BRULE 2 2153 563 2 4 28.15 25.8 18.0
110 NE87612 52 2154 654 2 4 32.70 25.8 19.2
111 NE87613 53 2155 738 2 4 36.90 25.8 20.4
Appendix 2: Data Sets 61
Obs nam e entry plot rawyld rep nloc y lat lng
112 NE86T666 40 2156 368 2 4 18.40 25.8 21.6
113 NE86607 34 3101 623 3 4 31.15 25.8 24.0
114 LANCOTA 23 3102 539 3 4 26.95 25.8 25.2
115 NE87513 50 3103 616 3 4 30.80 25.8 26.4
116 NE87408 42 3104 438 3 4 21.90 30.1 1.2
117 NE83407 8 3105 592 3 4 29.60 30.1 2.4
118 NORKAN 18 3106 485 3 4 24.25 30.1 3.6
119 REDLAND 3 3107 542 3 4 27.10 30.1 4.8
120 KS831374 19 3108 421 3 4 21.05 30.1 6.0
121 COLT 11 3109 479 3 4 23.95 30.1 7.2
122 NE86527 31 3110 546 3 4 27.30 30.1 8.4
123 VONA 36 3111 600 3 4 30.00 30.1 9.6
124 TAM 107 28 3112 690 3 4 34.50 30.1 10.8
125 CENTURK 78 17 3113 662 3 4 33.10 30.1 12.0
126 NE87627 56 3114 564 3 4 28.20 30.1 13.2
127 NE86T666 40 3115 516 3 4 25.80 30.1 14.4
128 NE87615 54 3116 679 3 4 33.95 30.1 15.6
129 NE86501 24 3117 607 3 4 30.35 30.1 16.8
130 NE87522 51 3118 378 3 4 18.90 30.1 18.0
131 CHEYENNE 29 3119 678 3 4 33.90 30.1 19.2
132 SIOUXLAND 37 3120 675 3 4 33.75 30.1 20.4
133 NE87451 45 3121 679 3 4 33.95 30.1 21.6
134 GAGE 38 3122 500 3 4 25.00 30.1 22.8
135 LANCER 1 3123 562 3 4 28.10 30.1 24.0
136 NE87446 44 3124 500 3 4 25.00 30.1 25.2
137 NE86482 21 3125 606 3 4 30.30 30.1 26.4
138 CODY 4 3126 337 3 4 16.85 34.4 1.2
139 NE87612 52 3127 342 3 4 17.10 34.4 2.4
140 NE87457 46 3128 191 3 4 9.55 34.4 3.6
141 NE84557 13 3129 30 3 4 1.50 34.4 4.8
142 NE83T12 39 3130 255 3 4 12.75 34.4 6.0
143 NE86507 26 3131 443 3 4 22.15 34.4 7.2
144 TAM 200 20 3132 384 3 4 19.20 34.4 8.4
145 NE87613 53 3133 471 3 4 23.55 34.4 9.6
146 ARAPAHOE 5 3134 501 3 4 25.05 34.4 10.8
147 SCOUT 66 10 3135 665 3 4 33.25 34.4 12.0
148 NE87403 41 3136 480 3 4 24.00 34.4 13.2
149 NE85623 16 3137 635 3 4 31.75 34.4 14.4
150 NE86509 27 3138 481 3 4 24.05 34.4 15.6
151 NE85556 15 3139 769 3 4 38.45 34.4 16.8
152 HOM ESTEAD 22 3140 517 3 4 25.85 34.4 18.0
153 NE83404 6 3141 656 3 4 32.80 34.4 19.2
154 NE86503 25 3142 702 3 4 35.10 34.4 20.4
155 NE86582 32 3143 621 3 4 31.05 34.4 21.6
62 SAS for M ixed M odels
Obs nam e entry plot rawyld rep nloc y lat lng
156 NE87619 55 3144 663 3 4 33.15 34.4 22.8
157 NE87463 47 3145 580 3 4 29.00 34.4 24.0
158 NE86606 33 3146 643 3 4 32.15 34.4 25.2
159 BRULE 2 3147 818 3 4 40.90 34.4 26.4
160 BUCKSKIN 30 3148 360 3 4 18.00 38.7 1.2
161 NE83406 7 3149 43 3 4 2.15 38.7 2.4
162 NE87409 43 3150 75 3 4 3.75 38.7 3.6
163 NE87499 48 3151 59 3 4 2.95 38.7 4.8
164 CENTURA 9 3152 174 3 4 8.70 38.7 6.0
165 NE83432 14 3153 221 3 4 11.05 38.7 7.2
166 NE87512 49 3154 247 3 4 12.35 38.7 8.4
167 ROUGHRIDER 35 3155 449 3 4 22.45 38.7 9.6
168 NE83498 12 3156 538 3 4 26.90 38.7 10.8
169 NE86T666 40 4101 471 4 4 23.55 38.7 13.2
170 NE87403 41 4102 580 4 4 29.00 38.7 14.4
171 NE87512 49 4103 553 4 4 27.65 38.7 15.6
172 NE87446 44 4104 480 4 4 24.00 38.7 16.8
173 CENTURA 9 4105 515 4 4 25.75 38.7 18.0
174 NE86503 25 4106 471 4 4 23.55 38.7 19.2
175 NE87408 42 4107 613 4 4 30.65 38.7 20.4
176 COLT 11 4108 564 4 4 28.20 38.7 21.6
177 LANCER 1 4109 568 4 4 28.40 38.7 22.8
178 NE83406 7 4110 574 4 4 28.70 38.7 24.0
179 NE86607 34 4111 515 4 4 25.75 38.7 25.2
180 SIOUXLAND 37 4112 450 4 4 22.50 38.7 26.4
181 NE87612 52 4113 185 4 4 9.25 43.0 1.2
182 BUCKSKIN 30 4114 486 4 4 24.30 43.0 2.4
183 NE85556 15 4115 99 4 4 4.95 43.0 3.6
184 BRULE 2 4116 74 4 4 3.70 43.0 4.8
185 NE86507 26 4117 294 4 4 14.70 43.0 6.0
186 ROUGHRIDER 35 4118 272 4 4 13.60 43.0 7.2
187 VONA 36 4119 246 4 4 12.30 43.0 8.4
188 NE83404 6 4120 350 4 4 17.50 43.0 9.6
189 CODY 4 4121 303 4 4 15.15 43.0 10.8
190 NE87463 47 4122 471 4 4 23.55 43.0 12.0
191 NE86582 32 4123 390 4 4 19.50 43.0 13.2
192 NE87499 48 4124 530 4 4 26.50 43.0 14.4
193 NORKAN 18 4125 416 4 4 20.80 43.0 15.6
194 SCOUT 66 10 4126 506 4 4 25.30 43.0 16.8
195 NE87513 50 4127 348 4 4 17.40 43.0 18.0
196 NE83T12 39 4128 453 4 4 22.65 43.0 19.2
197 CENTURK 78 17 4129 632 4 4 31.60 43.0 20.4
198 NE87627 56 4130 339 4 4 16.95 43.0 21.6
199 NE86606 33 4131 625 4 4 31.25 43.0 22.8
Appendix 2: Data Sets 63
Obs nam e entry plot rawyld rep nloc y lat lng
200 NE87457 46 4132 473 4 4 23.65 43.0 24.0
201 NE86509 27 4133 509 4 4 25.45 43.0 25.2
202 LANCOTA 23 4134 549 4 4 27.45 43.0 26.4
203 KS831374 19 4135 291 4 4 14.55 47.3 1.2
204 NE86482 21 4136 121 4 4 6.05 47.3 2.4
205 NE85623 16 4137 21 4 4 1.05 47.3 3.6
206 NE86527 31 4138 128 4 4 6.40 47.3 4.8
207 NE87451 45 4139 102 4 4 5.10 47.3 6.0
208 NE87409 43 4140 356 4 4 17.80 47.3 7.2
209 GAGE 38 4141 443 4 4 22.15 47.3 8.4
210 NE83407 8 4142 307 4 4 15.35 47.3 9.6
211 NE87615 54 4143 240 4 4 12.00 47.3 10.8
212 ARAPAHOE 5 4144 500 4 4 25.00 47.3 12.0
213 CHEYENNE 29 4145 442 4 4 22.10 47.3 13.2
214 REDLAND 3 4146 586 4 4 29.30 47.3 14.4
215 NE83432 14 4147 469 4 4 23.45 47.3 15.6
216 NE87619 55 4148 558 4 4 27.90 47.3 16.8
217 NE83498 12 4149 632 4 4 31.60 47.3 18.0
218 NE87613 53 4150 604 4 4 30.20 47.3 19.2
219 NE86501 24 4151 606 4 4 30.30 47.3 20.4
220 TAM 200 20 4152 406 4 4 20.30 47.3 21.6
221 NE87522 51 4153 593 4 4 29.65 47.3 22.8
222 NE84557 13 4154 531 4 4 26.55 47.3 24.0
223 TAM 107 28 4155 512 4 4 25.60 47.3 25.2
224 HOM ESTEAD 22 4156 538 4 4 26.90 47.3 26.4
Data Set 11.8 C-N Ratios
Obs x y TN TC CN
1 0 35.0 0.0810 0.9225 11.4201
2 0 40.0 0.0790 0.8310 10.5300
3 0 80.0 0.0800 0.8460 10.5750
4 0 100.0 0.0705 0.7705 10.9451
5 0 140.0 0.0915 0.9985 10.9132
6 0 170.0 0.0855 0.9015 10.5427
7 0 185.0 0.0745 0.8445 11.3654
8 0 235.0 0.0670 0.6925 10.3396
9 0 245.0 0.0600 0.5980 9.9667
10 0 295.0 0.0610 0.6410 10.5113
11 0 300.0 0.0580 0.5925 10.2155
12 5 35.0 0.0880 0.9460 10.7640
13 5 40.0 0.0785 0.8790 11.1974
14 5 295.0 0.0650 0.6505 10.0077
15 5 300.0 0.0570 0.5800 10.1813
64 SAS for M ixed M odels
Obs x y TN TC CN
16 30 15.0 0.0770 0.8340 10.8312
17 30 40.0 0.0690 0.7080 10.2660
18 30 80.0 0.0860 0.9310 10.8263
19 30 100.0 0.0765 0.8260 10.7962
20 30 145.0 0.0990 1.0460 10.5665
21 30 170.0 0.0875 0.9200 10.5133
22 30 190.0 0.0740 0.7750 10.4748
23 30 230.0 0.0740 0.7990 10.7973
24 30 245.0 0.0675 0.7595 11.2648
25 30 300.0 0.0585 0.6180 10.5812
26 40 147.5 0.0985 1.0280 10.5327
27 40 300.0 0.0550 0.5945 10.8091
28 45 15.0 0.0900 0.9640 10.7223
29 45 40.0 0.0760 0.8120 10.6836
30 45 147.5 0.0815 0.8625 10.5883
31 45 300.0 0.0390 0.3990 10.2308
32 55 35.0 0.0920 0.9785 10.6254
33 55 40.0 0.0805 0.9030 11.2184
34 55 300.0 0.0600 0.6540 10.8960
35 60 35.0 0.0820 0.8415 10.2739
36 60 40.0 0.0805 0.8735 10.8447
37 65 147.5 0.0925 1.0695 11.5640
38 75 35.0 0.0730 0.8255 11.3061
39 75 40.0 0.0800 0.8560 10.7237
40 85 15.0 0.0775 0.8745 11.2875
41 85 40.0 0.0720 0.8480 11.7778
42 90 15.0 0.0750 0.8130 10.8542
43 90 40.0 0.0750 0.8670 11.5600
44 100 27.5 0.0785 0.8245 10.5030
45 100 35.0 0.0740 0.8090 10.9642
46 100 75.0 0.0790 0.8525 10.7929
47 100 95.0 0.0610 0.6190 10.1475
48 100 145.0 0.0890 0.9310 10.4621
49 100 170.0 0.0795 0.8830 11.1179
50 100 175.0 0.0890 0.9055 10.1756
51 100 230.0 0.0765 0.7875 10.2912
52 100 240.0 0.0795 0.8560 10.7661
53 100 300.0 0.0670 0.7225 10.7872
54 115 15.0 0.0735 0.7770 10.5718
55 115 20.0 0.0780 0.8485 10.8829
56 115 75.0 0.0770 0.8420 10.9386
57 115 102.5 0.0870 0.9260 10.6437
58 115 135.0 0.0830 0.9025 10.8999
59 115 180.0 0.0845 0.9080 10.7515
Appendix 2: Data Sets 65
Obs x y TN TC CN
60 115 190.0 0.0745 0.7675 10.3198
61 115 230.0 0.0780 0.7885 10.1086
62 115 245.0 0.0630 0.6635 10.5472
63 115 287.5 0.0635 0.7060 11.1217
64 170 35.0 0.0750 0.8395 11.3085
65 170 40.0 0.0905 0.9870 10.9053
66 170 85.0 0.0820 0.8690 10.5976
67 170 100.0 0.0820 0.8430 10.2827
68 170 145.0 0.1055 1.1750 11.1537
69 170 235.0 0.0625 0.6480 10.3910
70 170 240.0 0.0675 0.7040 10.4424
71 170 290.0 0.0725 0.7140 9.8487
72 180 300.0 0.0775 0.7790 10.0524
73 185 300.0 0.0765 0.8275 10.8195
74 190 170.0 0.0770 0.8670 11.2746
75 190 295.0 0.0725 0.7250 10.0421
76 200 30.0 0.0920 0.9895 10.7597
77 200 40.0 0.0955 1.0350 10.8457
78 200 80.0 0.0825 0.8240 9.9880
79 200 90.0 0.0700 0.7000 10.0094
80 200 140.0 0.0845 0.9080 10.7592
81 200 175.0 0.0750 0.8025 10.7092
82 200 190.0 0.0645 0.6545 10.1653
83 200 240.0 0.0675 0.6650 9.8513
84 200 250.0 0.0620 0.6020 9.7135
85 200 295.0 0.0810 0.8155 10.0684
86 205 175.0 0.0645 0.7090 11.0082
87 205 190.0 0.0665 0.7490 11.2618
88 205 295.0 0.0760 0.8180 10.7632
89 210 80.0 0.0760 0.7625 10.0504
90 215 190.0 0.0715 0.7870 11.0346
91 215 295.0 0.0885 0.9195 10.4139
92 230 80.0 0.0930 0.9540 10.2581
93 230 155.0 0.0660 0.6920 10.4848
94 230 190.0 0.0705 0.8020 11.3737
95 230 295.0 0.0915 0.9450 10.3286
96 235 80.0 0.0875 0.8855 10.1301
97 235 180.0 0.0720 0.8170 11.3472
98 235 295.0 0.0865 0.9055 10.4767
99 245 145.0 0.0690 0.7515 10.9183
100 250 35.0 0.0900 0.9590 10.6771
101 250 40.0 0.0940 0.9955 10.5981
102 250 85.0 0.0850 0.9300 10.9565
103 250 100.0 0.0855 0.8975 10.4994
66 SAS for M ixed M odels
Obs x y TN TC CN
104 250 140.0 0.0815 0.8500 10.4325
105 250 170.0 0.0655 0.6790 10.3736
106 250 175.0 0.0765 0.7795 10.1982
107 250 180.0 0.0670 0.6820 10.1935
108 250 190.0 0.0530 0.4975 9.3920
109 250 235.0 0.0730 0.7535 10.3511
110 250 245.0 0.0715 0.7195 10.0840
111 250 300.0 0.0750 0.8115 10.8296
112 255 145.0 0.0650 0.7580 11.6615
113 260 145.0 0.0695 0.7720 11.1081
114 265 80.0 0.0950 0.9900 10.4311
115 275 145.0 0.0830 1.0080 12.1446
116 280 80.0 0.0945 0.9890 10.4682
117 290 80.0 0.0930 0.9660 10.3871
118 300 30.0 0.0710 0.7870 11.0845
119 300 40.0 0.0770 0.8930 11.6073
120 300 90.0 0.0775 0.8700 11.2799
121 300 95.0 0.0760 0.8270 10.9265
122 300 145.0 0.0945 1.0035 10.6244
123 300 175.0 0.0846 0.8876 10.4890
124 300 180.0 0.0720 0.7495 10.4136
125 300 295.0 0.0745 0.7695 10.3343
126 305 35.0 0.0770 0.9020 11.7174
127 305 40.0 0.0730 0.8480 11.6214
128 305 80.0 0.0875 0.9940 11.4114
129 305 87.5 0.0845 0.9755 11.5312
130 305 140.0 0.0855 0.9650 11.2849
131 305 170.0 0.0810 0.9430 11.6485
132 305 190.0 0.0757 0.8445 11.1628
133 315 145.0 0.0715 0.7970 11.2645
134 320 145.0 0.0710 0.8155 11.5447
135 325 235.0 0.0800 0.8505 10.6308
136 325 245.0 0.0790 0.9040 11.4347
137 335 145.0 0.0690 0.8250 11.9699
138 340 30.0 0.0785 0.8565 10.9172
139 340 40.0 0.0870 1.0020 11.5172
140 340 80.0 0.0960 1.0885 11.3384
141 340 87.5 0.0780 0.9030 11.5769
142 340 145.0 0.0740 0.8295 11.2134
143 340 180.0 0.0705 0.7980 11.3178
144 340 190.0 0.0695 0.7845 11.2886
145 340 230.0 0.0760 0.8270 10.8816
146 340 235.0 0.0815 0.8670 10.6424
147 340 245.0 0.0775 0.8910 11.4973
Appendix 2: Data Sets 67
Obs x y TN TC CN
148 350 235.0 0.0775 0.8395 10.8347
149 350 240.0 0.0755 0.8230 10.9038
150 365 235.0 0.0850 0.9060 10.6588
151 365 245.0 0.0850 0.9285 10.9268
152 370 235.0 0.0810 0.8610 10.6364
153 370 245.0 0.0845 0.8585 10.1599
154 385 235.0 0.0875 0.8870 10.1403
155 385 245.0 0.0520 0.4875 9.3879
156 400 20.0 0.0635 0.7420 11.7024
157 400 40.0 0.0525 0.5905 11.2603
158 400 80.0 0.0750 0.8465 11.2867
159 400 90.0 0.0655 0.7128 10.9226
160 400 140.0 0.0870 1.0155 11.6749
161 400 175.0 0.0725 0.8045 11.1201
162 400 190.0 0.0690 0.7190 10.4203
163 400 230.0 0.0745 0.7980 10.7073
164 400 235.0 0.0830 0.9040 10.8924
165 400 290.0 0.0735 0.8055 10.9637
166 415 80.0 0.0630 0.6900 10.9833
167 415 90.0 0.0545 0.5810 10.6864
168 415 300.0 0.0795 0.7785 9.7940
169 420 300.0 0.0760 0.7580 10.0185
170 425 80.0 0.0535 0.5405 10.1075
171 425 100.0 0.0480 0.5538 11.5496
172 430 80.0 0.0645 0.6575 10.1908
173 430 95.0 0.0635 0.6560 10.3396
174 430 300.0 0.0725 0.7380 10.1811
175 440 80.0 0.0595 0.6415 10.8016
176 440 100.0 0.0570 0.5590 9.8070
177 450 300.0 0.0695 0.7080 10.1856
178 475 80.0 0.0675 0.7780 11.5232
179 475 90.0 0.0780 0.8710 11.1667
180 485 300.0 0.0700 0.7650 10.9286
181 495 35.0 0.0705 0.7655 10.8600
182 495 40.0 0.0795 0.9095 11.4328
183 495 295.0 0.0670 0.7230 10.8141
184 495 300.0 0.0636 0.7136 11.2067
185 500 35.0 0.0660 0.8120 12.3030
186 500 40.0 0.0701 0.8349 11.9036
187 500 80.0 0.0550 0.6300 11.4730
188 500 90.0 0.0680 0.7875 11.6313
189 500 147.5 0.0840 1.0310 12.2738
190 500 172.5 0.0675 0.7845 11.6202
191 500 192.5 0.0685 0.7415 10.8862
68 SAS for M ixed M odels
Obs x y TN TC CN
192 500 232.5 0.0690 0.7460 10.8615
193 500 247.5 0.0595 0.6925 11.6414
194 500 295.0 0.0695 0.7425 10.6915
195 500 300.0 0.0765 0.8735 11.4545
196 0 5.0 0.1290 . .
197 0 10.0 0.1120 . .
198 0 50.0 0.0755 . .
199 0 65.0 0.0820 . .
200 0 115.0 0.0790 . .
201 0 130.0 0.0770 . .
202 0 155.0 0.0960 . .
203 0 205.0 0.0705 . .
204 0 215.0 0.0685 . .
205 0 260.0 0.0610 . .
206 0 265.0 0.0600 . .
207 5 5.0 0.1075 . .
208 5 10.0 0.1205 . .
209 5 260.0 0.0600 . .
210 5 265.0 0.0640 . .
211 30 10.0 0.0865 . .
212 30 50.0 0.0860 . .
213 30 65.0 0.0885 . .
214 30 105.0 0.0730 . .
215 30 130.0 0.0905 . .
216 30 155.0 0.0955 . .
217 30 210.0 0.0735 . .
218 30 215.0 0.0760 . .
219 30 260.0 0.0595 . .
220 30 265.0 0.0545 . .
221 40 155.0 0.0790 . .
222 40 265.0 0.0545 . .
223 45 5.0 0.1170 . .
224 45 155.0 0.0865 . .
225 45 265.0 0.0550 . .
226 55 10.0 0.0960 . .
227 55 265.0 0.0655 . .
228 60 5.0 0.0990 . .
229 65 155.0 0.0835 . .
230 75 0.0 0.0985 . .
231 85 0.0 0.0825 . .
232 90 5.0 0.0830 . .
233 100 10.0 0.0690 . .
234 100 47.5 0.0840 . .
235 100 65.0 0.0795 . .
Appendix 2: Data Sets 69
Obs x y TN TC CN
236 100 105.0 0.0775 . .
237 100 130.0 0.0950 . .
238 100 155.0 0.0910 . .
239 100 210.0 0.0755 . .
240 100 215.0 0.0705 . .
241 100 255.0 0.0690 . .
242 100 285.0 0.0635 . .
243 115 10.0 0.0725 . .
244 115 50.0 0.0830 . .
245 115 55.0 0.0770 . .
246 115 107.5 0.0850 . .
247 115 132.5 0.0825 . .
248 115 162.5 0.0885 . .
249 115 200.0 0.0810 . .
250 115 210.0 0.0750 . .
251 115 265.0 0.0608 . .
252 170 10.0 0.0785 . .
253 170 55.0 0.0810 . .
254 170 60.0 0.0960 . .
255 170 115.0 0.0870 . .
256 170 130.0 0.0975 . .
257 170 155.0 0.0910 . .
258 170 215.0 0.0560 . .
259 170 220.0 0.0620 . .
260 170 270.0 0.0650 . .
261 170 275.0 0.0670 . .
262 180 260.0 0.0665 . .
263 180 285.0 0.0680 . .
264 185 260.0 0.0775 . .
265 185 285.0 0.0640 . .
266 190 155.0 0.0765 . .
267 190 260.0 0.0765 . .
268 190 270.0 0.0775 . .
269 200 50.0 0.1050 . .
270 200 55.0 0.0995 . .
271 200 110.0 0.0880 . .
272 200 120.0 0.0945 . .
273 200 162.5 0.0770 . .
274 200 200.0 0.0640 . .
275 200 215.0 0.0615 . .
276 200 260.0 0.0765 . .
277 200 280.0 0.0790 . .
278 205 155.0 0.0700 . .
279 205 260.0 0.0775 . .
70 SAS for M ixed M odels
Obs x y TN TC CN
280 205 270.0 0.0700 . .
281 210 65.0 0.0900 . .
282 215 155.0 0.0745 . .
283 215 260.0 0.0740 . .
284 215 270.0 0.0740 . .
285 230 65.0 0.0940 . .
286 230 155.0 0.0770 . .
287 230 260.0 0.0740 . .
288 230 280.0 0.0805 . .
289 235 65.0 0.0990 . .
290 235 155.0 0.0625 . .
291 235 260.0 0.0755 . .
292 235 280.0 0.0810 . .
293 245 110.0 0.0775 . .
294 245 125.0 0.0745 . .
295 250 55.0 0.1040 . .
296 250 65.0 0.0970 . .
297 250 115.0 0.0510 . .
298 250 120.0 0.0722 . .
299 250 155.0 0.0420 . .
300 250 205.0 0.0625 . .
301 250 215.0 0.0700 . .
302 250 265.0 0.0705 . .
303 250 280.0 0.0640 . .
304 255 115.0 0.0670 . .
305 255 125.0 0.0730 . .
306 260 110.0 0.0700 . .
307 260 125.0 0.0708 . .
308 265 65.0 0.1030 . .
309 275 120.0 0.0660 . .
310 275 125.0 0.0755 . .
311 280 65.0 0.1075 . .
312 285 115.0 0.0760 . .
313 285 125.0 0.0675 . .
314 290 65.0 0.1155 . .
315 290 110.0 0.0650 . .
316 290 125.0 0.0735 . .
317 300 50.0 0.0840 . .
318 300 65.0 0.1035 . .
319 300 155.0 0.0930 . .
320 300 265.0 0.0710 . .
321 300 280.0 0.0755 . .
322 305 10.0 0.0645 . .
323 305 50.0 0.0835 . .
Appendix 2: Data Sets 71
Obs x y TN TC CN
324 305 60.0 0.0920 . .
325 305 110.0 0.0795 . .
326 305 130.0 0.0850 . .
327 305 160.0 0.0860 . .
328 305 260.0 0.0760 . .
329 315 110.0 0.0710 . .
330 315 125.0 0.0740 . .
331 320 110.0 0.0710 . .
332 320 125.0 0.0820 . .
333 325 205.0 0.0705 . .
334 325 210.0 0.0860 . .
335 335 110.0 0.0795 . .
336 335 125.0 0.0705 . .
337 340 10.0 0.0855 . .
338 340 50.0 0.0830 . .
339 340 70.0 0.0950 . .
340 340 110.0 0.0820 . .
341 340 130.0 0.0770 . .
342 340 155.0 0.0645 . .
343 340 200.0 0.0715 . .
344 340 205.0 0.0660 . .
345 340 210.0 0.0765 . .
346 340 265.0 0.0720 . .
347 340 275.0 0.0685 . .
348 350 205.0 0.0760 . .
349 350 210.0 0.0815 . .
350 365 205.0 0.0785 . .
351 365 210.0 0.0725 . .
352 370 205.0 0.0870 . .
353 370 210.0 0.0800 . .
354 385 205.0 0.0795 . .
355 385 215.0 0.0905 . .
356 400 10.0 0.0560 . .
357 400 50.0 0.0630 . .
358 400 60.0 0.0710 . .
359 400 110.0 0.0696 . .
360 400 115.0 0.0825 . .
361 400 155.0 0.0740 . .
362 400 200.0 0.0690 . .
363 400 205.0 0.0760 . .
364 400 260.0 0.0745 . .
365 400 275.0 0.0825 . .
366 415 50.0 0.0520 . .
367 415 60.0 0.0650 . .
72 SAS for M ixed M odels
Obs x y TN TC CN
368 415 275.0 0.0860 . .
369 420 275.0 0.0835 . .
370 425 50.0 0.0595 . .
371 425 70.0 0.0601 . .
372 430 50.0 0.0580 . .
373 430 65.0 0.0690 . .
374 430 275.0 0.0744 . .
375 440 50.0 0.0525 . .
376 440 65.0 0.0600 . .
377 450 275.0 0.0685 . .
378 475 50.0 0.0795 . .
379 475 60.0 0.0710 . .
380 485 275.0 0.0700 . .
381 495 5.0 0.0685 . .
382 495 10.0 0.0715 . .
383 495 277.5 0.0635 . .
384 495 282.5 0.0700 . .
385 500 5.0 0.0885 . .
386 500 10.0 0.0765 . .
387 500 50.0 0.0790 . .
388 500 60.0 0.0780 . .
389 500 110.0 0.0730 . .
390 500 132.5 0.0920 . .
391 500 157.5 0.0790 . .
392 500 202.5 0.0710 . .
393 500 215.0 0.0655 . .
394 500 277.5 0.0640 . .
395 500 282.5 0.0630 . .
A2.13 Some Bayesian Approaches to Mixed Models
Data Set 13.6 Beetle Fecundity
Obs sire dam progeny value trait
1 1 1 1 58.0 fec
2 1 1 1 4.6 mass
3 1 1 2 64.0 fec
4 1 1 2 4.0 mass
5 1 1 3 50.0 fec
6 1 1 3 4.1 mass
7 1 1 4 53.0 fec
Appendix 2: Data Sets 73
Obs sire dam progeny value trait
8 1 1 4 4.2 mass
9 1 1 5 50.0 fec
10 1 1 5 4.0 mass
11 1 2 1 54.0 fec
12 1 2 1 4.7 mass
13 1 2 2 85.0 fec
14 1 2 2 5.7 mass
15 1 2 3 48.0 fec
16 1 2 3 3.6 mass
17 1 2 4 55.0 fec
18 1 2 4 4.9 mass
19 1 2 5 48.0 fec
20 1 2 5 3.3 mass
21 1 3 1 51.0 fec
22 1 3 1 5.1 mass
23 1 3 2 76.0 fec
24 1 3 2 5.2 mass
25 1 3 3 58.0 fec
26 1 3 3 5.6 mass
27 1 3 4 48.0 fec
28 1 3 4 3.6 mass
29 1 3 5 55.0 fec
30 1 3 5 3.5 mass
31 1 4 1 28.0 fec
32 1 4 1 5.1 mass
33 1 4 2 44.0 fec
34 1 4 2 5.6 mass
35 1 4 3 21.0 fec
36 1 4 3 4.3 mass
37 1 4 4 31.0 fec
38 1 4 4 4.4 mass
39 1 4 5 17.0 fec
40 1 4 5 4.2 mass
41 1 5 1 44.0 fec
42 1 5 1 4.1 mass
43 1 5 2 51.0 fec
44 1 5 2 4.4 mass
45 1 5 3 27.0 fec
46 1 5 3 4.1 mass
47 1 5 4 42.0 fec
48 1 5 4 3.5 mass
49 1 5 5 40.0 fec
50 1 5 5 3.7 mass
51 2 1 1 62.0 fec
74 SAS for M ixed M odels
Obs sire dam progeny value trait
52 2 1 1 4.7 mass
53 2 1 2 52.0 fec
54 2 1 2 4.3 mass
55 2 1 3 66.0 fec
56 2 1 3 5.2 mass
57 2 1 4 56.0 fec
58 2 1 4 4.6 mass
59 2 1 5 37.0 fec
60 2 1 5 3.0 mass
61 2 2 1 59.0 fec
62 2 2 1 4.5 mass
63 2 2 2 52.0 fec
64 2 2 2 4.7 mass
65 2 2 3 62.0 fec
66 2 2 3 4.9 mass
67 2 2 4 56.0 fec
68 2 2 4 4.2 mass
69 2 2 5 58.0 fec
70 2 2 5 5.5 mass
71 2 3 1 48.0 fec
72 2 3 1 5.3 mass
73 2 3 2 63.0 fec
74 2 3 2 5.7 mass
75 2 3 3 21.0 fec
76 2 3 3 4.2 mass
77 2 3 4 60.0 fec
78 2 3 4 4.4 mass
79 2 3 5 50.0 fec
80 2 3 5 3.9 mass
81 2 4 1 38.0 fec
82 2 4 1 4.4 mass
83 2 4 2 56.0 fec
84 2 4 2 4.3 mass
85 2 4 3 33.0 fec
86 2 4 3 4.8 mass
87 2 4 4 22.0 fec
88 2 4 4 4.5 mass
89 2 4 5 68.0 fec
90 2 4 5 4.9 mass
91 3 1 1 70.0 fec
92 3 1 1 5.5 mass
93 3 1 2 36.0 fec
94 3 1 2 4.1 mass
95 3 1 3 64.0 fec
Appendix 2: Data Sets 75
Obs sire dam progeny value trait
96 3 1 3 4.9 mass
97 3 1 4 46.0 fec
98 3 1 4 4.8 mass
99 3 1 5 31.0 fec
100 3 1 5 4.2 mass
101 3 2 1 43.0 fec
102 3 2 1 5.7 mass
103 3 2 2 17.0 fec
104 3 2 2 5.2 mass
105 3 2 3 23.0 fec
106 3 2 3 4.9 mass
107 3 2 4 76.0 fec
108 3 2 4 5.6 mass
109 3 2 5 12.0 fec
110 3 2 5 4.7 mass
111 3 3 1 18.0 fec
112 3 3 1 4.1 mass
113 3 3 2 9.0 fec
114 3 3 2 4.9 mass
115 3 3 3 18.0 fec
116 3 3 3 3.8 mass
117 3 3 4 53.0 fec
118 3 3 4 4.2 mass
119 3 3 5 43.0 fec
120 3 3 5 4.5 mass
121 3 4 1 53.0 fec
122 3 4 1 4.0 mass
123 3 4 2 57.0 fec
124 3 4 2 5.1 mass
125 3 4 3 60.0 fec
126 3 4 3 4.2 mass
127 3 4 4 50.0 fec
128 3 4 4 5.1 mass
129 3 4 5 62.0 fec
130 3 4 5 5.0 mass
131 3 5 1 83.0 fec
132 3 5 1 6.4 mass
133 3 5 2 22.0 fec
134 3 5 2 4.8 mass
135 3 5 3 22.0 fec
136 3 5 3 5.3 mass
137 3 5 4 71.0 fec
138 3 5 4 4.6 mass
139 3 5 5 71.0 fec
76 SAS for M ixed M odels
Obs sire dam progeny value trait
140 3 5 5 5.3 mass
141 4 1 1 70.0 fec
142 4 1 1 4.8 mass
143 4 1 2 66.0 fec
144 4 1 2 5.5 mass
145 4 1 3 64.0 fec
146 4 1 3 5.1 mass
147 4 1 4 43.0 fec
148 4 1 4 3.9 mass
149 4 1 5 46.0 fec
150 4 1 5 3.5 mass
151 4 2 1 34.0 fec
152 4 2 1 4.3 mass
153 4 2 2 16.0 fec
154 4 2 2 4.6 mass
155 4 2 3 14.0 fec
156 4 2 3 4.3 mass
157 4 2 4 19.0 fec
158 4 2 4 4.1 mass
159 4 2 5 17.0 fec
160 4 2 5 4.5 mass
161 4 3 1 46.0 fec
162 4 3 1 5.3 mass
163 4 3 2 62.0 fec
164 4 3 2 5.4 mass
165 4 3 3 72.0 fec
166 4 3 3 5.4 mass
167 4 3 4 54.0 fec
168 4 3 4 5.1 mass
169 4 3 5 55.0 fec
170 4 3 5 4.9 mass
171 4 4 1 52.0 fec
172 4 4 1 4.3 mass
173 4 4 2 61.0 fec
174 4 4 2 4.6 mass
175 4 4 3 57.0 fec
176 4 4 3 4.2 mass
177 4 4 4 71.0 fec
178 4 4 4 4.9 mass
179 4 4 5 52.0 fec
180 4 4 5 4.6 mass
181 4 5 1 51.0 fec
182 4 5 1 4.0 mass
183 4 5 2 45.0 fec
Appendix 2: Data Sets 77
Obs sire dam progeny value trait
184 4 5 2 4.1 mass
185 4 5 3 51.0 fec
186 4 5 3 4.5 mass
187 4 5 4 44.0 fec
188 4 5 4 4.6 mass
189 4 5 5 44.0 fec
190 4 5 5 4.0 mass
191 5 1 1 75.0 fec
192 5 1 1 5.1 mass
193 5 1 2 62.0 fec
194 5 1 2 5.4 mass
195 5 1 3 60.0 fec
196 5 1 3 5.2 mass
197 5 1 4 64.0 fec
198 5 1 4 4.8 mass
199 5 1 5 64.0 fec
200 5 1 5 5.1 mass
201 5 2 1 92.0 fec
202 5 2 1 5.6 mass
203 5 2 2 88.0 fec
204 5 2 2 5.5 mass
205 5 2 3 67.0 fec
206 5 2 3 5.5 mass
207 5 2 4 72.0 fec
208 5 2 4 5.5 mass
209 5 2 5 77.0 fec
210 5 2 5 5.4 mass
211 5 3 1 85.0 fec
212 5 3 1 5.7 mass
213 5 3 2 64.0 fec
214 5 3 2 4.9 mass
215 5 3 3 48.0 fec
216 5 3 3 4.5 mass
217 5 3 4 50.0 fec
218 5 3 4 4.1 mass
219 5 3 5 59.0 fec
220 5 3 5 5.1 mass
221 5 4 1 93.0 fec
222 5 4 1 5.1 mass
223 5 4 2 47.0 fec
224 5 4 2 4.7 mass
225 5 4 3 58.0 fec
226 5 4 3 4.0 mass
227 5 4 4 48.0 fec
78 SAS for M ixed M odels
Obs sire dam progeny value trait
228 5 4 4 3.8 mass
229 5 4 5 39.0 fec
230 5 4 5 3.6 mass
231 6 1 1 73.0 fec
232 6 1 1 4.1 mass
233 6 1 2 33.0 fec
234 6 1 2 3.3 mass
235 6 1 3 25.0 fec
236 6 1 3 4.0 mass
237 6 1 4 53.0 fec
238 6 1 4 4.0 mass
239 6 1 5 29.0 fec
240 6 1 5 3.9 mass
241 6 2 1 72.0 fec
242 6 2 1 5.0 mass
243 6 2 2 75.0 fec
244 6 2 2 5.0 mass
245 6 2 3 75.0 fec
246 6 2 3 4.6 mass
247 6 2 4 77.0 fec
248 6 2 4 5.5 mass
249 6 2 5 63.0 fec
250 6 2 5 4.8 mass
251 6 3 1 54.0 fec
252 6 3 1 3.9 mass
253 6 3 2 40.0 fec
254 6 3 2 3.1 mass
255 6 3 3 58.0 fec
256 6 3 3 4.2 mass
257 6 3 4 52.0 fec
258 6 3 4 4.4 mass
259 6 3 5 53.0 fec
260 6 3 5 4.1 mass
261 6 4 1 63.0 fec
262 6 4 1 5.0 mass
263 6 4 2 57.0 fec
264 6 4 2 3.8 mass
265 6 4 3 36.0 fec
266 6 4 3 3.2 mass
267 6 4 4 20.0 fec
268 6 4 4 4.3 mass
269 6 4 5 49.0 fec
270 6 4 5 4.9 mass
271 6 5 1 67.0 fec
Appendix 2: Data Sets 79
Obs sire dam progeny value trait
272 6 5 1 4.4 mass
273 6 5 2 85.0 fec
274 6 5 2 5.8 mass
275 6 5 3 46.0 fec
276 6 5 3 4.7 mass
277 6 5 4 68.0 fec
278 6 5 4 4.8 mass
279 6 5 5 44.0 fec
280 6 5 5 5.0 mass
281 7 1 1 32.0 fec
282 7 1 1 5.3 mass
283 7 1 2 64.0 fec
284 7 1 2 4.7 mass
285 7 1 3 72.0 fec
286 7 1 3 5.7 mass
287 7 1 4 40.0 fec
288 7 1 4 3.9 mass
289 7 1 5 40.0 fec
290 7 1 5 5.4 mass
291 7 2 1 70.0 fec
292 7 2 1 5.0 mass
293 7 2 2 19.0 fec
294 7 2 2 4.9 mass
295 7 2 3 31.0 fec
296 7 2 3 4.1 mass
297 7 2 4 66.0 fec
298 7 2 4 5.0 mass
299 7 2 5 53.0 fec
300 7 2 5 5.3 mass
301 7 3 1 63.0 fec
302 7 3 1 4.7 mass
303 7 3 2 50.0 fec
304 7 3 2 4.8 mass
305 7 3 3 78.0 fec
306 7 3 3 5.2 mass
307 7 3 4 77.0 fec
308 7 3 4 6.3 mass
309 7 3 5 48.0 fec
310 7 3 5 4.3 mass
311 7 4 1 73.0 fec
312 7 4 1 5.4 mass
313 7 4 2 67.0 fec
314 7 4 2 4.9 mass
315 7 4 3 57.0 fec
80 SAS for M ixed M odels
Obs sire dam progeny value trait
316 7 4 3 4.2 mass
317 7 4 4 33.0 fec
318 7 4 4 5.1 mass
319 7 4 5 53.0 fec
320 7 4 5 4.0 mass
321 7 5 1 79.0 fec
322 7 5 1 5.3 mass
323 7 5 2 68.0 fec
324 7 5 2 4.8 mass
325 7 5 3 39.0 fec
326 7 5 3 4.6 mass
327 7 5 4 48.0 fec
328 7 5 4 4.8 mass
329 7 5 5 58.0 fec
330 7 5 5 5.1 mass
331 8 1 1 56.0 fec
332 8 1 1 4.6 mass
333 8 1 2 36.0 fec
334 8 1 2 3.3 mass
335 8 1 3 40.0 fec
336 8 1 3 4.1 mass
337 8 1 4 60.0 fec
338 8 1 4 4.6 mass
339 8 1 5 51.0 fec
340 8 1 5 3.8 mass
341 8 2 1 63.0 fec
342 8 2 1 4.3 mass
343 8 2 2 73.0 fec
344 8 2 2 4.7 mass
345 8 2 3 51.0 fec
346 8 2 3 3.8 mass
347 8 2 4 74.0 fec
348 8 2 4 4.8 mass
349 8 2 5 64.0 fec
350 8 2 5 4.5 mass
351 8 3 1 48.0 fec
352 8 3 1 4.2 mass
353 8 3 2 28.0 fec
354 8 3 2 4.0 mass
355 8 3 3 32.0 fec
356 8 3 3 3.6 mass
357 8 3 4 50.0 fec
358 8 3 4 4.1 mass
359 8 3 5 44.0 fec
Appendix 2: Data Sets 81
Obs sire dam progeny value trait
360 8 3 5 3.4 mass
361 8 4 1 79.0 fec
362 8 4 1 4.6 mass
363 8 4 2 27.0 fec
364 8 4 2 2.4 mass
365 8 4 3 17.0 fec
366 8 4 3 4.4 mass
367 8 4 4 41.0 fec
368 8 4 4 4.0 mass
369 8 4 5 30.0 fec
370 8 4 5 5.7 mass
371 9 1 1 51.0 fec
372 9 1 1 3.3 mass
373 9 1 2 48.0 fec
374 9 1 2 4.0 mass
375 9 1 3 78.0 fec
376 9 1 3 5.2 mass
377 9 1 4 31.0 fec
378 9 1 4 3.9 mass
379 9 1 5 53.0 fec
380 9 1 5 3.7 mass
381 9 2 1 65.0 fec
382 9 2 1 3.8 mass
383 9 2 2 40.0 fec
384 9 2 2 3.5 mass
385 9 2 3 46.0 fec
386 9 2 3 4.1 mass
387 9 2 4 39.0 fec
388 9 2 4 4.7 mass
389 9 2 5 58.0 fec
390 9 2 5 3.9 mass
391 9 3 1 72.0 fec
392 9 3 1 4.4 mass
393 9 3 2 52.0 fec
394 9 3 2 3.7 mass
395 9 3 3 56.0 fec
396 9 3 3 3.7 mass
397 9 3 4 61.0 fec
398 9 3 4 3.9 mass
399 9 3 5 46.0 fec
400 9 3 5 3.3 mass
401 9 4 1 28.0 fec
402 9 4 1 4.3 mass
403 9 4 2 25.0 fec
82 SAS for M ixed M odels
Obs sire dam progeny value trait
404 9 4 2 4.4 mass
405 9 4 3 63.0 fec
406 9 4 3 4.2 mass
407 9 4 4 20.0 fec
408 9 4 4 4.9 mass
409 9 4 5 26.0 fec
410 9 4 5 4.2 mass
411 10 1 1 35.0 fec
412 10 1 1 4.1 mass
413 10 1 2 60.0 fec
414 10 1 2 4.6 mass
415 10 1 3 17.0 fec
416 10 1 3 4.4 mass
417 10 1 4 65.0 fec
418 10 1 4 4.5 mass
419 10 1 5 31.0 fec
420 10 1 5 4.6 mass
421 10 2 1 78.0 fec
422 10 2 1 4.7 mass
423 10 2 2 74.0 fec
424 10 2 2 4.9 mass
425 10 2 3 72.0 fec
426 10 2 3 5.3 mass
427 10 2 4 72.0 fec
428 10 2 4 5.1 mass
429 10 2 5 71.0 fec
430 10 2 5 6.4 mass
431 10 3 1 69.0 fec
432 10 3 1 4.5 mass
433 10 3 2 76.0 fec
434 10 3 2 5.0 mass
435 10 3 3 54.0 fec
436 10 3 3 4.5 mass
437 10 3 4 69.0 fec
438 10 3 4 5.2 mass
439 10 3 5 51.0 fec
440 10 3 5 4.8 mass
441 10 4 1 79.0 fec
442 10 4 1 5.5 mass
443 10 4 2 84.0 fec
444 10 4 2 5.3 mass
445 10 4 3 85.0 fec
446 10 4 3 5.2 mass
447 10 4 4 51.0 fec
Appendix 2: Data Sets 83
Obs sire dam progeny value trait
448 10 4 4 6.2 mass
449 10 4 5 73.0 fec
450 10 4 5 6.8 mass
451 11 1 1 76.0 fec
452 11 1 1 4.3 mass
453 11 1 2 56.0 fec
454 11 1 2 4.4 mass
455 11 1 3 80.0 fec
456 11 1 3 4.6 mass
457 11 1 4 74.0 fec
458 11 1 4 5.2 mass
459 11 1 5 54.0 fec
460 11 1 5 4.0 mass
461 11 2 1 69.0 fec
462 11 2 1 4.0 mass
463 11 2 2 72.0 fec
464 11 2 2 4.6 mass
465 11 2 3 68.0 fec
466 11 2 3 4.4 mass
467 11 2 4 81.0 fec
468 11 2 4 4.7 mass
469 11 2 5 45.0 fec
470 11 2 5 3.6 mass
471 11 3 1 43.0 fec
472 11 3 1 3.8 mass
473 11 3 2 40.0 fec
474 11 3 2 3.6 mass
475 11 3 3 48.0 fec
476 11 3 3 4.4 mass
477 11 3 4 45.0 fec
478 11 3 4 3.4 mass
479 11 3 5 74.0 fec
480 11 3 5 5.3 mass
481 11 4 1 58.0 fec
482 11 4 1 4.1 mass
483 11 4 2 47.0 fec
484 11 4 2 3.8 mass
485 11 4 3 63.0 fec
486 11 4 3 4.0 mass
487 11 4 4 45.0 fec
488 11 4 4 3.2 mass
489 11 4 5 45.0 fec
490 11 4 5 5.0 mass
491 11 5 1 62.0 fec
84 SAS for M ixed M odels
Obs sire dam progeny value trait
492 11 5 1 4.8 mass
493 11 5 2 72.0 fec
494 11 5 2 4.1 mass
495 11 5 3 63.0 fec
496 11 5 3 5.1 mass
497 11 5 4 47.0 fec
498 11 5 4 3.8 mass
499 11 5 5 64.0 fec
500 11 5 5 6.1 mass
501 12 1 1 72.0 fec
502 12 1 1 6.3 mass
503 12 1 2 47.0 fec
504 12 1 2 4.0 mass
505 12 1 3 56.0 fec
506 12 1 3 4.9 mass
507 12 1 4 37.0 fec
508 12 1 4 4.5 mass
509 12 1 5 65.0 fec
510 12 1 5 4.8 mass
511 12 2 1 47.0 fec
512 12 2 1 5.0 mass
513 12 2 2 52.0 fec
514 12 2 2 4.9 mass
515 12 2 3 59.0 fec
516 12 2 3 5.4 mass
517 12 2 4 51.0 fec
518 12 2 4 4.6 mass
519 12 2 5 25.0 fec
520 12 2 5 3.8 mass
521 12 3 1 49.0 fec
522 12 3 1 5.2 mass
523 12 3 2 48.0 fec
524 12 3 2 4.7 mass
525 12 3 3 70.0 fec
526 12 3 3 4.8 mass
527 12 3 4 52.0 fec
528 12 3 4 4.4 mass
529 12 3 5 67.0 fec
530 12 3 5 5.4 mass
531 12 4 1 54.0 fec
532 12 4 1 5.6 mass
533 12 4 2 58.0 fec
534 12 4 2 4.6 mass
535 12 4 3 54.0 fec
Appendix 2: Data Sets 85
Obs sire dam progeny value trait
536 12 4 3 4.7 mass
537 12 4 4 64.0 fec
538 12 4 4 5.3 mass
539 12 4 5 56.0 fec
540 12 4 5 5.0 mass
541 12 5 1 44.0 fec
542 12 5 1 4.9 mass
543 12 5 2 70.0 fec
544 12 5 2 5.6 mass
545 12 5 3 47.0 fec
546 12 5 3 4.4 mass
547 12 5 4 41.0 fec
548 12 5 4 3.9 mass
549 12 5 5 45.0 fec
550 12 5 5 5.3 mass
551 13 1 1 48.0 fec
552 13 1 1 3.7 mass
553 13 1 2 55.0 fec
554 13 1 2 3.5 mass
555 13 1 3 22.0 fec
556 13 1 3 4.0 mass
557 13 1 4 61.0 fec
558 13 1 4 3.8 mass
559 13 1 5 57.0 fec
560 13 1 5 4.1 mass
561 13 2 1 43.0 fec
562 13 2 1 4.7 mass
563 13 2 2 44.0 fec
564 13 2 2 3.7 mass
565 13 2 3 30.0 fec
566 13 2 3 3.9 mass
567 13 2 4 42.0 fec
568 13 2 4 2.8 mass
569 13 2 5 25.0 fec
570 13 2 5 4.1 mass
571 13 3 1 58.0 fec
572 13 3 1 4.1 mass
573 13 3 2 55.0 fec
574 13 3 2 4.3 mass
575 13 3 3 55.0 fec
576 13 3 3 4.6 mass
577 13 3 4 46.0 fec
578 13 3 4 4.6 mass
579 13 3 5 50.0 fec
86 SAS for M ixed M odels
Obs sire dam progeny value trait
580 13 3 5 4.6 mass
581 13 4 1 82.0 fec
582 13 4 1 5.3 mass
583 13 4 2 94.0 fec
584 13 4 2 4.8 mass
585 13 4 3 43.0 fec
586 13 4 3 5.0 mass
587 13 4 4 38.0 fec
588 13 4 4 5.0 mass
589 13 4 5 19.0 fec
590 13 4 5 4.2 mass
591 13 5 1 81.0 fec
592 13 5 1 4.4 mass
593 13 5 2 84.0 fec
594 13 5 2 4.7 mass
595 13 5 3 46.0 fec
596 13 5 3 3.7 mass
597 13 5 4 81.0 fec
598 13 5 4 4.5 mass
599 13 5 5 48.0 fec
600 13 5 5 4.2 mass
601 14 1 1 28.0 fec
602 14 1 1 5.7 mass
603 14 1 2 55.0 fec
604 14 1 2 5.8 mass
605 14 1 3 27.0 fec
606 14 1 3 5.3 mass
607 14 1 4 48.0 fec
608 14 1 4 4.3 mass
609 14 1 5 52.0 fec
610 14 1 5 5.2 mass
611 14 2 1 39.0 fec
612 14 2 1 3.9 mass
613 14 2 2 48.0 fec
614 14 2 2 4.7 mass
615 14 2 3 30.0 fec
616 14 2 3 5.5 mass
617 14 2 4 51.0 fec
618 14 2 4 4.8 mass
619 14 2 5 43.0 fec
620 14 2 5 4.0 mass
621 14 3 1 24.0 fec
622 14 3 1 4.4 mass
623 14 3 2 20.0 fec
Appendix 2: Data Sets 87
Obs sire dam progeny value trait
624 14 3 2 4.8 mass
625 14 3 3 14.0 fec
626 14 3 3 4.0 mass
627 14 3 4 18.0 fec
628 14 3 4 3.8 mass
629 14 3 5 48.0 fec
630 14 3 5 3.9 mass
631 14 4 1 60.0 fec
632 14 4 1 4.5 mass
633 14 4 2 45.0 fec
634 14 4 2 4.0 mass
635 14 4 3 57.0 fec
636 14 4 3 5.5 mass
637 14 4 4 38.0 fec
638 14 4 4 4.9 mass
639 14 4 5 62.0 fec
640 14 4 5 5.1 mass
641 14 5 1 52.0 fec
642 14 5 1 4.5 mass
643 14 5 2 58.0 fec
644 14 5 2 4.5 mass
645 14 5 3 54.0 fec
646 14 5 3 5.6 mass
647 14 5 4 64.0 fec
648 14 5 4 5.1 mass
649 14 5 5 49.0 fec
650 14 5 5 4.5 mass
651 15 1 1 88.0 fec
652 15 1 1 5.2 mass
653 15 1 2 48.0 fec
654 15 1 2 4.4 mass
655 15 1 3 48.0 fec
656 15 1 3 3.6 mass
657 15 1 4 61.0 fec
658 15 1 4 4.7 mass
659 15 1 5 41.0 fec
660 15 1 5 3.9 mass
661 15 2 1 64.0 fec
662 15 2 1 4.3 mass
663 15 2 2 78.0 fec
664 15 2 2 5.5 mass
665 15 2 3 67.0 fec
666 15 2 3 4.5 mass
667 15 2 4 71.0 fec
88 SAS for M ixed M odels
Obs sire dam progeny value trait
668 15 2 4 5.1 mass
669 15 2 5 59.0 fec
670 15 2 5 4.5 mass
671 15 3 1 64.0 fec
672 15 3 1 5.0 mass
673 15 3 2 59.0 fec
674 15 3 2 4.9 mass
675 15 3 3 51.0 fec
676 15 3 3 5.3 mass
677 15 3 4 67.0 fec
678 15 3 4 4.8 mass
679 15 3 5 72.0 fec
680 15 3 5 6.0 mass
681 15 4 1 86.0 fec
682 15 4 1 4.9 mass
683 15 4 2 81.0 fec
684 15 4 2 5.9 mass
685 15 4 3 71.0 fec
686 15 4 3 6.1 mass
687 15 4 4 86.0 fec
688 15 4 4 5.6 mass
689 15 4 5 73.0 fec
690 15 4 5 4.8 mass
691 15 5 1 75.0 fec
692 15 5 1 6.3 mass
693 15 5 2 61.0 fec
694 15 5 2 5.6 mass
695 15 5 3 42.0 fec
696 15 5 3 5.1 mass
697 15 5 4 65.0 fec
698 15 5 4 5.3 mass
699 15 5 5 58.0 fec
700 15 5 5 4.9 mass
701 16 1 1 50.0 fec
702 16 1 1 4.0 mass
703 16 1 2 23.0 fec
704 16 1 2 4.5 mass
705 16 1 3 74.0 fec
706 16 1 3 5.0 mass
707 16 1 4 64.0 fec
708 16 1 4 4.3 mass
709 16 1 5 51.0 fec
710 16 1 5 4.3 mass
711 16 2 1 74.0 fec
Appendix 2: Data Sets 89
Obs sire dam progeny value trait
712 16 2 1 5.3 mass
713 16 2 2 68.0 fec
714 16 2 2 4.7 mass
715 16 2 3 61.0 fec
716 16 2 3 3.8 mass
717 16 2 4 60.0 fec
718 16 2 4 4.0 mass
719 16 2 5 60.0 fec
720 16 2 5 4.3 mass
721 16 3 1 72.0 fec
722 16 3 1 4.8 mass
723 16 3 2 62.0 fec
724 16 3 2 4.5 mass
725 16 3 3 68.0 fec
726 16 3 3 4.4 mass
727 16 3 4 78.0 fec
728 16 3 4 5.2 mass
729 16 3 5 63.0 fec
730 16 3 5 4.7 mass
731 16 4 1 68.0 fec
732 16 4 1 3.9 mass
733 16 4 2 72.0 fec
734 16 4 2 4.0 mass
735 16 4 3 61.0 fec
736 16 4 3 3.5 mass
737 16 4 4 56.0 fec
738 16 4 4 4.1 mass
739 16 4 5 73.0 fec
740 16 4 5 4.8 mass
741 17 1 1 14.0 fec
742 17 1 1 3.7 mass
743 17 1 2 26.0 fec
744 17 1 2 4.9 mass
745 17 1 3 44.0 fec
746 17 1 3 3.4 mass
747 17 1 4 34.0 fec
748 17 1 4 3.9 mass
749 17 1 5 51.0 fec
750 17 1 5 4.4 mass
751 17 2 1 57.0 fec
752 17 2 1 4.3 mass
753 17 2 2 75.0 fec
754 17 2 2 6.6 mass
755 17 2 3 45.0 fec
90 SAS for M ixed M odels
Obs sire dam progeny value trait
756 17 2 3 3.3 mass
757 17 2 4 68.0 fec
758 17 2 4 5.6 mass
759 17 2 5 77.0 fec
760 17 2 5 5.2 mass
761 17 3 1 51.0 fec
762 17 3 1 5.1 mass
763 17 3 2 35.0 fec
764 17 3 2 5.4 mass
765 17 3 3 61.0 fec
766 17 3 3 5.3 mass
767 17 3 4 34.0 fec
768 17 3 4 5.4 mass
769 17 3 5 57.0 fec
770 17 3 5 4.7 mass
771 17 4 1 62.0 fec
772 17 4 1 5.2 mass
773 17 4 2 49.0 fec
774 17 4 2 3.8 mass
775 17 4 3 40.0 fec
776 17 4 3 4.9 mass
777 17 4 4 45.0 fec
778 17 4 4 4.9 mass
779 17 4 5 55.0 fec
780 17 4 5 4.6 mass
781 17 5 1 65.0 fec
782 17 5 1 4.7 mass
783 17 5 2 24.0 fec
784 17 5 2 3.4 mass
785 17 5 3 19.0 fec
786 17 5 3 4.8 mass
787 17 5 4 28.0 fec
788 17 5 4 3.6 mass
789 17 5 5 68.0 fec
790 17 5 5 4.7 mass
791 18 1 1 28.0 fec
792 18 1 1 3.8 mass
793 18 1 2 42.0 fec
794 18 1 2 3.3 mass
795 18 1 3 19.0 fec
796 18 1 3 3.4 mass
797 18 1 4 24.0 fec
798 18 1 4 5.0 mass
799 18 1 5 15.0 fec
Appendix 2: Data Sets 91
Obs sire dam progeny value trait
800 18 1 5 2.7 mass
801 18 2 1 80.0 fec
802 18 2 1 5.7 mass
803 18 2 2 57.0 fec
804 18 2 2 3.8 mass
805 18 2 3 76.0 fec
806 18 2 3 4.7 mass
807 18 2 4 30.0 fec
808 18 2 4 4.7 mass
809 18 2 5 72.0 fec
810 18 2 5 5.6 mass
811 18 3 1 61.0 fec
812 18 3 1 4.1 mass
813 18 3 2 46.0 fec
814 18 3 2 3.6 mass
815 18 3 3 50.0 fec
816 18 3 3 4.1 mass
817 18 3 4 64.0 fec
818 18 3 4 3.8 mass
819 18 3 5 41.0 fec
820 18 3 5 4.0 mass
821 18 4 1 71.0 fec
822 18 4 1 4.3 mass
823 18 4 2 59.0 fec
824 18 4 2 4.8 mass
825 18 4 3 58.0 fec
826 18 4 3 4.1 mass
827 18 4 4 61.0 fec
828 18 4 4 4.0 mass
829 18 4 5 70.0 fec
830 18 4 5 4.6 mass
831 19 1 1 73.0 fec
832 19 1 1 5.0 mass
833 19 1 2 63.0 fec
834 19 1 2 4.2 mass
835 19 1 3 58.0 fec
836 19 1 3 4.1 mass
837 19 1 4 64.0 fec
838 19 1 4 4.0 mass
839 19 1 5 72.0 fec
840 19 1 5 5.2 mass
841 19 2 1 66.0 fec
842 19 2 1 4.4 mass
843 19 2 2 61.0 fec
92 SAS for M ixed M odels
Obs sire dam progeny value trait
844 19 2 2 3.5 mass
845 19 2 3 85.0 fec
846 19 2 3 4.2 mass
847 19 2 4 32.0 fec
848 19 2 4 4.6 mass
849 19 2 5 48.0 fec
850 19 2 5 4.0 mass
851 19 3 1 68.0 fec
852 19 3 1 4.7 mass
853 19 3 2 62.0 fec
854 19 3 2 4.4 mass
855 19 3 3 60.0 fec
856 19 3 3 3.8 mass
857 19 3 4 62.0 fec
858 19 3 4 5.0 mass
859 19 3 5 52.0 fec
860 19 3 5 4.4 mass
861 19 4 1 70.0 fec
862 19 4 1 4.0 mass
863 19 4 2 71.0 fec
864 19 4 2 4.9 mass
865 19 4 3 44.0 fec
866 19 4 3 3.6 mass
867 19 4 4 63.0 fec
868 19 4 4 4.4 mass
869 19 5 1 64.0 fec
870 19 5 1 4.6 mass
871 19 5 2 62.0 fec
872 19 5 2 4.4 mass
873 19 5 3 53.0 fec
874 19 5 3 4.9 mass
875 19 5 4 62.0 fec
876 19 5 4 4.4 mass
877 19 5 5 55.0 fec
878 19 5 5 4.5 mass
879 20 1 1 55.0 fec
880 20 1 1 4.0 mass
881 20 1 2 86.0 fec
882 20 1 2 7.0 mass
883 20 1 3 71.0 fec
884 20 1 3 4.5 mass
885 20 1 4 62.0 fec
886 20 1 4 5.0 mass
887 20 1 5 48.0 fec
Appendix 2: Data Sets 93
Obs sire dam progeny value trait
888 20 1 5 4.8 mass
889 20 2 1 57.0 fec
890 20 2 1 4.6 mass
891 20 2 2 51.0 fec
892 20 2 2 4.4 mass
893 20 2 3 66.0 fec
894 20 2 3 4.8 mass
895 20 2 4 38.0 fec
896 20 2 4 4.0 mass
897 20 2 5 68.0 fec
898 20 2 5 5.5 mass
899 20 3 1 22.0 fec
900 20 3 1 4.6 mass
901 20 3 2 18.0 fec
902 20 3 2 5.9 mass
903 20 3 3 6.0 fec
904 20 3 3 5.5 mass
905 20 3 4 20.0 fec
906 20 3 4 4.2 mass
907 20 3 5 4.0 fec
908 20 3 5 4.5 mass
909 20 4 1 56.0 fec
910 20 4 1 3.9 mass
911 20 4 2 57.0 fec
912 20 4 2 4.9 mass
913 20 4 3 64.0 fec
914 20 4 3 5.0 mass
915 20 4 4 54.0 fec
916 20 4 4 4.0 mass
917 20 4 5 58.0 fec
918 20 4 5 4.8 mass
919 21 1 1 58.0 fec
920 21 1 1 4.1 mass
921 21 1 2 81.0 fec
922 21 1 2 5.7 mass
923 21 1 3 74.0 fec
924 21 1 3 5.3 mass
925 21 1 4 62.0 fec
926 21 1 4 4.1 mass
927 21 1 5 58.0 fec
928 21 1 5 4.7 mass
929 21 2 1 69.0 fec
930 21 2 1 4.9 mass
931 21 2 2 74.0 fec
94 SAS for M ixed M odels
Obs sire dam progeny value trait
932 21 2 2 6.2 mass
933 21 2 3 58.0 fec
934 21 2 3 5.0 mass
935 21 2 4 64.0 fec
936 21 2 4 4.5 mass
937 21 2 5 59.0 fec
938 21 2 5 5.5 mass
939 21 3 1 47.0 fec
940 21 3 1 4.9 mass
941 21 3 2 65.0 fec
942 21 3 2 5.2 mass
943 21 3 3 28.0 fec
944 21 3 3 5.1 mass
945 21 3 4 58.0 fec
946 21 3 4 4.0 mass
947 21 3 5 64.0 fec
948 21 3 5 4.5 mass
949 21 4 1 80.0 fec
950 21 4 1 4.7 mass
951 21 4 2 83.0 fec
952 21 4 2 4.0 mass
953 21 4 3 69.0 fec
954 21 4 3 4.8 mass
955 21 4 4 62.0 fec
956 21 4 4 5.0 mass
957 21 4 5 59.0 fec
958 21 4 5 5.3 mass
959 22 1 1 68.0 fec
960 22 1 1 4.5 mass
961 22 1 2 39.0 fec
962 22 1 2 5.2 mass
963 22 1 3 40.0 fec
964 22 1 3 4.8 mass
965 22 1 4 60.0 fec
966 22 1 4 4.7 mass
967 22 1 5 45.0 fec
968 22 1 5 3.7 mass
969 22 2 1 80.0 fec
970 22 2 1 5.0 mass
971 22 2 2 70.0 fec
972 22 2 2 5.0 mass
973 22 2 3 81.0 fec
974 22 2 3 5.2 mass
975 22 2 4 61.0 fec
Appendix 2: Data Sets 95
Obs sire dam progeny value trait
976 22 2 4 5.2 mass
977 22 2 5 67.0 fec
978 22 2 5 4.9 mass
979 22 3 1 60.0 fec
980 22 3 1 5.8 mass
981 22 3 2 64.0 fec
982 22 3 2 5.3 mass
983 22 3 3 46.0 fec
984 22 3 3 4.4 mass
985 22 3 4 60.0 fec
986 22 3 4 5.7 mass
987 22 3 5 59.0 fec
988 22 3 5 4.8 mass
989 22 4 1 71.0 fec
990 22 4 1 5.0 mass
991 22 4 2 68.0 fec
992 22 4 2 5.2 mass
993 22 4 3 78.0 fec
994 22 4 3 5.4 mass
995 22 4 4 60.0 fec
996 22 4 4 4.4 mass
997 22 4 5 58.0 fec
998 22 4 5 5.6 mass
999 22 5 1 66.0 fec
1000 22 5 1 5.1 mass
1001 22 5 2 53.0 fec
1002 22 5 2 4.1 mass
1003 22 5 3 65.0 fec
1004 22 5 3 5.0 mass
1005 22 5 4 25.0 fec
1006 22 5 4 4.5 mass
1007 22 5 5 58.0 fec
1008 22 5 5 4.8 mass
1009 23 1 1 73.0 fec
1010 23 1 1 5.1 mass
1011 23 1 2 64.0 fec
1012 23 1 2 5.7 mass
1013 23 1 3 64.0 fec
1014 23 1 3 6.1 mass
1015 23 1 4 64.0 fec
1016 23 1 4 6.0 mass
1017 23 1 5 87.0 fec
1018 23 1 5 7.2 mass
1019 23 2 1 36.0 fec
96 SAS for M ixed M odels
Obs sire dam progeny value trait
1020 23 2 1 4.9 mass
1021 23 2 2 73.0 fec
1022 23 2 2 6.1 mass
1023 23 2 3 42.0 fec
1024 23 2 3 3.6 mass
1025 23 2 4 68.0 fec
1026 23 2 4 5.3 mass
1027 23 2 5 52.0 fec
1028 23 2 5 5.2 mass
1029 23 3 1 65.0 fec
1030 23 3 1 4.9 mass
1031 23 3 2 76.0 fec
1032 23 3 2 4.6 mass
1033 23 3 3 59.0 fec
1034 23 3 3 5.1 mass
1035 23 3 4 45.0 fec
1036 23 3 4 4.6 mass
1037 23 3 5 67.0 fec
1038 23 3 5 5.3 mass
1039 23 4 1 54.0 fec
1040 23 4 1 5.6 mass
1041 23 4 2 50.0 fec
1042 23 4 2 3.6 mass
1043 23 4 3 50.0 fec
1044 23 4 3 4.8 mass
1045 23 4 4 60.0 fec
1046 23 4 4 3.9 mass
1047 23 4 5 59.0 fec
1048 23 4 5 5.2 mass
1049 23 5 1 101.0 fec
1050 23 5 1 6.3 mass
1051 23 5 2 96.0 fec
1052 23 5 2 5.2 mass
1053 23 5 3 104.0 fec
1054 23 5 3 5.1 mass
1055 23 5 4 97.0 fec
1056 23 5 4 5.7 mass
1057 23 5 5 79.0 fec
1058 23 5 5 5.5 mass
1059 24 1 1 74.0 fec
1060 24 1 1 4.3 mass
1061 24 1 2 93.0 fec
1062 24 1 2 5.2 mass
1063 24 1 3 93.0 fec
Appendix 2: Data Sets 97
Obs sire dam progeny value trait
1064 24 1 3 5.5 mass
1065 24 1 4 101.0 fec
1066 24 1 4 5.9 mass
1067 24 1 5 86.0 fec
1068 24 1 5 5.1 mass
1069 24 2 1 77.0 fec
1070 24 2 1 5.3 mass
1071 24 2 2 59.0 fec
1072 24 2 2 3.4 mass
1073 24 2 3 82.0 fec
1074 24 2 3 5.4 mass
1075 24 2 4 82.0 fec
1076 24 2 4 5.1 mass
1077 24 2 5 68.0 fec
1078 24 2 5 5.1 mass
1079 24 3 1 31.0 fec
1080 24 3 1 4.7 mass
1081 24 3 2 57.0 fec
1082 24 3 2 5.6 mass
1083 24 3 3 52.0 fec
1084 24 3 3 6.5 mass
1085 24 3 4 39.0 fec
1086 24 3 4 4.6 mass
1087 24 3 5 39.0 fec
1088 24 3 5 5.4 mass
1089 24 4 1 81.0 fec
1090 24 4 1 4.9 mass
1091 24 4 2 86.0 fec
1092 24 4 2 4.8 mass
1093 24 4 3 77.0 fec
1094 24 4 3 4.3 mass
1095 24 4 4 65.0 fec
1096 24 4 4 3.9 mass
1097 24 4 5 80.0 fec
1098 24 4 5 4.6 mass
98 SAS for M ixed M odels
A2.14 Generalized Linear Mixed Models
Data Set 14.5 Clinics
Obs clinic trt fav unfav nij
1 1 drug 11.0000 25 36
2 1 cntl 10.0000 27 37
3 2 drug 16.0000 4 20
4 2 cntl 22.0000 10 32
5 3 drug 14.0000 5 19
6 3 cntl 7.0000 12 19
7 4 drug 2.0000 14 16
8 4 cntl 1.0000 16 17
9 5 drug 6.0000 11 17
10 5 cntl 0.0083 12 12
11 6 drug 1.0000 10 11
12 6 cntl 0.0100 10 10
13 7 drug 1.0000 4 5
14 7 cntl 1.0000 8 9
15 8 drug 4.0000 2 6
16 8 cntl 6.0000 1 7
Data Set 14.6 Seed Mix
Obs trt blk m ix count y
1 1 1 1 24 25
2 1 1 2 12 13
3 1 1 3 8 9
4 1 1 4 13 14
5 1 2 1 9 10
6 1 2 2 9 10
7 1 2 3 9 10
8 1 2 4 18 19
9 1 3 1 12 13
10 1 3 2 8 9
11 1 3 3 44 45
12 1 3 4 0 1
13 1 4 1 8 9
14 1 4 2 12 13
15 1 4 3 25 26
16 1 4 4 0 1
17 2 1 1 11 12
18 2 1 2 32 33
19 2 1 3 12 13
Appendix 2: Data Sets 99
Obs trt blk m ix count y
20 2 1 4 22 23
21 2 2 1 41 42
22 2 2 2 15 16
23 2 2 3 39 40
24 2 2 4 38 39
25 2 3 1 30 31
26 2 3 2 11 12
27 2 3 3 5 6
28 2 3 4 50 51
29 2 4 1 11 12
30 2 4 2 0 1
31 2 4 3 7 8
32 2 4 4 10 11
33 3 1 1 0 1
34 3 1 2 0 1
35 3 1 3 19 20
36 3 1 4 25 26
37 3 2 1 33 34
38 3 2 2 14 15
39 3 2 3 20 21
40 3 2 4 30 31
41 3 3 1 46 47
42 3 3 2 31 32
43 3 3 3 5 6
44 3 3 4 7 8
45 3 4 1 8 9
46 3 4 2 25 26
47 3 4 3 19 20
48 3 4 4 3 4
49 4 1 1 19 20
50 4 1 2 50 51
51 4 1 3 20 21
52 4 1 4 7 8
53 4 2 1 13 14
54 4 2 2 42 43
55 4 2 3 37 38
56 4 2 4 6 7
57 4 3 1 10 11
58 4 3 2 9 10
59 4 3 3 10 11
60 4 3 4 24 25
61 4 4 1 24 25
62 4 4 2 34 35
63 4 4 3 35 36
100 SAS for M ixed M odels
Obs trt blk m ix count y
64 4 4 4 45 46
65 5 1 1 19 20
66 5 1 2 48 49
67 5 1 3 50 51
68 5 1 4 34 35
69 5 2 1 0 1
70 5 2 2 36 37
71 5 2 3 24 25
72 5 2 4 24 25
73 5 3 1 40 41
74 5 3 2 40 41
75 5 3 3 14 15
76 5 3 4 18 19
77 5 4 1 99 100
78 5 4 2 39 40
79 5 4 3 21 22
80 5 4 4 25 26
81 6 1 1 115 116
82 6 1 2 38 39
83 6 1 3 16 17
84 6 1 4 34 35
85 6 2 1 52 53
86 6 2 2 55 56
87 6 2 3 17 18
88 6 2 4 18 19
89 6 3 1 37 38
90 6 3 2 19 20
91 6 3 3 44 45
92 6 3 4 10 11
93 6 4 1 10 11
94 6 4 2 11 12
95 6 4 3 14 15
96 6 4 4 13 14
97 7 1 1 46 47
98 7 1 2 45 46
99 7 1 3 37 38
100 7 1 4 13 14
101 7 2 1 30 31
102 7 2 2 96 97
103 7 2 3 41 42
104 7 2 4 37 38
105 7 3 1 59 60
106 7 3 2 34 35
107 7 3 3 28 29
Appendix 2: Data Sets 101
Obs trt blk m ix count y
108 7 3 4 20 21
109 7 4 1 84 85
110 7 4 2 56 57
111 7 4 3 26 27
112 7 4 4 27 28
A2.15 Nonlinear Mixed Models
Data Set 15.3 Orange Trees
Obs tree day y
1 1 118 30
2 1 484 58
3 1 664 87
4 1 1004 115
5 1 1231 120
6 1 1372 142
7 1 1582 145
8 2 118 33
9 2 484 69
10 2 664 111
11 2 1004 156
12 2 1231 172
13 2 1372 203
14 2 1582 203
15 3 118 30
16 3 484 51
17 3 664 75
18 3 1004 108
19 3 1231 115
20 3 1372 139
21 3 1582 140
22 4 118 32
23 4 484 62
24 4 664 112
25 4 1004 167
26 4 1231 179
27 4 1372 209
28 4 1582 214
29 5 118 30
30 5 484 49
31 5 664 81
102 SAS for M ixed M odels
Obs tree day y
32 5 1004 125
33 5 1231 142
34 5 1372 174
35 5 1582 177
Data Set 15.7 Phenobarbital
Obs indiv tim e dose weight apgar conc
1 1 0.0 25.0 1.4 7 .
2 1 2.0 0.0 1.4 7 17.3
3 1 12.5 3.5 1.4 7 .
4 1 24.5 3.5 1.4 7 .
5 1 37.0 3.5 1.4 7 .
6 1 48.0 3.5 1.4 7 .
7 1 60.5 3.5 1.4 7 .
8 1 72.5 3.5 1.4 7 .
9 1 85.3 3.5 1.4 7 .
10 1 96.5 3.5 1.4 7 .
11 1 108.5 3.5 1.4 7 .
12 1 112.5 0.0 1.4 7 31.0
13 2 0.0 15.0 1.5 9 .
14 2 2.0 0.0 1.5 9 9.7
15 2 4.0 3.8 1.5 9 .
16 2 16.0 3.8 1.5 9 .
17 2 27.8 3.8 1.5 9 .
18 2 40.0 3.8 1.5 9 .
19 2 52.0 3.8 1.5 9 .
20 2 63.5 0.0 1.5 9 24.6
21 2 64.0 3.8 1.5 9 .
22 2 76.0 3.8 1.5 9 .
23 2 88.0 3.8 1.5 9 .
24 2 100.0 3.8 1.5 9 .
25 2 112.0 3.8 1.5 9 .
26 2 124.0 3.8 1.5 9 .
27 2 135.5 0.0 1.5 9 33.0
28 3 0.0 30.0 1.5 6 .
29 3 1.5 0.0 1.5 6 18.0
30 3 11.5 3.7 1.5 6 .
31 3 23.5 3.7 1.5 6 .
32 3 35.5 3.7 1.5 6 .
33 3 47.5 3.7 1.5 6 .
34 3 59.3 3.7 1.5 6 .
35 3 73.0 3.7 1.5 6 .
Appendix 2: Data Sets 103
Obs indiv tim e dose weight apgar conc
36 3 83.5 0.0 1.5 6 23.8
37 3 84.0 3.7 1.5 6 .
38 3 96.5 3.7 1.5 6 .
39 3 108.5 3.7 1.5 6 .
40 3 120.0 3.7 1.5 6 .
41 3 132.0 3.7 1.5 6 .
42 3 134.3 0.0 1.5 6 24.3
43 4 0.0 18.6 0.9 6 .
44 4 1.8 0.0 0.9 6 20.8
45 4 12.0 2.3 0.9 6 .
46 4 24.3 2.3 0.9 6 .
47 4 35.8 2.3 0.9 6 .
48 4 48.1 2.3 0.9 6 .
49 4 59.3 0.0 0.9 6 23.9
50 4 59.8 2.3 0.9 6 .
51 4 71.8 2.3 0.9 6 .
52 4 83.8 2.3 0.9 6 .
53 4 95.8 2.3 0.9 6 .
54 4 107.8 2.3 0.9 6 .
55 4 119.8 2.3 0.9 6 .
56 4 130.8 0.0 0.9 6 31.7
57 5 0.0 27.0 1.4 7 .
58 5 2.0 0.0 1.4 7 14.2
59 5 12.0 3.4 1.4 7 .
60 5 24.0 3.4 1.4 7 .
61 5 36.0 3.4 1.4 7 .
62 5 48.0 3.4 1.4 7 .
63 5 59.5 0.0 1.4 7 18.2
64 5 60.0 3.4 1.4 7 .
65 5 72.0 3.4 1.4 7 .
66 5 84.0 3.4 1.4 7 .
67 5 96.0 3.4 1.4 7 .
68 5 108.0 3.4 1.4 7 .
69 5 120.0 3.4 1.4 7 .
70 5 132.0 0.0 1.4 7 20.3
71 6 0.0 24.0 1.2 5 .
72 6 1.8 0.0 1.2 5 19.0
73 6 11.8 3.0 1.2 5 .
74 6 23.8 3.0 1.2 5 .
75 6 35.8 3.0 1.2 5 .
76 6 47.8 3.0 1.2 5 .
77 6 59.3 0.0 1.2 5 17.3
78 6 59.8 3.0 1.2 5 .
79 6 71.8 3.0 1.2 5 .
104 SAS for M ixed M odels
Obs indiv tim e dose weight apgar conc
80 6 83.8 3.0 1.2 5 .
81 6 95.8 3.0 1.2 5 .
82 6 107.8 3.0 1.2 5 .
83 6 120.1 3.0 1.2 5 .
84 6 131.8 3.0 1.2 5 .
85 6 142.8 0.0 1.2 5 32.5
86 7 0.0 19.0 1.0 5 .
87 7 2.0 0.0 1.0 5 17.9
88 7 11.3 2.4 1.0 5 .
89 7 23.3 2.4 1.0 5 .
90 7 36.5 2.4 1.0 5 .
91 7 48.2 2.4 1.0 5 .
92 7 60.3 2.4 1.0 5 .
93 7 73.8 0.0 1.0 5 23.4
94 7 75.8 2.4 1.0 5 .
95 7 84.3 2.4 1.0 5 .
96 7 96.3 2.4 1.0 5 .
97 7 108.3 2.4 1.0 5 .
98 7 120.3 2.4 1.0 5 .
99 7 132.3 2.4 1.0 5 .
100 7 144.5 2.4 1.0 5 .
101 7 165.3 0.0 1.0 5 25.8
102 8 0.0 24.0 1.2 7 .
103 8 1.7 0.0 1.2 7 25.8
104 8 11.8 3.0 1.2 7 .
105 8 23.7 3.0 1.2 7 .
106 8 35.7 3.0 1.2 7 .
107 8 47.7 3.0 1.2 7 .
108 8 59.7 3.0 1.2 7 .
109 8 71.7 3.0 1.2 7 .
110 8 73.7 0.0 1.2 7 34.2
111 8 83.7 3.0 1.2 7 .
112 8 95.7 3.0 1.2 7 .
113 8 107.7 3.0 1.2 7 .
114 8 119.7 3.0 1.2 7 .
115 8 131.7 3.0 1.2 7 .
116 8 143.7 3.0 1.2 7 .
117 8 146.7 0.0 1.2 7 36.1
118 9 0.0 27.0 1.4 8 .
119 9 1.1 0.0 1.4 8 22.1
120 9 11.1 3.2 1.4 8 .
121 9 22.3 3.2 1.4 8 .
122 9 34.6 3.2 1.4 8 .
123 9 46.6 3.2 1.4 8 .
Appendix 2: Data Sets 105
Obs indiv tim e dose weight apgar conc
124 9 58.7 3.2 1.4 8 .
125 9 70.9 3.2 1.4 8 .
126 9 82.7 0.0 1.4 8 29.2
127 9 83.2 3.2 1.4 8 .
128 9 94.6 3.2 1.4 8 .
129 9 106.6 3.2 1.4 8 .
130 9 118.6 3.2 1.4 8 .
131 9 130.6 3.2 1.4 8 .
132 9 142.1 0.0 1.4 8 34.2
133 9 142.6 3.2 1.4 8 .
134 9 312.6 0.0 1.4 8 19.6
135 10 0.0 27.0 1.4 7 .
136 10 1.2 0.0 1.4 7 19.9
137 10 11.2 3.5 1.4 7 .
138 10 23.2 3.5 1.4 7 .
139 10 35.3 3.5 1.4 7 .
140 10 47.2 3.5 1.4 7 .
141 10 59.2 3.5 1.4 7 .
142 10 70.7 0.0 1.4 7 23.4
143 10 71.2 3.5 1.4 7 .
144 10 83.2 3.5 1.4 7 .
145 10 95.2 3.5 1.4 7 .
146 10 107.2 3.5 1.4 7 .
147 10 119.2 3.5 1.4 7 .
148 10 131.2 3.5 1.4 7 .
149 10 142.2 0.0 1.4 7 30.9
150 11 0.0 24.0 1.2 7 .
151 11 11.5 24.0 1.2 7 .
152 11 23.5 3.0 1.2 7 .
153 11 35.5 3.0 1.2 7 .
154 11 47.5 3.0 1.2 7 .
155 11 57.5 0.0 1.2 7 24.3
156 12 0.0 26.0 1.3 6 .
157 12 2.0 0.0 1.3 6 17.0
158 12 12.0 3.3 1.3 6 .
159 12 13.0 5.0 1.3 6 .
160 12 24.5 3.3 1.3 6 .
161 12 36.0 3.3 1.3 6 .
162 12 48.5 3.3 1.3 6 .
163 12 60.0 3.3 1.3 6 .
164 12 72.0 3.3 1.3 6 .
165 12 84.0 3.3 1.3 6 .
166 12 96.0 3.3 1.3 6 .
167 12 108.0 3.3 1.3 6 .
106 SAS for M ixed M odels
Obs indiv tim e dose weight apgar conc
168 12 120.0 3.3 1.3 6 .
169 12 132.2 0.0 1.3 6 34.1
170 12 132.5 3.3 1.3 6 .
171 12 302.5 0.0 1.3 6 16.0
172 13 0.0 11.0 1.1 6 .
173 13 12.0 11.0 1.1 6 .
174 13 25.0 2.8 1.1 6 .
175 13 36.5 0.0 1.1 6 24.1
176 13 37.0 2.8 1.1 6 .
177 13 49.0 2.8 1.1 6 .
178 13 61.0 2.8 1.1 6 .
179 13 74.0 2.8 1.1 6 .
180 13 85.0 2.8 1.1 6 .
181 13 98.0 2.8 1.1 6 .
182 13 110.0 2.8 1.1 6 .
183 13 121.3 2.8 1.1 6 .
184 13 134.0 2.8 1.1 6 .
185 13 145.0 2.8 1.1 6 .
186 13 157.0 2.8 1.1 6 .
187 13 169.0 0.0 1.1 6 38.2
188 14 0.0 22.0 1.1 7 .
189 14 2.3 0.0 1.1 7 25.6
190 14 11.8 2.8 1.1 7 .
191 14 23.8 2.8 1.1 7 .
192 14 35.8 2.8 1.1 7 .
193 14 47.8 2.8 1.1 7 .
194 14 59.3 0.0 1.1 7 25.6
195 14 59.8 2.8 1.1 7 .
196 14 71.8 2.8 1.1 7 .
197 14 83.8 2.8 1.1 7 .
198 14 95.8 2.8 1.1 7 .
199 14 107.3 2.8 1.1 7 .
200 14 119.8 2.8 1.1 7 .
201 14 131.5 0.0 1.1 7 25.7
202 14 131.8 2.8 1.1 7 .
203 14 143.8 2.8 1.1 7 .
204 14 303.3 0.0 1.1 7 14.3
205 15 0.0 26.0 1.3 7 .
206 15 12.2 3.3 1.3 7 .
207 15 22.2 0.0 1.3 7 19.3
208 15 24.2 3.3 1.3 7 .
209 15 36.2 3.3 1.3 7 .
210 15 47.8 3.3 1.3 7 .
211 15 70.2 3.3 1.3 7 .
Appendix 2: Data Sets 107
Obs indiv tim e dose weight apgar conc
212 15 85.6 3.3 1.3 7 .
213 15 96.2 3.3 1.3 7 .
214 15 108.2 3.3 1.3 7 .
215 15 120.2 3.3 1.3 7 .
216 15 132.2 3.3 1.3 7 .
217 15 143.7 3.3 1.3 7 .
218 15 145.7 0.0 1.3 7 29.7
219 16 0.0 12.0 1.2 9 .
220 16 9.0 12.0 1.2 9 .
221 16 12.0 0.0 1.2 9 17.3
222 16 15.4 4.0 1.2 9 .
223 16 21.3 3.0 1.2 9 .
224 16 33.0 3.0 1.2 9 .
225 16 45.0 3.0 1.2 9 .
226 16 56.0 0.0 1.2 9 26.8
227 16 57.0 3.0 1.2 9 .
228 16 69.0 3.0 1.2 9 .
229 16 81.0 3.0 1.2 9 .
230 16 93.0 3.0 1.2 9 .
231 16 105.0 3.0 1.2 9 .
232 16 117.0 3.0 1.2 9 .
233 16 129.5 3.0 1.2 9 .
234 16 141.5 3.0 1.2 9 .
235 16 152.8 3.0 1.2 9 .
236 16 153.5 0.0 1.2 9 38.4
237 17 0.0 22.0 1.1 5 .
238 17 12.0 2.8 1.1 5 .
239 17 24.0 2.8 1.1 5 .
240 17 32.0 0.0 1.1 5 21.3
241 17 35.5 2.8 1.1 5 .
242 17 48.0 2.8 1.1 5 .
243 17 60.0 2.8 1.1 5 .
244 17 72.0 0.0 1.1 5 28.8
245 17 72.3 2.8 1.1 5 .
246 17 84.3 2.8 1.1 5 .
247 17 95.8 2.8 1.1 5 .
248 17 108.0 2.8 1.1 5 .
249 17 120.0 2.8 1.1 5 .
250 17 132.0 2.8 1.1 5 .
251 17 144.0 2.8 1.1 5 .
252 17 155.0 0.0 1.1 5 34.9
253 18 0.0 20.0 1.0 5 .
254 18 2.8 0.0 1.0 5 21.9
255 18 11.8 20.0 1.0 5 .
108 SAS for M ixed M odels
Obs indiv tim e dose weight apgar conc
256 18 23.8 2.5 1.0 5 .
257 18 35.8 2.5 1.0 5 .
258 18 48.1 2.5 1.0 5 .
259 18 59.3 2.5 1.0 5 .
260 18 71.3 0.0 1.0 5 25.9
261 18 71.8 2.5 1.0 5 .
262 18 82.8 2.5 1.0 5 .
263 18 95.8 2.5 1.0 5 .
264 18 107.8 2.5 1.0 5 .
265 18 119.8 2.5 1.0 5 .
266 18 131.8 2.5 1.0 5 .
267 18 143.8 0.0 1.0 5 28.9
268 18 389.8 0.0 1.0 5 6.7
269 19 0.0 10.0 1.0 1 .
270 19 4.0 10.0 1.0 1 .
271 19 9.5 0.0 1.0 1 18.9
272 19 13.0 2.5 1.0 1 .
273 19 24.0 2.5 1.0 1 .
274 19 35.9 3.0 1.0 1 .
275 19 48.0 3.0 1.0 1 .
276 19 59.9 3.0 1.0 1 .
277 19 72.0 3.0 1.0 1 .
278 19 83.5 0.0 1.0 1 23.2
279 19 84.3 3.0 1.0 1 .
280 19 96.0 3.0 1.0 1 .
281 19 108.3 3.0 1.0 1 .
282 19 120.0 3.0 1.0 1 .
283 19 132.0 3.0 1.0 1 .
284 19 144.0 3.0 1.0 1 .
285 19 158.0 0.0 1.0 1 32.9
286 20 0.0 24.0 1.2 6 .
287 20 2.0 0.0 1.2 6 23.1
288 20 12.0 3.0 1.2 6 .
289 20 24.0 3.0 1.2 6 .
290 20 36.0 3.0 1.2 6 .
291 20 48.0 3.0 1.2 6 .
292 20 60.5 3.0 1.2 6 .
293 20 62.5 0.0 1.2 6 27.8
294 20 72.0 3.0 1.2 6 .
295 20 84.0 3.0 1.2 6 .
296 20 95.5 3.0 1.2 6 .
297 20 108.0 3.0 1.2 6 .
298 20 120.0 3.0 1.2 6 .
299 20 132.0 3.0 1.2 6 .
Appendix 2: Data Sets 109
Obs indiv tim e dose weight apgar conc
300 20 134.0 0.0 1.2 6 34.0
301 21 0.0 17.5 1.8 7 .
302 21 4.2 17.5 1.8 7 .
303 21 8.3 0.0 1.8 7 21.1
304 21 15.8 4.5 1.8 7 .
305 21 28.0 4.5 1.8 7 .
306 21 39.8 4.5 1.8 7 .
307 21 51.8 4.5 1.8 7 .
308 21 63.8 4.5 1.8 7 .
309 21 76.8 4.5 1.8 7 .
310 21 88.3 4.5 1.8 7 .
311 21 100.8 4.5 1.8 7 .
312 21 112.3 0.0 1.8 7 29.1
313 21 112.8 4.5 1.8 7 .
314 21 124.3 4.5 1.8 7 .
315 21 136.3 4.5 1.8 7 .
316 21 148.8 4.5 1.8 7 .
317 21 260.6 0.0 1.8 7 21.1
318 22 0.0 15.0 1.5 8 .
319 22 4.0 15.0 1.5 8 .
320 22 6.0 0.0 1.5 8 21.8
321 22 16.0 4.0 1.5 8 .
322 22 28.0 4.0 1.5 8 .
323 22 40.0 4.0 1.5 8 .
324 22 51.0 0.0 1.5 8 25.0
325 23 0.0 60.0 3.1 3 .
326 23 11.0 0.0 3.1 3 22.3
327 23 11.5 7.5 3.1 3 .
328 23 24.0 7.5 3.1 3 .
329 23 35.5 7.5 3.1 3 .
330 23 47.0 7.5 3.1 3 .
331 23 59.5 7.5 3.1 3 .
332 23 70.5 0.0 3.1 3 26.6
333 23 71.5 7.5 3.1 3 .
334 23 84.0 7.5 3.1 3 .
335 23 95.8 7.5 3.1 3 .
336 23 107.5 7.5 3.1 3 .
337 23 120.0 7.5 3.1 3 .
338 23 132.5 7.5 3.1 3 .
339 23 140.0 0.0 3.1 3 27.7
340 24 0.0 63.0 3.2 2 .
341 24 0.7 63.0 3.2 2 .
342 24 2.0 0.0 3.2 2 37.3
343 24 6.5 32.0 3.2 2 .
110 SAS for M ixed M odels
Obs indiv tim e dose weight apgar conc
344 24 16.0 10.0 3.2 2 .
345 24 28.0 10.0 3.2 2 .
346 24 40.0 10.0 3.2 2 .
347 24 52.7 10.0 3.2 2 .
348 24 64.0 10.0 3.2 2 .
349 24 76.0 10.0 3.2 2 .
350 24 79.0 0.0 3.2 2 41.7
351 24 88.0 10.0 3.2 2 .
352 24 100.0 10.0 3.2 2 .
353 24 112.0 10.0 3.2 2 .
354 24 124.0 10.0 3.2 2 .
355 24 136.0 10.0 3.2 2 .
356 24 147.5 10.0 3.2 2 .
357 24 176.0 0.0 3.2 2 38.1
358 25 0.0 15.0 0.7 1 .
359 25 2.0 0.0 0.7 1 13.7
360 25 12.0 1.9 0.7 1 .
361 25 18.5 7.5 0.7 1 .
362 25 21.0 0.0 0.7 1 21.8
363 25 23.7 1.5 0.7 1 .
364 25 35.8 1.5 0.7 1 .
365 25 48.3 1.5 0.7 1 .
366 25 60.5 1.5 0.7 1 .
367 25 61.5 0.0 0.7 1 16.7
368 25 70.7 5.0 0.7 1 .
369 25 72.0 2.0 0.7 1 .
370 25 84.0 2.0 0.7 1 .
371 25 90.5 0.0 0.7 1 29.8
372 25 95.8 2.0 0.7 1 .
373 25 108.0 2.0 0.7 1 .
374 25 120.0 2.0 0.7 1 .
375 25 121.5 0.0 0.7 1 38.0
376 25 132.0 2.0 0.7 1 .
377 25 138.0 0.0 0.7 1 31.3
378 26 0.0 70.0 3.5 9 .
379 26 11.5 9.0 3.5 9 .
380 26 23.5 9.0 3.5 9 .
381 26 35.5 9.0 3.5 9 .
382 26 37.5 0.0 3.5 9 28.6
383 26 47.5 9.0 3.5 9 .
384 26 59.5 9.0 3.5 9 .
385 26 71.5 9.0 3.5 9 .
386 26 83.5 9.0 3.5 9 .
387 26 95.5 9.0 3.5 9 .
Appendix 2: Data Sets 111
Obs indiv tim e dose weight apgar conc
388 26 107.5 9.0 3.5 9 .
389 26 110.5 0.0 3.5 9 34.9
390 27 0.0 35.0 1.9 5 .
391 27 1.7 0.0 1.9 5 26.4
392 27 12.4 5.0 1.9 5 .
393 27 23.7 5.0 1.9 5 .
394 27 35.2 5.0 1.9 5 .
395 27 48.0 5.0 1.9 5 .
396 27 59.7 5.0 1.9 5 .
397 27 71.7 5.0 1.9 5 .
398 27 83.2 0.0 1.9 5 33.3
399 28 0.0 60.0 3.2 9 .
400 28 2.0 0.0 3.2 9 16.9
401 29 0.0 20.0 1.0 7 .
402 29 12.0 2.5 1.0 7 .
403 29 23.5 2.5 1.0 7 .
404 29 36.5 2.5 1.0 7 .
405 29 47.5 0.0 1.0 7 22.9
406 30 0.0 18.0 1.8 8 .
407 30 2.2 18.0 1.8 8 .
408 30 6.3 0.0 1.8 8 17.9
409 30 15.3 3.5 1.8 8 .
410 30 26.3 3.5 1.8 8 .
411 30 38.8 3.5 1.8 8 .
412 30 50.8 3.5 1.8 8 .
413 30 62.8 3.5 1.8 8 .
414 30 75.3 3.5 1.8 8 .
415 30 87.3 3.5 1.8 8 .
416 30 98.8 3.5 1.8 8 .
417 30 110.8 3.5 1.8 8 .
418 30 123.3 3.5 1.8 8 .
419 30 134.8 3.5 1.8 8 .
420 30 226.3 0.0 1.8 8 16.5
421 31 0.0 30.0 1.4 8 .
422 31 1.0 0.0 1.4 8 25.3
423 32 0.0 70.0 3.6 9 .
424 32 6.5 0.0 3.6 9 12.7
425 32 12.0 7.5 3.6 9 .
426 32 21.6 35.0 3.6 9 .
427 32 24.0 0.0 3.6 9 22.1
428 32 24.3 7.5 3.6 9 .
429 32 35.6 7.5 3.6 9 .
430 32 48.0 7.5 3.6 9 .
431 32 61.0 7.5 3.6 9 .
112 SAS for M ixed M odels
Obs indiv tim e dose weight apgar conc
432 32 72.0 7.5 3.6 9 .
433 32 83.5 0.0 3.6 9 21.2
434 33 0.0 17.0 1.7 8 .
435 33 4.0 17.0 1.7 8 .
436 33 5.5 0.0 1.7 8 21.2
437 33 16.0 4.3 1.7 8 .
438 33 28.0 4.3 1.7 8 .
439 33 40.3 4.3 1.7 8 .
440 33 52.0 4.3 1.7 8 .
441 33 65.0 0.0 1.7 8 27.4
442 34 0.0 34.0 1.7 4 .
443 34 1.8 0.0 1.7 4 22.1
444 34 11.8 4.3 1.7 4 .
445 34 23.8 4.3 1.7 4 .
446 34 47.8 4.3 1.7 4 .
447 34 59.8 4.0 1.7 4 .
448 34 71.8 4.0 1.7 4 .
449 34 83.8 4.0 1.7 4 .
450 34 86.8 0.0 1.7 4 28.7
451 35 0.0 25.0 2.5 5 .
452 35 3.5 25.0 2.5 5 .
453 35 15.0 6.0 2.5 5 .
454 35 19.0 0.0 2.5 5 25.2
455 35 27.0 6.0 2.5 5 .
456 35 39.0 6.0 2.5 5 .
457 35 51.0 6.0 2.5 5 .
458 35 63.0 6.0 2.5 5 .
459 35 75.0 6.0 2.5 5 .
460 35 87.0 6.0 2.5 5 .
461 35 99.0 0.0 2.5 5 38.0
462 36 0.0 30.0 1.5 5 .
463 36 2.0 0.0 1.5 5 23.2
464 36 12.0 4.0 1.5 5 .
465 36 23.5 4.0 1.5 5 .
466 36 36.0 4.0 1.5 5 .
467 36 48.0 4.0 1.5 5 .
468 36 60.0 4.0 1.5 5 .
469 36 72.0 4.0 1.5 5 .
470 36 85.0 4.0 1.5 5 .
471 36 96.0 4.0 1.5 5 .
472 36 108.0 4.0 1.5 5 .
473 36 120.0 4.0 1.5 5 .
474 36 132.0 4.0 1.5 5 .
475 36 134.0 0.0 1.5 5 28.9
Appendix 2: Data Sets 113
Obs indiv tim e dose weight apgar conc
476 36 304.0 0.0 1.5 5 12.7
477 37 0.0 24.0 1.2 9 .
478 37 2.3 0.0 1.2 9 19.5
479 37 11.8 3.0 1.2 9 .
480 37 24.3 3.0 1.2 9 .
481 37 36.3 3.0 1.2 9 .
482 37 48.3 3.0 1.2 9 .
483 37 60.3 3.0 1.2 9 .
484 37 72.8 3.0 1.2 9 .
485 37 84.3 3.0 1.2 9 .
486 37 96.3 3.0 1.2 9 .
487 37 108.3 3.0 1.2 9 .
488 37 119.8 3.0 1.2 9 .
489 37 132.3 3.0 1.2 9 .
490 37 144.3 3.0 1.2 9 .
491 37 156.3 3.0 1.2 9 .
492 37 159.8 0.0 1.2 9 33.4
493 38 0.0 26.0 1.3 8 .
494 38 1.8 0.0 1.3 8 17.9
495 38 11.6 3.0 1.3 8 .
496 38 23.3 3.0 1.3 8 .
497 38 35.3 3.0 1.3 8 .
498 38 47.3 3.0 1.3 8 .
499 38 59.3 3.0 1.3 8 .
500 38 71.3 3.0 1.3 8 .
501 38 83.3 3.0 1.3 8 .
502 38 95.3 3.0 1.3 8 .
503 38 107.3 3.0 1.3 8 .
504 38 118.8 0.0 1.3 8 21.6
505 38 119.3 3.0 1.3 8 .
506 38 131.3 3.0 1.3 8 .
507 38 143.3 3.0 1.3 8 .
508 38 155.3 3.0 1.3 8 .
509 38 167.3 3.0 1.3 8 .
510 38 183.3 0.0 1.3 8 30.5
511 38 310.3 0.0 1.3 8 13.0
512 39 0.0 56.0 1.9 10 .
513 39 1.4 0.0 1.9 10 30.0
514 39 12.7 5.0 1.9 10 .
515 39 24.4 5.0 1.9 10 .
516 39 36.4 5.0 1.9 10 .
517 39 48.4 5.0 1.9 10 .
518 39 60.4 5.0 1.9 10 .
519 39 72.3 5.0 1.9 10 .
114 SAS for M ixed M odels
Obs indiv tim e dose weight apgar conc
520 39 84.8 5.0 1.9 10 .
521 39 96.4 5.0 1.9 10 .
522 39 108.4 5.0 1.9 10 .
523 39 110.4 0.0 1.9 10 37.7
524 39 120.4 5.0 1.9 10 .
525 39 132.4 5.0 1.9 10 .
526 39 260.4 0.0 1.9 10 18.4
527 40 0.0 19.0 1.1 3 .
528 40 1.0 0.0 1.1 3 13.7
529 40 2.0 3.0 1.1 3 .
530 40 3.8 12.0 1.1 3 .
531 40 4.0 0.0 1.1 3 25.0
532 41 0.0 34.0 1.7 7 .
533 41 2.0 0.0 1.7 7 18.6
534 41 7.3 4.0 1.7 7 .
535 41 12.0 4.0 1.7 7 .
536 41 24.8 4.0 1.7 7 .
537 41 33.9 4.0 1.7 7 .
538 41 36.0 0.0 1.7 7 21.0
539 41 48.3 4.0 1.7 7 .
540 41 58.7 4.0 1.7 7 .
541 41 59.0 0.0 1.7 7 26.4
542 42 0.0 28.0 2.8 9 .
543 42 12.0 28.0 2.8 9 .
544 42 14.0 0.0 2.8 9 13.3
545 42 23.7 7.0 2.8 9 .
546 42 36.2 7.0 2.8 9 .
547 42 47.8 7.0 2.8 9 .
548 42 60.0 7.0 2.8 9 .
549 42 72.0 7.0 2.8 9 .
550 42 84.0 7.0 2.8 9 .
551 42 95.5 0.0 2.8 9 13.9
552 43 0.0 18.0 0.9 1 .
553 43 2.0 0.0 0.9 1 22.3
554 44 0.0 14.0 1.4 7 .
555 44 5.0 14.0 1.4 7 .
556 44 11.0 0.0 1.4 7 17.8
557 44 17.0 3.5 1.4 7 .
558 44 29.0 3.5 1.4 7 .
559 44 41.0 3.5 1.4 7 .
560 44 54.5 3.5 1.4 7 .
561 44 65.0 3.5 1.4 7 .
562 44 77.5 3.5 1.4 7 .
563 44 89.0 3.5 1.4 7 .
Appendix 2: Data Sets 115
Obs indiv tim e dose weight apgar conc
564 44 101.0 3.5 1.4 7 .
565 44 113.0 3.5 1.4 7 .
566 44 125.0 0.0 1.4 7 27.6
567 44 125.5 3.5 1.4 7 .
568 44 292.0 0.0 1.4 7 13.5
569 45 0.0 16.0 0.8 2 .
570 45 4.5 0.0 0.8 2 16.6
571 45 12.5 2.0 0.8 2 .
572 45 24.5 2.0 0.8 2 .
573 45 36.5 2.0 0.8 2 .
574 45 48.3 0.0 0.8 2 20.2
575 45 48.5 2.0 0.8 2 .
576 45 60.5 2.0 0.8 2 .
577 45 72.5 2.0 0.8 2 .
578 45 84.5 2.0 0.8 2 .
579 45 96.5 2.0 0.8 2 .
580 45 106.5 0.0 0.8 2 24.5
581 46 0.0 11.0 1.1 8 .
582 46 0.5 11.0 1.1 8 .
583 46 2.0 0.0 1.1 8 20.1
584 47 0.0 40.0 2.6 9 .
585 47 9.3 6.7 2.6 9 .
586 47 19.3 6.7 2.6 9 .
587 47 33.3 6.7 2.6 9 .
588 47 36.3 6.7 2.6 9 .
589 47 38.3 0.0 2.6 9 25.1
590 48 0.0 14.0 0.7 8 .
591 48 2.8 0.0 0.7 8 12.9
592 48 11.3 1.7 0.7 8 .
593 48 23.3 1.7 0.7 8 .
594 48 28.8 10.0 0.7 8 .
595 48 35.3 1.7 0.7 8 .
596 48 47.5 1.7 0.7 8 .
597 48 59.3 1.7 0.7 8 .
598 48 65.8 0.0 0.7 8 41.1
599 48 71.8 1.7 0.7 8 .
600 48 84.8 0.0 0.7 8 40.3
601 48 112.3 0.0 0.7 8 36.8
602 48 137.9 0.0 0.7 8 35.8
603 49 0.0 26.0 1.3 8 .
604 49 2.0 0.0 1.3 8 18.8
605 49 12.0 4.0 1.3 8 .
606 49 24.0 4.0 1.3 8 .
607 49 36.0 4.0 1.3 8 .
116 SAS for M ixed M odels
Obs indiv tim e dose weight apgar conc
608 49 48.0 4.0 1.3 8 .
609 49 60.5 4.0 1.3 8 .
610 49 72.0 4.0 1.3 8 .
611 49 74.0 0.0 1.3 8 25.1
612 49 84.0 4.0 1.3 8 .
613 49 96.0 4.0 1.3 8 .
614 49 108.5 4.0 1.3 8 .
615 49 120.0 4.0 1.3 8 .
616 49 132.0 4.0 1.3 8 .
617 49 144.0 4.0 1.3 8 .
618 49 150.0 0.0 1.3 8 37.2
619 50 0.0 20.0 1.1 6 .
620 50 3.0 0.0 1.1 6 22.2
621 50 12.5 2.5 1.1 6 .
622 50 24.5 2.5 1.1 6 .
623 50 36.5 2.5 1.1 6 .
624 50 48.0 2.5 1.1 6 .
625 50 60.5 2.5 1.1 6 .
626 50 72.5 2.5 1.1 6 .
627 50 81.0 0.0 1.1 6 30.5
628 50 84.5 2.5 1.1 6 .
629 50 88.0 30.0 1.1 6 .
630 50 89.0 0.0 1.1 6 67.9
631 50 96.5 2.5 1.1 6 .
632 50 108.5 2.5 1.1 6 .
633 50 120.5 3.5 1.1 6 .
634 50 132.5 3.5 1.1 6 .
635 50 144.5 3.5 1.1 6 .
636 50 157.0 3.5 1.1 6 .
637 50 162.0 0.0 1.1 6 58.7
638 51 0.0 18.0 0.9 9 .
639 51 3.0 0.0 0.9 9 12.7
640 51 11.5 2.5 0.9 9 .
641 51 12.5 9.0 0.9 9 .
642 51 24.5 2.5 0.9 9 .
643 51 36.5 2.5 0.9 9 .
644 51 49.0 2.5 0.9 9 .
645 51 60.0 0.0 0.9 9 31.3
646 51 60.5 2.5 0.9 9 .
647 51 72.5 2.5 0.9 9 .
648 51 84.5 2.5 0.9 9 .
649 51 96.5 2.5 0.9 9 .
650 51 108.5 2.5 0.9 9 .
651 51 120.5 2.5 0.9 9 .
Appendix 2: Data Sets 117
Obs indiv tim e dose weight apgar conc
652 51 132.0 0.0 0.9 9 31.1
653 52 0.0 9.5 0.9 7 .
654 52 2.0 0.0 0.9 7 14.3
655 52 4.0 9.5 0.9 7 .
656 52 12.5 9.0 0.9 7 .
657 52 35.5 2.5 0.9 7 .
658 52 37.5 2.5 0.9 7 .
659 52 59.5 2.5 0.9 7 .
660 52 71.5 2.5 0.9 7 .
661 52 83.0 0.0 0.9 7 38.1
662 52 83.5 2.5 0.9 7 .
663 52 95.5 2.5 0.9 7 .
664 52 107.5 2.5 0.9 7 .
665 52 119.5 2.5 0.9 7 .
666 52 131.5 2.5 0.9 7 .
667 52 143.5 2.5 0.9 7 .
668 52 155.0 0.0 0.9 7 31.2
669 53 0.0 17.0 1.7 8 .
670 53 4.0 17.0 1.7 8 .
671 53 6.0 0.0 1.7 8 19.1
672 53 23.8 4.0 1.7 8 .
673 53 27.0 7.5 1.7 8 .
674 53 28.0 4.0 1.7 8 .
675 53 39.5 4.0 1.7 8 .
676 53 47.0 0.0 1.7 8 33.3
677 54 0.0 18.0 1.8 8 .
678 54 3.7 18.0 1.8 8 .
679 54 9.7 0.0 1.8 8 25.5
680 54 15.7 4.4 1.8 8 .
681 54 27.7 4.4 1.8 8 .
682 54 29.7 0.0 1.8 8 29.4
683 54 39.7 4.4 1.8 8 .
684 54 51.7 4.4 1.8 8 .
685 54 63.2 0.0 1.8 8 29.5
686 54 63.7 4.4 1.8 8 .
687 54 75.7 4.4 1.8 8 .
688 54 87.7 4.4 1.8 8 .
689 54 99.7 4.4 1.8 8 .
690 54 111.3 0.0 1.8 8 37.9
691 55 0.0 25.0 1.1 4 .
692 55 12.0 3.0 1.1 4 .
693 55 24.0 3.0 1.1 4 .
694 55 36.0 3.0 1.1 4 .
695 55 48.0 3.0 1.1 4 .
118 SAS for M ixed M odels
Obs indiv tim e dose weight apgar conc
696 55 60.0 3.0 1.1 4 .
697 55 72.0 3.0 1.1 4 .
698 55 74.0 0.0 1.1 4 20.8
699 56 0.0 12.0 0.6 4 .
700 56 12.7 1.5 0.6 4 .
701 56 20.0 0.0 0.6 4 18.8
702 57 0.0 20.0 2.1 6 .
703 57 0.5 20.0 2.1 6 .
704 57 1.7 0.0 2.1 6 20.2
705 57 12.2 5.0 2.1 6 .
706 57 24.7 5.0 2.1 6 .
707 57 37.2 5.0 2.1 6 .
708 57 47.8 5.0 2.1 6 .
709 57 60.2 5.0 2.1 6 .
710 57 72.2 6.0 2.1 6 .
711 57 84.2 6.0 2.1 6 .
712 57 96.2 6.0 2.1 6 .
713 57 109.0 0.0 2.1 6 27.8
714 58 0.0 14.0 1.4 8 .
715 58 0.5 14.0 1.4 8 .
716 58 8.5 0.0 1.4 8 22.4
717 58 12.0 3.5 1.4 8 .
718 58 24.3 3.5 1.4 8 .
719 58 35.8 3.5 1.4 8 .
720 58 47.5 0.0 1.4 8 27.9
721 58 48.0 3.5 1.4 8 .
722 58 59.5 3.5 1.4 8 .
723 58 72.0 3.5 1.4 8 .
724 58 84.0 3.5 1.4 8 .
725 58 96.3 3.5 1.4 8 .
726 58 107.0 3.5 1.4 8 .
727 58 120.3 3.5 1.4 8 .
728 58 131.8 0.0 1.4 8 31.0
729 59 0.0 22.8 1.1 6 .
730 59 1.8 0.0 1.1 6 22.6
731 59 12.5 3.0 1.1 6 .
732 59 24.3 3.0 1.1 6 .
733 59 36.3 3.0 1.1 6 .
734 59 48.8 3.0 1.1 6 .
735 59 60.3 3.0 1.1 6 .
736 59 72.3 3.0 1.1 6 .
737 59 73.8 0.0 1.1 6 34.3
738 59 84.3 3.0 1.1 6 .
739 59 96.0 3.0 1.1 6 .
Appendix 2: Data Sets 119
Obs indiv tim e dose weight apgar conc
740 59 108.3 3.0 1.1 6 .
741 59 120.5 3.0 1.1 6 .
742 59 132.3 3.0 1.1 6 .
743 59 144.8 3.0 1.1 6 .
744 59 146.8 0.0 1.1 6 40.2
A2.16 Case Studies
Data Set 16.2 Milling Corn
Obs batch a b c d y aa
1 1 1 1 1 1 505 1
2 1 1 -1 -1 -1 493 1
3 1 1 -1 1 -1 491 1
4 2 1 1 -1 0 498 1
5 2 1 1 -1 -1 504 1
6 2 1 -1 1 0 500 1
7 3 -1 0 -1 -1 494 -1
8 3 -1 0 1 0 498 -1
9 3 -1 -1 0 1 498 -1
10 4 0 -1 -1 0 496 0
11 4 0 0 1 1 503 0
12 4 0 -1 0 -1 496 0
13 5 -1 -1 1 1 503 -1
14 5 -1 1 1 -1 495 -1
15 5 -1 -1 1 -1 494 -1
16 6 0 0 0 0 486 0
17 6 0 1 1 -1 501 0
18 6 0 1 -1 1 490 0
19 7 -1 1 0 0 494 -1
20 7 -1 1 1 1 497 -1
21 7 -1 -1 1 -1 492 -1
22 8 1 -1 1 1 503 1
23 8 1 0 0 -1 499 1
24 8 1 0 -1 1 493 1
25 9 1 1 1 -1 505 1
26 9 1 1 0 1 500 1
27 9 1 -1 -1 1 490 1
28 10 -1 -1 -1 1 494 -1
29 10 -1 1 -1 -1 497 -1
30 10 -1 -1 -1 -1 495 -1
120 SAS for M ixed M odels
Data Set 16.3 Mayonnaise
Obs y a b c p d u h t
1 95 1 1 1 X6 0 -1.0000 1 -1.0000
2 67 1 1 1 X6 1 -1.0000 1 -1.0000
3 100 1 1 1 X6 0 -0.5854 2 -0.5854
4 70 1 1 1 X6 1 -0.5854 2 -0.5854
5 100 1 1 1 X6 0 1.0000 3 1.0000
6 77 1 1 1 X6 1 1.0000 3 1.0000
7 41 1 -1 -1 X7 0 -1.0000 1 -1.0000
8 32 1 -1 -1 X7 1 -1.0000 1 -1.0000
9 42 1 -1 -1 X7 0 -0.5854 2 -0.5854
10 27 1 -1 -1 X7 1 -0.5854 2 -0.5854
11 60 1 -1 -1 X7 0 1.0000 3 1.0000
12 27 1 -1 -1 X7 1 1.0000 3 1.0000
13 35 0 0 0 X8 0 -1.0000 1 -1.0000
14 26 0 0 0 X8 1 -1.0000 1 -1.0000
15 39 0 0 0 X8 0 -0.5854 2 -0.5854
16 24 0 0 0 X8 1 -0.5854 2 -0.5854
17 57 0 0 0 X8 0 1.0000 3 1.0000
18 25 0 0 0 X8 1 1.0000 3 1.0000
19 48 0 0 0 X9 0 -1.0000 1 -1.0000
20 35 0 0 0 X9 1 -1.0000 1 -1.0000
21 55 0 0 0 X9 0 -0.5854 2 -0.5854
22 35 0 0 0 X9 1 -0.5854 2 -0.5854
23 72 0 0 0 X9 0 1.0000 3 1.0000
24 36 0 0 0 X9 1 1.0000 3 1.0000
25 31 -1 1 -1 X10 0 -1.0000 1 -1.0000
26 26 -1 1 -1 X10 1 -1.0000 1 -1.0000
27 37 -1 1 -1 X10 0 -0.5854 2 -0.5854
28 25 -1 1 -1 X10 1 -0.5854 2 -0.5854
29 55 -1 1 -1 X10 0 1.0000 3 1.0000
30 25 -1 1 -1 X10 1 1.0000 3 1.0000
31 30 -1 -1 1 X11 0 -1.0000 1 -1.0000
32 25 -1 -1 1 X11 1 -1.0000 1 -1.0000
33 36 -1 -1 1 X11 0 -0.5854 2 -0.5854
34 25 -1 -1 1 X11 1 -0.5854 2 -0.5854
35 50 -1 -1 1 X11 0 1.0000 3 1.0000
36 25 -1 -1 1 X11 1 1.0000 3 1.0000
37 45 0 0 1 X12 0 -1.0000 1 -1.0000
38 34 0 0 1 X12 1 -1.0000 1 -1.0000
39 54 0 0 1 X12 0 -0.5854 2 -0.5854
40 33 0 0 1 X12 1 -0.5854 2 -0.5854
41 75 0 0 1 X12 0 1.0000 3 1.0000
42 34 0 0 1 X12 1 1.0000 3 1.0000
Appendix 2: Data Sets 121
Obs y a b c p d u h t
43 22 0 -1 0 X13 0 -1.0000 1 -1.0000
44 18 0 -1 0 X13 1 -1.0000 1 -1.0000
45 23 0 -1 0 X13 0 -0.5854 2 -0.5854
46 16 0 -1 0 X13 1 -0.5854 2 -0.5854
47 28 0 -1 0 X13 0 1.0000 3 1.0000
48 16 0 -1 0 X13 1 1.0000 3 1.0000
49 56 0 1 0 X14 0 -1.0000 1 -1.0000
50 40 0 1 0 X14 1 -1.0000 1 -1.0000
51 69 0 1 0 X14 0 -0.5854 2 -0.5854
52 42 0 1 0 X14 1 -0.5854 2 -0.5854
53 95 0 1 0 X14 0 1.0000 3 1.0000
54 45 0 1 0 X14 1 1.0000 3 1.0000
55 50 0 0 -1 X15 0 -1.0000 1 -1.0000
56 37 0 0 -1 X15 1 -1.0000 1 -1.0000
57 57 0 0 -1 X15 0 -0.5854 2 -0.5854
58 35 0 0 -1 X15 1 -0.5854 2 -0.5854
59 73 0 0 -1 X15 0 1.0000 3 1.0000
60 35 0 0 -1 X15 1 1.0000 3 1.0000
61 43 0 0 0 X16 0 -1.0000 1 -1.0000
62 31 0 0 0 X16 1 -1.0000 1 -1.0000
63 48 0 0 0 X16 0 -0.5854 2 -0.5854
64 32 0 0 0 X16 1 -0.5854 2 -0.5854
65 64 0 0 0 X16 0 1.0000 3 1.0000
66 31 0 0 0 X16 1 1.0000 3 1.0000
67 64 1 0 0 X17 0 -1.0000 1 -1.0000
68 46 1 0 0 X17 1 -1.0000 1 -1.0000
69 69 1 0 0 X17 0 -0.5854 2 -0.5854
70 45 1 0 0 X17 1 -0.5854 2 -0.5854
71 85 1 0 0 X17 0 1.0000 3 1.0000
72 45 1 0 0 X17 1 1.0000 3 1.0000
73 27 -1 0 0 X18 0 -1.0000 1 -1.0000
74 21 -1 0 0 X18 1 -1.0000 1 -1.0000
75 28 -1 0 0 X18 0 -0.5854 2 -0.5854
76 21 -1 0 0 X18 1 -0.5854 2 -0.5854
77 37 -1 0 0 X18 0 1.0000 3 1.0000
78 18 -1 0 0 X18 1 1.0000 3 1.0000
79 45 0 0 0 X19 0 -1.0000 1 -1.0000
80 35 0 0 0 X19 1 -1.0000 1 -1.0000
81 48 0 0 0 X19 0 -0.5854 2 -0.5854
82 33 0 0 0 X19 1 -0.5854 2 -0.5854
83 67 0 0 0 X19 0 1.0000 3 1.0000
84 33 0 0 0 X19 1 1.0000 3 1.0000
85 81 1 1 -1 X20 0 -1.0000 1 -1.0000
86 56 1 1 -1 X20 1 -1.0000 1 -1.0000
122 SAS for M ixed M odels
Obs y a b c p d u h t
87 90 1 1 -1 X20 0 -0.5854 2 -0.5854
88 55 1 1 -1 X20 1 -0.5854 2 -0.5854
89 100 1 1 -1 X20 0 1.0000 3 1.0000
90 58 1 1 -1 X20 1 1.0000 3 1.0000
91 40 1 -1 1 X21 0 -1.0000 1 -1.0000
92 29 1 -1 1 X21 1 -1.0000 1 -1.0000
93 40 1 -1 1 X21 0 -0.5854 2 -0.5854
94 28 1 -1 1 X21 1 -0.5854 2 -0.5854
95 52 1 -1 1 X21 0 1.0000 3 1.0000
96 26 1 -1 1 X21 1 1.0000 3 1.0000
97 49 -1 1 1 X22 0 -1.0000 1 -1.0000
98 35 -1 1 1 X22 1 -1.0000 1 -1.0000
99 55 -1 1 1 X22 0 -0.5854 2 -0.5854
100 35 -1 1 1 X22 1 -0.5854 2 -0.5854
101 73 -1 1 1 X22 0 1.0000 3 1.0000
102 35 -1 1 1 X22 1 1.0000 3 1.0000
103 15 -1 -1 -1 X23 0 -1.0000 1 -1.0000
104 13 -1 -1 -1 X23 1 -1.0000 1 -1.0000
105 14 -1 -1 -1 X23 0 -0.5854 2 -0.5854
106 12 -1 -1 -1 X23 1 -0.5854 2 -0.5854
107 18 -1 -1 -1 X23 0 1.0000 3 1.0000
108 11 -1 -1 -1 X23 1 1.0000 3 1.0000
Data Set 16.4 Irrigation
Obs eu bloc trt level y
1 1 1 1 1 43
2 2 1 2 1 45
3 3 1 1 2 41
4 4 1 2 2 45
5 5 1 1 3 46
6 6 1 2 3 46
7 7 1 1 4 46
8 8 1 2 4 46
9 9 1 1 5 45
10 10 1 2 5 45
11 11 1 1 6 50
12 12 1 2 6 51
13 13 1 1 7 49
14 14 1 2 7 47
15 15 1 1 8 46
16 16 1 2 8 49
17 17 2 1 1 39
Appendix 2: Data Sets 123
Obs eu bloc trt level y
18 18 2 2 1 44
19 19 2 3 1 39
20 20 2 1 2 43
21 21 2 2 2 47
22 22 2 3 2 42
23 23 2 1 3 47
24 24 2 2 3 49
25 25 2 3 3 45
26 26 2 1 4 40
27 27 2 2 4 42
28 28 2 3 4 40
29 29 2 1 5 38
30 30 2 2 5 39
31 31 2 3 5 37
32 32 2 1 6 43
33 33 2 2 6 45
34 34 2 3 6 42
35 35 2 1 7 36
36 36 2 2 7 36
37 37 2 3 7 36
38 38 2 1 8 39
39 39 2 2 8 40
40 40 2 3 8 39
41 41 3 2 1 34
42 42 3 3 1 31
43 43 3 2 2 38
44 44 3 3 2 34
45 45 3 2 3 37
46 46 3 3 3 36
47 47 3 2 4 39
48 48 3 3 4 37
49 49 3 2 5 43
50 50 3 3 5 42
51 51 3 2 6 43
52 52 3 3 6 41
53 53 3 2 7 40
54 54 3 3 7 39
55 55 3 2 8 39
56 56 3 3 8 37
57 57 4 1 1 44
58 58 4 3 1 39
59 59 4 1 2 45
60 60 4 3 2 41
61 61 4 1 3 47
124 SAS for M ixed M odels
Obs eu bloc trt level y
62 62 4 3 3 47
63 63 4 1 4 46
64 64 4 3 4 43
65 65 4 1 5 45
66 66 4 3 5 40
67 67 4 1 6 43
68 68 4 3 6 41
69 69 4 1 7 41
70 70 4 3 7 40
71 71 4 1 8 40
72 72 4 3 8 38
Data Set 16.5 Nitrogen
Obs row col N G y
1 1 1 1 1 20.1
2 1 1 1 2 20.4
3 2 1 2 1 16.2
4 2 1 2 2 14.0
5 3 1 3 1 16.2
6 3 1 3 2 12.6
7 1 2 2 1 18.1
8 1 2 2 2 16.7
9 2 2 1 1 10.3
10 2 2 1 2 8.1
11 3 2 4 1 14.9
12 3 2 4 2 9.9
13 1 3 5 1 23.1
14 1 3 5 2 18.1
15 2 3 3 1 17.8
16 2 3 3 2 16.1
17 3 3 1 1 9.8
18 3 3 1 2 9.0
19 1 4 4 1 21.8
20 1 4 4 2 17.4
21 2 4 5 1 18.1
22 2 4 5 2 12.9
23 3 4 2 1 14.0
24 3 4 2 2 12.1
25 1 5 3 1 22.7
26 1 5 3 2 19.5
27 2 5 4 1 18.7
28 2 5 4 2 13.7
Appendix 2: Data Sets 125
Obs row col N G y
29 3 5 5 1 17.0
30 3 5 5 2 10.9
Data Set 16.6 Sandhills
Obs circle ec ir v y
1 1 1 1 1 30.0
2 1 1 1 2 40.9
3 1 1 2 1 38.9
4 1 1 2 2 38.2
5 1 2 1 1 41.8
6 1 2 1 2 52.2
7 1 2 2 1 54.8
8 1 2 2 2 58.2
9 2 1 1 1 20.5
10 2 1 1 2 26.9
11 2 1 2 1 21.4
12 2 1 2 2 25.1
13 2 2 1 1 26.4
14 2 2 1 2 36.7
15 2 2 2 1 28.9
16 2 2 2 2 35.9
17 3 1 1 1 21.0
18 3 1 1 2 25.4
19 3 1 2 1 24.0
20 3 1 2 2 23.3
21 3 2 1 1 34.4
22 3 2 1 2 41.0
23 3 2 2 1 33.2
24 3 2 2 2 34.9
126 SAS for M ixed M odels
Data Set 16.7 Breaking Strength
Obs soap_pH num _washes water_tem
p dry_cycle Breaking_St
rength Elongation Slope Energy pH w
1 8 10 cold air 0.11056 16.8780 0.045683 0.67203 8 10
2 8 10 cold delicate 0.11170 18.5470 0.041152 0.72147 8 10
3 8 10 cold normal 0.10799 19.1110 0.036804 0.72370 8 10
4 8 10 hot air 0.10061 19.5392 0.039650 0.68351 8 10
5 8 10 hot delicate 0.10210 20.1472 0.038160 0.70362 8 10
6 8 10 hot normal 0.10167 19.7400 0.036023 0.72090 8 10
7 8 20 cold air 0.09265 16.6400 0.041071 0.55695 8 20
8 8 20 cold delicate 0.09106 18.4896 0.040620 0.61592 8 20
9 8 20 cold normal 0.08826 16.1283 0.032113 0.48958 8 20
10 8 20 hot air 0.10126 18.8163 0.038086 0.66635 8 20
11 8 20 hot delicate 0.09918 19.4145 0.037704 0.63837 8 20
12 8 20 hot normal 0.09410 17.7163 0.031552 0.57300 8 20
13 8 30 cold air 0.08742 14.7641 0.041738 0.53039 8 30
14 8 30 cold delicate 0.09252 16.8596 0.033330 0.56364 8 30
15 8 30 cold normal 0.09734 16.8653 0.030047 0.52698 8 30
16 8 30 hot air 0.09650 18.4288 0.034069 0.63380 8 30
17 8 30 hot delicate 0.09246 17.2896 0.032787 0.54388 8 30
18 8 30 hot normal 0.09476 17.8960 0.032833 0.63914 8 30
19 8 40 cold air 0.09296 15.7038 0.035576 0.52588 8 40
20 8 40 cold delicate 0.08634 17.2138 0.030369 0.52699 8 40
21 8 40 cold normal 0.08709 17.6175 0.031156 0.53083 8 40
22 8 40 hot air 0.08987 17.7560 0.032736 0.55809 8 40
23 8 40 hot delicate 0.08321 17.4420 0.030349 0.52474 8 40
24 8 40 hot normal 0.07533 17.7621 0.030194 0.55209 8 40
25 8 50 cold air 0.08597 15.5376 0.035356 0.49337 8 50
26 8 50 cold delicate 0.08493 16.5609 0.030669 0.47275 8 50
27 8 50 cold normal 0.07773 14.7414 0.029621 0.43616 8 50
28 8 50 hot air 0.08686 16.1089 0.031164 0.49346 8 50
29 8 50 hot delicate 0.07928 15.8182 0.027962 0.42389 8 50
30 8 50 hot normal 0.07511 15.2064 0.027636 0.39166 8 50
31 10 10 cold air 0.09464 15.3838 0.040991 0.51177 10 10
32 10 10 cold delicate 0.09037 16.4941 0.034467 0.51274 10 10
33 10 10 cold normal 0.09364 17.3057 0.029908 0.55078 10 10
34 10 10 hot air 0.10196 18.4871 0.034647 0.63205 10 10
35 10 10 hot delicate 0.09697 18.0304 0.032619 0.59528 10 10
36 10 10 hot normal 0.08537 16.7257 0.029706 0.48526 10 10
37 10 20 cold air 0.09644 15.2420 0.039969 0.51616 10 20
38 10 20 cold delicate 0.08305 15.4582 0.033105 0.44882 10 20
39 10 20 cold normal 0.08538 16.0905 0.030073 0.47544 10 20
40 10 20 hot air 0.09038 17.2396 0.031922 0.53793 10 20
41 10 20 hot delicate 0.07980 15.9107 0.030565 0.45428 10 20
42 10 20 hot normal 0.07390 14.8800 0.027289 0.38718 10 20
Appendix 2: Data Sets 127
Obs soap_pH num _washes water_tem
p dry_cycle Breaking_St
rength Elongation Slope Energy pH w
43 10 30 cold air 0.08784 15.6171 0.038597 0.45576 10 30
44 10 30 cold delicate 0.07616 15.9146 0.032376 0.40424 10 30
45 10 30 cold normal 0.07106 14.8472 0.027789 0.35516 10 30
46 10 30 hot air 0.07604 15.1480 0.029545 0.40445 10 30
47 10 30 hot delicate 0.05794 12.5477 0.027037 0.24484 10 30
48 10 30 hot normal 0.05587 11.8422 0.025644 0.23362 10 30
49 10 40 cold air 0.07981 14.3554 0.034681 0.41363 10 40
50 10 40 cold delicate 0.06469 14.6048 0.027314 0.34321 10 40
51 10 40 cold normal 0.06801 14.8786 0.026175 0.35172 10 40
52 10 40 hot air 0.06015 13.2828 0.025086 0.27974 10 40
53 10 40 hot delicate 0.04851 12.1836 0.023535 0.21350 10 40
54 10 40 hot normal 0.04471 11.4359 0.020757 0.18009 10 40
55 10 50 cold air 0.07776 11.7505 0.036457 0.40268 10 50
56 10 50 cold delicate 0.05108 11.3590 0.025847 0.23805 10 50
57 10 50 cold normal 0.05758 11.3553 0.025898 0.26828 10 50
58 10 50 hot air 0.05022 11.3640 0.024804 0.23344 10 50
59 10 50 hot delicate 0.04091 11.1683 0.020217 0.17355 10 50
60 10 50 hot normal 0.03404 11.0530 0.018532 0.14136 10 50
Data Set 16.8 23 Factorial
Obs rep blk a b c y abc
1 1 1 -1 -1 -1 117 -1
2 1 1 -1 1 1 130 -1
3 1 1 1 -1 1 122 -1
4 1 1 1 1 -1 113 -1
5 1 2 -1 -1 1 123 1
6 1 2 -1 1 -1 121 1
7 1 2 1 -1 -1 122 1
8 1 2 1 1 1 125 1
9 2 1 -1 -1 -1 127 -1
10 2 1 -1 1 1 137 -1
11 2 1 1 -1 1 131 -1
12 2 1 1 1 -1 122 -1
13 2 2 -1 -1 1 128 1
14 2 2 -1 1 -1 124 1
15 2 2 1 -1 -1 124 1
16 2 2 1 1 1 130 1
17 3 1 -1 -1 -1 114 -1
18 3 1 -1 1 1 132 -1
19 3 1 1 -1 1 121 -1
20 3 1 1 1 -1 116 -1
128 SAS for M ixed M odels
Obs rep blk a b c y abc
21 3 2 -1 -1 1 125 1
22 3 2 -1 1 -1 124 1
23 3 2 1 -1 -1 122 1
24 3 2 1 1 1 129 1
25 4 1 -1 -1 -1 118 -1
26 4 1 -1 1 1 132 -1
27 4 1 1 -1 1 120 -1
28 4 1 1 1 -1 117 -1
29 4 2 -1 -1 1 120 1
30 4 2 -1 1 -1 118 1
31 4 2 1 -1 -1 113 1
32 4 2 1 1 1 122 1
33 5 1 -1 -1 -1 120 -1
34 5 1 -1 1 1 132 -1
35 5 1 1 -1 1 118 -1
36 5 1 1 1 -1 120 -1
37 5 2 -1 -1 1 127 1
38 5 2 -1 1 -1 127 1
39 5 2 1 -1 -1 118 1
40 5 2 1 1 1 130 1
41 6 1 -1 -1 -1 122 -1
42 6 1 -1 1 1 134 -1
43 6 1 1 -1 1 124 -1
44 6 1 1 1 -1 115 -1
45 6 2 -1 -1 1 123 1
46 6 2 -1 1 -1 122 1
47 6 2 1 -1 -1 123 1
48 6 2 1 1 1 124 1
Data Set 16.9 Edge Slope
Obs rep blk a b c edslp
1 1 1 -1 -1 -1 3.6
2 1 1 -1 1 1 4.5
3 1 1 1 -1 1 4.2
4 1 1 1 1 -1 4.0
5 1 2 -1 -1 1 5.1
6 1 2 -1 1 -1 3.9
7 1 2 1 -1 -1 4.5
8 1 2 1 1 1 4.9
9 2 1 -1 -1 -1 5.2
10 2 1 -1 1 1 5.9
11 2 1 1 -1 1 5.3
Appendix 2: Data Sets 129
Obs rep blk a b c edslp
12 2 1 1 1 -1 5.2
13 2 2 -1 -1 1 5.2
14 2 2 -1 1 -1 4.6
15 2 2 1 -1 -1 4.7
16 2 2 1 1 1 5.2
17 3 1 -1 1 -1 4.3
18 3 1 -1 1 1 5.1
19 3 1 1 -1 -1 4.5
20 3 1 1 -1 1 4.6
21 3 2 -1 -1 -1 4.8
22 3 2 -1 -1 1 5.2
23 3 2 1 1 -1 5.2
24 3 2 1 1 1 5.9
25 4 1 -1 -1 1 5.9
26 4 1 -1 1 1 6.4
27 4 1 1 -1 -1 5.7
28 4 1 1 1 -1 5.6
29 4 2 -1 -1 -1 4.3
30 4 2 -1 1 -1 4.4
31 4 2 1 -1 1 5.3
32 4 2 1 1 1 5.6
33 5 1 -1 -1 1 4.3
34 5 1 -1 1 -1 4.2
35 5 1 1 -1 1 4.3
36 5 1 1 1 -1 4.4
37 5 2 -1 -1 -1 4.5
38 5 2 -1 1 1 5.5
39 5 2 1 -1 -1 4.6
40 5 2 1 1 1 5.2
Data Set 16.10 Use Products
Obs blk seq person l1 l2 l3 l4 period prod priorprd tim e y
1 1 1 101 0 0 0 0 1 1 0 1 5
2 1 1 101 0 0 0 0 1 1 0 2 4
3 1 1 101 0 0 0 0 1 1 0 3 3
4 1 1 101 1 0 0 0 2 2 1 1 5
5 1 1 101 1 0 0 0 2 2 1 2 5
6 1 1 101 1 0 0 0 2 2 1 3 5
7 1 1 101 0 1 0 0 3 3 2 1 5
8 1 1 101 0 1 0 0 3 3 2 2 4
9 1 1 101 0 1 0 0 3 3 2 3 4
10 1 2 102 0 0 0 0 1 1 0 1 4
130 SAS for M ixed M odels
Obs blk seq person l1 l2 l3 l4 period prod priorprd tim e y
11 1 2 102 0 0 0 0 1 1 0 2 4
12 1 2 102 0 0 0 0 1 1 0 3 3
13 1 2 102 1 0 0 0 2 3 1 1 6
14 1 2 102 1 0 0 0 2 3 1 2 6
15 1 2 102 1 0 0 0 2 3 1 3 6
16 1 2 102 0 0 1 0 3 2 3 1 5
17 1 2 102 0 0 1 0 3 2 3 2 5
18 1 2 102 0 0 1 0 3 2 3 3 4
19 1 3 103 0 0 0 0 1 2 0 1 5
20 1 3 103 0 0 0 0 1 2 0 2 4
21 1 3 103 0 0 0 0 1 2 0 3 4
22 1 3 103 0 1 0 0 2 1 2 1 5
23 1 3 103 0 1 0 0 2 1 2 2 5
24 1 3 103 0 1 0 0 2 1 2 3 4
25 1 3 103 1 0 0 0 3 3 1 1 5
26 1 3 103 1 0 0 0 3 3 1 2 5
27 1 3 103 1 0 0 0 3 3 1 3 5
28 1 4 104 0 0 0 0 1 2 0 1 4
29 1 4 104 0 0 0 0 1 2 0 2 4
30 1 4 104 0 0 0 0 1 2 0 3 4
31 1 4 104 0 1 0 0 2 3 2 1 4
32 1 4 104 0 1 0 0 2 3 2 2 4
33 1 4 104 0 1 0 0 2 3 2 3 4
34 1 4 104 0 0 1 0 3 1 3 1 4
35 1 4 104 0 0 1 0 3 1 3 2 4
36 1 4 104 0 0 1 0 3 1 3 3 4
37 1 5 105 0 0 0 0 1 3 0 1 5
38 1 5 105 0 0 0 0 1 3 0 2 5
39 1 5 105 0 0 0 0 1 3 0 3 5
40 1 5 105 0 0 1 0 2 2 3 1 5
41 1 5 105 0 0 1 0 2 2 3 2 5
42 1 5 105 0 0 1 0 2 2 3 3 5
43 1 5 105 0 1 0 0 3 1 2 1 6
44 1 5 105 0 1 0 0 3 1 2 2 6
45 1 5 105 0 1 0 0 3 1 2 3 5
46 1 6 106 0 0 0 0 1 3 0 1 6
47 1 6 106 0 0 0 0 1 3 0 2 5
48 1 6 106 0 0 0 0 1 3 0 3 5
49 1 6 106 0 0 1 0 2 1 3 1 6
50 1 6 106 0 0 1 0 2 1 3 2 6
51 1 6 106 0 0 1 0 2 1 3 3 5
52 1 6 106 1 0 0 0 3 2 1 1 7
53 1 6 106 1 0 0 0 3 2 1 2 6
54 1 6 106 1 0 0 0 3 2 1 3 6
Appendix 2: Data Sets 131
Obs blk seq person l1 l2 l3 l4 period prod priorprd tim e y
55 2 1 201 0 0 0 0 1 1 0 1 3
56 2 1 201 0 0 0 0 1 1 0 2 2
57 2 1 201 0 0 0 0 1 1 0 3 1
58 2 1 201 1 0 0 0 2 2 1 1 3
59 2 1 201 1 0 0 0 2 2 1 2 3
60 2 1 201 1 0 0 0 2 2 1 3 3
61 2 1 201 0 1 0 0 3 4 2 1 2
62 2 1 201 0 1 0 0 3 4 2 2 3
63 2 1 201 0 1 0 0 3 4 2 3 3
64 2 2 202 0 0 0 0 1 1 0 1 4
65 2 2 202 0 0 0 0 1 1 0 2 4
66 2 2 202 0 0 0 0 1 1 0 3 3
67 2 2 202 1 0 0 0 2 4 1 1 4
68 2 2 202 1 0 0 0 2 4 1 2 5
69 2 2 202 1 0 0 0 2 4 1 3 5
70 2 2 202 0 0 0 1 3 2 4 1 4
71 2 2 202 0 0 0 1 3 2 4 2 3
72 2 2 202 0 0 0 1 3 2 4 3 3
73 2 3 203 0 0 0 0 1 2 0 1 4
74 2 3 203 0 0 0 0 1 2 0 2 3
75 2 3 203 0 0 0 0 1 2 0 3 3
76 2 3 203 0 1 0 0 2 1 2 1 3
77 2 3 203 0 1 0 0 2 1 2 2 3
78 2 3 203 0 1 0 0 2 1 2 3 2
79 2 3 203 1 0 0 0 3 4 1 1 4
80 2 3 203 1 0 0 0 3 4 1 2 5
81 2 3 203 1 0 0 0 3 4 1 3 5
82 2 4 204 0 0 0 0 1 2 0 1 4
83 2 4 204 0 0 0 0 1 2 0 2 4
84 2 4 204 0 0 0 0 1 2 0 3 3
85 2 4 204 0 1 0 0 2 4 2 1 4
86 2 4 204 0 1 0 0 2 4 2 2 4
87 2 4 204 0 1 0 0 2 4 2 3 4
88 2 4 204 0 0 0 1 3 1 4 1 3
89 2 4 204 0 0 0 1 3 1 4 2 3
90 2 4 204 0 0 0 1 3 1 4 3 2
91 2 5 205 0 0 0 0 1 4 0 1 4
92 2 5 205 0 0 0 0 1 4 0 2 4
93 2 5 205 0 0 0 0 1 4 0 3 4
94 2 5 205 0 0 0 1 2 2 4 1 3
95 2 5 205 0 0 0 1 2 2 4 2 3
96 2 5 205 0 0 0 1 2 2 4 3 2
97 2 5 205 0 1 0 0 3 1 2 1 4
98 2 5 205 0 1 0 0 3 1 2 2 3
132 SAS for M ixed M odels
Obs blk seq person l1 l2 l3 l4 period prod priorprd tim e y
99 2 5 205 0 1 0 0 3 1 2 3 3
100 2 6 206 0 0 0 0 1 4 0 1 4
101 2 6 206 0 0 0 0 1 4 0 2 4
102 2 6 206 0 0 0 0 1 4 0 3 4
103 2 6 206 0 0 0 1 2 1 4 1 3
104 2 6 206 0 0 0 1 2 1 4 2 3
105 2 6 206 0 0 0 1 2 1 4 3 2
106 2 6 206 1 0 0 0 3 2 1 1 4
107 2 6 206 1 0 0 0 3 2 1 2 4
108 2 6 206 1 0 0 0 3 2 1 3 4
109 3 1 301 0 0 0 0 1 1 0 1 4
110 3 1 301 0 0 0 0 1 1 0 2 4
111 3 1 301 0 0 0 0 1 1 0 3 3
112 3 1 301 1 0 0 0 2 3 1 1 5
113 3 1 301 1 0 0 0 2 3 1 2 5
114 3 1 301 1 0 0 0 2 3 1 3 5
115 3 1 301 0 0 1 0 3 4 3 1 4
116 3 1 301 0 0 1 0 3 4 3 2 5
117 3 1 301 0 0 1 0 3 4 3 3 5
118 3 2 302 0 0 0 0 1 1 0 1 3
119 3 2 302 0 0 0 0 1 1 0 2 3
120 3 2 302 0 0 0 0 1 1 0 3 3
121 3 2 302 1 0 0 0 2 4 1 1 4
122 3 2 302 1 0 0 0 2 4 1 2 4
123 3 2 302 1 0 0 0 2 4 1 3 4
124 3 2 302 0 0 0 1 3 3 4 1 3
125 3 2 302 0 0 0 1 3 3 4 2 4
126 3 2 302 0 0 0 1 3 3 4 3 3
127 3 3 303 0 0 0 0 1 3 0 1 4
128 3 3 303 0 0 0 0 1 3 0 2 4
129 3 3 303 0 0 0 0 1 3 0 3 4
130 3 3 303 0 0 1 0 2 1 3 1 4
131 3 3 303 0 0 1 0 2 1 3 2 4
132 3 3 303 0 0 1 0 2 1 3 3 3
133 3 3 303 1 0 0 0 3 4 1 1 4
134 3 3 303 1 0 0 0 3 4 1 2 4
135 3 3 303 1 0 0 0 3 4 1 3 4
136 3 4 304 0 0 0 0 1 3 0 1 3
137 3 4 304 0 0 0 0 1 3 0 2 2
138 3 4 304 0 0 0 0 1 3 0 3 2
139 3 4 304 0 0 1 0 2 4 3 1 3
140 3 4 304 0 0 1 0 2 4 3 2 3
141 3 4 304 0 0 1 0 2 4 3 3 3
142 3 4 304 0 0 0 1 3 1 4 1 3
Appendix 2: Data Sets 133
Obs blk seq person l1 l2 l3 l4 period prod priorprd tim e y
143 3 4 304 0 0 0 1 3 1 4 2 2
144 3 4 304 0 0 0 1 3 1 4 3 2
145 3 5 305 0 0 0 0 1 4 0 1 2
146 3 5 305 0 0 0 0 1 4 0 2 2
147 3 5 305 0 0 0 0 1 4 0 3 2
148 3 5 305 0 0 0 1 2 3 4 1 2
149 3 5 305 0 0 0 1 2 3 4 2 2
150 3 5 305 0 0 0 1 2 3 4 3 2
151 3 5 305 0 0 1 0 3 1 3 1 2
152 3 5 305 0 0 1 0 3 1 3 2 2
153 3 5 305 0 0 1 0 3 1 3 3 1
154 3 6 306 0 0 0 0 1 4 0 1 4
155 3 6 306 0 0 0 0 1 4 0 2 4
156 3 6 306 0 0 0 0 1 4 0 3 4
157 3 6 306 0 0 0 1 2 1 4 1 4
158 3 6 306 0 0 0 1 2 1 4 2 3
159 3 6 306 0 0 0 1 2 1 4 3 2
160 3 6 306 1 0 0 0 3 3 1 1 4
161 3 6 306 1 0 0 0 3 3 1 2 4
162 3 6 306 1 0 0 0 3 3 1 3 4
163 4 1 401 0 0 0 0 1 2 0 1 3
164 4 1 401 0 0 0 0 1 2 0 2 3
165 4 1 401 0 0 0 0 1 2 0 3 3
166 4 1 401 0 1 0 0 2 3 2 1 3
167 4 1 401 0 1 0 0 2 3 2 2 3
168 4 1 401 0 1 0 0 2 3 2 3 3
169 4 1 401 0 0 1 0 3 4 3 1 4
170 4 1 401 0 0 1 0 3 4 3 2 4
171 4 1 401 0 0 1 0 3 4 3 3 4
172 4 2 402 0 0 0 0 1 2 0 1 3
173 4 2 402 0 0 0 0 1 2 0 2 2
174 4 2 402 0 0 0 0 1 2 0 3 2
175 4 2 402 0 1 0 0 2 4 2 1 4
176 4 2 402 0 1 0 0 2 4 2 2 4
177 4 2 402 0 1 0 0 2 4 2 3 4
178 4 2 402 0 0 0 1 3 3 4 1 3
179 4 2 402 0 0 0 1 3 3 4 2 3
180 4 2 402 0 0 0 1 3 3 4 3 3
181 4 3 403 0 0 0 0 1 3 0 1 4
182 4 3 403 0 0 0 0 1 3 0 2 4
183 4 3 403 0 0 0 0 1 3 0 3 4
184 4 3 403 0 0 1 0 2 2 3 1 5
185 4 3 403 0 0 1 0 2 2 3 2 5
186 4 3 403 0 0 1 0 2 2 3 3 4
134 SAS for M ixed M odels
Obs blk seq person l1 l2 l3 l4 period prod priorprd tim e y
187 4 3 403 0 1 0 0 3 4 2 1 4
188 4 3 403 0 1 0 0 3 4 2 2 4
189 4 3 403 0 1 0 0 3 4 2 3 4
190 4 4 404 0 0 0 0 1 3 0 1 2
191 4 4 404 0 0 0 0 1 3 0 2 2
192 4 4 404 0 0 0 0 1 3 0 3 2
193 4 4 404 0 0 1 0 2 4 3 1 3
194 4 4 404 0 0 1 0 2 4 3 2 3
195 4 4 404 0 0 1 0 2 4 3 3 3
196 4 4 404 0 0 0 1 3 2 4 1 4
197 4 4 404 0 0 0 1 3 2 4 2 4
198 4 4 404 0 0 0 1 3 2 4 3 3
199 4 5 405 0 0 0 0 1 4 0 1 4
200 4 5 405 0 0 0 0 1 4 0 2 4
201 4 5 405 0 0 0 0 1 4 0 3 4
202 4 5 405 0 0 0 1 2 3 4 1 4
203 4 5 405 0 0 0 1 2 3 4 2 4
204 4 5 405 0 0 0 1 2 3 4 3 4
205 4 5 405 0 0 1 0 3 2 3 1 4
206 4 5 405 0 0 1 0 3 2 3 2 4
207 4 5 405 0 0 1 0 3 2 3 3 4
208 4 6 406 0 0 0 0 1 4 0 1 3
209 4 6 406 0 0 0 0 1 4 0 2 4
210 4 6 406 0 0 0 0 1 4 0 3 3
211 4 6 406 0 0 0 1 2 2 4 1 4
212 4 6 406 0 0 0 1 2 2 4 2 3
213 4 6 406 0 0 0 1 2 2 4 3 4
214 4 6 406 0 1 0 0 3 3 2 1 3
215 4 6 406 0 1 0 0 3 3 2 2 3
216 4 6 406 0 1 0 0 3 3 2 3 3
Data Set 16.11 CD4 Count
Obs randgrp stratum unit v1 v2 v3 v4
1 2 2 2 114 . 71 89
2 1 2 2 40 . 66 21
3 1 2 3 12 13 38 .
4 2 1 3 15 21 7 3
5 1 1 3 53 74 74 45
6 2 1 3 21 . . .
7 2 2 3 46 29 20 10
8 1 2 5 12 1 0 .
9 2 1 5 0 33 . .
Appendix 2: Data Sets 135
Obs randgrp stratum unit v1 v2 v3 v4
10 1 2 5 147 180 111 56
11 2 2 5 47 . . .
12 1 2 5 185 262 177 91
13 2 2 5 6 16 6 .
14 1 2 5 4 8 . .
15 1 1 5 138 97 83 79
16 2 2 5 3 1 26 .
17 2 2 5 43 24 25 25
18 2 2 5 32 29 9 7
19 1 2 5 9 . . .
20 2 1 6 363 364 270 279
21 1 2 6 52 29 11 .
22 1 2 6 3 3 2 4
23 1 2 6 15 . . .
24 2 2 6 197 255 . 235
25 2 1 6 5 . . .
26 1 2 6 295 394 411 291
27 2 2 6 17 . 5 2
28 1 1 6 285 . . .
29 1 1 6 21 . . .
30 2 2 6 33 . 19 .
31 2 2 6 83 112 31 .
32 1 2 6 3 . 1 .
33 1 1 6 60 43 . .
34 2 2 6 1 . 2 .
35 1 2 6 157 101 51 47
36 2 2 6 0 . 1 .
37 2 2 6 15 9 5 .
38 1 2 6 280 233 . .
39 2 2 6 100 . 61 20
40 1 2 6 263 204 . .
41 2 2 6 22 11 . 2
42 2 2 6 69 . . .
43 2 2 6 272 . . .
44 1 2 6 21 29 12 .
45 2 1 6 3 . . .
46 1 2 6 39 24 7 .
47 2 1 6 16 13 . .
48 2 1 6 1 2 . .
49 1 2 6 1 . . .
50 1 2 6 190 207 147 16
51 1 2 6 9 20 . .
52 2 2 6 2 0 . .
53 2 1 6 13 . . .
136 SAS for M ixed M odels
Obs randgrp stratum unit v1 v2 v3 v4
54 2 1 7 111 187 130 81
55 2 2 7 6 10 23 4
56 2 1 7 48 53 13 20
57 1 2 7 11 32 10 .
58 1 2 7 6 3 3 .
59 2 2 7 130 27 33 .
60 2 1 7 8 . 5 1
61 2 2 7 154 177 . .
62 2 2 7 271 250 125 169
63 2 1 7 194 307 142 99
64 1 2 7 32 31 6 .
65 1 1 7 15 . . .
66 1 1 7 50 . 21 .
67 1 1 7 17 . 6 .
68 1 1 7 192 78 33 11
69 2 1 7 5 . . .
70 1 2 7 46 61 79 .
71 2 2 7 4 5 . .
72 2 2 7 226 187 190 187
73 1 2 7 1 . . .
74 1 2 7 21 37 4 8
75 1 1 7 110 66 58 .
76 2 2 7 19 19 16 10
77 2 1 7 14 1 2 .
78 1 2 7 52 137 104 130
79 2 2 7 21 31 32 8
80 2 2 8 120 300 220 272
81 1 2 8 5 5 . .
82 1 1 8 42 34 15 .
83 1 1 8 50 50 . .
84 2 2 8 64 15 . .
85 1 2 8 15 54 45 25
86 1 2 8 242 390 264 332
87 2 1 8 39 2 24 .
88 2 1 8 8 30 3 .
89 2 1 8 4 11 2 21
90 1 2 8 199 203 286 255
91 2 2 8 65 51 46 5
92 1 1 8 45 48 60 61
93 2 2 8 291 314 453 382
94 1 2 8 39 30 21 16
95 2 2 8 115 90 139 141
96 2 2 8 224 . 363 262
97 1 1 8 40 16 . .
Appendix 2: Data Sets 137
Obs randgrp stratum unit v1 v2 v3 v4
98 2 1 8 40 26 36 .
99 2 2 8 24 . 3 .
100 2 1 8 21 35 28 .
101 1 1 8 176 198 98 22
102 1 1 8 6 2 . .
103 2 2 8 13 162 . 42
104 2 1 8 15 20 20 .
105 2 2 8 11 5 . .
106 1 2 8 275 415 284 308
107 1 1 8 50 72 36 .
108 2 1 8 2 . . .
109 2 1 8 61 . . .
110 1 1 8 274 265 . .
111 1 1 8 28 42 16 .
112 2 2 8 41 30 . .
113 1 1 8 54 . . .
114 1 2 8 4 4 2 .
115 2 1 8 54 21 . .
116 2 1 8 29 21 . .
117 1 1 8 100 . 14 29
118 2 1 8 10 . . .
119 1 2 8 156 . 39 .
120 1 2 8 0 . . .
121 1 2 8 59 43 61 25
122 2 2 8 6 4 . .
123 2 2 8 71 . . 6
124 1 2 8 27 8 13 18
125 2 2 9 15 3 3 4
126 2 2 9 63 30 22 4
127 1 2 9 25 163 113 59
128 1 1 9 14 . . .
129 2 2 9 21 15 5 .
130 2 2 9 197 154 135 110
131 1 2 9 130 582 . .
132 2 2 9 16 37 10 8
133 2 1 9 37 26 0 8
134 1 2 9 10 12 9 .
135 2 2 9 50 40 20 10
136 2 2 9 109 42 18 .
137 1 2 9 89 19 43 9
138 1 2 9 52 15 26 .
139 2 2 9 42 23 30 11
140 1 1 9 7 . 1 .
141 1 2 9 10 0 5 .
138 SAS for M ixed M odels
Obs randgrp stratum unit v1 v2 v3 v4
142 1 2 9 232 221 166 141
143 2 1 9 117 17 . 55
144 1 2 9 288 268 150 298
145 2 2 9 168 226 129 144
146 2 1 9 169 149 93 45
147 2 2 9 12 16 0 .
148 1 2 9 126 246 153 140
149 1 2 9 136 112 . 86
150 2 2 9 1 3 0 0
151 1 2 9 91 37 . .
152 2 2 9 280 . 319 .
153 2 2 9 160 115 57 69
154 1 2 9 46 31 8 10
155 1 2 9 5 3 3 7
156 1 1 9 0 . . .
157 1 2 10 246 333 . 232
158 1 2 10 224 . 204 141
159 1 2 10 240 360 . 310
160 2 2 10 198 172 . 286
161 2 1 10 66 89 81 18
162 1 1 10 40 15 34 5
163 1 1 10 10 30 . .
164 1 1 10 30 . . .
165 2 2 10 120 160 120 130
166 2 1 10 50 . 20 10
167 1 2 10 47 110 63 20
168 2 1 10 20 10 20 .
169 2 2 10 30 40 95 50
170 2 2 10 80 50 60 10
171 2 1 10 30 4 40 10
172 1 1 10 76 110 . .
173 2 2 10 250 . 210 220
174 2 2 10 30 40 40 320
175 2 1 10 100 40 . .
176 2 1 10 140 105 . 89
177 2 1 10 20 20 10 20
178 2 2 10 270 290 220 240
179 1 2 10 40 20 30 .
180 2 2 10 190 90 130 80
181 1 1 10 40 . . .
182 1 2 10 40 80 20 20
183 2 2 10 70 40 30 0
184 1 2 10 180 260 160 180
185 1 1 10 0 . 60 70
Appendix 2: Data Sets 139
Obs randgrp stratum unit v1 v2 v3 v4
186 2 2 10 190 280 130 200
187 2 2 10 270 370 360 350
188 1 2 10 7 4 6 287
189 1 2 10 370 . . .
190 2 2 10 24 3 11 7
191 1 2 10 144 237 242 119
192 1 1 10 13 27 . 19
193 1 2 10 104 174 194 .
194 2 1 10 25 0 9 23
195 1 2 10 110 250 170 80
196 1 2 10 20 . . .
197 2 2 10 130 . . .
198 1 2 10 160 230 300 200
199 1 2 10 190 300 150 240
200 2 2 10 20 10 0 4
201 1 1 10 5 0 . .
202 2 1 11 59 . . .
203 1 1 11 5 14 5 .
204 1 2 11 28 . 46 .
205 1 1 12 6 5 . .
206 2 2 12 107 126 72 14
207 1 1 12 23 . . .
208 2 1 12 4 5 4 9
209 1 1 12 32 39 46 30
210 1 2 12 143 154 264 176
211 2 1 12 14 8 . .
212 2 2 12 273 383 263 369
213 1 1 12 72 20 9 .
214 2 2 12 77 19 . .
215 1 2 12 95 234 216 98
216 2 1 12 94 53 29 5
217 1 2 12 165 . 35 .
218 1 2 12 6 18 . .
219 2 2 12 281 207 160 71
220 2 2 12 17 10 . .
221 1 2 12 7 15 11 .
222 1 2 12 109 92 85 .
223 2 2 12 222 136 . 179
224 1 2 12 6 10 8 5
225 2 2 12 10 8 3 .
226 1 2 12 21 17 8 .
227 1 2 12 10 . . .
228 2 1 12 0 21 . .
229 2 2 12 13 . . .
140 SAS for M ixed M odels
Obs randgrp stratum unit v1 v2 v3 v4
230 2 2 12 14 . . .
231 1 2 12 9 . 10 30
232 1 2 12 11 7 14 16
233 2 1 12 53 27 . .
234 2 2 12 131 129 122 66
235 1 1 12 3 7 . .
236 1 2 12 216 249 14 139
237 1 1 12 8 7 . .
238 1 2 12 37 30 21 16
239 2 2 12 200 . 203 209
240 2 2 12 32 57 13 7
241 2 2 12 67 40 32 54
242 2 2 12 235 . 134 53
243 2 2 12 43 55 . .
244 1 2 12 35 19 11 .
245 1 2 12 228 235 29 294
246 1 2 12 109 124 88 .
247 1 1 12 11 . . .
248 2 2 12 82 . . .
249 2 1 12 112 9 5 .
250 1 2 12 181 110 . .
251 2 1 12 76 18 11 7
252 2 1 12 152 168 144 68
253 2 1 12 7 8 5 2
254 2 2 12 230 253 17 170
255 2 1 13 2 3 2 4
256 2 1 13 1 2 1 1
257 2 2 13 9 22 8 11
258 2 2 13 281 300 368 202
259 1 2 13 5 . . .
260 2 2 13 12 35 34 14
261 2 2 13 277 84 . .
262 1 1 13 4 3 1 1
263 2 1 13 2 2 2 2
264 1 2 13 254 284 291 204
265 2 2 13 51 75 78 .
266 1 1 13 6 2 1 .
267 1 2 13 19 27 34 12
268 2 2 13 16 10 3 4
269 1 2 13 2 6 1 1
270 1 2 13 8 12 4 .
271 2 1 14 17 4 7 .
272 1 2 14 11 8 . 5
273 1 2 14 41 52 30 1
Appendix 2: Data Sets 141
Obs randgrp stratum unit v1 v2 v3 v4
274 1 1 14 54 39 23 14
275 1 1 14 16 . 10 2
276 1 2 14 70 35 49 26
277 1 1 14 10 . . .
278 2 2 14 10 10 4 .
279 1 1 14 8 9 6 9
280 2 2 14 12 . 6 .
281 2 1 14 10 8 3 7
282 1 2 14 17 3 1 .
283 1 1 14 15 5 1 1
284 1 1 14 31 26 27 12
285 1 2 14 40 9 . .
286 1 2 14 44 30 . .
287 2 1 14 40 6 . .
288 1 1 14 12 . . .
289 1 1 14 80 35 47 3
290 1 2 14 99 200 152 191
291 2 1 14 8 . . 5
292 2 2 14 3 . . .
293 2 2 14 34 34 36 13
294 1 2 14 60 33 37 14
295 2 2 14 38 17 12 55
296 2 1 14 31 22 10 .
297 2 1 14 34 13 9 .
298 1 1 14 11 11 3 .
299 1 1 14 77 51 37 .
300 1 2 14 9 21 . .
301 1 2 14 122 112 77 72
302 2 2 14 273 129 163 154
303 2 1 14 81 52 26 .
304 1 1 14 10 7 14 10
305 2 1 14 4 . 6 .
306 2 1 14 35 . 11 4
307 2 2 14 65 58 22 15
308 2 1 14 7 4 6 .
309 2 2 14 180 238 171 65
310 2 1 14 4 8 3 .
311 2 2 14 93 142 . 15
312 2 2 14 297 122 89 40
313 2 2 14 300 330 290 270
314 2 2 15 13 10 . .
315 1 1 15 8 15 17 12
316 2 1 15 3 3 8 6
317 1 1 15 7 9 2 .
142 SAS for M ixed M odels
Obs randgrp stratum unit v1 v2 v3 v4
318 1 1 15 273 152 65 38
319 1 2 15 137 121 146 138
320 2 2 15 42 . . .
321 1 1 15 8 . . .
322 2 2 15 62 . . .
323 1 2 15 3 4 3 4
324 2 1 15 13 7 3 .
325 2 1 15 37 17 20 1
326 2 1 15 6 3 1 .
327 1 2 15 128 . 24 15
328 1 2 15 64 28 . .
329 1 1 15 2 . . .
330 1 2 15 125 147 203 113
331 2 1 15 18 30 22 .
332 2 2 15 21 . 8 7
333 2 2 15 47 56 . .
334 1 2 15 5 5 4 .
335 2 1 15 11 12 8 .
336 2 2 15 184 138 37 .
337 1 1 15 12 . . .
338 2 1 15 7 10 9 4
339 1 2 15 40 29 28 20
340 2 2 15 100 145 88 45
341 1 2 15 113 116 173 126
342 1 2 15 74 56 29 27
343 2 2 15 161 176 . 30
344 2 2 15 5 . . .
345 2 2 15 31 24 31 .
346 1 1 15 233 269 182 71
347 1 2 15 63 71 16 16
348 1 1 15 247 289 219 .
349 1 1 15 10 20 . .
350 2 2 15 291 367 323 267
351 2 2 15 30 41 22 16
352 2 2 15 5 . . .
353 1 2 15 108 475 284 151
354 1 2 15 13 15 . .
355 1 2 15 341 . . .
356 1 1 15 6 6 . .
357 2 1 15 7 12 9 0
358 1 2 16 23 54 . .
359 1 1 16 27 33 18 5
360 1 2 16 52 48 84 63
361 1 1 16 0 . 15 .
Appendix 2: Data Sets 143
Obs randgrp stratum unit v1 v2 v3 v4
362 2 1 16 0 . . .
363 2 2 16 4 10 0 .
364 1 2 16 14 . . 0
365 2 2 16 48 143 . .
366 2 2 16 49 77 . 90
367 2 2 16 5 2 . .
368 1 2 16 63 110 55 26
369 2 1 16 6 0 . 5
370 2 1 16 8 0 . .
371 2 1 16 10 . 7 .
372 2 2 16 237 306 286 276
373 1 2 16 66 70 . .
374 2 1 16 155 104 . 184
375 1 2 16 281 . . .
376 1 1 16 0 . . .
377 2 2 16 201 238 240 418
378 1 1 16 6 0 . .
379 1 2 17 20 12 12 .
380 2 2 17 27 20 11 .
381 2 2 17 110 57 41 .
382 2 1 17 37 40 . .
383 2 2 17 3 5 1 .
384 1 2 17 176 207 383 161
385 2 1 17 217 90 97 9
386 2 1 17 84 39 . .
387 2 2 17 22 14 6 .
388 2 1 17 8 29 16 7
389 1 2 17 80 51 . .
390 2 1 17 224 194 125 .
391 1 2 17 13 19 . 3
392 2 2 17 96 53 . .
393 2 1 17 10 17 9 .
394 1 2 17 30 . . .
395 2 2 17 57 55 . 11
396 1 1 17 2 3 11 .
397 2 2 17 19 . . .
398 1 2 17 39 14 16 .
399 1 2 17 288 323 357 369
400 2 1 17 15 11 3 .
401 1 2 17 43 13 . .
402 1 1 17 14 14 10 .
403 1 2 17 125 . . .
404 1 1 17 7 7 3 11
405 1 2 17 14 9 10 7
144 SAS for M ixed M odels
Obs randgrp stratum unit v1 v2 v3 v4
406 1 1 17 2 8 . .
407 2 2 17 11 7 8 0
408 2 2 17 5 7 . .
409 1 1 17 46 47 35 25
410 2 2 17 3 2 . .
411 2 2 17 132 90 60 23
412 1 1 17 84 57 54 .
413 1 1 17 26 . . .
414 1 2 17 239 200 89 51
415 2 2 17 4 . . .
416 2 2 17 29 23 35 .
417 1 2 17 21 113 5 .
418 1 2 17 166 . . .
419 1 2 17 273 87 359 285
420 2 2 17 181 . . .
421 1 2 17 2 4 2 0
422 2 1 17 28 43 28 28
423 2 2 17 70 60 66 49
424 1 2 17 76 105 40 .
425 2 2 17 78 . . .
426 1 2 18 75 132 . .
427 2 1 18 36 . . .
428 2 2 18 12 6 16 13
429 2 1 18 40 . 28 .
430 2 2 18 16 50 17 5
431 2 1 18 5 . . .
432 1 1 18 3 12 . .
433 1 1 18 56 45 9 8
434 2 2 18 66 78 50 32
435 2 2 18 65 96 60 91
436 1 2 18 272 240 234 98
437 2 1 18 60 24 90 76
438 1 2 18 105 272 375 150
439 1 2 18 36 32 42 .
440 2 1 18 24 4 . .
441 2 1 18 300 270 143 160
442 2 2 18 20 18 10 .
443 2 2 18 13 14 6 7
444 1 2 18 42 20 30 18
445 2 2 18 27 42 6 6
446 1 1 18 7 9 21 .
447 1 2 18 70 63 30 .
448 1 2 18 159 73 . .
449 1 1 18 14 16 5 .
Appendix 2: Data Sets 145
Obs randgrp stratum unit v1 v2 v3 v4
450 1 1 18 138 140 154 120
451 1 2 18 169 144 84 .
452 2 1 18 40 36 . 10
453 1 1 18 40 . . .
454 1 2 18 24 15 5 5
455 2 2 18 21 12 24 102
456 2 2 18 6 24 . .
457 2 1 18 10 20 14 3
458 1 2 18 190 136 . .
459 1 2 18 220 400 240 .
460 1 1 18 247 300 220 242
461 1 1 18 9 30 10 .
462 1 1 18 3 21 . .
463 1 2 18 7 10 6 7
464 2 2 18 24 . . .
465 1 1 18 10 6 12 .
466 2 2 18 9 10 . .
467 2 1 18 30 5 . .
Data Set 16.12 Microarray
Obs array dye trt row pin dip gene log_intensity
1 1 g 0 1 1 1 1 0.1907
2 1 g 0 1 1 2 2 -0.0829
3 1 g 0 1 3 3 1 0.3392
4 1 g 0 1 3 4 3 0.3193
5 1 g 0 2 2 1 3 0.2378
6 1 g 0 2 2 2 5 0.2329
7 1 g 0 2 4 3 2 0.7002
8 1 g 0 2 4 4 4 0.5768
9 1 g 0 3 1 1 2 0.1554
10 1 g 0 3 1 2 4 -0.0289
11 1 g 0 3 3 3 3 0.4332
12 1 g 0 3 3 4 5 0.3022
13 1 g 0 4 2 1 5 0.1443
14 1 g 0 4 2 2 7 0.0782
15 1 g 0 4 4 3 4 0.3772
16 1 g 0 4 4 4 6 0.2524
17 1 g 0 5 1 1 4 0.0174
18 1 g 0 5 1 2 6 0.0325
19 1 g 0 5 3 3 5 0.3553
20 1 g 0 5 3 4 7 0.2871
21 1 g 0 6 2 1 7 -0.2612
146 SAS for M ixed M odels
Obs array dye trt row pin dip gene log_intensity
22 1 g 0 6 2 2 8 0.4427
23 1 g 0 6 4 3 6 0.6877
24 1 g 0 6 4 4 8 0.4636
25 1 g 0 7 1 1 6 0.0052
26 1 g 0 7 1 2 1 -0.2233
27 1 g 0 7 3 3 7 0.3867
28 1 g 0 7 3 4 1 0.1974
29 1 g 0 8 2 1 8 -0.3070
30 1 g 0 8 2 2 3 0.1465
31 1 g 0 8 4 3 8 0.4864
32 1 g 0 8 4 4 2 0.3080
33 1 r 1 1 1 1 1 -0.0668
34 1 r 1 1 1 2 2 -0.0327
35 1 r 1 1 3 3 1 0.2827
36 1 r 1 1 3 4 3 0.2519
37 1 r 1 2 2 1 3 0.1057
38 1 r 1 2 2 2 5 0.1137
39 1 r 1 2 4 3 2 0.6827
40 1 r 1 2 4 4 4 0.1942
41 1 r 1 3 1 1 2 0.1250
42 1 r 1 3 1 2 4 -0.1126
43 1 r 1 3 3 3 3 0.1751
44 1 r 1 3 3 4 5 0.1315
45 1 r 1 4 2 1 5 -0.3206
46 1 r 1 4 2 2 7 0.1833
47 1 r 1 4 4 3 4 0.4353
48 1 r 1 4 4 4 6 0.4331
49 1 r 1 5 1 1 4 -0.1133
50 1 r 1 5 1 2 6 -0.1678
51 1 r 1 5 3 3 5 0.2912
52 1 r 1 5 3 4 7 -0.0462
53 1 r 1 6 2 1 7 -0.0602
54 1 r 1 6 2 2 8 0.2357
55 1 r 1 6 4 3 6 0.6294
56 1 r 1 6 4 4 8 0.2211
57 1 r 1 7 1 1 6 -0.1195
58 1 r 1 7 1 2 1 -0.3520
59 1 r 1 7 3 3 7 0.3998
60 1 r 1 7 3 4 1 0.1125
61 1 r 1 8 2 1 8 0.1973
62 1 r 1 8 2 2 3 -0.0020
63 1 r 1 8 4 3 8 0.2742
64 1 r 1 8 4 4 2 0.6028
65 2 g 1 1 1 1 1 -0.0688
Appendix 2: Data Sets 147
Obs array dye trt row pin dip gene log_intensity
66 2 g 1 1 1 2 2 -0.0833
67 2 g 1 1 3 3 1 0.1697
68 2 g 1 1 3 4 4 -0.1348
69 2 g 1 2 2 1 3 -0.4062
70 2 g 1 2 2 2 4 -0.4153
71 2 g 1 2 4 3 2 -0.1338
72 2 g 1 2 4 4 3 0.1829
73 2 g 1 3 1 1 2 -0.2492
74 2 g 1 3 1 2 5 -0.3246
75 2 g 1 3 3 3 4 -0.0780
76 2 g 1 3 3 4 7 -0.0966
77 2 g 1 4 2 1 4 -0.4785
78 2 g 1 4 2 2 7 -0.3383
79 2 g 1 4 4 3 3 -0.2376
80 2 g 1 4 4 4 5 0.2191
81 2 g 1 5 1 1 5 -0.3406
82 2 g 1 5 1 2 6 -0.0904
83 2 g 1 5 3 3 7 -0.2738
84 2 g 1 5 3 4 8 0.3622
85 2 g 1 6 2 1 7 -0.2332
86 2 g 1 6 2 2 8 -0.4752
87 2 g 1 6 4 3 5 -0.0378
88 2 g 1 6 4 4 6 0.1240
89 2 g 1 7 1 1 6 -0.4670
90 2 g 1 7 1 2 1 -0.2558
91 2 g 1 7 3 3 8 -0.1252
92 2 g 1 7 3 4 1 -0.0634
93 2 g 1 8 2 1 8 -0.2724
94 2 g 1 8 2 2 3 -0.3642
95 2 g 1 8 4 3 6 0.2625
96 2 g 1 8 4 4 2 0.1457
97 2 r 2 1 1 1 1 -0.2336
98 2 r 2 1 1 2 2 -0.1691
99 2 r 2 1 3 3 1 -0.1910
100 2 r 2 1 3 4 4 -0.1016
101 2 r 2 2 2 1 3 -0.4213
102 2 r 2 2 2 2 4 -0.1866
103 2 r 2 2 4 3 2 0.1008
104 2 r 2 2 4 4 3 0.0796
105 2 r 2 3 1 1 2 -0.2382
106 2 r 2 3 1 2 5 -0.3198
107 2 r 2 3 3 3 4 -0.0585
108 2 r 2 3 3 4 7 -0.0311
109 2 r 2 4 2 1 4 -0.4483
148 SAS for M ixed M odels
Obs array dye trt row pin dip gene log_intensity
110 2 r 2 4 2 2 7 -0.5769
111 2 r 2 4 4 3 3 -0.1174
112 2 r 2 4 4 4 5 -0.3397
113 2 r 2 5 1 1 5 -0.2762
114 2 r 2 5 1 2 6 -0.2164
115 2 r 2 5 3 3 7 -0.3590
116 2 r 2 5 3 4 8 -0.0886
117 2 r 2 6 2 1 7 -0.5948
118 2 r 2 6 2 2 8 -0.3436
119 2 r 2 6 4 3 5 -0.2083
120 2 r 2 6 4 4 6 0.1619
121 2 r 2 7 1 1 6 -0.1384
122 2 r 2 7 1 2 1 -0.2169
123 2 r 2 7 3 3 8 -0.0239
124 2 r 2 7 3 4 1 0.2815
125 2 r 2 8 2 1 8 -0.4022
126 2 r 2 8 2 2 3 -0.5579
127 2 r 2 8 4 3 6 0.1493
128 2 r 2 8 4 4 2 -0.0618
129 3 g 2 1 1 1 1 0.1867
130 3 g 2 1 1 2 2 0.4189
131 3 g 2 1 3 3 1 0.0460
132 3 g 2 1 3 4 3 -0.0247
133 3 g 2 2 2 1 3 0.4205
134 3 g 2 2 2 2 4 0.7581
135 3 g 2 2 4 3 2 0.1829
136 3 g 2 2 4 4 5 0.2073
137 3 g 2 3 1 1 2 0.4308
138 3 g 2 3 1 2 5 0.3575
139 3 g 2 3 3 3 3 0.2484
140 3 g 2 3 3 4 4 0.1089
141 3 g 2 4 2 1 4 0.5159
142 3 g 2 4 2 2 6 0.7167
143 3 g 2 4 4 3 5 0.3128
144 3 g 2 4 4 4 7 0.1482
145 3 g 2 5 1 1 5 0.3008
146 3 g 2 5 1 2 7 0.3432
147 3 g 2 5 3 3 4 0.2077
148 3 g 2 5 3 4 6 0.1775
149 3 g 2 6 2 1 6 0.5234
150 3 g 2 6 2 2 8 0.1952
151 3 g 2 6 4 3 7 0.2487
152 3 g 2 6 4 4 8 0.2950
153 3 g 2 7 1 1 7 0.2528
Appendix 2: Data Sets 149
Obs array dye trt row pin dip gene log_intensity
154 3 g 2 7 1 2 1 0.3054
155 3 g 2 7 3 3 6 0.2741
156 3 g 2 7 3 4 1 -0.1375
157 3 g 2 8 2 1 8 0.5686
158 3 g 2 8 2 2 3 0.5857
159 3 g 2 8 4 3 8 0.4427
160 3 g 2 8 4 4 2 0.1475
161 3 r 3 1 1 1 1 0.2709
162 3 r 3 1 1 2 2 0.3207
163 3 r 3 1 3 3 1 -0.0084
164 3 r 3 1 3 4 3 -0.1043
165 3 r 3 2 2 1 3 0.2363
166 3 r 3 2 2 2 4 0.5667
167 3 r 3 2 4 3 2 0.1772
168 3 r 3 2 4 4 5 -0.0501
169 3 r 3 3 1 1 2 0.6945
170 3 r 3 3 1 2 5 0.3878
171 3 r 3 3 3 3 3 -0.0911
172 3 r 3 3 3 4 4 0.0087
173 3 r 3 4 2 1 4 0.4830
174 3 r 3 4 2 2 6 0.5148
175 3 r 3 4 4 3 5 0.2867
176 3 r 3 4 4 4 7 -0.1861
177 3 r 3 5 1 1 5 0.3144
178 3 r 3 5 1 2 7 0.0367
179 3 r 3 5 3 3 4 0.2272
180 3 r 3 5 3 4 6 0.1050
181 3 r 3 6 2 1 6 0.8022
182 3 r 3 6 2 2 8 0.3158
183 3 r 3 6 4 3 7 -0.0186
184 3 r 3 6 4 4 8 -0.1071
185 3 r 3 7 1 1 7 0.0252
186 3 r 3 7 1 2 1 0.1669
187 3 r 3 7 3 3 6 0.0354
188 3 r 3 7 3 4 1 -0.0262
189 3 r 3 8 2 1 8 0.2114
190 3 r 3 8 2 2 3 0.0767
191 3 r 3 8 4 3 8 0.2971
192 3 r 3 8 4 4 2 0.3306
193 4 g 3 1 1 1 5 -0.0666
194 4 g 3 1 1 2 4 0.0908
195 4 g 3 1 3 3 8 0.2564
196 4 g 3 1 3 4 6 0.2192
197 4 g 3 2 2 1 8 0.3880
150 SAS for M ixed M odels
Obs array dye trt row pin dip gene log_intensity
198 4 g 3 2 2 2 7 0.3491
199 4 g 3 2 4 3 7 0.2873
200 4 g 3 2 4 4 5 0.4820
201 4 g 3 3 1 1 4 -0.0118
202 4 g 3 3 1 2 2 0.2273
203 4 g 3 3 3 3 6 0.2630
204 4 g 3 3 3 4 3 0.2995
205 4 g 3 4 2 1 7 -0.0124
206 4 g 3 4 2 2 6 0.5433
207 4 g 3 4 4 3 5 0.2670
208 4 g 3 4 4 4 4 0.1209
209 4 g 3 5 1 1 2 0.1084
210 4 g 3 5 1 2 1 0.0930
211 4 g 3 5 3 3 3 -0.0907
212 4 g 3 5 3 4 1 -0.0277
213 4 g 3 6 2 1 6 0.4487
214 4 g 3 6 2 2 3 0.3160
215 4 g 3 6 4 3 4 0.4768
216 4 g 3 6 4 4 2 0.1686
217 4 g 3 7 1 1 1 0.1208
218 4 g 3 7 1 2 5 0.1160
219 4 g 3 7 3 3 1 -0.0509
220 4 g 3 7 3 4 8 -0.0348
221 4 g 3 8 2 1 3 0.4648
222 4 g 3 8 2 2 8 0.2003
223 4 g 3 8 4 3 2 0.3766
224 4 g 3 8 4 4 7 0.1611
225 4 r 4 1 1 1 5 -0.1773
226 4 r 4 1 1 2 4 0.2046
227 4 r 4 1 3 3 8 0.2864
228 4 r 4 1 3 4 6 0.2656
229 4 r 4 2 2 1 8 0.3350
230 4 r 4 2 2 2 7 0.2224
231 4 r 4 2 4 3 7 -0.1175
232 4 r 4 2 4 4 5 0.1870
233 4 r 4 3 1 1 4 -0.2345
234 4 r 4 3 1 2 2 0.2610
235 4 r 4 3 3 3 6 0.0680
236 4 r 4 3 3 4 3 -0.1159
237 4 r 4 4 2 1 7 -0.0606
238 4 r 4 4 2 2 6 0.5218
239 4 r 4 4 4 3 5 0.0610
240 4 r 4 4 4 4 4 -0.0182
241 4 r 4 5 1 1 2 0.3213
Appendix 2: Data Sets 151
Obs array dye trt row pin dip gene log_intensity
242 4 r 4 5 1 2 1 -0.2191
243 4 r 4 5 3 3 3 0.0857
244 4 r 4 5 3 4 1 -0.2704
245 4 r 4 6 2 1 6 0.4291
246 4 r 4 6 2 2 3 0.4206
247 4 r 4 6 4 3 4 0.1548
248 4 r 4 6 4 4 2 0.3084
249 4 r 4 7 1 1 1 0.1591
250 4 r 4 7 1 2 5 -0.1249
251 4 r 4 7 3 3 1 0.0118
252 4 r 4 7 3 4 8 -0.2502
253 4 r 4 8 2 1 3 0.3317
254 4 r 4 8 2 2 8 0.3393
255 4 r 4 8 4 3 2 0.3033
256 4 r 4 8 4 4 7 0.1212
257 5 g 4 1 1 1 5 0.5517
258 5 g 4 1 1 2 4 -0.0644
259 5 g 4 1 3 3 8 0.4244
260 5 g 4 1 3 4 7 0.4454
261 5 g 4 2 2 1 8 -0.3676
262 5 g 4 2 2 2 7 -0.3789
263 5 g 4 2 4 3 6 0.4610
264 5 g 4 2 4 4 5 0.4221
265 5 g 4 3 1 1 4 0.1899
266 5 g 4 3 1 2 2 0.3064
267 5 g 4 3 3 3 7 0.1654
268 5 g 4 3 3 4 3 0.4978
269 5 g 4 4 2 1 7 -0.2358
270 5 g 4 4 2 2 6 -0.0055
271 5 g 4 4 4 3 5 0.2014
272 5 g 4 4 4 4 4 0.1544
273 5 g 4 5 1 1 2 0.6772
274 5 g 4 5 1 2 1 0.1971
275 5 g 4 5 3 3 3 0.1830
276 5 g 4 5 3 4 1 0.3266
277 5 g 4 6 2 1 6 -0.0406
278 5 g 4 6 2 2 3 -0.4498
279 5 g 4 6 4 3 4 0.3124
280 5 g 4 6 4 4 2 0.5508
281 5 g 4 7 1 1 1 0.4595
282 5 g 4 7 1 2 5 0.2712
283 5 g 4 7 3 3 1 0.5910
284 5 g 4 7 3 4 8 0.3370
285 5 g 4 8 2 1 3 -0.0274
152 SAS for M ixed M odels
Obs array dye trt row pin dip gene log_intensity
286 5 g 4 8 2 2 8 -0.4286
287 5 g 4 8 4 3 2 0.5265
288 5 g 4 8 4 4 6 0.6042
289 5 r 5 1 1 1 5 0.1724
290 5 r 5 1 1 2 4 0.2798
291 5 r 5 1 3 3 8 0.4042
292 5 r 5 1 3 4 7 0.5652
293 5 r 5 2 2 1 8 -0.4007
294 5 r 5 2 2 2 7 -0.2172
295 5 r 5 2 4 3 6 0.2638
296 5 r 5 2 4 4 5 0.4720
297 5 r 5 3 1 1 4 0.1210
298 5 r 5 3 1 2 2 0.3221
299 5 r 5 3 3 3 7 0.2502
300 5 r 5 3 3 4 3 0.4138
301 5 r 5 4 2 1 7 -0.2406
302 5 r 5 4 2 2 6 -0.1723
303 5 r 5 4 4 3 5 0.0341
304 5 r 5 4 4 4 4 0.3078
305 5 r 5 5 1 1 2 0.6888
306 5 r 5 5 1 2 1 0.2805
307 5 r 5 5 3 3 3 0.2960
308 5 r 5 5 3 4 1 0.3515
309 5 r 5 6 2 1 6 0.2289
310 5 r 5 6 2 2 3 -0.5382
311 5 r 5 6 4 3 4 -0.1745
312 5 r 5 6 4 4 2 0.6739
313 5 r 5 7 1 1 1 0.1696
314 5 r 5 7 1 2 5 0.2032
315 5 r 5 7 3 3 1 0.0848
316 5 r 5 7 3 4 8 0.1495
317 5 r 5 8 2 1 3 -0.2606
318 5 r 5 8 2 2 8 -0.3536
319 5 r 5 8 4 3 2 0.1644
320 5 r 5 8 4 4 6 0.3109
321 6 g 5 1 1 1 7 0.2351
322 6 g 5 1 1 2 6 0.5415
323 6 g 5 1 3 3 2 0.3471
324 6 g 5 1 3 4 8 0.0274
325 6 g 5 2 2 1 5 0.0921
326 6 g 5 2 2 2 4 -0.1718
327 6 g 5 2 4 3 4 -0.2356
328 6 g 5 2 4 4 5 0.1770
329 6 g 5 3 1 1 6 0.5824
Appendix 2: Data Sets 153
Obs array dye trt row pin dip gene log_intensity
330 6 g 5 3 1 2 8 0.1855
331 6 g 5 3 3 3 8 -0.1587
332 6 g 5 3 3 4 1 -0.3407
333 6 g 5 4 2 1 4 -0.1562
334 6 g 5 4 2 2 3 0.1223
335 6 g 5 4 4 3 5 -0.0096
336 6 g 5 4 4 4 6 0.4527
337 6 g 5 5 1 1 8 0.1985
338 6 g 5 5 1 2 1 0.0622
339 6 g 5 5 3 3 1 -0.1452
340 6 g 5 5 3 4 3 -0.0113
341 6 g 5 6 2 1 3 0.0961
342 6 g 5 6 2 2 2 0.2304
343 6 g 5 6 4 3 6 0.5136
344 6 g 5 6 4 4 7 -0.0875
345 6 g 5 7 1 1 1 -0.0128
346 6 g 5 7 1 2 7 0.1124
347 6 g 5 7 3 3 3 -0.1161
348 6 g 5 7 3 4 2 -0.0076
349 6 g 5 8 2 1 2 0.1381
350 6 g 5 8 2 2 5 0.0285
351 6 g 5 8 4 3 7 0.1501
352 6 g 5 8 4 4 4 -0.1956
353 6 r 0 1 1 1 7 0.0143
354 6 r 0 1 1 2 6 -0.0559
355 6 r 0 1 3 3 2 -0.0582
356 6 r 0 1 3 4 8 -0.2804
357 6 r 0 2 2 1 5 -0.1531
358 6 r 0 2 2 2 4 -0.3912
359 6 r 0 2 4 3 4 -0.2513
360 6 r 0 2 4 4 5 0.0966
361 6 r 0 3 1 1 6 0.2103
362 6 r 0 3 1 2 8 -0.1462
363 6 r 0 3 3 3 8 -0.0697
364 6 r 0 3 3 4 1 -0.2384
365 6 r 0 4 2 1 4 -0.2152
366 6 r 0 4 2 2 3 0.0462
367 6 r 0 4 4 3 5 0.0437
368 6 r 0 4 4 4 6 0.2255
369 6 r 0 5 1 1 8 0.0637
370 6 r 0 5 1 2 1 -0.1448
371 6 r 0 5 3 3 1 -0.2940
372 6 r 0 5 3 4 3 -0.1107
373 6 r 0 6 2 1 3 -0.2533
154 SAS for M ixed M odels
Obs array dye trt row pin dip gene log_intensity
374 6 r 0 6 2 2 2 -0.1884
375 6 r 0 6 4 3 6 0.0765
376 6 r 0 6 4 4 7 -0.0643
377 6 r 0 7 1 1 1 0.2061
378 6 r 0 7 1 2 7 0.1384
379 6 r 0 7 3 3 3 -0.1363
380 6 r 0 7 3 4 2 -0.5183
381 6 r 0 8 2 1 2 -0.2306
382 6 r 0 8 2 2 5 0.0531
383 6 r 0 8 4 3 7 -0.2809
384 6 r 0 8 4 4 4 -0.2613