A2.2 Randomized Block Designs 1 A2.3 Random …support.sas.com/publishing/bbu/59882/59882.pdfAppendix 2: Data Sets 3 A2.2 Randomized Block Designs Data Set 2.2 Bond Obs ingot metal

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


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


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


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



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



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


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


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


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



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



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



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



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


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


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



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



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


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


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


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



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



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


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


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


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



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



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



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


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


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


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


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


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


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


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


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


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


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


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



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



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


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


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


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



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



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



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



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



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



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



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 .



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


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


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


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


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



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



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



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



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



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


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


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


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


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


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 . .


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 . .


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 . .


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 . .


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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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


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



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



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



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


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 .



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 .



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 .



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 .



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 .



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 .



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 .



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 .



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 .



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 .



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



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 .



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 .



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 .



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 .



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 .



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 .



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


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



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



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



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



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


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


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


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


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


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



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



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



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



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



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 . .



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 . . .



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 . .



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 .



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



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 . . .



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



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 .



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 .



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



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 .



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



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



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



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



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



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



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



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



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



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

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A2.2 Randomized Block Designs 1 A2.3 Random …support.sas.com/publishing/bbu/59882/59882.pdfAppendix 2: Data Sets 3 A2.2 Randomized Block Designs Data Set 2.2 Bond Obs ingot metal