info  0
) data sets for Oehlert's \emph{A First Course in Design and Analysis
) of Experiments_ examples and exercises 
) data set names for examples, exercises, and problems have the form
) exmplc.n, exc.n, or prc.n where c is the chapter number and n is the
) example/exercise/problem number.  ex20.2 is exercise 2 in chapter 20
) data set names are 
) exmpl2.1 (runstitching time data)
) exmpl2.2 (phosphorus absorption data)
) ex2.1 (book ratings)
) ex2.2 (pregnant cows)
) ex2.4 (artificial wetlands)
) ex2.5 (cockroaches)
) pr2.1 (Visiplume)
) exmpl3.2 (resin lifetimes)
) ex3.1 (rat liver weights)
) ex3.3 (orange pulp silage)
) ex3.5 (leaf angles)
) pr3.1 (solder joints)
) pr3.2 (fruit fly longevity)
) pr3.3 (alpine meadows)
) pr3.4 (caffeine/adenine)
) pr3.5 (polypropylene fibers)
) exmpl5.5 (amino acids in cheese)
) exmpl5.10 (weed control in soybeans)
) exmpl6.1 (cloud seeding data)
) exmpl6.3 (thermocouple temperature differences)
) exmpl6.4 (IC wafer defects)
) ex6.1 (melatonin)
) ex6.2 (bacterial counts in milk)
) ex6.3 (cardiac relaxants)
) ex6.4 (breakage rates)
) ex6.6 (Visiplume)
) pr6.1 (grassland competition)
) exmpl8.2 (rat liver iron)
) exmpl8.4 (chick weights)
) exmpl8.5 (zinc retention)
) exmpl8.6 (nonstarter bacteria)
) exmpl8.8 (page faults)
) exmpl8.9 (unequal weights)
) exmpl8.10 (amylase activity)
) ex8.1 (diets and weight gain)
) ex8.2 (FAN in rice malt)
) pr8.1 (germinating barley)
) pr8.2 (particleboard density)
) pr8.4 (delaminating pacemakers)
) pr8.5 (pine oleoresin)
) pr8.6 (tropical grasses)
) pr8.7 (sagebrush)
) exmpl9.2 (one-cell interaction)
) pr9.1 (fat acidity)
) pr9.2 (frozen chicken semen)
) pr9.5 (cisplatin)
) pr9.6 (gel strength)
) exmpl10.1 (unbalanced amylase)
) exmpl10.3 (highly unbalanced data)
) exmpl10.8 (seed maturation)
) ex10.2 (single replicate of 2^4)
) pr10.1 (Verapamil)
) pr10.2 (yogurt survey)
) pr10.3 (ice cream ratings)
) pr10.4 (water binding of gums)
) pr10.5 (wheat air cells)
) pr10.6 (GABA and anticonvulsants)
) pr10.7 (patient confidentiality)
) pr10.8 (leucine in pigs)
) exmpl11.2 (carton experiment 3)
) ex11.2 (daily weight gain)
) ex11.3 (tire wear)
) ex11.4 (vegetable oil)
) pr11.2 (bacterial in milk)
) pr11.3 (composite materials)
) pr12.2 (dental fillings)
) pr12.6 (bacteria in milk)
) pr12.7 (free amino acids in cheese)
) pr12.8 (expectorated beer)
) exmpl13.1 (mealy bugs)
) exmpl13.6 (bioequivalence)
) exmpl13.10 (bioequivalence, complete data)
) exmpl13.12 (milk production)
) ex13.1 (cracks in pavements)
) ex13.2 (dried fruit pulp)
) ex13.3 (replicated LS)
) ex13.5 (disk drive substrates)
) pr13.4 (work baskets)
) pr13.5 (soybean rotations)
) pr13.6 (soybeans and weeds)
) pr13.7 (cytokinin)
) pr13.8 (rocket errors)
) pr13.9 (alfalfa meal and turkeys)
) pr13.10 (laminate lengths)
) pr13.11 (pine oleoresin)
) pr13.12 (growth hormones)
) pr13.13 (coffee in the shade)
) pr13.14 (potato chips)
) exmpl14.2 (dish detergent)
) exmpl14.5 (lithium concentrations)
) ex14.1 (generic data)
) ex14.4 (access times)
) pr14.1 (Japanese beetles)
) pr14.2 (milk filtration)
) pr14.3 (basic skills graders)
) pr14.4 (clothes softness)
) exmpl15.6  (visual perception)
) exmpl15.7 (milk chiller)
) pr15.4 (odor perception)
) pr15.5 (Eurasian water milfoil)
) pr15.6 (yogurt shelf life)
) exmpl16.5 (anxiety/tension)
) exmpl16.7 (weed biomass)
) pr16.3 (aerially sprayed pesticide)
) pr16.4 (calculus exams)
) pr16.5 (long-distance companies)
) pr16.8 (metered ramps)
) pr16.9 (laundry detergents)
) pr16.13 (perch and ruffe)
) exmpl17.2 (keyboarding pain)
) pr17.1 (bird bones)
) pr17.4 (purchase likelihood)
) pr17.5 (mercury in soil)
) exmpl18.3 (welding strength)
) exmpl18.7 (leaf springs)
) pr18.4 (speedometer cable)
) pr18.5 (car seats, corrected) 
) pr18.6 (silicon thickness)
) pr18.7 (car seat variances)
) pr18.8 (two-series with target)
) pr18.9 (another two-series with target)
) pr18.11 (icings)
) exmpl19.1 (cake baking first order)
) exmpl19.3 (cake baking second order)
) exmpl19.5 (fruit punch)
) exmpl19.6 (Harvey Wallbangers)
) pr19.1 (rocket propellants)
) pr19.2 (wheat mixtures)
) pr19.3 (CO emissions)
) pr19.5 (glue strength)

exmpl2.1 30 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Bezjak, Z. and B. Knez (1995).  ``Workplace design
) and loadings in the process of sewing garments.'' {\em International
) Journal of Clothing Science and Technology\/}~{\em 7}, 89--101.
)
) Column 1 is the time in seconds under standard conditions; column 2 is the
) time in seconds under ergonomic conditions.
)"%lf %lf"
         4.90         3.87
         4.50         4.54
         4.86         4.60
         5.57         5.27
         4.62         5.59
         4.65         4.61
         4.62         5.19
         6.39         4.64
         4.36         4.35
         4.91         4.49
         4.70         4.25
         4.77         5.57
         4.75         4.36
         4.60         4.35
         5.06         4.88
         5.51         4.56
         4.66         4.84
         4.95         4.24
         4.75         4.33
         4.67         4.24
         5.06         5.54
         4.44         5.52
         4.46         5.03
         5.43         4.33
         4.83         4.56
         5.05         5.50
         5.78         5.16
         5.10         4.89
         4.68         4.89
         6.06         5.24

exmpl2.2 8
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Hunt, R. (1973).  ``A method for estimating root
) efficiency.'' {\em Journal of Applied Ecology\/}~{\em 10}, 157--164.
)
) These are the log phosphorus contents (ln micro gram/plan) of 8
) plants.  The first 4 responses) are after 15 days, and the last
) four after 28 days.
4.3  
4.6  
4.8  
5.4 
5.3  
5.7  
6.0  
6.3

ex2.1 7 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) These are the fractions of students who evaluated a textbook
) as good or excellent in 7 classes.  Column 1 is 1 for the old
) text and 2 for the new.  Column 2 is the response.
2	46
1	37
1	47
2	45
2	32
1	62
2	56

ex2.2 7
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) These are the differences (treated - control) of the number
) of cows impregnated in each of two herds by each of 7 bulls.
-1
 6
 4
 6
 2
-3
 5

ex2.4 6
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Dale, T. B. (1992).  Biological and chemical
) effects of acidified snowmelt on seasonal wetlands in Minnesota.
) Master's thesis, University of Minnesota.
)
) Number of Copepoda removed from 6 wetland soils after
) simulated snowmelt. The first three values are at a reduced pH,
) the last three at a neutral pH.
256 
159 
149 
 54 
123 
248

ex2.5 6
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Chu, Y. C. (1970).  Comparison of {\em in vivo\/}
) and {\em vitro\/} inhibition of {ATP}ases by the insecticide {C}hlordane.
) Master's thesis, University of Minnesota, St. Paul, MN.
)
) Percentage change in Na-K-ATPase activity in coxal muscles
) of cockroaches after treatment with chlordane.
15.3
-31.8
-35.6
-14.5
3.1
-24.5

pr2.1 6 
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from McElhoe, H. B. and W. D. Conner (1986). ``Remote
) measurement of sulfur dioxide emissions using an ultraviolet light
) sensitive video system.'' {\em Journal of the Air Pollution Control
) Association\/}~{\em 36}, 42--47.
)
) These six observations are the ratios of the SO2 measurements
) provided by the Visiplume instrument and a standard method taken
) at a coal fired power plant.
0.950 
0.978 
0.762 
0.733 
0.823 
1.011


exmpl3.2          37     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Kvam, P. H. and Samaniego, F. J. (1993). ``Life
) Testing in Variably Scaled Environments.'' {\em Technometrics} 35, 306--314.
)
) These are the log10 times to failure (in hours) of a resin under five
) different temperature stresses.  Column 1 is) temperature (levels 1
) through 5 are 175, 194, 213, 231, 250) degrees C, and Column 2 is response. 
)"%lf %lf"
                1             2.04
                1             1.91
                1             2.00
                1             1.92
                1             1.85
                1             1.96
                1             1.88
                1             1.90
                2             1.66
                2             1.71
                2             1.42
                2             1.76
                2             1.66
                2             1.61
                2             1.55
                2             1.66
                3             1.53
                3             1.54
                3             1.38
                3             1.31
                3             1.35
                3             1.27
                3             1.26
                3             1.38
                4             1.15
                4             1.22
                4             1.17
                4             1.16
                4             1.21
                4             1.28
                4             1.17
                5             1.26
                5             0.83
                5             1.08
                5             1.02
                5             1.09
                5             1.06


ex3.1 29 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Liver weight as a percentage of body weight for rats on one
) of four diets.  Columns are response and diet number.
	3.52 	1
	3.36	1
	3.57	1
	4.19	1
	3.88	1
	3.76	1
	3.94	1
	3.47	2
	3.73	2
	3.38	2
	3.87	2
	3.69	2
	3.51	2
	3.35	2
	3.64	2
	3.54	3
	3.52	3
	3.61	3
	3.76	3
	3.65	3
	3.51	3
	3.74	4
	3.83	4
	3.87	4
	4.08	4
	4.31	4
	3.98	4
	3.86	4
	3.71	4


ex3.3 12 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Caro, M.~R., E.~Zamora, L.~Leon, F.~Cuello,
) J.~Salinas, D.~Megias, M.~J. Cubero, and A.~Contreras (1990).
) ``Isolation and identification of {\em Listeria monocytogenes\/}
) in vegetable byproduct silages containing preservative additives
) and destined for animal feeding.'' {\em Animal Feed Science and
) Technology\/}~{\em 31}, 285--291.
)
) Moisture content of orange pulp silage subjected to
) four treatments.  Column 1 is treatment (1 through 4
) indicates NaCl, formic acid, beet pulp, and control).
) Column 2 is moisture content. 
	1	80.5
	1	79.3
	1	79.0
	2	89.1
	2	75.7
	2	81.2
	3	77.8
	3	79.5
	3	77.0
	4	76.7
	4	77.2
	4	78.6


ex3.5          15     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Wendy Hughes (personal communication).
)
) Leaf angles after exposure to light. Columns are treatment 
) (treatments 1,2,3 are delays of 30, 45, and 60 minutes) and angle
) in degrees. 
)"%lf %lf"
                1              140
                1              138
                1              140
                1              138
                1              142
                2              140
                2              150
                2              120
                2              128
                2              130
                3              118
                3              130
                3              128
                3              118
                3              118

pr3.1         48  3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Todd Kerkow (personal communication).
)
) Strength of solder joints for four pins on each of three 
) substrates for four operators.  Columns are operator,
) substrate, and strength (lb). 
1    1    5.60
1    1    6.80
1    1    8.32
1    1    8.70
1    2    7.64
1    2    7.44
1    2    7.48
1    2    7.80
1    3    7.72
1    3    8.40
1    3    6.98
1    3    8.00
2    1    5.04
2    1    7.38
2    1    5.56
2    1    6.96
2    2    8.30
2    2    6.86
2    2    5.62
2    2    7.22
2    3    5.72
2    3    6.40
2    3    7.54
2    3    7.50
3    1    8.36
3    1    7.04
3    1    6.92
3    1    8.18
3    2    6.20
3    2    6.10
3    2    2.75
3    2    8.14
3    3    9.00
3    3    8.64
3    3    6.60
3    3    8.18
4    1    8.30
4    1    8.54
4    1    7.68
4    1    8.92
4    2    8.46
4    2    7.38
4    2    8.08
4    2    8.12
4    3    8.68
4    3    8.24
4    3    8.09
4    3    8.06


pr3.2         125     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Hanley, J.~A. and S.~H. Shapiro (1994).
) ``Sexual activity and the lifespan of male fruitflies: a dataset that
) gets attention.''  {\em Journal of Statistics Education\/}~{\em 2}.
)
) Life spans of male fruit flies with differing numbers
) of female companions each day.  Column 1 is treatment
) (treatments 1 through 5 are 0, 1 pregnant, 1 virgin,
) 8 pregnant, or 8 virgin female companions per day).
) Column 2 is lifespan in days.  
)"%lf %lf"
      1     35
      1     37
      1     49
      1     46
      1     63
      1     39
      1     46
      1     56
      1     63
      1     65
      1     56
      1     65
      1     70
      1     63
      1     65
      1     70
      1     77
      1     81
      1     86
      1     70
      1     70
      1     77
      1     77
      1     81
      1     77
      2     40
      2     37
      2     44
      2     47
      2     47
      2     47
      2     68
      2     47
      2     54
      2     61
      2     71
      2     75
      2     89
      2     58
      2     59
      2     62
      2     79
      2     96
      2     58
      2     62
      2     70
      2     72
      2     75
      2     96
      2     75
      3     46
      3     42
      3     65
      3     46
      3     58
      3     42
      3     48
      3     58
      3     50
      3     80
      3     63
      3     65
      3     70
      3     70
      3     72
      3     97
      3     46
      3     56
      3     70
      3     70
      3     72
      3     76
      3     90
      3     76
      3     92
      4     21
      4     40
      4     44
      4     54
      4     36
      4     40
      4     56
      4     60
      4     48
      4     53
      4     60
      4     60
      4     65
      4     68
      4     60
      4     81
      4     81
      4     48
      4     48
      4     56
      4     68
      4     75
      4     81
      4     48
      4     68
      5     16
      5     19
      5     19
      5     32
      5     33
      5     33
      5     30
      5     42
      5     42
      5     33
      5     26
      5     30
      5     40
      5     54
      5     34
      5     34
      5     47
      5     47
      5     42
      5     47
      5     54
      5     54
      5     56
      5     60
      5     44

pr3.3     20     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Cole, D.~N. (1993).  ``Trampling effects on
) mountain vegetation in {W}ashington, {C}olorado, {N}ew {H}ampshire,
) and {N}orth {C}arolina.'' Research Paper INT-464, U.S. Forest
) Service, Intermountain Research Station.
)
) Average height of vegetation one year after trampling.
) Treatments 1 through 5 are 0, 25, 75, 200, and 500 walking
) passes.  Columns are treatment number and height (cm).
)"%lf %lf"
            1         20.7
            2         12.9
            3         11.8
            4          7.6
            5          7.8
            1         15.9
            2         13.4
            3         12.6
            4          9.5
            5          9.0
            1         17.8
            2         12.7
            3         11.4
            4          9.9
            5          8.5
            1         17.6
            2          9.0
            3         12.1
            4          9.0
            5          6.7

pr3.4           43     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from McCall, A.~L., W.~R. Millington, and R.~J.
) Wurtman (1982).  ``Blood-brain barrier transport of caffeine:
) dose-related restriction of adenine transport.'' {\em Life Sciences\/}
) {\em 31}, 2709--2715.
)
) Concentation of labeled adenine in rat brains when adenine is injected
) with 0, .1, .5, 1, 5, 10, 25, or 50 mM caffeine.  Columns are treatment
) number and response.  
)"%lf %lf"
            1         5.74
            1         6.90
            1         3.86
            1         6.94
            1         6.49
            1         1.87
            2         2.91
            2         4.14
            2         6.29
            2         4.40
            2         3.77
            3         5.80
            3         5.84
            3         3.18
            3         3.18
            4         3.49
            4         2.16
            4         7.36
            4         1.98
            4         5.51
            5         5.92
            5         3.66
            5         4.62
            5         3.47
            5         1.33
            6         3.05
            6         1.94
            6         1.23
            6         3.45
            6         1.61
            6         4.32
            7         1.27
            7         0.69
            7         0.85
            7         0.71
            7         1.04
            7         0.84
            8         0.93
            8         1.47
            8         1.27
            8         1.13
            8         1.25
            8         0.55

pr3.5          15     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Paskova, T. and C.~Meyer (1997). ``Low-cycle
) fatigue of plain and fiber-reinforced concrete.''{\em ACI Materials
) Journal\/}~{\em 94}, 273--285.
)
) Compressive strength of concrete cubes with 0, .25, .5, .75, or 1%
) polypropylene fibers.  Columns are treatment number and strength (in ksi).
)"%lf %lf"
            1          7.8
            2          7.9
            3          7.4
            4          7.0
            5          5.9
            1          7.4
            2          7.5
            3          6.9
            4          6.7
            5          5.8
            1          7.2
            2          7.3
            3          6.3
            4          6.4
            5          5.6

exmpl5.5           8     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Peggy Swearingen (personal communication).
)
) Total free amino acids in cheese after 168 days of ripening when
) subjected to four different adjunct (nonstarter) bacterial treatments.
) Treatments are control, add strain A, add strain B, add strains A and B.  
) Columns are treatment number and response.
)"%lf %lf"
            1        4.195
            2        4.125
            3        4.865
            4        6.155
            1        4.175
            2        4.735
            3        5.745
            4        6.488

exmpl5.10          56     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Tom Hoverstad (personal communication).
)
) Percent weed control in soybeans under 14 different treatments.
) Columns are treatment number and percent control. 
)"%lf %lf"
            1           99
            2           95
            3           92
            4           95
            5           85
            6           98
            7           99
            1           99
            2           92
            3           95
            4           88
            5           92
            6           99
            7           95
            1           99
            2           95
            3           92
            4           95
            5           92
            6           95
            7           99
            1           99
            2           90
            3           92
            4           95
            5           95
            6           99
            7           95
            8           95
            9           92
           10           99
           11           99
           12           88
           13           65
           14           75
            8           85
            9           90
           10           95
           11           99
           12           88
           13           65
           14           50
            8           95
            9           95
           10           99
           11           99
           12           85
           13           92
           14           72
            8           97
            9           90
           10           95
           11           99
           12           68
           13           72
           14           68





exmpl6.1          52     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Simpson, J., A.~Olsen, and J.~C. Eden (1975). ``A
) {B}ayesian analysis of a multiplicative treatment effect in weather
) modification.'' {\em Technometrics\/}~{\em 17}, 161--166.
)
) Col 1 is treatment (1 = nonseeded, 2 = seeded)
) col 2 gives rainfall in acre feet
)"%lf %lf"
1	1202.6
1	830.1
1	372.4
1	345.5
1	321.2
1	244.3
1	163.0
1	147.8
1	95.0
1	87.0
1	81.2
1	68.5
1	47.3
1	41.1
1	36.6
1	29.0
1	28.6
1	26.3
1	26.1
1	24.4
1	21.7
1	17.3
1	11.5
1	4.9
1	4.9
1	1.0
2	2745.6
2	1697.8
2	1656.0
2	978.0
2	703.4
2	489.1
2	430.0
2	334.1
2	302.8
2	274.7
2	274.7
2	255.0
2	242.5
2	200.7
2	198.6
2	129.6
2	119.0
2	118.3
2	115.3
2	92.4
2	40.6
2	32.7
2	31.4
2	17.5
2	7.7
2	4.1

exmpl6.3               64
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Christensen, R. and L.~G. Blackwood (1993).``Tests
) for precision and accuracy of multiple measuring devices.'' 
) {\em Technometrics\/}~{\em 35}, 411--420.
)
) Temperature differences in degrees Celsius between
) two thermocouples for 64 consecutive readings. 
)"%lf"
         3.19
         3.15
         3.13
         3.14
         3.14
         3.13
         3.13
         3.11
         3.16
         3.17
         3.17
         3.14
         3.14
         3.14
         3.15
         3.15
         3.14
         3.15
         3.12
         3.05
         3.12
         3.16
         3.15
         3.17
         3.15
         3.16
         3.15
         3.16
         3.15
         3.15
         3.14
         3.14
         3.14
         3.15
         3.13
         3.12
         3.15
         3.17
         3.16
         3.15
         3.13
         3.13
         3.15
         3.15
         3.05
         3.16
         3.15
         3.18
         3.15
         3.15
         3.17
         3.17
         3.14
         3.13
         3.10
         3.14
         3.07
         3.13
         3.13
         3.12
         3.14
         3.15
         3.14
         3.14


exmpl6.4 54     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Taam, W. and M.~Hamada (1993). ``Detecting spatial
) effects from factorial experiments: An application from integrated-circuit
) manufacturing.'' {\em Technometrics\/}~{\em 35}, 149--160.
)
) These data give the locations of good (1) and bad (0) ICs on a silicon wafer.
) Columns are x dimension, y dimension, and good/bad.
)"%lf %lf %lf"
3 8 0
4 8 1
5 8 0
6 8 0
7 8 0
2 7 0
3 7 1
4 7 1
5 7 0
6 7 0
7 7 0
8 7 0
1 6 0
2 6 1
3 6 1
4 6 1
5 6 0
6 6 0
7 6 0
8 6 0
9 6 0
1 5 1
2 5 1
3 5 1
4 5 1
5 5 0
6 5 0
7 5 1
8 5 1
9 5 0
1 4 0
2 4 0
3 4 0
4 4 0
5 4 0
6 4 1
7 4 1
8 4 0
9 4 0
2 3 0
3 3 0
4 3 0
5 3 1
6 3 1
7 3 1
8 3 0
3 2 0
4 2 0
5 2 1
6 2 1
7 2 1
4 1 0
5 1 0
6 1 0

ex6.1 4 3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Rollag, M.~D. (1982). ``Ability of tryptophan
) derivatives to mimic melatonin's action upon the {S}yrian hamster
) reproductive system.  {\em Life Sciences\/}~{\em 31}, 2699--2707.
)
) Testes weight for four groups of 8 hamsters each.  Columns are
) treatment (dose of melatonin daily in nmole), average testes
) weight (mg), and SD of testes weight (mg). 
0       3296    90
1       2574   153
10      1466   207
100      692   332

ex6.2 15 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Fifteen counts of bacterial concentrations for milk Pasteurized
) with one of three methods.  Columns are method and count.
1 2600
1 2900
1 2000
1 2200
1 3200
2 35000
2 23000
2 20000
2 30000
2 27000
3 2900000
3 2300000
3 1700000
3 2900000
3 2000000

ex6.3 40 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Lethal dosages of cardiac relaxants; columns are drug number and dosage.
1 18.2
1 16.4
1 10.0
1 13.5
1 13.5
1 6.7
1 12.2
1 18.2
1 13.5
1 16.4
2 5.5
2 12.2
2 11.0
2 6.7
2 16.4
2 8.2
2 7.4
2 12.2
2 6.7
2 11.0
3 5.5
3 5.0
3 8.2
3 9.0
3 10.0
3 6.0
3 7.4
3 5.5
3 12.2
3 8.2
4 6.0
4 7.4
4 12.2
4 11.0
4 5.0
4 7.4
4 7.4
4 5.5
4 6.7
4 5.5

ex6.4 20 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are company (1-4) and breakage rate (percent).
            1           17
            1           20
            1           15
            1           21
            1           28
            2            7
            2           11
            2           15
            2           10
            2           10
            3           11
            3            9
            3            5
            3           12
            3            6
            4            5
            4            4
            4            3
            4            7
            4            6

ex6.6 31 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from McElhoe, H. B. and W. D. Conner (1986). ``Remote
) measurement of sulfur dioxide emissions using an ultraviolet light
) sensitive video system.'' {\em Journal of the Air Pollution Control
) Association\/}~{\em 36}, 42--47.
)
) Columns are source of smoke and ratio of Visiplume to standard reading.
) Sources 1-4 are bag, smoke, coal plant 1, coal plant 2.
            1        1.055
            1        1.272
            1        0.824
            1        1.019
            1        1.069
            1        0.983
            1        1.025
            1        1.076
            1          1.1
            2        1.131
            2        1.236
            2        1.161
            2        1.219
            2        1.169
            2        1.238
            2        1.197
            2        1.252
            2        1.435
            2        0.827
            2        3.188
            3        0.798
            3        0.971
            3        0.923
            3        1.079
            3        1.065
            4         0.95
            4        0.978
            4        0.762
            4        0.733
            4        0.823
            4        1.011

pr6.1 24 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data modeled on results in Wedin, D.~A. (1990). {\em Nitrogen 
) Cycling and Competition among Grass Species}.   Ph.  D. thesis,
) University of Minnesota, Minneapolis, MN.
)
) Treatments 1 through 6 are nitrogen 1 nonirrigated; nitrogen 1
) irrigated; nitrogen 2 nonirrigated; nitrogen 3 nonirrigated;
) nitrogen 4 nonirrigated; nitrogen 4 irrigated. 
) Columns are treatment and percent big bluestem.
            1           97
            2           83
            3           85
            4           64
            5           52
            6           48
            1           96
            2           87
            3           84
            4           72
            5           56
            6           58
            1           92
            2           78
            3           78
            4           63
            5           44
            6           49
            1           95
            2           81
            3           79
            4           74
            5           50
            6           53

exmpl8.2 3 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Lynch, S.~M. and J.~J. Strain (1990).  ``Effects
) of skimmed milk powder, whey or casein on tissue trace elements
) status and antioxidant enzyme activites in rats fed control and
) copper-deficient diets.'' {\em Nutrition Research\/}~{\em 10}, 449--460.
)
) Table of treatment means. Columns are Cu normal or deficient; rows are
) skim milk protein, whey, and casein.  Response is iron level (mg/g) in
) liver tissue.
 0.70   1.28 
 0.93   1.87 
 2.11   2.53

exmpl8.4 3 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Nelson, T.~S., L.~K. Kriby, and Z.~B. Johnson (1990).
) ``Effect of minerals on the incidence of leg abnormalities in growing
) broiler chicks.'' {\em Nutrition Research\/}~{\em 10}, 525--533.
)
) Table of treatment means. Columns are available phosphorus levels (.25 or .5%)
) Rows are available calcium levels (.6, .9, 1.2%).) Each response is average
) body weight (g) for 4 pens of chicks.
584	616
489	606
453	621

exmpl8.5 16 4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Hunt, J.~R. and B.~J. Larson (1990).  ``Meal
) protein and zinc levels interact to influence zinc retention by the rat.''
) {\em Nutrition Research\/}~{\em 10}, 697--705.
)
) Table of treatment means taken from figure 1. Columns are meal
) protein level, meal zinc level, diet zinc level, and response
) (percent zinc retention).
)"%lf %lf %lf %lf"
            1            2            1           48
            2            2            1           44
            3            2            1           59
            4            2            1           64
            1            1            1           52
            2            1            1           73
            3            1            1           76
            4            1            1           80
            1            2            2           62
            2            2            2           56
            3            2            2           69
            4            2            2           79
            1            1            2           74
            2            1            2           89
            3            1            2           89
            4            1            2           88


exmpl8.6        12     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Peggy Swearigen (personal communication).
)
) Total free amino acids in cheddar cheese aged 56 days.
) Treatments are factor/level combinations of strain r50 
) not added (1) or added (2), and strain r21 not added (1)
) or added (2).  Columns are levels of r50, levels of r21,
) and amino acid response.
)"%lf %lf %lf"
            1            1        1.697
            2            1        2.032
            1            2        2.211
            2            2        2.091
            1            1        1.601
            2            1        2.017
            1            2        1.673
            2            2        2.255
            1            1        1.830
            2            1        2.409
            1            2        1.973
            2            2        2.987

exmpl8.8 54     5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from an example (homework problem?) of Barry Margolin.
)
) Columns are paging algorithm, initialization sequence, program size
) (small, medium, or large), RAM allocation (large, medium, or small),
) and number of page faults.
)"%lf %lf %lf %lf %lf"
            1            1            1            1           32
            1            1            1            2           48
            1            1            1            3          538
            1            1            2            1           53
            1            1            2            2           81
            1            1            2            3         1901
            1            1            3            1          142
            1            1            3            2          197
            1            1            3            3         5689
            1            2            1            1           52
            1            2            1            2          244
            1            2            1            3          998
            1            2            2            1          112
            1            2            2            2          776
            1            2            2            3         3621
            1            2            3            1          262
            1            2            3            2         2625
            1            2            3            3        10012
            1            3            1            1           59
            1            3            1            2          536
            1            3            1            3         1348
            1            3            2            1          121
            1            3            2            2         1879
            1            3            2            3         4637
            1            3            3            1          980
            1            3            3            2         5698
            1            3            3            3        12880
            2            1            1            1           49
            2            1            1            2           67
            2            1            1            3          789
            2            1            2            1          100
            2            1            2            2          134
            2            1            2            3         3152
            2            1            3            1          233
            2            1            3            2          350
            2            1            3            3         9100
            2            2            1            1           79
            2            2            1            2          390
            2            2            1            3         1373
            2            2            2            1          164
            2            2            2            2         1255
            2            2            2            3         4912
            2            2            3            1          458
            2            2            3            2         3688
            2            2            3            3        13531
            2            3            1            1           85
            2            3            1            2          814
            2            3            1            3         1693
            2            3            2            1          206
            2            3            2            2         3394
            2            3            2            3         5838
            2            3            3            1         1633
            2            3            3            2        10022
            2            3            3            3        17117

exmpl8.9 6 3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Sample data for looking at weighting. Columns are row number,
) column number, and response.
1 1 120
1 2 168
2 1 144
2 2 168
3 1 192
3 2 120


exmpl8.10 96     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Table 22 of Bruce Orman (1986) "Maize Germination
) and Seedling Growth at Suboptimal Temperatures", MS Thesis, University
) of Minnesota, St. Paul, MN.
)
) Amylase activity in sprouted maize under various conditions.
) Column 1 is the temperature at which the assay takes place. Levels 1
) through 8 represent 40, 35, 30, 25, 20, 15, 13, and 10 degrees C.
) Column 2 is the growth temperature of the sprouts. Level 1 is 25
) degrees, level 2 is 13 degrees.
) Column 3 is the variety of maize. Level 1 is B73, level 2 is Oh43.
) Column 4 is the amylase specific activity in international units.
)"%lf %lf %lf %lf"
            1            1            1       391.82
            2            1            1       427.74
            3            1            1       486.62
            4            1            1       469.19
            5            1            1       383.14
            6            1            1       338.94
            7            1            1       283.68
            8            1            1       269.31
            1            2            1       292.66
            2            2            1       422.62
            3            2            1       443.52
            4            2            1       438.46
            5            2            1       350.64
            6            2            1       305.93
            7            2            1       319.94
            8            2            1       286.69
            1            1            2       301.31
            2            1            2       352.88
            3            1            2       376.29
            4            1            2       373.63
            5            1            2       377.53
            6            1            2       308.76
            7            1            2       234.26
            8            1            2       197.05
            1            2            2       269.68
            2            2            2       380.87
            3            2            2       389.41
            4            2            2       400.34
            5            2            2       340.53
            6            2            2       288.57
            7            2            2       260.89
            8            2            2       221.89
            1            1            1       311.81
            2            1            1       388.13
            3            1            1       426.61
            4            1            1       436.81
            5            1            1       408.83
            6            1            1       355.51
            7            1            1       309.41
            8            1            1       278.69
            1            2            1       283.29
            2            2            1       359.51
            3            2            1        431.2
            4            2            1       398.88
            5            2            1       383.94
            6            2            1       342.83
            7            2            1        283.2
            8            2            1       266.52
            1            1            2       271.38
            2            1            2       296.38
            3            1            2       392.98
            4            1            2       364.75
            5            1            2       364.31
            6            1            2       278.97
            7            1            2       255.35
            8            1            2       198.26
            1            2            2       283.98
            2            2            2       357.14
            3            2            2        420.2
            4            2            2       412.82
            5            2            2       309.51
            6            2            2       271.77
            7            2            2       253.58
            8            2            2       254.44
            1            1            1       367.37
            2            1            1       468.13
            3            1            1       499.77
            4            1            1       444.01
            5            1            1       429.03
            6            1            1       304.54
            7            1            1       309.91
            8            1            1          313
            1            2            1       348.05
            2            2            1       381.86
            3            2            1       388.28
            4            2            1       413.67
            5            2            1       408.42
            6            2            1       332.23
            7            2            1       287.86
            8            2            1       259.79
            1            1            2       300.31
            2            1            2       346.74
            3            1            2       334.73
            4            1            2       386.62
            5            1            2       329.16
            6            1            2       261.27
            7            1            2       239.38
            8            1            2       216.68
            1            2            2       235.34
            2            2            2       338.99
            3            2            2       453.39
            4            2            2       371.85
            5            2            2       312.96
            6            2            2       333.66
            7            2            2       289.53
            8            2            2       246.67


ex8.1           9     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are type of protein, amount of protein, and response.
) Protein codes 1, 2, 3 are beef, pork, and grain; amount codes 1, 2, 3
) are low, medium, and high.
)"%lf %lf %lf"
                1                1               76
                1                2             86.8
                1                3            101.8
                2                1             83.3
                2                2             89.5
                2                3             98.2
                3                1             83.8
                3                2             83.5
                3                3             86.2


ex8.2           12     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Aniche, N.~G. and N.~Okafor (1989).  ``Studies
) on the effect of germination time and temperature on malting of rice.''
) {\em Journal of the Institute of Brewing\/}~{\em 95}, 165--167.
)
) Columns are day, temperature, response (free alpha amino) acid
) content of malt). Temperature codes 1, 2, 3, 4 are 22, 24, 26, 28
) degrees C. 
)"%lf %lf %lf"
           1           1        39.4
           1           2        49.9
           1           3        55.1
           1           4        59.5
           2           1        56.4
           2           2          68
           2           3        76.4
           2           4        88.8
           3           1        70.2
           3           2        81.5
           3           3        95.6
           3           4        99.6

pr8.1           30     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Hareland, G.~A. and M.~A. Madson (1989).  ``Barley
) dormancy and fatty acid composition of lipids isolated from freshly
) harvested and stored kernels.'' {\em Journal of the Institute of Brewing}
) {\em 95}, 437--442.
)
) Columns are weeks, water, and response (number of seeds germinating).
) Codes 1, 2, ... 5 for weeks are 1, 3, 6, 9, 12 weeks.
) Codes 1, 2 for water are 4, 8 mls.
)"%lf %lf %lf"
           1           1          11
           1           2           8
           2           1           7
           2           2           1
           3           1           9
           3           2           5
           4           1          13
           4           2           1
           5           1          20
           5           2          11
           1           1           9
           1           2           3
           2           1          16
           2           2           7
           3           1          19
           3           2           9
           4           1          35
           4           2          10
           5           1          37
           5           2          15
           1           1           6
           1           2           3
           2           1          17
           2           2           3
           3           1          35
           3           2           9
           4           1          28
           4           2           9
           5           1          45
           5           2          25

pr8.2          18     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Boehner, A.~W. (1975).  ``{\em The Effect of
) Three Species of Logging Slash on the Properties of Aspen Planer Shavings
) Particleboard}.  Ph.  D. thesis, University of Minnesota, St. Paul, MN.
)
) Final density (lb/cf) of particle board made with 0, 25, or 50% slash chips;
) with a target density of 42 or 48 lb/cf; and with 6, 9, or 12% resin.
) Columns are slash, target, resin, and response. 
)"%lf %lf %lf %lf"
            1            1            1         40.9
            2            1            1         41.9
            3            1            1           42
            1            2            1         44.4
            2            2            1         46.2
            3            2            1         48.4
            1            1            2         42.8
            2            1            2         43.9
            3            1            2         44.8
            1            2            2         48.2
            2            2            2         48.6
            3            2            2         50.7
            1            1            3         45.4
            2            1            3           46
            3            1            3         46.2
            1            2            3         49.9
            2            2            3         50.8
            3            2            3         50.3

pr8.4          16     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Todd Kerkow (personal communication).
)
) Columns are air flow (low or high), temperature (low or high),
) laser (old or new), and fraction of delaminating substrates.
)"%lf %lf %lf %lf"
            1            1            1         0.83
            2            1            1         0.68
            1            2            1         0.18
            2            2            1         0.25
            1            1            1         0.78
            2            1            1          0.9
            1            2            1         0.16
            2            2            1          0.2
            1            1            2         0.86
            2            1            2         0.72
            1            2            2          0.3
            2            2            2          0.1
            1            1            2         0.67
            2            1            2         0.81
            1            2            2         0.23
            2            2            2         0.14

pr8.5           24     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Low, C.~K. and A.~R. {Bin Mohd. Ali} (1985).
) ``Experimental tapping of pine oleoresin.'' {\em The Malaysian
) Forester\/}~{\em 48}, 248--253.
)
) Columns are shape of hole (circular, diagonal, check, or
) rectangular), acid treatment (control or acid), and amount
) of resin collected (g). 
)"%lf %lf %lf"
            1            1            9
            2            1           43
            3            1           60
            4            1           77
            1            1           13
            2            1           48
            3            1           65
            4            1           70
            1            1           12
            2            1           57
            3            1           70
            4            1           91
            1            2           15
            2            2           66
            3            2           75
            4            2           97
            1            2           13
            2            2           58
            3            2           78
            4            2          108
            1            2           20
            2            2           73
            3            2           90
            4            2           99


pr8.6           48     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Richards, J.~A. (1965).  ``Effects of fertilizers
) and management on three promising tropical grasses in {J}amaica.''
) {\em Expl. Agric.\/}~{\em 1}, 281--288.
)
) Columns are height, fertilizer, interval, and response (cwt/acre).
) Codes 1, 2, 3 for height are 1, 3, 6 inches.
) Codes 1, 2, 3, 4 for fert are 0, 8, 16, 32 cwt/acre.
) Codes 1, 2, 3, 4 for interval are 1, 3, 6, 9 weeks.
)"%lf %lf %lf %lf"
           1           1           1        74.1
           1           1           2        65.4
           1           1           3        96.7
           1           1           4       147.1
           1           2           1        87.4
           1           2           2       117.7
           1           2           3       190.2
           1           2           4       188.6
           1           3           1        96.5
           1           3           2       122.2
           1           3           3       197.9
           1           3           4         232
           1           4           1       107.6
           1           4           2       140.5
           1           4           3       241.3
           1           4           4         192
           2           1           1        61.7
           2           1           2        83.7
           2           1           3        88.8
           2           1           4       155.6
           2           2           1       112.5
           2           2           2       129.4
           2           2           3         145
           2           2           4       208.1
           2           3           1       102.3
           2           3           2       137.8
           2           3           3       173.6
           2           3           4       203.2
           2           4           1       115.3
           2           4           2       154.3
           2           4           3       211.2
           2           4           4       245.2
           3           1           1        49.9
           3           1           2        72.7
           3           1           3       113.9
           3           1           4       143.4
           3           2           1        92.9
           3           2           2       126.4
           3           2           3       175.5
           3           2           4       207.5
           3           3           1       100.8
           3           3           2       153.5
           3           3           3       184.5
           3           3           4       194.2
           3           4           1       115.8
           3           4           2         160
           3           4           3       224.8
           3           4           4       197.5

pr8.7          63     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Table 1 of Bruce Welch (1996) "Effects of Humidity
) on Storing Big Sagebrush Seed", USDA Forest Service, Intermountain
) Research Station, Research Paper INT-RP-493.
)
) Sixtythree batches of 300 seeds (big sagebrush, Hobble Creek var.)
) are divided into 21 groups of three.  These batches are subjected
) to storage for either 0, 60, 120, 180, 240, 300, or 360 days at
) 0, 32, or 45 percent relative humidity.  After storage, the seeds
) are planted.  The response is the percent viable seeds.  Column
) 1 is storage, column 2 is humidity, and column 3 is percent
) viability.
)"%lf %lf %lf"
                1                1             82.1
                1                1               79
                1                1             81.9
                2                1             78.6
                2                1             80.8
                2                1             80.5
                3                1             79.8
                3                1             79.1
                3                1             78.2
                4                1             82.3
                4                1             75.5
                4                1             79.1
                5                1             81.7
                5                1             80.1
                5                1             81.1
                6                1               85
                6                1             87.9
                6                1             82.1
                7                1             82.7
                7                1             84.6
                7                1             81.7
                1                2             83.1
                1                2             80.5
                1                2             82.4
                2                2             78.1
                2                2             83.6
                2                2             78.3
                3                2             80.4
                3                2             81.8
                3                2             83.8
                4                2             77.8
                4                2             80.4
                4                2             78.8
                5                2             83.8
                5                2             83.7
                5                2             81.5
                6                2               82
                6                2             77.6
                6                2             80.3
                7                2               81
                7                2             78.9
                7                2             83.1
                1                3             83.1
                1                3             78.9
                1                3               81
                2                3             66.5
                2                3             61.4
                2                3             61.2
                3                3             52.9
                3                3             58.9
                3                3             59.3
                4                3             52.9
                4                3             54.3
                4                3             48.7
                5                3             52.2
                5                3             51.9
                5                3             48.8
                6                3             38.6
                6                3             37.9
                6                3             40.6
                7                3             25.2
                7                3             25.8
                7                3               21


exmpl9.2          32     5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Oehlert, G.~W. (1994).  ``Isolating one-cell
) interactions.'' {\em Technometrics\/}~{\em 36}, 403--408.
)
) Replicated factorial with four factors, each at two levels.
) Columns are factor levels (A, B, C, D) and response.
)"%lf %lf %lf %lf %lf"
            1            1            1            1         26.1
            1            1            1            1         27.5
            1            1            1            2         23.5
            1            1            1            2         21.1
            1            1            2            1         22.8
            1            1            2            1         23.8
            1            1            2            2         30.6
            1            1            2            2         32.5
            1            2            1            1           22
            1            2            1            1         20.2
            1            2            1            2         28.1
            1            2            1            2         29.9
            1            2            2            1           30
            1            2            2            1         29.3
            1            2            2            2         38.3
            1            2            2            2         38.5
            2            1            1            1         11.4
            2            1            1            1           11
            2            1            1            2         20.4
            2            1            1            2           22
            2            1            2            1         22.3
            2            1            2            1         20.2
            2            1            2            2         28.7
            2            1            2            2         28.8
            2            2            1            1         18.9
            2            2            1            1         16.4
            2            2            1            2         26.6
            2            2            1            2         26.5
            2            2            2            1         29.6
            2            2            2            1         29.8
            2            2            2            2         34.5
            2            2            2            2         34.9


pr9.1 132     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from John Nelson (1961) "The Nature of Wheat Lipids
) and Their Role in Flour Deterioration, Ph. D. disseration, Univ. of
) Minnesota, St. Paul, MN (tables 16 and 17).
)
) The response is the fat) acidity (in mg KOH/100 g flour) of two kinds
) of flour subjected to various treatments and held for various storage
) times.  Column 1 is the fat acidity.  Column 2 indicates which of 11
) different extraction methods was applied to the sample.  Column 3
) indicates the storage time in weeks (0, 3, 6, 9, 15, 21) for the 6 levels.
) Column 4 is the type of flour (1=Patent, 2=First Clear).
)"%lf %lf %lf %lf"
             12.7                1                1                1
             12.3                2                1                1
             15.4                3                1                1
             13.3                4                1                1
             13.9                5                1                1
             30.3                6                1                1
            123.9                7                1                1
             53.4                8                1                1
             29.4                9                1                1
             11.4               10                1                1
               19               11                1                1
             11.3                1                2                1
             16.4                2                2                1
             18.1                3                2                1
             14.6                4                2                1
             10.5                5                2                1
             27.5                6                2                1
            112.3                7                2                1
             48.9                8                2                1
             31.4                9                2                1
             11.6               10                2                1
             29.1               11                2                1
             16.5                1                3                1
             24.3                2                3                1
             27.2                3                3                1
             10.9                4                3                1
             11.6                5                3                1
             34.1                6                3                1
            117.5                7                3                1
             52.9                8                3                1
             38.3                9                3                1
             15.8               10                3                1
             17.1               11                3                1
             10.9                1                4                1
             30.8                2                4                1
             24.5                3                4                1
             13.5                4                4                1
             13.2                5                4                1
             33.2                6                4                1
            107.4                7                4                1
             49.6                8                4                1
             42.9                9                4                1
             17.8               10                4                1
             15.9               11                4                1
             12.5                1                5                1
             30.6                2                5                1
             26.5                3                5                1
             15.8                4                5                1
             13.3                5                5                1
             36.2                6                5                1
            109.5                7                5                1
               51                8                5                1
             15.2                9                5                1
             18.2               10                5                1
             13.5               11                5                1
             15.2                1                6                1
             36.3                2                6                1
             36.8                3                6                1
             14.4                4                6                1
             13.1                5                6                1
             43.2                6                6                1
             98.6                7                6                1
             48.2                8                6                1
             58.6                9                6                1
             22.2               10                6                1
             17.6               11                6                1
             36.5                1                1                2
             38.5                2                1                2
             38.4                3                1                2
             27.1                4                1                2
               35                5                1                2
             38.3                6                1                2
            274.6                7                1                2
            241.4                8                1                2
             21.8                9                1                2
             34.2               10                1                2
             34.2               11                1                2
             35.4                1                2                2
             68.5                2                2                2
             63.6                3                2                2
             41.4                4                2                2
             34.5                5                2                2
             76.8                6                2                2
            282.8                7                2                2
            231.8                8                2                2
             47.9                9                2                2
             33.9               10                2                2
             33.2               11                2                2
             35.7                1                3                2
             93.2                2                3                2
             76.7                3                3                2
             50.2                4                3                2
               34                5                3                2
             96.4                6                3                2
            270.8                7                3                2
            223.2                8                3                2
             65.2                9                3                2
             38.9               10                3                2
             35.2               11                3                2
             33.8                1                4                2
               95                2                4                2
              113                3                4                2
             44.9                4                4                2
             36.1                5                4                2
             94.5                6                4                2
            271.6                7                4                2
            200.1                8                4                2
               75                9                4                2
               39               10                4                2
             34.7               11                4                2
               43                1                5                2
            156.7                2                5                2
              160                3                5                2
             30.2                4                5                2
               33                5                5                2
             75.8                6                5                2
            269.5                7                5                2
            213.6                8                5                2
             88.9                9                5                2
             37.9               10                5                2
               33               11                5                2
               53                1                6                2
            189.3                2                6                2
            199.3                3                6                2
               41                4                6                2
             45.5                5                6                2
            143.9                6                6                2
            136.1                7                6                2
            198.9                8                6                2
              104                9                6                2
             39.2               10                6                2
             37.1               11                6                2


ex9.2          16     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Atsushi Tajima (1987) "Some Aspects of Preserving
) Chicken Semen: Glycerol Effect, Assay Method, and Application"
) Ph. D. Dissertation, Univ. of Minnesota, St. Paul, MN.
)
) Four semen mixtures are prepared, consisting of either
) fresh or frozen Rhode Island Red semen, and either fresh or
) frozen White Leghorn semen.  Batches of Rhode Island Red hens
) are inseminated and the response measured is the fraction of
) the hatching eggs that have white feathers (ie, have the dominant
) White Leghorn gene from the semen).  There are 4 replicates.
) The data have three columns: response, rir, and wl.  The
) response in column 1 is the fraction of hatching eggs with
) white feathers.  Column 2 is 1 for fresh RIR semen and 2 for
) frozen RIR.  Column 3 is 1 for fresh WL semen, and 2 for frozen
) WL semen.
)"%lf %lf %lf"
            0.435                1                1
            0.625                1                1
            0.643                1                1
            0.615                1                1
              0.5                2                2
              0.6                2                2
             0.75                2                2
             0.75                2                2
             0.25                1                2
            0.267                1                2
            0.188                1                2
              0.2                1                2
            0.867                2                1
             0.85                2                1
            0.846                2                1
             0.95                2                1

pr9.5           12     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Alley, M.~C., C.~B. Uhl, and M.~M. Lieber (1982).
) ``Improved detection of drug cytotoxicity in the soft agar colony
) formation assay through use of a metabolizable tetrazolium salt.''
) {\em Life Sciences\/}~{\em 31}, 3071--3078.
)
) Columns are amount of Cisplatin added (0, .15, 1.5, 15, 150,
) or 1500 ng/ml), type of count (conventional or dyed), and
) count of viable cell colonies. 
)"%lf %lf %lf"
            1            1          200
            2            1          178
            3            1          158
            4            1          132
            5            1           63
            6            1           40
            1            2           56
            2            2           50
            3            2           45
            4            2           63
            5            2           18
            6            2           14

pr9.6          16     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Tjahjadi, C. (1983).  ``{\em Isolation and
) Characterization of Adzuki Bean (Vigna angularis) Protein and Starch}.
) Ph.\ D. thesis, University of Minnesota, St. Paul, MN.
)
) Columns are source of starch (bean, corn, wheat, potato),
) percent of starch (5 or 7), temperature (22 or 4 deg. C),
) and gel strength (in grams). 
)"%lf %lf %lf %lf"
            1            1            1         62.9
            2            1            1           44
            3            1            1         43.8
            4            1            1         34.4
            1            2            1        110.3
            2            2            1        115.6
            3            2            1        123.4
            4            2            1         53.6
            1            1            2         60.1
            2            1            2         57.9
            3            1            2         58.2
            4            1            2           63
            1            2            2        147.6
            2            2            2        180.7
            3            2            2        163.8
            4            2            2           92

exmpl10.1    95     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Table 22 of Bruce Orman (1986) "Maize Germination
) and Seedling Growth at Suboptimal Temperatures", MS Thesis, University
) of Minnesota, St. Paul, MN.
)
) Amylase activity in sprouted maize under various conditions.
) Column 1 is the temperature at which the assay takes place. Levels 1
) through 8 represent 40, 35, 30, 25, 20, 15, 13, and 10 degrees C.
) Column 2 is the growth temperature of the sprouts. Level 1 is 25
) degrees, level 2 is 13 degrees.
) Column 3 is the variety of maize. Level 1 is B73, level 2 is Oh43.
) Column 4 is the amylase specific activity in international units.
) Data modified to have one missing value and be unbalanced.
)"%lf %lf %lf %lf"
            2            1            1       427.74
            3            1            1       486.62
            4            1            1       469.19
            5            1            1       383.14
            6            1            1       338.94
            7            1            1       283.68
            8            1            1       269.31
            1            2            1       292.66
            2            2            1       422.62
            3            2            1       443.52
            4            2            1       438.46
            5            2            1       350.64
            6            2            1       305.93
            7            2            1       319.94
            8            2            1       286.69
            1            1            2       301.31
            2            1            2       352.88
            3            1            2       376.29
            4            1            2       373.63
            5            1            2       377.53
            6            1            2       308.76
            7            1            2       234.26
            8            1            2       197.05
            1            2            2       269.68
            2            2            2       380.87
            3            2            2       389.41
            4            2            2       400.34
            5            2            2       340.53
            6            2            2       288.57
            7            2            2       260.89
            8            2            2       221.89
            1            1            1       311.81
            2            1            1       388.13
            3            1            1       426.61
            4            1            1       436.81
            5            1            1       408.83
            6            1            1       355.51
            7            1            1       309.41
            8            1            1       278.69
            1            2            1       283.29
            2            2            1       359.51
            3            2            1        431.2
            4            2            1       398.88
            5            2            1       383.94
            6            2            1       342.83
            7            2            1        283.2
            8            2            1       266.52
            1            1            2       271.38
            2            1            2       296.38
            3            1            2       392.98
            4            1            2       364.75
            5            1            2       364.31
            6            1            2       278.97
            7            1            2       255.35
            8            1            2       198.26
            1            2            2       283.98
            2            2            2       357.14
            3            2            2        420.2
            4            2            2       412.82
            5            2            2       309.51
            6            2            2       271.77
            7            2            2       253.58
            8            2            2       254.44
            1            1            1       367.37
            2            1            1       468.13
            3            1            1       499.77
            4            1            1       444.01
            5            1            1       429.03
            6            1            1       304.54
            7            1            1       309.91
            8            1            1          313
            1            2            1       348.05
            2            2            1       381.86
            3            2            1       388.28
            4            2            1       413.67
            5            2            1       408.42
            6            2            1       332.23
            7            2            1       287.86
            8            2            1       259.79
            1            1            2       300.31
            2            1            2       346.74
            3            1            2       334.73
            4            1            2       386.62
            5            1            2       329.16
            6            1            2       261.27
            7            1            2       239.38
            8            1            2       216.68
            1            2            2       235.34
            2            2            2       338.99
            3            2            2       453.39
            4            2            2       371.85
            5            2            2       312.96
            6            2            2       333.66
            7            2            2       289.53
            8            2            2       246.67

exmpl10.3 17 3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) A highly unbalanced 2 by 2 factorial.
)"%lf %lf %lf"
	1	1	2.7
	1	1	7.9
	1	1	26.3
	1	1	-1.9
	1	1	30.6
	1	1	3.8
	1	1	27.2
	1	1	20.9
	1	1	20.6
	1	1	14.6
	1	2	21.5
	2	1	26.1
	2	2	41.1
	2	2	46.7
	2	2	57.8
	2	2	38
	2	2	39.3

exmpl10.8
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from David Zlesak (personal communication).
)
) Columns are preservative at quarter or half strength,
) MS or MG preservative, 1 or 2% sucrose, and number of seeds
) produced.  
)"%lf %lf %lf %lf"
1 1 1 12
2 1 1 20
1 2 1 60 
2 2 1 8
1 1 2 89
2 1 2 87
1 2 2 52
2 2 2 49

ex10.2 16
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Responses for a 2^4 factorial in standard order.
1.106
2.295
7.074
6.931
4.132
2.148
10.20
10.12
3.337
1.827
8.698
6.255
3.755
2.789
10.99
11.85


pr10.1 36  4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Giguere, V., G.~Lefevre, and F.~Labrie (1982). ``Site
) of calcium requirement for stimulation of {ACTH} release in rat anterior
) pituitary cells in culture by synthetic ovine corticotropin-releasing factor.''
) {\em Life Sciences\/}~{\em 31}, 3057--3062.
)
) Columns are verapamil, crf, calcium, and response.
) Verapamil codes 1, 2 are 0 or 100 mu mole.
) Crf codes 1, 2  are 0 or 100 n mole.
) Ca codes 1, 2 are 0 or 2 mmole of CaCl2.
) "%lf %lf %lf %lf"
                1                1                1             1.73
                1                1                1             1.57
                1                1                1             1.53
                1                1                1              2.1
                1                1                1             1.31
                1                1                1             1.45
                1                1                1             1.55
                1                1                1             1.75
                2                1                1             2.14
                2                1                1             2.24
                2                1                1             2.15
                2                1                1             1.87
                1                2                1             4.72
                1                2                1             2.82
                1                2                1             2.76
                1                2                1             4.44
                2                2                1             4.36
                2                2                1             4.05
                2                2                1             6.08
                2                2                1             4.58
                1                1                2             3.53
                1                1                2             3.13
                1                1                2             3.47
                1                1                2             2.99
                2                1                2             3.22
                2                1                2             2.89
                2                1                2             3.32
                2                1                2             3.56
                1                2                2            13.18
                1                2                2            14.26
                1                2                2            15.24
                1                2                2            11.18
                2                2                2            19.53
                2                2                2            16.46
                2                2                2            17.89
                2                2                2            14.69

pr10.2    52 4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are values of c, s, n, and the scores.
) Cost codes are 1, 2, 3 for low, medium, and high.
) Sensory codes are 1, 2, 3 for low, medium, and high.
) Nutrition codes are 1, 2 for low and high.
)"%lf %lf %lf %lf"
            3            3            2          2.6
            3            3            2          2.5
            3            3            2          2.9
            3            3            1          1.5
            3            3            1          1.6
            3            3            1          1.5
            3            2            2          2.3
            3            2            2          2.1
            3            2            2          2.3
            3            2            1          1.4
            3            2            1          1.5
            3            2            1          1.4
            3            1            2         1.05
            3            1            2         1.06
            3            1            2         1.05
            3            1            1         1.01
            2            3            2          3.3
            2            3            2          3.5
            2            3            2          3.3
            2            3            1          2.2
            2            3            1            2
            2            3            1          2.1
            2            2            2          2.6
            2            2            2          2.6
            2            2            2          2.3
            2            2            1          1.8
            2            2            1          1.7
            2            2            1          1.8
            2            1            2          1.2
            2            1            2          1.1
            2            1            2          1.2
            2            1            1         1.07
            2            1            1         1.08
            2            1            1         1.07
            1            3            2          7.9
            1            3            2          7.8
            1            3            2          7.5
            1            3            1          5.5
            1            3            1          5.7
            1            3            1          5.7
            1            2            2          4.5
            1            2            2          4.6
            1            2            2            4
            1            2            1          3.8
            1            2            1          3.3
            1            2            1          3.1
            1            1            2          1.7
            1            1            2          1.8
            1            1            2          1.8
            1            1            1          1.5
            1            1            1          1.6
            1            1            1          1.5




pr10.3 44 3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are gum type, protein type, and response.
) "%lf %lf %lf"
            1            1          3.5
            1            2          3.6
            1            3          2.1
            1            4            4
            1            5          3.1
            1            1            3
            1            2          2.9
            1            3          4.5
            2            1          7.2
            2            2          6.8
            2            3          6.7
            2            4          7.5
            2            5          6.8
            2            3          4.8
            2            4          6.9
            2            5          9.3
            3            1          4.1
            3            2          5.8
            3            3          4.5
            3            4          5.3
            3            5          4.1
            3            1          5.6
            3            2          4.8
            3            3          4.6
            3            4          7.3
            3            5          5.3
            4            1          5.3
            4            2          4.8
            4            3            5
            4            4          6.7
            4            5          5.2
            4            2          3.2
            4            3          7.2
            4            4          6.7
            4            5          4.2
            5            1          4.5
            5            2          5.1
            5            3            5
            5            4          4.9
            5            5          4.5
            5            1          2.7
            5            2          3.7
            5            3          4.5
            5            4          4.7

pr10.4        214     5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from David Rey (1981)) ``Characterization of the
) Effect of Solutes on the Water-Binding and Gel Strength Propoerties
) of Carrageenan, MS Thesis, Dept. of Food Science, Univ of Minn.
)
) These data give the water binding (in mOsm) for various
) carrageenan gum gels.
) The first column is type of carrageenan gum (level 1 is kappa,
) level 2 is mostly kappa with some lambda, level 3 is iota).
) The second column is gum concentration in g/100g H20
) (level 1 is .1, level 2 is .5, level 3 is 2 for gums 1 and 2
) and 1 for gum 3).
) The third column is type of solute.  Level 1 is salt (NaCl),
) level 2 is sodium sulfate (Na2SO4), level 3 is sucrose.
) The fourth column is solute concentration (ku/kg H20).
) For sucrose, the three levels are .05, .1, and .25; for
) NaCl and Na2SO4 the levels are .1, .25, and 1.
) The last column is the water-binding in mOsm.
)"%lf %lf %lf %lf %lf"
            1            1            1            1         99.7
            1            1            1            1         98.3
            2            1            1            1         97.6
            2            1            1            1        103.7
            3            1            1            1           99
            3            1            1            1           98
            1            2            1            1          100
            1            2            1            1        104.3
            2            2            1            1        104.7
            2            2            1            1        105.7
            3            2            1            1        107.3
            3            2            1            1        106.7
            1            3            1            1          123
            1            3            1            1        116.3
            2            3            1            1        125.7
            2            3            1            1        121.7
            3            3            1            1        117.3
            3            3            1            1        117.3
            1            1            2            1         87.3
            1            1            2            1           89
            2            1            2            1           80
            2            1            2            1         89.3
            3            1            2            1           88
            3            1            2            1           89
            1            2            2            1         92.3
            1            2            2            1         97.7
            2            2            2            1         94.5
            2            2            2            1         94.3
            3            2            2            1         86.7
            3            2            2            1         95.3
            1            3            2            1        104.3
            1            3            2            1          104
            2            3            2            1        115.7
            2            3            2            1          118
            3            3            2            1          101
            3            3            2            1        104.3
            1            1            3            1           55
            1            1            3            1         55.3
            2            1            3            1         56.7
            2            1            3            1           56
            3            1            3            1         54.7
            3            1            3            1         56.3
            1            2            3            1         61.7
            1            2            3            1           62
            2            2            3            1         62.7
            2            2            3            1           64
            3            2            3            1         63.7
            3            2            3            1           65
            1            3            3            1         90.7
            1            3            3            1         99.3
            2            3            3            1           99
            2            3            3            1        102.3
            3            3            3            1         72.7
            3            3            3            1           75
            1            1            1            2          239
            1            1            1            2          236
            2            1            1            2        239.7
            2            1            1            2        246.7
            3            1            1            2          237
            3            1            1            2        237.7
            1            2            1            2        249.7
            1            2            1            2        255.7
            2            2            1            2        244.7
            2            2            1            2        245.7
            3            2            1            2        243.7
            3            2            1            2        247.7
            1            3            1            2          277
            1            3            1            2        262.3
            2            3            1            2        266.3
            2            3            1            2        276.3
            3            3            1            2          268
            3            3            1            2        266.7
            1            1            2            2        203.7
            1            1            2            2          204
            2            1            2            2          204
            2            1            2            2        206.3
            3            1            2            2          203
            3            1            2            2        201.7
            1            2            2            2          209
            1            2            2            2        209.3
            2            2            2            2        210.7
            2            2            2            2          210
            3            2            2            2        203.7
            3            2            2            2          209
            1            3            2            2          218
            1            3            2            2        221.5
            2            3            2            2          241
            2            3            2            2        232.7
            3            3            2            2        214.7
            3            3            2            2        222.7
            1            1            3            2        123.7
            1            1            3            2          106
            2            1            3            2        109.7
            2            1            3            2          111
            3            1            3            2          105
            3            1            3            2        105.7
            1            2            3            2        113.3
            1            2            3            2          115
            2            2            3            2          115
            2            2            3            2        115.7
            3            2            3            2        114.3
            3            2            3            2        116.7
            1            3            3            2        229.3
            1            3            3            2        193.7
            2            3            3            2        213.4
            2            3            3            2        196.3
            3            3            3            2        123.7
            3            3            3            2        132.7
            1            1            1            3        928.7
            1            1            1            3          930
            1            1            1            3          929
            1            1            1            3          930
            2            1            1            3          940
            2            1            1            3        961.3
            2            1            1            3        939.7
            2            1            1            3        931.3
            3            1            1            3        899.3
            3            1            1            3          941
            3            1            1            3        944.3
            3            1            1            3          919
            1            2            1            3          937
            1            2            1            3        938.7
            1            2            1            3        939.7
            1            2            1            3        924.3
            2            2            1            3        942.7
            2            2            1            3          988
            2            2            1            3        945.7
            2            2            1            3          933
            3            2            1            3        953.3
            3            2            1            3          991
            3            2            1            3        988.7
            3            2            1            3        965.7
            1            3            1            3          968
            1            3            1            3        975.7
            1            3            1            3        972.7
            1            3            1            3          968
            2            3            1            3        992.7
            2            3            1            3         1019
            2            3            1            3       1018.7
            2            3            1            3         1021
            3            3            1            3       1183.7
            3            3            1            3         1242
            3            3            1            3         1133
            3            3            1            3         1157
            1            1            2            3          695
            1            1            2            3        679.7
            1            1            2            3        692.7
            1            1            2            3          688
            2            1            2            3          653
            2            1            2            3        642.7
            2            1            2            3          686
            2            1            2            3          646
            3            1            2            3        668.7
            3            1            2            3        686.7
            3            1            2            3          665
            3            1            2            3        688.3
            1            2            2            3        688.7
            1            2            2            3        701.3
            1            2            2            3          698
            1            2            2            3        711.7
            2            2            2            3        697.7
            2            2            2            3        701.7
            2            2            2            3          698
            2            2            2            3        698.7
            3            2            2            3        726.7
            3            2            2            3        744.7
            3            2            2            3          741
            3            2            2            3        708.7
            1            3            2            3          726
            1            3            2            3        747.7
            1            3            2            3        736.7
            1            3            2            3        743.7
            2            3            2            3          731
            2            3            2            3        790.3
            2            3            2            3        799.7
            2            3            2            3          806
            3            3            2            3        747.7
            3            3            2            3          897
            3            3            2            3        812.7
            3            3            2            3          885
            1            1            3            3        283.3
            1            1            3            3          276
            1            1            3            3          266
            1            1            3            3          263
            2            1            3            3        271.7
            2            1            3            3        275.3
            2            1            3            3        267.3
            2            1            3            3        268.7
            3            1            3            3        258.3
            3            1            3            3          268
            3            1            3            3        273.3
            3            1            3            3        272.7
            1            2            3            3        277.3
            1            2            3            3          277
            1            2            3            3        281.3
            1            2            3            3          279
            2            2            3            3        279.3
            2            2            3            3          283
            3            2            3            3          282
            3            2            3            3        279.3
            3            2            3            3        282.7
            3            2            3            3          281
            1            3            3            3        426.5
            1            3            3            3        389.3
            1            3            3            3          420
            1            3            3            3        421.7
            2            3            3            3        399.7
            2            3            3            3        410.3
            2            3            3            3          360
            2            3            3            3        409.3
            3            3            3            3        291.7
            3            3            3            3          308
            3            3            3            3          310
            3            3            3            3        303.3

pr10.5             30     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Table 17 of M. Sutheerawattananonda (1994)
) "Variation in Physical Properties and Microstructure of
) Extruded Wheat Flours", MS Thesis, University of Minnesota.
)
) These data are the size of the air cells in the "expanded
) extrudates" of flours.  Column 1 is size in mm^2.  Column 2
) is the variety of wheat (cultivar) used to make the flour.
) Column 3 is the location where the wheat was grown.  Column 4
) is the temperature at which the extrusion was performed
) 1=120C, 2=180C.
)"%lf %lf %lf %lf"
             4.63                1                1                1
            10.37                1                1                1
             7.53                1                1                1
             6.83                2                1                1
             7.43                2                1                1
             2.99                2                1                1
            11.02                3                1                1
            13.87                3                1                1
             2.47                3                1                1
             3.44                1                2                1
             5.88                1                2                1
              2.6                2                2                1
             4.48                2                2                1
             4.29                3                2                1
             2.67                3                2                1
              2.8                1                1                2
             3.32                1                1                2
             3.01                2                1                2
             4.51                2                1                2
              5.3                3                1                2
             3.58                3                1                2
             3.12                1                2                2
             2.58                1                2                2
             2.97                1                2                2
             2.15                2                2                2
             2.62                2                2                2
                3                2                2                2
             2.24                3                2                2
              2.8                3                2                2
             3.18                3                2                2

pr10.6 48 4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
) 
) Data based on Table I of de Belleroche, Dick, and Wyrley-Birch
) (1982) ``Anticonvulsants and trifluoperazine inhibit the
) evoked release of BAGA from cerebral cortex of rat at
) different sites,'' Life Sciences, 31, 2875-2882.
) 
) Rats are given one of eight different treatments formed
) by the absence or presence of trifluoperazine, diazepam,
) and calmodulin.  The response is the amount of GABA released
) when brain tissues are treated with 33 mM K^+.  Columns are
) trifluoperazine (1 absent, 2 present), diazepam, calmodulin
) and GABA.
)"%lf %lf %lf %lf"
                1                1                1             1.19
                1                1                1             1.33
                1                1                1             1.34
                1                1                1             1.23
                1                1                1             1.24
                1                1                1             1.23
                1                1                1             1.28
                1                1                1             1.32
                1                1                2             1.07
                1                1                2             1.44
                1                1                2             1.14
                1                1                2             0.87
                1                1                2             1.35
                1                1                2             1.19
                1                1                2             1.17
                1                1                2             0.89
                1                2                1             0.58
                1                2                1             0.54
                1                2                1             0.63
                1                2                1             0.81
                1                2                2             0.61
                1                2                2              0.6
                1                2                2             0.51
                1                2                2             0.88
                2                1                1             0.89
                2                1                1              0.4
                2                1                1             0.89
                2                1                1              0.8
                2                1                1             0.65
                2                1                1             0.85
                2                1                1             0.45
                2                1                1             0.37
                2                1                2             1.21
                2                1                2              1.2
                2                1                2              1.4
                2                1                2              0.7
                2                1                2              1.1
                2                1                2             1.09
                2                1                2              0.9
                2                1                2             1.28
                2                2                1             0.19
                2                2                1             0.34
                2                2                1             0.61
                2                2                1              0.3
                2                2                2             0.34
                2                2                2             0.41
                2                2                2             0.29
                2                2                2             0.52

pr10.7 16 5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data modeled after example of Moses, L.~E. (1987).  ``Analysis of
) {B}ernoulli data from a $2^5$ design done in blocks of size four.''
) In C.~Mallows (Ed.), {\em Design, Data, and Analysis}, pp. 275--290.
) New York: Wiley.
)
) Columns are complaint (drugs or STD), age (14 or 17), length of time
) known (<1 or >5), maturity (immature or mature), and fraction of doctors
) who maintain confidentiality.
)"%lf %lf %lf %lf %lf"
1   1   1   1   .445
1   1   1   2   .624
1   1   2   1   .360
1   1   2   2   .493
1   2   1   1   .513
1   2   1   2   .693
1   2   2   1   .534
1   2   2   2   .675
2   1   1   1   .578
2   1   1   2   .786
2   1   2   1   .622
2   1   2   2   .755
2   2   1   1   .814
2   2   1   2   .902
2   2   2   1   .869
2   2   2   2   .902

pr10.8   35 3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Harvey F. Windels (1964) "The Influence of Diet
) and of Duration of Fast upon Plasma Levels of Free Leucine, Iosleucine,
) and Valine in the Growing Pig," Ph. D. thesis, University of Minnesota.
)
) These data give the concentration of plasma free leucine
) in mcg/ml 8 hours post feeding for several pigs.  The
) treatments are different protein sources and percents
) of protein in the meal.  Sources 1, 2, 3 are fish meal,
) soybean meal, and dried skim milk.  Protein percent
) levels 1, 2, 3, 4 are 9, 12, 15, and 18 percent protein.
) Columns are source, percent, and response.
1	1	27.8
1	1	23.7
1	2	31.5
1	2	28.5
1	2	32.8
1	3	34.0
1	3	28.7
1	3	28.3
1	4	30.6
1	4	32.7
1	4	33.7
2	1	39.3
2	1	34.8
2	1	29.8
2	2	39.8
2	2	40.0
2	2	39.1
2	3	38.5
2	3	39.2
2	3	40.0
2	4	42.9
2	4	49.0
2	4	44.4
3	1	40.6
3	1	31.0
3	1	34.6
3	2	42.9
3	2	50.1
3	2	37.4
3	3	59.5
3	3	48.9
3	3	41.4
3	4	72.1
3	4	59.8
3	4	67.6


exmpl11.2         400     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are machine, operator, glue, and strength of carton.
)"%lf %lf %lf %lf"
            1            1            1       157.97
            2            1            1       160.28
            3            1            1       156.81
            4            1            1       156.26
            5            1            1       155.14
            6            1            1       157.86
            7            1            1       156.79
            8            1            1       159.43
            9            1            1       149.88
           10            1            1       153.33
            1            2            1       153.07
            2            2            1       150.29
            3            2            1       156.81
            4            2            1       142.56
            5            2            1       148.85
            6            2            1       154.52
            7            2            1       147.28
            8            2            1       159.34
            9            2            1          152
           10            2            1       151.25
            1            3            1       144.04
            2            3            1       142.31
            3            3            1       150.02
            4            3            1        137.4
            5            3            1       145.76
            6            3            1       146.03
            7            3            1       142.07
            8            3            1       144.41
            9            3            1        148.9
           10            3            1       146.05
            1            4            1       161.72
            2            4            1       164.41
            3            4            1       159.79
            4            4            1       152.85
            5            4            1       144.93
            6            4            1       156.39
            7            4            1       166.39
            8            4            1       156.82
            9            4            1       161.19
           10            4            1        156.4
            1            5            1       148.71
            2            5            1       156.78
            3            5            1       144.87
            4            5            1       148.83
            5            5            1       144.42
            6            5            1       143.19
            7            5            1       149.47
            8            5            1       146.12
            9            5            1       151.87
           10            5            1       146.17
            1            6            1       155.18
            2            6            1       156.15
            3            6            1       149.86
            4            6            1        143.9
            5            6            1        145.5
            6            6            1       153.79
            7            6            1       156.74
            8            6            1       143.02
            9            6            1       155.58
           10            6            1        152.4
            1            7            1       142.92
            2            7            1       150.12
            3            7            1       148.81
            4            7            1       130.75
            5            7            1       137.06
            6            7            1       138.06
            7            7            1        144.7
            8            7            1        147.3
            9            7            1       147.46
           10            7            1        139.6
            1            8            1       139.61
            2            8            1       136.69
            3            8            1       140.01
            4            8            1       127.38
            5            8            1       139.21
            6            8            1       150.85
            7            8            1       150.64
            8            8            1       152.77
            9            8            1       143.08
           10            8            1       145.37
            1            9            1       143.52
            2            9            1       146.94
            3            9            1       149.89
            4            9            1       145.03
            5            9            1       148.82
            6            9            1       147.39
            7            9            1        149.8
            8            9            1       157.95
            9            9            1       165.14
           10            9            1       146.07
            1           10            1       153.42
            2           10            1       146.73
            3           10            1       152.27
            4           10            1       148.33
            5           10            1       149.68
            6           10            1       147.43
            7           10            1        151.3
            8           10            1       155.82
            9           10            1       151.11
           10           10            1       148.22
            1            1            2       142.97
            2            1            2       155.97
            3            1            2       152.76
            4            1            2       142.24
            5            1            2       152.72
            6            1            2       154.47
            7            1            2       156.42
            8            1            2       149.25
            9            1            2       157.51
           10            1            2       153.07
            1            2            2        137.1
            2            2            2       150.07
            3            2            2       143.96
            4            2            2       135.46
            5            2            2       145.55
            6            2            2       147.96
            7            2            2       142.58
            8            2            2       151.79
            9            2            2       153.36
           10            2            2       138.99
            1            3            2       136.16
            2            3            2        139.3
            3            3            2        131.3
            4            3            2       134.31
            5            3            2       136.09
            6            3            2       142.01
            7            3            2       137.69
            8            3            2       144.12
            9            3            2       144.26
           10            3            2       144.34
            1            4            2       155.49
            2            4            2       151.65
            3            4            2       145.48
            4            4            2       144.29
            5            4            2        135.9
            6            4            2       149.81
            7            4            2       153.56
            8            4            2       157.38
            9            4            2       151.85
           10            4            2       150.95
            1            5            2       142.17
            2            5            2       145.35
            3            5            2       145.32
            4            5            2       141.52
            5            5            2       148.68
            6            5            2       154.35
            7            5            2       142.26
            8            5            2       147.16
            9            5            2       137.79
           10            5            2       146.55
            1            6            2       145.42
            2            6            2       147.07
            3            6            2       146.75
            4            6            2       131.76
            5            6            2       148.24
            6            6            2       147.56
            7            6            2       140.41
            8            6            2       148.96
            9            6            2       144.09
           10            6            2       144.71
            1            7            2        142.1
            2            7            2       144.54
            3            7            2       127.32
            4            7            2        135.3
            5            7            2       127.11
            6            7            2       139.92
            7            7            2       138.69
            8            7            2       142.45
            9            7            2       136.78
           10            7            2       147.92
            1            8            2       125.11
            2            8            2       145.03
            3            8            2       133.11
            4            8            2       123.61
            5            8            2       135.42
            6            8            2       141.88
            7            8            2       132.26
            8            8            2       137.18
            9            8            2       145.69
           10            8            2       141.07
            1            9            2       151.62
            2            9            2       152.25
            3            9            2        137.1
            4            9            2       144.18
            5            9            2       145.49
            6            9            2       142.78
            7            9            2       145.71
            8            9            2       149.09
            9            9            2       156.64
           10            9            2       152.67
            1           10            2       137.54
            2           10            2       153.81
            3           10            2       139.85
            4           10            2       137.33
            5           10            2       144.54
            6           10            2       146.02
            7           10            2       144.56
            8           10            2       164.09
            9           10            2       148.18
           10           10            2       153.89
            1            1            1       157.16
            2            1            1       162.31
            3            1            1       153.56
            4            1            1       157.22
            5            1            1       146.42
            6            1            1       158.51
            7            1            1        153.7
            8            1            1       168.07
            9            1            1       160.86
           10            1            1        153.3
            1            2            1       154.56
            2            2            1       157.23
            3            2            1       142.39
            4            2            1       150.95
            5            2            1       145.75
            6            2            1        139.3
            7            2            1       151.43
            8            2            1        155.4
            9            2            1       154.25
           10            2            1       149.24
            1            3            1        145.7
            2            3            1       154.32
            3            3            1       142.06
            4            3            1       140.19
            5            3            1       143.81
            6            3            1       148.39
            7            3            1       142.77
            8            3            1       144.46
            9            3            1          145
           10            3            1          147
            1            4            1       162.83
            2            4            1       162.89
            3            4            1       153.84
            4            4            1        148.7
            5            4            1       158.02
            6            4            1       151.92
            7            4            1       154.58
            8            4            1        158.4
            9            4            1       164.92
           10            4            1       158.28
            1            5            1       149.63
            2            5            1          142
            3            5            1       147.27
            4            5            1       137.84
            5            5            1       148.57
            6            5            1       155.45
            7            5            1       157.99
            8            5            1       150.13
            9            5            1       141.57
           10            5            1       147.89
            1            6            1       152.76
            2            6            1       154.57
            3            6            1       149.16
            4            6            1       146.31
            5            6            1        140.4
            6            6            1       145.98
            7            6            1       147.19
            8            6            1       142.38
            9            6            1       153.11
           10            6            1       152.68
            1            7            1       151.59
            2            7            1       138.65
            3            7            1       154.63
            4            7            1       134.91
            5            7            1        141.4
            6            7            1       144.43
            7            7            1       149.23
            8            7            1       146.19
            9            7            1       141.22
           10            7            1       145.29
            1            8            1       139.84
            2            8            1       144.24
            3            8            1       147.99
            4            8            1       137.62
            5            8            1       149.61
            6            8            1       139.09
            7            8            1       141.32
            8            8            1       140.84
            9            8            1       142.78
           10            8            1       146.84
            1            9            1       147.55
            2            9            1       157.04
            3            9            1       143.42
            4            9            1       150.97
            5            9            1        157.1
            6            9            1       152.14
            7            9            1       155.48
            8            9            1       154.32
            9            9            1       154.79
           10            9            1       161.59
            1           10            1       150.67
            2           10            1       153.47
            3           10            1       141.96
            4           10            1       140.17
            5           10            1       145.69
            6           10            1        149.7
            7           10            1       157.22
            8           10            1       157.02
            9           10            1       152.57
           10           10            1       146.85
            1            1            2       145.66
            2            1            2       145.96
            3            1            2       147.18
            4            1            2       146.04
            5            1            2       152.28
            6            1            2       146.78
            7            1            2       150.44
            8            1            2       159.65
            9            1            2       159.48
           10            1            2       154.44
            1            2            2       145.66
            2            2            2       142.52
            3            2            2       143.79
            4            2            2       137.03
            5            2            2       144.38
            6            2            2       154.48
            7            2            2       143.97
            8            2            2       137.34
            9            2            2       148.57
           10            2            2       151.41
            1            3            2       145.95
            2            3            2       135.91
            3            3            2       145.56
            4            3            2       134.64
            5            3            2       138.52
            6            3            2       142.95
            7            3            2       141.51
            8            3            2       145.08
            9            3            2       141.31
           10            3            2       143.19
            1            4            2       153.13
            2            4            2       155.48
            3            4            2       149.23
            4            4            2       148.73
            5            4            2       150.46
            6            4            2       159.76
            7            4            2       148.35
            8            4            2       158.18
            9            4            2       154.07
           10            4            2       156.17
            1            5            2       147.72
            2            5            2       148.68
            3            5            2       139.28
            4            5            2       139.88
            5            5            2       138.39
            6            5            2       150.34
            7            5            2       148.66
            8            5            2       149.53
            9            5            2       141.95
           10            5            2       149.12
            1            6            2       140.87
            2            6            2       147.48
            3            6            2       147.14
            4            6            2       139.33
            5            6            2       138.23
            6            6            2       148.21
            7            6            2       136.74
            8            6            2       144.88
            9            6            2       148.72
           10            6            2       150.47
            1            7            2        142.2
            2            7            2       133.08
            3            7            2       134.83
            4            7            2       131.61
            5            7            2       139.23
            6            7            2       148.57
            7            7            2       134.95
            8            7            2       144.04
            9            7            2        139.8
           10            7            2       132.19
            1            8            2       142.02
            2            8            2       140.23
            3            8            2       135.94
            4            8            2       123.92
            5            8            2       139.01
            6            8            2       131.11
            7            8            2       141.17
            8            8            2       148.56
            9            8            2       136.66
           10            8            2       146.65
            1            9            2       147.99
            2            9            2       152.16
            3            9            2       146.99
            4            9            2       144.82
            5            9            2       144.48
            6            9            2       145.29
            7            9            2       141.69
            8            9            2       152.07
            9            9            2       149.18
           10            9            2       151.62
            1           10            2       142.17
            2           10            2       143.25
            3           10            2       153.26
            4           10            2       152.05
            5           10            2       148.59
            6           10            2       146.26
            7           10            2       145.06
            8           10            2       147.51
            9           10            2       144.69
           10           10            2       150.71


ex11.2 24 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Weight gain of offspring of 4 bulls. Columns are bull number
) and response.
1 1.46
1 1.23
1 1.12
1 1.23
1 1.02
1 1.15
2 1.17
2 1.08
2 1.20
2 1.08
2 1.01
2 0.86
3 0.98
3 1.06
3 1.15
3 1.11
3 0.83
3 0.86
4 0.95
4 1.10
4 1.07
4 1.11
4 0.89
4 1.12

ex11.3 30 2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are brand of tire and tire durability (1000s of miles).
) "%lf %lf "
            1           55
            1           56
            1           59
            1           55
            1           60
            1           57
            2           39
            2           42
            2           43
            2           41
            2           41
            2           42
            3           39
            3           41
            3           43
            3           40
            3           43
            3           43
            4           44
            4           44
            4           42
            4           39
            4           40
            4           43
            5           46
            5           42
            5           45
            5           42
            5           42
            5           44

ex11.4          16     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Swallow, W.~H. and S.~R. Searle (1978).  ``Minimum
) variance quadratic unbiased estimation ({MIVQUE}) of variance components.''
) {\em Technometrics\/}~{\em 20}, 265--272.
)
) Columns are head number and weight of oil.
)"%lf %lf"
            1         15.7
            2        15.69
            3        15.75
            4        15.68
            5        15.65
            1        15.68
            2        15.71
            3        15.82
            4        15.66
            5         15.6
            1        15.64
            3        15.75
            4        15.59
            1         15.6
            3        15.71
            3        15.84

pr11.2          40     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are sample number, lab number, and bacteria count/ml.
)"%lf %lf %lf"
            1            1         2200
            2            1         3000
            3            1          210
            4            1          270
            1            1         2200
            2            1         2900
            3            1          200
            4            1          260
            1            2         2600
            2            2         3600
            3            2          290
            4            2          360
            1            2         2500
            2            2         3500
            3            2          240
            4            2          380
            1            3         1900
            2            3         2500
            3            3          160
            4            3          230
            1            3         2100
            2            3         2200
            3            3          200
            4            3          230
            1            4         2600
            2            4         2800
            3            4          330
            4            4          350
            1            4         4300
            2            4         1800
            3            4          340
            4            4          290
            1            5         4000
            2            5         4800
            3            5          370
            4            5          500
            1            5         3900
            2            5         4800
            3            5          340
            4            5          480

pr11.3          25     2
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Vangel, M.~G. (1992). ``New methods for one-sided
) tolerance limits for a one-way balanced random-effects {ANOVA} model.''
) {\em Technometrics\/}~{\em 34}, 176--185.
)
) Columns are batch number and (coded) tensile strength.
)"%lf %lf"
            1          379
            1          357
            1          390
            1          376
            1          376
            2          363
            2          367
            2          382
            2          381
            2          359
            3          401
            3          402
            3          407
            3          402
            3          396
            4          402
            4          387
            4          392
            4          395
            4          394
            5          415
            5          405
            5          396
            5          390
            5          395


pr12.2          120     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Xhonga, R. (1971).  ``Direct gold alloys---part {II}.''
) {\em Journal of the American Academy of Gold Foil Operators\/}
) {\em 14}, 5--15.
)
) Columns are alloy, method, dentist, and hardness (diamond pyramid
) hardness number).
)"%lf %lf %lf %lf"
            1            1            1          792
            2            1            1          824
            3            1            1          813
            4            1            1          792
            5            1            1          792
            6            1            1          907
            7            1            1          792
            8            1            1          835
            1            2            1          772
            2            2            1          772
            3            2            1          782
            4            2            1          698
            5            2            1          665
            6            2            1         1115
            7            2            1          835
            8            2            1          870
            1            3            1          782
            2            3            1          803
            3            3            1          752
            4            3            1          620
            5            3            1          835
            6            3            1          847
            7            3            1          560
            8            3            1          585
            1            1            2          803
            2            1            2          803
            3            1            2          715
            4            1            2          803
            5            1            2          813
            6            1            2          858
            7            1            2          907
            8            1            2          882
            1            2            2          752
            2            2            2          772
            3            2            2          772
            4            2            2          782
            5            2            2          743
            6            2            2          933
            7            2            2          792
            8            2            2          824
            1            3            2          715
            2            3            2          707
            3            3            2          835
            4            3            2          715
            5            3            2          673
            6            3            2          698
            7            3            2          734
            8            3            2          681
            1            1            3          715
            2            1            3          724
            3            1            3          743
            4            1            3          627
            5            1            3          752
            6            1            3          858
            7            1            3          762
            8            1            3          724
            1            2            3          792
            2            2            3          715
            3            2            3          813
            4            2            3          743
            5            2            3          613
            6            2            3          824
            7            2            3          847
            8            2            3          782
            1            3            3          762
            2            3            3          606
            3            3            3          743
            4            3            3          681
            5            3            3          743
            6            3            3          715
            7            3            3          824
            8            3            3          681
            1            1            4          673
            2            1            4          946
            3            1            4          792
            4            1            4          743
            5            1            4          762
            6            1            4          894
            7            1            4          792
            8            1            4          649
            1            2            4          657
            2            2            4          743
            3            2            4          690
            4            2            4          882
            5            2            4          772
            6            2            4          813
            7            2            4          870
            8            2            4          858
            1            3            4          690
            2            3            4          245
            3            3            4          493
            4            3            4          707
            5            3            4          289
            6            3            4          715
            7            3            4          813
            8            3            4          312
            1            1            5          634
            2            1            5          715
            3            1            5          707
            4            1            5          698
            5            1            5          715
            6            1            5          772
            7            1            5         1048
            8            1            5          870
            1            2            5          649
            2            2            5          724
            3            2            5          803
            4            2            5          665
            5            2            5          752
            6            2            5          824
            7            2            5          933
            8            2            5          835
            1            3            5          724
            2            3            5          627
            3            3            5          421
            4            3            5          483
            5            3            5          405
            6            3            5          536
            7            3            5          405
            8            3            5          312

pr12.6          80     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are sample (within abuse), abuse, lab, and bacteria count.
)"%lf %lf %lf %lf"
            1            1            1         7800
            2            1            1         7000
            1            2            1          870
            2            2            1          490
            1            3            1         1300
            2            3            1         1000
            1            4            1        31000
            2            4            1        36000
            1            1            1         7500
            2            1            1         7200
            1            2            1          690
            2            2            1          530
            1            3            1         1200
            2            3            1          980
            1            4            1        35000
            2            4            1        34000
            1            1            2         8300
            2            1            2         9700
            1            2            2          900
            2            2            2          930
            1            3            2         2500
            2            3            2         2300
            1            4            2        27000
            2            4            2        28000
            1            1            2         8200
            2            1            2        10000
            1            2            2          940
            2            2            2          840
            1            3            2         1900
            2            3            2         2300
            1            4            2        34000
            2            4            2        32000
            1            1            3         7300
            2            1            3         7300
            1            2            3          760
            2            2            3          840
            1            3            3         2100
            2            3            3         2300
            1            4            3        34000
            2            4            3        34000
            1            1            3         7600
            2            1            3         7900
            1            2            3          790
            2            2            3          780
            1            3            3         2000
            2            3            3         2200
            1            4            3        34000
            2            4            3        33000
            1            1            4         5400
            2            1            4         5500
            1            2            4          520
            2            2            4          750
            1            3            4         1400
            2            3            4         1100
            1            4            4        16000
            2            4            4        16000
            1            1            4         5700
            2            1            4         5600
            1            2            4          770
            2            2            4          620
            1            3            4         1300
            2            3            4         1400
            1            4            4        16000
            2            4            4        15000
            1            1            5        15000
            2            1            5        12000
            1            2            5         1200
            2            2            5          800
            1            3            5         4600
            2            3            5         3500
            1            4            5        41000
            2            4            5        39000
            1            1            5        14000
            2            1            5        12000
            1            2            5         1100
            2            2            5          600
            1            3            5         4000
            2            3            5         3600
            1            4            5        40000
            2            4            5        39000

pr12.7          48     5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Peggy Swearingen (personal communication).
)
) Columns are days (1, 28, 56, 84) of ripening, individual cheese,
) r21 (no or yes), r50 (no or yes), and total free amino acids.
)"%lf %lf %lf %lf %lf"
            1            1            1            1        0.637
            2            1            1            1         1.25
            3            1            1            1        1.697
            4            1            1            1        2.892
            1            2            1            1        0.549
            2            2            1            1        0.794
            3            2            1            1        1.601
            4            2            1            1        2.922
            1            3            1            1        0.604
            2            3            1            1        0.871
            3            3            1            1         1.83
            4            3            1            1        3.198
            1            1            1            2        0.678
            2            1            1            2        1.062
            3            1            1            2        2.032
            4            1            1            2        2.567
            1            2            1            2        0.736
            2            2            1            2        0.817
            3            2            1            2        2.017
            4            2            1            2            3
            1            3            1            2        0.659
            2            3            1            2        0.968
            3            3            1            2        2.409
            4            3            1            2        3.022
            1            1            2            1        0.607
            2            1            2            1        1.228
            3            1            2            1        2.211
            4            1            2            1        3.705
            1            2            2            1        0.661
            2            2            2            1        0.944
            3            2            2            1        1.673
            4            2            2            1        2.905
            1            3            2            1        0.755
            2            3            2            1        0.924
            3            3            2            1        1.973
            4            3            2            1        2.478
            1            1            2            2        0.643
            2            1            2            2          1.1
            3            1            2            2        2.091
            4            1            2            2        3.757
            1            2            2            2        0.581
            2            2            2            2        1.245
            3            2            2            2        2.255
            4            2            2            2        3.891
            1            3            2            2        0.754
            2            3            2            2        0.968
            3            3            2            2        2.987
            4            3            2            2        3.322

pr12.8           40     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Br\'{e}fort, H., J.~X. Guinard, and M.~J. Lewis (1989).
) ``The contribution of dextrins of beer sensory properties, part II.  Aftertaste.''
) {\em Journal of the Institute of Brewing\/}~{\em 95}, 431--435.
)
) Columns are day, ml (10 or 20) taken in mouth, subject, and amount retained (ml).
)"%lf %lf %lf %lf"
            1            1            1         1.86
            2            1            1         2.18
            1            2            1         2.49
            2            2            1         3.75
            1            1            2         2.08
            2            1            2         2.19
            1            2            2         3.15
            2            2            2         2.67
            1            1            3         1.76
            2            1            3         1.68
            1            2            3         1.76
            2            2            3         2.57
            1            1            4         2.02
            2            1            4         3.87
            1            2            4         2.99
            2            2            4         4.51
            1            1            5          2.6
            2            1            5         1.85
            1            2            5         3.25
            2            2            5         2.42
            1            1            6         2.26
            2            1            6         2.71
            1            2            6         2.86
            2            2            6          3.6
            1            1            7         2.03
            2            1            7         2.63
            1            2            7         2.37
            2            2            7         4.12
            1            1            8         2.39
            2            1            8         2.58
            1            2            8         2.19
            2            2            8         2.84
            1            1            9          2.4
            2            1            9         1.91
            1            2            9         3.25
            2            2            9         2.52
            1            1           10         1.63
            2            1           10         2.43
            1            2           10            2
            2            2           10          2.7



exmpl13.1          15     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Scott Smith (personal communication).
)
) Five cycad plants, three fronds per plant.  Three treatments:
) water (control), fungal spores, and horticultural oil. 
) Response is the average change in number of mealybugs
) after 3 days in two 3 cm by 3 cm patches per frond.
) Columns are treatment, plant, and average change.
)"%lf %lf %lf"
                1                1             -7.5
                2                1              1.5
                3                1              7.5
                1                2             11.5
                2                2             19.5
                3                2             32.5
                1                3              9.5
                2                3              1.5
                3                3               15
                1                4              4.5
                2                4                2
                3                4               16
                1                5              3.5
                2                5                5
                3                5               11

exmpl13.6  9 4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Selwyn, M.~R. and N.~R. Hall (1984).
) ``On {B}ayesian methods for bioequivalence.'' {\em Biometrics\/}
) {\em 40}, 1103--1108.
)
) Area under the time/concentration curve in a bioequivalence study.
) Columns are period, subject, treatment, and response (area).  
) Treatments are 1 solution, 2 tablet, 3 capsule.
)"%lf %lf %lf %lf"
1	1	1	1799
1	2	3	2075
1	3	2	1396
2	1	3	1846
2	2	2	1156
2	3	1	868
3	1	2	2147
3	2	1	1777
3	3	3	2291

exmpl13.10  36 4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Selwyn, M.~R. and N.~R. Hall (1984).
) ``On {B}ayesian methods for bioequivalence.'' {\em Biometrics\/}
) {\em 40}, 1103--1108.
)
) Area under the time/concentration curve in a bioequivalence study.
) Columns are period, subject, treatment, and response (area).  
) Treatments are 1 solution, 2 tablet, 3 capsule. Full data set.
)"%lf %lf %lf %lf"
           1            1            1         1799
           2            1            3         1846
           3            1            2         2147
           1            2            3         2075
           2            2            2         1156
           3            2            1         1777
           1            3            2         1396
           2            3            1          868
           3            3            3         2291
           1            4            2         3100
           2            4            1         3065
           3            4            3         4077
           1            5            3         1451
           2            5            2         1217
           3            5            1         1288
           1            6            1         3174
           2            6            3         1714
           3            6            2         2919
           1            7            3         1430
           2            7            1          836
           3            7            2         1063
           1            8            1         1186
           2            8            2          642
           3            8            3         1183
           1            9            2         1135
           2            9            3         1305
           3            9            1          984
           1           10            3          873
           2           10            1         1426
           3           10            2         1540
           1           11            1         2061
           2           11            2         2433
           3           11            3         1337
           1           12            2         1053
           2           12            3         1534
           3           12            1         1583

exmpl13.12 54 4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Cochran, W.~G., K.~M. Autrey, and C.~Y. Cannon (1941).
) ``A double change-over design for dairy cattle feeding experiments.''
) {\em Journal of Dairy Science\/}~{\em 24}, 937--951.
)
) Columns are cow, period, treatment (1--roughage, 2--limited grain, 3--full
) grain), and milk production in pounds per six week period.
1	1	1	1376
2	1	2	2088
3	1	3	2238
4	1	1	1863
5	1	2	1748
6	1	3	2012	
1	2	2	1246
2	2	3	1864
3	2	1	1724
4	2	3	1755
5	2	1	1353
6	2	2	1626	
1	3	3	1151
2	3	1	1392
3	3	2	1272
4	3	2	1462
5	3	3	1339
6	3	1	1010	
7	1	1	1655
8	1	2	1938
9	1	3	1855
10	1	1	1384
11	1	2	1640
12	1	3	1677	
7	2	2	1517
8	2	3	1804
9	2	1	1298
10	2	3	1535
11	2	1	1284
12	2	2	1497	
7	3	3	1366
8	3	1	969
9	3	2	1233
10	3	2	1289
11	3	3	1370
12	3	1	1059	
13	1	1	1342
14	1	2	1344
15	1	3	1627
16	1	1	1180
17	1	2	1287
18	1	3	1547	
13	2	2	1294
14	2	3	1312
15	2	1	1186
16	2	3	1245
17	2	1	1000
18	2	2	1297	
13	3	3	1371
14	3	1	903
15	3	2	1066
16	3	2	1082
17	3	3	1078
18	3	1	887	


ex13.1 11 3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are block, treatment (sodium chloride, calcium chloride,
) organic, and sand), and number of cracks/mile. 
) "%lf %lf %lf"
1 2 32
1 3 27
1 4 36
2 1 38
2 2 40
2 3 43
2 4 33
3 1 40
3 2 63
3 3 14
3 4 27

ex13.2 24 5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are batch, temperature, ph, sugar, and response.
) "%lf %lf %lf %lf %lf"
    1    1    1    1   21
    1    1    2    1   12
    1    1    1    2   13
    1    1    2    2    1
    2    1    1    1   21
    2    1    2    1   18
    2    1    1    2   14
    2    1    2    2    8
    1    2    1    1   23
    1    2    2    1   14
    1    2    1    2   13
    1    2    2    2    1
    2    2    1    1   23
    2    2    2    1   17
    2    2    1    2   16
    2    2    2    2   11
    1    3    1    1   17
    1    3    2    1   20
    1    3    1    2   16
    1    3    2    2   14
    2    3    1    1   23
    2    3    2    1   17
    2    3    1    2   17
    2    3    2    2    5


ex13.3 32 4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are row, column, treatment, response.
) "%lf %lf %lf %lf"
    1    1    4   44
    1    2    2   26
    1    3    3   67
    1    4    1   77
    1    5    2   51
    1    6    4   62
    1    7    1   71
    1    8    3   49
    2    1    3   39
    2    2    1   45
    2    3    4   71
    2    4    2   74
    2    5    3   63
    2    6    1   74
    2    7    4   67
    2    8    2   47
    3    1    2   52
    3    2    4   49
    3    3    1   81
    3    4    3   88
    3    5    1   74
    3    6    3   75
    3    7    2   60
    3    8    4   58
    4    1    1   73
    4    2    3   58
    4    3    2   76
    4    4    4  100
    4    5    4   82
    4    6    2   79
    4    7    3   74
    4    8    1   68

ex13.5           16     5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Nelson, P.~R. (1993).  ``Additional uses for
) the analysis of means and extended tables of critical values.''
) {\em Technometrics\/}~{\em 35}, 61--71.
)
) Columns are operator, machine, day, treatment, and response.
)"%lf %lf %lf %lf %lf"
            1            1            1            1            8
            2            1            3            3           11
            3            1            4            4            2
            4            1            2            2            8
            1            2            4            3            7
            2            2            2            1            5
            3            2            1            2            2
            4            2            3            4            4
            1            3            2            4            3
            2            3            4            2            9
            3            3            3            1            7
            4            3            1            3            9
            1            4            3            2            4
            2            4            1            4            5
            3            4            2            3            9
            4            4            4            1            3


pr13.4 50 4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are student, grader, exam, and score.
) "%lf %lf %lf %lf"
    1    1    4   68
    1    2    1   65
    1    3    5   76
    1    4    3   74
    1    5    2   76
    2    1    1   68
    2    2    5   77
    2    3    2   84
    2    4    4   65
    2    5    3   75
    3    1    3   73
    3    2    2   85
    3    3    4   72
    3    4    5   68
    3    5    1   62
    4    1    5   74
    4    2    3   76
    4    3    1   57
    4    4    2   79
    4    5    4   64
    5    1    2   80
    5    2    4   71
    5    3    3   76
    5    4    1   59
    5    5    5   68
    6    1    4   69
    6    2    5   75
    6    3    2   81
    6    4    1   68
    6    5    3   68
    7    1    3   60
    7    2    4   62
    7    3    5   62
    7    4    2   66
    7    5    1   40
    8    1    2   70
    8    2    1   55
    8    3    3   62
    8    4    5   57
    8    5    4   40
    9    1    5   61
    9    2    3   67
    9    3    1   53
    9    4    4   63
    9    5    2   69
   10    1    1   37
   10    2    2   53
   10    3    4   31
   10    4    3   48
   10    5    5   33


pr13.5          32     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Whiting, Kelly Reid (1990) "Host-Specific
) Pathogens and the Corn/Soybean Rotation Effect", Ph. D. Dissertation,
) University of Minnesota, St. Paul, MN.
)
) The response of interest is the weight (g) of 100 random seeds from
) soybean plants.  The plants are of two varieties (Hodgson 78 and
) BSR191).  We observe data from the fifth year of four different
) crop rotation patterns (soybeans after 4 years of corn, second
) year of soybeans after 3 years of corn, final soybean in an
) S-C-S-C-S pattern, and 5 consequtive years of soybeans).
) This experiment was conducted twice in Waseca and twice in 
) Lamberton, with 1987 and 1988 being the fifth years of the
) two replicates (ie, the sequences were offset one year).
) Column 1 is the response.  Column 2 indicates year/location
) (1=W87, 2=W88, 3=L87, 4=L88).  Column 3 indicates rotation treatment
) (1-4 in the order given above).  Column 4 indicates variety
) (1=HOD, 2=BSR).
)"%lf %lf %lf %lf"
              155                1                1                1
              151                1                2                1
              147                1                3                1
              146                1                4                1
              153                1                1                2
              156                1                2                2
              159                1                3                2
              155                1                4                2
              170                2                1                1
              159                2                2                1
              157                2                3                1
              168                2                4                1
              164                2                1                2
              170                2                2                2
              162                2                3                2
              169                2                4                2
              142                3                1                1
              135                3                2                1
              139                3                3                1
              136                3                4                1
              146                3                1                2
              138                3                2                2
              135                3                3                2
              133                3                4                2
              170                4                1                1
              155                4                2                1
              159                4                3                1
              173                4                4                1
              167                4                1                2
              162                4                2                2
              153                4                3                2
              162                4                4                2

pr13.6          96     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Alvin Bussan (1995) "Selection for Weed Competitiveness
) among Soybean Genotypes", MS Thesis, Univ. of Minnesota, St. Paul, MN.
)
) Column 1 is location (1 = Rosemount, 2 = St. Paul).
) Column 2 is treatment (1 = herbicide 2 weeks after planting, 2 = 
) herbicide 4 weeks after planting, 3 = no herbicide).
) Column 3 is variety. 1-16 are Parker, Lambert, M89-792,
) Sturdy, Ozzie, M89-1743, M89-794, M90-1682, M89-1946,
) Archer, M89-642, M90-317, M90-610, M88-250, M89-1006,
) M89-1926.
) Col 4 is weed biomass in kg/ha.
)"%lf %lf %lf %lf"
                1                1                1              750
                2                1                1             1440
                1                2                1             1630
                2                2                1              890
                1                3                1             3590
                2                3                1              740
                1                1                2              870
                2                1                2              550
                1                2                2             3430
                2                2                2             2520
                1                3                2             6850
                2                3                2             1620
                1                1                3             1090
                2                1                3              130
                1                2                3             2930
                2                2                3              570
                1                3                3             3710
                2                3                3             3600
                1                1                4             1110
                2                1                4              400
                1                2                4             1310
                2                2                4             2060
                1                3                4             2680
                2                3                4             1510
                1                1                5             1150
                2                1                5              370
                1                2                5             1730
                2                2                5             2420
                1                3                5             4870
                2                3                5             1700
                1                1                6             1210
                2                1                6              430
                1                2                6             6070
                2                2                6             2790
                1                3                6             4480
                2                3                6             5070
                1                1                7             1330
                2                1                7              190
                1                2                7             1700
                2                2                7             1370
                1                3                7             3740
                2                3                7              610
                1                1                8             1630
                2                1                8              200
                1                2                8             2000
                2                2                8              880
                1                3                8             3330
                2                3                8             3030
                1                1                9             1660
                2                1                9              230
                1                2                9             2290
                2                2                9             2210
                1                3                9             3180
                2                3                9             2640
                1                1               10             2210
                2                1               10             1110
                1                2               10             3070
                2                2               10             2120
                1                3               10             6980
                2                3               10             2210
                1                1               11             2290
                2                1               11              220
                1                2               11             1530
                2                2               11              390
                1                3               11             3750
                2                3               11             2590
                1                1               12             2320
                2                1               12              330
                1                2               12             1760
                2                2               12              680
                1                3               12             2320
                2                3               12             2700
                1                1               13             2480
                2                1               13              350
                1                2               13             1360
                2                2               13             1680
                1                3               13             5240
                2                3               13             1510
                1                1               14             2480
                2                1               14              350
                1                2               14             1810
                2                2               14             1020
                1                3               14             6230
                2                3               14             2420
                1                1               15             2430
                2                1               15              280
                1                2               15             2420
                2                2               15             2350
                1                3               15             5990
                2                3               15             1590
                1                1               16             3120
                2                1               16              260
                1                2               16             1360
                2                2               16             1840
                1                3               16             5980
                2                3               16             1560

pr13.7           132     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from David Zlesak (personal communication).
)
) Columns are orientation (expermental and standard), medium,
) day, and response (fraction of shoots that are normal).
)"%lf %lf %lf %lf"
            1            1            1         0.67
            2            1            1         0.34
            1            2            1         0.46
            2            2            1         0.26
            1            3            1         0.63
            2            3            1          0.4
            1            1            2          0.7
            2            1            2         0.42
            1            2            2         0.69
            2            2            2         0.42
            1            3            2         0.74
            2            3            2         0.17
            1            1            3         0.86
            2            1            3         0.42
            1            2            3         0.89
            2            2            3         0.33
            1            3            3          0.8
            2            3            3         0.17
            1            1            4         0.76
            2            1            4         0.53
            1            2            4         0.74
            2            2            4          0.6
            1            3            4         0.78
            2            3            4         0.53
            1            1            5         0.63
            2            1            5         0.71
            1            2            5          0.5
            2            2            5         0.29
            1            3            5         0.63
            2            3            5         0.29
            1            1            6         0.65
            2            1            6          0.6
            1            2            6         0.95
            2            2            6            1
            1            3            6          0.9
            2            3            6          0.4
            1            1            7         0.73
            2            1            7          0.5
            1            2            7         0.83
            2            2            7         0.88
            1            3            7         0.93
            2            3            7         0.88
            1            1            8         0.94
            2            1            8         0.75
            1            2            8         0.94
            2            2            8         0.75
            1            3            8          0.8
            2            3            8            1
            1            1            9         0.93
            2            1            9          0.7
            1            2            9         0.77
            2            2            9          0.5
            1            3            9          0.9
            2            3            9          0.8
            1            1           10         0.71
            2            1           10          0.3
            1            2           10         0.48
            2            2           10          0.4
            1            3           10         0.65
            2            3           10          0.3
            1            1           11         0.83
            2            1           11          0.2
            1            2           11         0.74
            2            2           11            0
            1            3           11         0.69
            2            3           11          0.3
            1            1           12         0.82
            2            1           12          0.5
            1            2           12         0.72
            2            2           12            0
            1            3           12         0.63
            2            3           12          0.3
            1            1           13         0.67
            2            1           13         0.67
            1            2           13         0.67
            2            2           13         0.25
            1            3           13          0.9
            2            3           13         0.42
            1            1           14         0.83
            2            1           14          0.5
            1            2           14         0.94
            2            2           14          0.4
            1            3           14         0.83
            2            3           14         0.33
            1            1           15            1
            2            1           15            1
            1            2           15          0.8
            2            2           15         0.33
            1            3           15          0.9
            2            3           15            1
            1            1           16         0.95
            2            1           16         0.75
            1            2           16         0.76
            2            2           16         0.25
            1            3           16         0.96
            2            3           16         0.63
            1            1           17         0.47
            2            1           17          0.5
            1            2           17         0.71
            2            2           17         0.67
            1            3           17         0.67
            2            3           17          0.5
            1            1           18         0.83
            2            1           18          0.5
            1            2           18         0.94
            2            2           18         0.67
            1            3           18         0.83
            2            3           18         0.83
            1            1           19          0.9
            2            1           19         0.33
            1            2           19         0.83
            2            2           19         0.67
            1            3           19         0.97
            2            3           19          0.5
            1            1           20            1
            2            1           20          0.5
            1            2           20         0.69
            2            2           20         0.25
            1            3           20         0.92
            2            3           20            1
            1            1           21          0.8
            2            1           21         0.63
            1            2           21         0.63
            2            2           21            0
            1            3           21          0.7
            2            3           21          0.5
            1            1           22         0.82
            2            1           22          0.6
            1            2           22         0.57
            2            2           22          0.4
            1            3           22            1
            2            3           22          0.5

pr13.8           81     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Bicking, C.~A. (1958).  ``Experiences and needs
) for design in ordnance experimentation.''  In V.~Chew (Ed.), 
) {\em Experimental Designs in Industry}, pp. 247--252. New York: Wiley.
)
) Columns are day, slant range, temperature, and azimuth error.
)"%lf %lf %lf %lf"
            1            1            1          -10
            2            1            1          -22
            3            1            1           -9
            1            2            1           -5
            2            2            1          -17
            3            2            1           -4
            1            3            1           11
            2            3            1          -10
            3            3            1            1
            1            1            1          -13
            2            1            1            0
            3            1            1            7
            1            2            1           -9
            2            2            1            6
            3            2            1           13
            1            3            1           -5
            2            3            1           10
            3            3            1           20
            1            1            1           14
            2            1            1           -5
            3            1            1           12
            1            2            1           21
            2            2            1            0
            3            2            1           20
            1            3            1           22
            2            3            1            6
            3            3            1           24
            1            1            2          -15
            2            1            2          -25
            3            1            2          -15
            1            2            2          -14
            2            2            2           -3
            3            2            2           14
            1            3            2           -9
            2            3            2            8
            3            3            2           14
            1            1            2          -17
            2            1            2           -5
            3            1            2            2
            1            2            2           15
            2            2            2           -1
            3            2            2            5
            1            3            2           -3
            2            3            2           -2
            3            3            2           18
            1            1            2            7
            2            1            2          -11
            3            1            2            5
            1            2            2          -11
            2            2            2          -20
            3            2            2          -10
            1            3            2           20
            2            3            2          -15
            3            3            2           -2
            1            1            3          -21
            2            1            3          -26
            3            1            3          -15
            1            2            3          -18
            2            2            3           -8
            3            2            3            0
            1            3            3           13
            2            3            3           -5
            3            3            3           -8
            1            1            3          -23
            2            1            3           -8
            3            1            3           -5
            1            2            3            5
            2            2            3            5
            3            2            3          -13
            1            3            3           -9
            2            3            3          -18
            3            3            3            3
            1            1            3            0
            2            1            3          -10
            3            1            3            0
            1            2            3          -10
            2            2            3          -10
            3            2            3            3
            1            3            3          -13
            2            3            3           -3
            3            3            3           12

pr13.9           71     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Turgul Ergay (personal communication).
)
) Columns are groups of cages, treatment (control, type 22 2.5%, type 22
) 5%, type 22 7.5%, type 22 isocaloric, type 27 2.5%, type 27 5%, type 27
) 7.5%, type 27 isocaloric), and average weight gain (g/day).
)"%lf %lf %lf"
            1            1        23.63
            2            1        19.86
            3            1           24
            4            1        22.11
            5            1        25.38
            6            1        24.18
            7            1        23.43
            8            1        18.75
            1            2         20.7
            2            2        20.02
            3            2        23.95
            4            2        19.13
            5            2        21.21
            6            2        20.89
            7            2        23.55
            8            2        22.89
            1            3        19.95
            2            3        18.29
            3            3        17.61
            4            3        19.89
            5            3        23.96
            6            3        20.46
            7            3        22.55
            8            3         17.3
            1            4        21.16
            2            4        19.02
            3            4        19.38
            4            4        19.46
            5            4        20.48
            6            4        19.54
            7            4        19.96
            8            4        20.71
            1            5        23.71
            2            5        16.44
            3            5        20.71
            4            5        20.16
            5            5         21.7
            6            5        21.47
            7            5        20.44
            8            5        22.51
            1            6        20.38
            2            6        18.68
            3            6        20.91
            4            6        23.07
            5            6        22.54
            6            6        21.73
            7            6        25.04
            8            6        23.22
            1            7        21.57
            2            7        17.38
            3            7        19.55
            4            7        19.79
            5            7        20.77
            6            7        18.36
            7            7        20.32
            8            7        21.98
            1            8        18.52
            2            8        18.84
            3            8        22.54
            4            8        19.95
            5            8        21.27
            6            8        20.09
            7            8        19.27
            8            8        20.02
            1            9        23.14
            2            9        20.46
            3            9        18.14
            4            9         21.7
            5            9        22.93
            6            9        21.29
            7            9        22.49

pr13.10           56     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Todd Kerkow (personal communication).
)
) Columns are laminate, location, and coded length.
)"%lf %lf %lf"
            1            1           28
            2            1           20
            3            1           23
            4            1           29
            5            1           44
            6            1           45
            7            1           43
            1            2           11
            2            2           20
            3            2           27
            4            2           31
            5            2           33
            6            2           38
            7            2           36
            1            3           26
            2            3           26
            3            3           14
            4            3           17
            5            3           41
            6            3           36
            7            3           36
            1            4           23
            2            4           26
            3            4           18
            4            4           21
            5            4           36
            6            4           36
            7            4           39
            1            5           20
            2            5           21
            3            5           30
            4            5           28
            5            5           45
            6            5           31
            7            5           33
            1            6           16
            2            6           19
            3            6           24
            4            6           23
            5            6           33
            6            6           32
            7            6           39
            1            7           37
            2            7           43
            3            7           49
            4            7           33
            5            7           53
            6            7           49
            7            7           32
            1            8            4
            2            8            9
            3            8           13
            4            8           17
            5            8           39
            6            8           29
            7            8           32

pr13.11          28     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Bin~Jantan, I., A.~S. Bin~Ahmad, and A.~R. Bin~Ahmad (1987).
) ``Tapping of oleo-resin from {\em \uppercase{d}ipterocarpus kerrii\/}.''
) {\em The Malaysian Forester\/}~{\em 50}, 343--353.
)
) Columns are treatment (sulfuric acid at 0, 2.5, 5, 10,
) or 15, 25, and 50% strength), tree, and yield in grams.
)"%lf %lf %lf"
            1            1            3
            2            1          108
            3            1          219
            4            1          276
            5            1          197
            6            1          171
            7            1          166
            1            2            2
            2            2          100
            3            2          198
            4            2          319
            5            2          202
            6            2          173
            7            2          304
            1            3            1
            2            3           43
            3            3           79
            4            3          182
            5            3          123
            6            3          172
            7            3          194
            1            4          0.5
            2            4           17
            3            4           33
            4            4           78
            5            4           51
            6            4           41
            7            4           70

pr13.12           24     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Swanlund, D.~J., M.~R. N'Diaye, K.~J. Loseth,
) J.~L. Pryor, and B.~G. Crabo (1995).  ``Diverse testicular responses
) to exogenous growth hormone and follicle-stimulating hormone in
) prepubertal boars. {\em Biology of Reproduction\/}~{\em 53}, 749--757.
)
) Columns are litter, GH (absent or present), FSH (absent
) or present), and response (in meters)
)"%lf %lf %lf %lf"
            1            1            1         1641
            2            1            1         1290
            3            1            1         2411
            4            1            1         2527
            5            1            1         1930
            6            1            1         2158
            1            2            1         1829
            2            2            1         1811
            3            2            1         1897
            4            2            1         1506
            5            2            1         2060
            6            2            1         1207
            1            1            2         3395
            2            1            2         3113
            3            1            2         2219
            4            1            2         2667
            5            1            2         2210
            6            1            2         2625
            1            2            2         1537
            2            2            2         1991
            3            2            2         3639
            4            2            2         2246
            5            2            2         1840
            6            2            2         2217

pr13.13           12     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Amoah, F.~M., K.~Osei-Bonsu, and F.~K. Oppong (1997).
) ``Response of improved robusta coffee to location and management practices
) in {G}hana.'' {\em Experimental Agriculture\/}~{\em 33}, 103--111.
)
) Columns are treatment (185, 90, 70, 0 trees per hectare),) location,
) and yield (kg/ha).
)"%lf %lf %lf"
            1            1         3107
            2            1         2092
            3            1         2329
            4            1         2017
            1            2         1531
            2            2         2101
            3            2         1519
            4            2         1766
            1            3         2167
            2            3         2428
            3            3         2160
            4            3         1967

pr13.14          48     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Monica Coulter (personal communication).
)
) Columns are judge, period, treatment (regular or reduced fat),
) and response.  
)"%lf %lf %lf %lf"
            1            1            1            8
            2            1            1            5
            3            1            1            7
            4            1            1            8
            5            1            1            7
            6            1            1            7
            7            1            1            4
            8            1            1            9
            9            1            1            8
           10            1            1            7
           11            1            1            7
           12            1            1            7
            1            2            2            6
            2            2            2            6
            3            2            2            8
            4            2            2            8
            5            2            2            4
            6            2            2            7
            7            2            2            8
            8            2            2            9
            9            2            2            9
           10            2            2            7
           11            2            2            5
           12            2            2            3
           13            1            2            4
           14            1            2            6
           15            1            2            6
           16            1            2            7
           17            1            2            6
           18            1            2            4
           19            1            2            8
           20            1            2            6
           21            1            2            7
           22            1            2            6
           23            1            2            8
           24            1            2            7
           13            2            1            7
           14            2            1            8
           15            2            1            7
           16            2            1            8
           17            2            1            4
           18            2            1            8
           19            2            1            7
           20            2            1            7
           21            2            1            7
           22            2            1            8
           23            2            1            8
           24            2            1            8



exmpl14.2          36     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from John, P. W.~M. (1961). ``An application of a
) balanced incomplete block design.'' {\em Technometrics\/}~{\em 3}, 51--54.
)
) Test of 9 different detergents.  There are three basins that are
) used simultaneously at the same rate with a different detergent in each
) basin.  Response is number of plates until foam disappears in a basin.  
) Column 1 is session. Column 2 is treatment (kind of detergen).  Column
) 3 is response (number of dishes). Treatments 1-4 are detergent base 1
) with (3, 2, 1, or 0) parts additive.  Treatments 5-8 are detergent base
) 2 with (3, 2, 1, or 0) parts additive.  Treatment 9 is a control.
)"%lf %lf %lf"
            1            1           19
            1            2           17
            1            3           11
            2            4            6
            2            5           26
            2            6           23
            3            7           21
            3            8           19
            3            9           28
            4            1           20
            4            4            7
            4            7           20
            5            2           17
            5            5           26
            5            8           19
            6            3           15
            6            6           23
            6            9           31
            7            1           20
            7            5           26
            7            9           31
            8            2           16
            8            6           23
            8            7           21
            9            3           13
            9            4            7
            9            8           20
           10            1           20
           10            6           24
           10            8           19
           11            2           17
           11            4            6
           11            9           29
           12            3           14
           12            5           24
           12            7           21

exmpl14.5          24     5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Westlake, W.~J. (1974).  ``The use of balanced
) incomplete block designs in comparative bioavailability trials.''
) {\em Biometrics\/}~{\em 30}, 319--327.
)
) Lithium concentrations in blood 2 and 12 hours after dosing with
) lithium carbonate. 12 subjects, each received 2 treatments (7 days apart).
) Treatments are 300mg capsule, 250 mg capsule, 450 mg delayed-release
) capsule, and 300 mg solution.  Respone in mEq/l.
) Columns are treatment, period, subject, 2 and 12 hour responses
)"%lf %lf %lf %lf %lf"
            1            1            1        0.667          0.2
            1            1           10          0.7        0.333
            1            1           11        0.667        0.233
            1            2            3        0.733          0.2
            1            2            5        0.667        0.167
            1            2            7        0.733          0.2
            2            1            4         0.68         0.28
            2            1            7          0.8         0.32
            2            1            8          0.8         0.32
            2            2            1         0.48         0.16
            2            2            6         0.68          0.2
            2            2           12         0.72         0.16
            3            1            3        0.156        0.156
            3            1            9        0.111        0.111
            3            1           12        0.133        0.244
            3            2            2        0.133        0.178
            3            2            4        0.156        0.178
            3            2           11          0.2        0.178
            4            1            2          0.7        0.267
            4            1            5        0.733        0.333
            4            1            6          0.6        0.233
            4            2            8          0.7          0.2
            4            2            9        0.567        0.133
            4            2           10        0.567          0.2




ex14.1 27 3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are block, treatment, and response.
) "%lf %lf %lf"
            1            3           54
            2            2           35
            3            1           48
            4            7           46
            5            4           61
            6            3           52
            7            1           54
            8            2           45
            9            1           31
            1            8           56
            2            7           36
            3            7           42
            4            8           56
            5            5           61
            6            9           53
            7            8           59
            8            9           46
            9            2           28
            1            4           53
            2            4           40
            3            5           43
            4            9           59
            5            6           54
            6            5           48
            7            6           62
            8            6           47
            9            3           25



ex14.4 20 3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Nelson, P.~R. (1993). ``Additional uses for the
) analysis of means and extended tables of critical values.''
) {\em Technometrics\/}~{\em 35}, 61--71.
)
) Columns are computer, treatment, and response.
) "%lf %lf %lf"
           1            1           35
           2            1           41
           3            2           40
           4            1           32
           5            1           40
           1            2           42
           2            2           45
           3            3           42
           4            3           33
           5            2           38
           1            3           31
           2            4           32
           3            4           33
           4            4           35
           5            3           35
           1            4           30
           2            5           40
           3            5           39
           4            5           36
           5            5           37

pr14.1          12     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are bed, treatment, and number of bugs bugs.
)"%lf %lf %lf"
            1            1           19
            2            1            9
            3            2           25
            4            1            9
            5            1           26
            6            2           13
            1            2           21
            2            3           16
            3            3           30
            4            2           11
            5            3           33
            6            3           18


pr14.2          48     7
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Connor, W.~S. (1958).  ``Experiences with incomplete
) block designs.''  In V.~Chew (Ed.), {\em Experimental Designs in Industry},
) pp. 193--206. New York: Wiley.
)
) Columns are farm, order (first, second, or third), weight (normal or heavy),
) loft (normal or low), bottom bond (A or B), top bond (A or B), and filtration time.
)"%lf %lf %lf %lf %lf %lf %lf"
       1       1       2       1       1       2     451
       2       1       1       2       1       2     260
       3       1       2       2       1       2     464
       4       1       1       1       1       2     306
       5       1       1       1       2       2     381
       6       1       2       1       2       2     362
       7       1       1       2       2       2     292
       8       1       2       2       2       2     431
       9       1       1       2       2       1     329
      10       1       2       2       2       1     389
      11       1       1       1       2       1     368
      12       1       2       1       2       1     398
      13       1       2       1       1       1     490
      14       1       1       2       1       1     467
      15       1       2       2       1       1     735
      16       1       1       1       1       1     402
       1       2       1       2       2       1     457
       2       2       2       2       2       1     418
       3       2       1       1       2       1     317
       4       2       2       1       2       1     462
       5       2       2       2       1       1     597
       6       2       1       1       1       1     325
       7       2       2       1       1       1     402
       8       2       1       2       1       1     477
       9       2       1       1       1       2     261
      10       2       2       1       1       2     413
      11       2       1       2       1       2     244
      12       2       2       2       1       2     517
      13       2       2       2       2       2     311
      14       2       1       1       2       2     429
      15       2       2       1       2       2     642
      16       2       1       2       2       2     380
       1       3       2       2       2       2     343
       2       3       1       1       2       2     320
       3       3       2       1       2       2     315
       4       3       1       2       2       2     291
       5       3       2       1       2       1     491
       6       3       1       2       2       1     449
       7       3       2       2       2       1     576
       8       3       1       1       2       1     394
       9       3       2       2       1       1     430
      10       3       1       1       1       1     272
      11       3       2       1       1       1     447
      12       3       1       2       1       1     354
      13       3       1       1       1       2     278
      14       3       2       1       1       2     486
      15       3       1       2       1       2     474
      16       3       2       2       1       2     589

pr14.3           150     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are exam, grader, and score.
)"%lf %lf %lf"
            1            1           60
            1            2           59
            1            3           51
            1            4           64
            1            5           53
            2            6           64
            2            7           69
            2            8           63
            2            9           63
            2           10           71
            3           11           84
            3           12           85
            3           13           86
            3           14           85
            3           15           83
            4           16           72
            4           17           76
            4           18           77
            4           19           74
            4           20           77
            5           21           65
            5           22           73
            5           23           70
            5           24           71
            5           25           70
            6            1           52
            6            6           54
            6           11           62
            6           16           54
            6           21           55
            7            2           56
            7            7           51
            7           12           52
            7           17           57
            7           22           51
            8            3           55
            8            8           60
            8           13           59
            8           18           60
            8           23           61
            9            4           88
            9            9           76
            9           14           77
            9           19           77
            9           24           74
           10            5           65
           10           10           68
           10           15           72
           10           20           74
           10           25           77
           11            1           79
           11           10           77
           11           14           77
           11           18           77
           11           22           79
           12            2           70
           12            6           66
           12           15           63
           12           19           62
           12           23           66
           13            3           48
           13            7           49
           13           11           51
           13           20           48
           13           24           50
           14            4           75
           14            8           64
           14           12           75
           14           16           68
           14           25           65
           15            5           79
           15            9           77
           15           13           81
           15           17           79
           15           21           83
           16            1           61
           16            9           67
           16           12           69
           16           20           68
           16           23           65
           17            2           78
           17           10           75
           17           13           76
           17           16           75
           17           24           72
           18            3           67
           18            6           72
           18           14           72
           18           17           75
           18           25           76
           19            4           84
           19            7           81
           19           15           76
           19           18           79
           19           21           77
           20            5           81
           20            8           84
           20           11           85
           20           19           84
           20           22           81
           21            1           70
           21            8           65
           21           15           61
           21           17           66
           21           24           66
           22            2           84
           22            9           82
           22           11           86
           22           18           85
           22           25           86
           23            3           72
           23           10           85
           23           12           77
           23           19           82
           23           21           79
           24            4           85
           24            6           75
           24           13           78
           24           20           82
           24           22           83
           25            5           58
           25            7           64
           25           14           58
           25           16           57
           25           23           58
           26            1           66
           26            7           71
           26           13           73
           26           19           70
           26           25           70
           27            2           73
           27            8           67
           27           14           63
           27           20           70
           27           21           66
           28            3           58
           28            9           70
           28           15           69
           28           16           61
           28           22           71
           29            4           95
           29           10           84
           29           11           88
           29           17           88
           29           23           87
           30            5           47
           30            6           47
           30           12           51
           30           18           49
           30           24           56

pr14.4           120     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are judge, treatment, and softness.
)"%lf %lf %lf"
                1                1               37
                1                2               23
                1                3               37
                1                4               41
                2                1               35
                2                2               32
                2                5               39
                2                6               37
                3                1               39
                3                3               45
                3                7               39
                3                8               41
                4                1               44
                4                4               42
                4                9               46
                4               10               44
                5                1               44
                5                5               44
                5                7               45
                5                9               50
                6                1               55
                6                6               45
                6                8               53
                6               10               49
                7                2               47
                7                3               50
                7                6               48
                7                9               52
                8                2               37
                8                4               42
                8                7               40
                8               10               37
                9                2               32
                9                5               34
                9                8               39
                9               10               29
               10                2               36
               10                7               41
               10                8               39
               10                9               43
               11                3               45
               11                5               44
               11                9               40
               11               10               36
               12                3               42
               12                6               38
               12                7               39
               12               10               39
               13                3               47
               13                4               48
               13                5               46
               13                8               47
               14                4               43
               14                5               47
               14                6               48
               14                7               41
               15                4               39
               15                6               32
               15                8               32
               15                9               31
               16                1               52
               16                2               41
               16                3               45
               16                4               48
               17                1               46
               17                2               42
               17                5               45
               17                6               42
               18                1               44
               18                3               43
               18                7               41
               18                8               36
               19                1               32
               19                4               42
               19                9               36
               19               10               29
               20                1               43
               20                5               42
               20                7               44
               20                9               44
               21                1               46
               21                6               41
               21                8               43
               21               10               45
               22                2               43
               22                3               51
               22                6               40
               22                9               42
               23                2               38
               23                4               37
               23                7               36
               23               10               34
               24                2               40
               24                5               49
               24                8               43
               24               10               44
               25                2               23
               25                7               20
               25                8               27
               25                9               29
               26                3               46
               26                5               49
               26                9               48
               26               10               43
               27                3               48
               27                6               43
               27                7               48
               27               10               41
               28                3               35
               28                4               35
               28                5               31
               28                8               26
               29                4               45
               29                5               47
               29                6               47
               29                7               42
               30                4               43
               30                6               39
               30                8               38
               30                9               39



exmpl15.6          128    9
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data for a 2^7 in standard order.  Factors are size of image, shape of
) image, color of image, orientation of image, duration of image,
) vertical location of image, and horizontal location of image.
) ABCD, ACEG, BCE, BCFG, ACF, CDEF, ABG, BDEG, ADE, ADFG, BDF, EFG, CDG,
) ABEF, and ABCDEFG are confounded with blocks.
) Columns are block, A, B, C, D, E, F, G, and response
)"%lf %lf %lf %lf %lf %lf %lf %lf %lf"
  9  1  1  1  1  1  1  1  0.27
  4  2  1  1  1  1  1  1  0.40
  6  1  2  1  1  1  1  1  0.40
 15  2  2  1  1  1  1  1  0.40
  7  1  1  2  1  1  1  1  0.47
 14  2  1  2  1  1  1  1  0.47
 12  1  2  2  1  1  1  1  0.40
  1  2  2  2  1  1  1  1  0.33
  1  1  1  1  2  1  1  1  0.20
 12  2  1  1  2  1  1  1  0.27
 14  1  2  1  2  1  1  1  0.60
  7  2  2  1  2  1  1  1  0.40
 15  1  1  2  2  1  1  1  0.60
  6  2  1  2  2  1  1  1  0.27
  4  1  2  2  2  1  1  1  0.27
  9  2  2  2  2  1  1  1  0.53
 13  1  1  1  1  2  1  1  0.47
  8  2  1  1  1  2  1  1  0.87
  2  1  2  1  1  2  1  1  0.60
 11  2  2  1  1  2  1  1  0.87
  3  1  1  2  1  2  1  1  0.53
 10  2  1  2  1  2  1  1  0.60
 16  1  2  2  1  2  1  1  0.33
  5  2  2  2  1  2  1  1  0.60
  5  1  1  1  2  2  1  1  0.67
 16  2  1  1  2  2  1  1  0.33
 10  1  2  1  2  2  1  1  0.60
  3  2  2  1  2  2  1  1  0.67
 11  1  1  2  2  2  1  1  0.27
  2  2  1  2  2  2  1  1  0.60
  8  1  2  2  2  2  1  1  0.67
 13  2  2  2  2  2  1  1  0.80
 11  1  1  1  1  1  2  1  0.20
  2  2  1  1  1  1  2  1  0.20
  8  1  2  1  1  1  2  1  0.53
 13  2  2  1  1  1  2  1  0.20
  5  1  1  2  1  1  2  1  0.53
 16  2  1  2  1  1  2  1  0.13
 10  1  2  2  1  1  2  1  0.47
  3  2  2  2  1  1  2  1  0.47
  3  1  1  1  2  1  2  1  0.20
 10  2  1  1  2  1  2  1  0.60
 16  1  2  1  2  1  2  1  0.20
  5  2  2  1  2  1  2  1  0.47
 13  1  1  2  2  1  2  1  0.13
  8  2  1  2  2  1  2  1  0.73
  2  1  2  2  2  1  2  1  0.27
 11  2  2  2  2  1  2  1  0.20
 15  1  1  1  1  2  2  1  0.73
  6  2  1  1  1  2  2  1  0.33
  4  1  2  1  1  2  2  1  0.47
  9  2  2  1  1  2  2  1  0.67
  1  1  1  2  1  2  2  1  0.53
 12  2  1  2  1  2  2  1  0.73
 14  1  2  2  1  2  2  1  0.80
  7  2  2  2  1  2  2  1  0.47
  7  1  1  1  2  2  2  1  0.67
 14  2  1  1  2  2  2  1  0.73
 12  1  2  1  2  2  2  1  0.53
  1  2  2  1  2  2  2  1  0.73
  9  1  1  2  2  2  2  1  0.67
  4  2  1  2  2  2  2  1  0.60
  6  1  2  2  2  2  2  1  0.47
 15  2  2  2  2  2  2  1  0.60
 10  1  1  1  1  1  1  2  0.40
  3  2  1  1  1  1  1  2  0.33
  5  1  2  1  1  1  1  2  0.27
 16  2  2  1  1  1  1  2  0.27
  8  1  1  2  1  1  1  2  0.47
 13  2  1  2  1  1  1  2  0.27
 11  1  2  2  1  1  1  2  0.53
  2  2  2  2  1  1  1  2  0.33
  2  1  1  1  2  1  1  2  0.27
 11  2  1  1  2  1  1  2  0.33
 13  1  2  1  2  1  1  2  0.33
  8  2  2  1  2  1  1  2  0.60
 16  1  1  2  2  1  1  2  0.07
  5  2  1  2  2  1  1  2  0.47
  3  1  2  2  2  1  1  2  0.33
 10  2  2  2  2  1  1  2  0.27
 14  1  1  1  1  2  1  2  0.73
  7  2  1  1  1  2  1  2  0.53
  1  1  2  1  1  2  1  2  0.60
 12  2  2  1  1  2  1  2  0.40
  4  1  1  2  1  2  1  2  0.73
  9  2  1  2  1  2  1  2  0.87
 15  1  2  2  1  2  1  2  0.73
  6  2  2  2  1  2  1  2  0.73
  6  1  1  1  2  2  1  2  0.53
 15  2  1  1  2  2  1  2  0.87
  9  1  2  1  2  2  1  2  0.47
  4  2  2  1  2  2  1  2  0.40
 12  1  1  2  2  2  1  2  0.47
  1  2  1  2  2  2  1  2  0.60
  7  1  2  2  2  2  1  2  0.67
 14  2  2  2  2  2  1  2  0.93
 12  1  1  1  1  1  2  2  0.20
  1  2  1  1  1  1  2  2  0.27
  7  1  2  1  1  1  2  2  0.53
 14  2  2  1  1  1  2  2  0.80
  6  1  1  2  1  1  2  2  0.47
 15  2  1  2  1  1  2  2  0.47
  9  1  2  2  1  1  2  2  0.33
  4  2  2  2  1  1  2  2  0.33
  4  1  1  1  2  1  2  2  0.40
  9  2  1  1  2  1  2  2  0.40
 15  1  2  1  2  1  2  2  0.27
  6  2  2  1  2  1  2  2  0.20
 14  1  1  2  2  1  2  2  0.47
  7  2  1  2  2  1  2  2  0.33
  1  1  2  2  2  1  2  2  0.27
 12  2  2  2  2  1  2  2  0.20
 16  1  1  1  1  2  2  2  0.33
  5  2  1  1  1  2  2  2  0.60
  3  1  2  1  1  2  2  2  0.67
 10  2  2  1  1  2  2  2  0.93
  2  1  1  2  1  2  2  2  0.47
 11  2  1  2  1  2  2  2  0.47
 13  1  2  2  1  2  2  2  0.80
  8  2  2  2  1  2  2  2  0.60
  8  1  1  1  2  2  2  2  0.73
 13  2  1  1  2  2  2  2  0.53
 11  1  2  1  2  2  2  2  0.67
  2  2  2  1  2  2  2  2  0.33
 10  1  1  2  2  2  2  2  0.73
  3  2  1  2  2  2  2  2  0.73
  5  1  2  2  2  2  2  2  0.60
 16  2  2  2  2  2  2  2  0.47

exmpl15.7   16    5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
)  Columns block, A, B, C, and response.
) "%lf %lf %lf %lf %lf"
     1     1     1     1    86
     2     2     1     1    88
     2     1     2     1    97
     1     2     2     1    87
     2     1     1     2    82
     1     2     1     2    84
     1     1     2     2    91
     2     2     2     2    85
     3     1     1     1    82
     3     2     1     1    74
     4     1     2     1    93
     4     2     2     1    91
     4     1     1     2    79
     4     2     1     2    81
     3     1     2     2    84
     3     2     2     2    83

pr15.4   32  6
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are judge, A, B, C, D, and response.
) "%lf %lf %lf %lf %lf %lf"
       1       1       1       1       1    8389
       1       1       2       2       1     816
       1       2       2       1       2       4
       1       2       1       2       2      46
       2       2       1       1       1    4351
       2       2       2       2       1      78
       2       1       2       1       2    5941
       2       1       1       2       2   27138
       3       2       2       1       1       6
       3       2       1       2       1     262
       3       1       1       1       2    1230
       3       1       2       2       2      98
       4       1       2       1       1     375
       4       1       1       2       1   33551
       4       2       1       1       2     246
       4       2       2       2       2      10
       5       1       1       1       1   56034
       5       1       2       2       1   25046
       5       2       2       1       2     109
       5       2       1       2       2     490
       6       2       1       1       1    2346
       6       2       2       2       1      35
       6       1       2       1       2     228
       6       1       1       2       2    6842
       7       2       2       1       1      67
       7       2       1       2       1    3081
       7       1       1       1       2   50991
       7       1       2       2       2     784
       8       1       2       1       1   40581
       8       1       1       2       1   90293
       8       2       1       1       2   19103
       8       2       2       2       2      61

pr15.5   32  5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are tank, A, B, C, and milfoil biomass.
) "%lf %lf %lf %lf %lf"
            1            1            1            1         10.4
            1            2            2            1         17.5
            1            2            1            2         22.2
            1            1            2            2         27.7
            2            2            1            1          4.8
            2            1            2            1          8.9
            2            1            1            2          6.8
            2            2            2            2         17.6
            3            1            1            1         16.8
            3            2            2            1         19.6
            3            1            1            2         16.4
            3            2            2            2         35.6
            4            2            1            1         12.3
            4            1            2            1         17.1
            4            2            1            2         13.3
            4            1            2            2         19.5
            5            1            1            1          7.7
            5            2            1            2         13.3
            5            1            2            1         12.4
            5            2            2            2         17.7
            6            2            1            1          6.3
            6            1            1            2          7.3
            6            2            2            1         11.2
            6            1            2            2           25
            7            1            1            1         14.9
            7            1            2            2           34
            7            2            1            1         16.9
            7            2            2            2         36.8
            8            1            2            1          7.1
            8            1            1            2          8.3
            8            2            2            1         15.3
            8            2            1            2            7

pr15.6   16   6
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are cooler, A, B, C, D, and response (days).
) "%lf %lf %lf %lf %lf %lf"
     1     1     1     1     1    34
     1     2     2     1     1    34
     1     2     1     2     1    32
     1     2     1     1     2    34
     1     1     2     2     1    34
     1     1     2     1     2    39
     1     1     1     2     2    38
     1     2     2     2     2    37
     2     2     1     1     1    35
     2     1     2     1     1    36
     2     1     1     2     1    39
     2     1     1     1     2    41
     2     2     2     2     1    39
     2     2     2     1     2    44
     2     2     1     2     2    44
     2     1     2     2     2    42



exmpl16.5 48 5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are anxiety, tension, memory type, subject (numbered
) 1, 2, 3 within anxiety/tension combinations), and response (number of
) errors).
) "%lf %lf %lf %lf %lf"
    1    1    1    1   18
    1    1    2    1   14
    1    1    3    1   12
    1    1    4    1    6
    1    1    1    2   19
    1    1    2    2   12
    1    1    3    2    8
    1    1    4    2    4
    1    1    1    3   14
    1    1    2    3   10
    1    1    3    3    6
    1    1    4    3    2
    1    2    1    1   16
    1    2    2    1   12
    1    2    3    1   10
    1    2    4    1    4
    1    2    1    2   12
    1    2    2    2    8
    1    2    3    2    6
    1    2    4    2    2
    1    2    1    3   18
    1    2    2    3   10
    1    2    3    3    5
    1    2    4    3    1
    2    1    1    1   16
    2    1    2    1   10
    2    1    3    1    8
    2    1    4    1    4
    2    1    1    2   18
    2    1    2    2    8
    2    1    3    2    4
    2    1    4    2    1
    2    1    1    3   16
    2    1    2    3   12
    2    1    3    3    6
    2    1    4    3    2
    2    2    1    1   19
    2    2    2    1   16
    2    2    3    1   10
    2    2    4    1    8
    2    2    1    2   16
    2    2    2    2   14
    2    2    3    2   10
    2    2    4    2    9
    2    2    1    3   16
    2    2    2    3   12
    2    2    3    3    8
    2    2    4    3    8

exmpl16.7    48  7
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are table, nitrogen level, weed treatment, clipping treatment,
) tray, wetland, and response (percent nonweed biomass).
) "%lf %lf %lf %lf %lf %lf %lf"
    1    1    1    1    1    1   87.2
    1    1    1    2    1    1   88.8
    1    1    2    1    1    2   70.4
    1    1    2    2    1    2   75.7
    1    1    3    1    1    3   75.9
    1    1    3    2    1    3   80.6
    1    2    1    1    2    4   80.5
    1    2    1    2    2    4   83.8
    1    2    2    1    2    5   59.2
    1    2    2    2    2    5   61.5
    1    2    3    1    2    6   59.5
    1    2    3    2    2    6   62.5
    1    3    1    1    3    7   76.8
    1    3    1    2    3    7   80.8
    1    3    2    1    3    8   47.8
    1    3    2    2    3    8   49.5
    1    3    3    1    3    9   48.4
    1    3    3    2    3    9   52.9
    1    4    1    1    4   10   77.7
    1    4    1    2    4   10   81.5
    1    4    2    1    4   11   35.7
    1    4    2    2    4   11   37.3
    1    4    3    1    4   12   38.3
    1    4    3    2    4   12   42.4
    2    1    1    1    5   13   78.2
    2    1    1    2    5   13   80.5
    2    1    2    1    5   14   65.1
    2    1    2    2    5   14   68.3
    2    1    3    1    5   15   65.3
    2    1    3    2    5   15   66.6
    2    2    1    1    6   16   79.8
    2    2    1    2    6   16   85.2
    2    2    2    1    6   17   57.6
    2    2    2    2    6   17   61.4
    2    2    3    1    6   18   58.5
    2    2    3    2    6   18   61.6
    2    3    1    1    7   19   82.4
    2    3    1    2    7   19   83.1
    2    3    2    1    7   20   50.5
    2    3    2    2    7   20   54.0
    2    3    3    1    7   21   51.6
    2    3    3    2    7   21   54.7
    2    4    1    1    8   22   75.5
    2    4    1    2    8   22   78.7
    2    4    2    1    8   23   39.0
    2    4    2    2    8   23   43.9
    2    4    3    1    8   24   41.9
    2    4    3    2    8   24   45.1

pr16.3 24 5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are replicate, pesticide type, irrigation (1=yes, 2=no)
) variety, and yield.
) "%lf %lf %lf %lf %lf"
   1  1  1  1  53.4
   1  2  1  1  54.3
   1  3  1  1  55.9
   2  1  1  1  46.5
   2  2  1  1  57.2
   2  3  1  1  57.4
   1  1  1  2  53.8
   1  2  1  2  56.3
   1  3  1  2  58.6
   2  1  1  2  51.1
   2  2  1  2  56.9
   2  3  1  2  60.2
   1  1  2  1  58.2
   1  2  2  1  60.4
   1  3  2  1  62.4
   2  1  2  1  49.2
   2  2  2  1  61.6
   2  3  2  1  57.2
   1  1  2  2  59.5
   1  2  2  2  64.5
   1  3  2  2  64.5
   2  1  2  2  51.3
   2  2  2  2  66.8
   2  3  2  2  62.7

pr16.4 18 4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are school (UW=1, UM=2, UCB=3), exam,
) text, and scores.
) "%lf %lf %lf %lf"
            1            1            1           81
            1            1            2           87
            1            2            1           79
            1            2            2           85
            1            3            1           70
            1            3            2           78
            2            1            1           84
            2            1            2           82
            2            2            1           81
            2            2            2           81
            2            3            1           83
            2            3            2           84
            3            1            1           87
            3            1            2           98
            3            2            1           82
            3            2            2           93
            3            3            1           86
            3            3            2           90


pr16.5 72 5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are origin city (1=NY, 2=NH), destination city (1=DC,
) 2=LA, 3=Ely), long distance company (1=A, 2=M, 3=S), time slot,
) and distortion score.
  1    1    1    1    4.3
  1    1    1    2    4.7
  1    1    1    3    5.6
  1    1    1    4    7.7
  1    1    2    1    6.8
  1    1    2    2    7.6
  1    1    2    3    9.2
  1    1    2    4   10.7
  1    1    3    1    2.3
  1    1    3    2    2.2
  1    1    3    3    2.6
  1    1    3    4    4.3
  1    2    1    1    3.2
  1    2    1    2    5.4
  1    2    1    3    4.9
  1    2    1    4   10.7
  1    2    2    1    5.6
  1    2    2    2    8.0
  1    2    2    3    7.7
  1    2    2    4   13.1
  1    2    3    1    0.3
  1    2    3    2    2.3
  1    2    3    3    3.0
  1    2    3    4    8.2
  1    3    1    1   13.7
  1    3    1    2   13.5
  1    3    1    3   12.3
  1    3    1    4   10.6
  1    3    2    1   16.1
  1    3    2    2   16.5
  1    3    2    3   15.6
  1    3    2    4   13.2
  1    3    3    1   13.2
  1    3    3    2   13.1
  1    3    3    3   13.3
  1    3    3    4   10.8
  2    1    1    1    7.9
  2    1    1    2    6.3
  2    1    1    3    8.9
  2    1    1    4    6.1
  2    1    2    1   10.8
  2    1    2    2    8.7
  2    1    2    3   10.7
  2    1    2    4    9.0
  2    1    3    1    6.2
  2    1    3    2    4.6
  2    1    3    3    6.4
  2    1    3    4    4.4
  2    2    1    1    9.0
  2    2    1    2   11.4
  2    2    1    3   10.6
  2    2    1    4    9.3
  2    2    2    1   11.1
  2    2    2    2   14.5
  2    2    2    3   13.2
  2    2    2    4   11.6
  2    2    3    1    6.7
  2    2    3    2    9.9
  2    2    3    3    8.4
  2    2    3    4    6.2
  2    3    1    1   13.9
  2    3    1    2   12.1
  2    3    1    3   14.2
  2    3    1    4   17.1
  2    3    2    1   16.1
  2    3    2    2   15.9
  2    3    2    3   17.8
  2    3    2    4   19.8
  2    3    3    1   14.2
  2    3    3    2   11.2
  2    3    3    3   14.4
  2    3    3    4   16.7



pr16.8 60 4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are sign (1=N, 2=Y), timing (1=0, 2=3, 3=6s),
) interchange number, and traffic speed.
) "%lf %lf %lf %lf"
    1    1    1   13
    1    2    1   25
    1    3    1   26
    1    1    2   24
    1    2    2   35
    1    3    2   37
    1    1    3   22
    1    2    3   38
    1    3    3   41
    1    1    4   24
    1    2    4   32
    1    3    4   37
    1    1    5   23
    1    2    5   35
    1    3    5   38
    1    1    6   23
    1    2    6   33
    1    3    6   35
    1    1    7   24
    1    2    7   35
    1    3    7   41
    1    1    8   19
    1    2    8   34
    1    3    8   35
    1    1    9   21
    1    2    9   33
    1    3    9   37
    1    1   10   15
    1    2   10   30
    1    3   10   30
    2    1   11   19
    2    2   11   31
    2    3   11   33
    2    1   12   12
    2    2   12   28
    2    3   12   27
    2    1   13   10
    2    2   13   24
    2    3   13   29
    2    1   14   12
    2    2   14   23
    2    3   14   28
    2    1   15   26
    2    2   15   41
    2    3   15   41
    2    1   16   17
    2    2   16   31
    2    3   16   30
    2    1   17   17
    2    2   17   27
    2    3   17   31
    2    1   18   18
    2    2   18   32
    2    3   18   33
    2    1   19   16
    2    2   19   29
    2    3   19   30
    2    1   20   24
    2    2   20   37
    2    3   20   37

pr16.9 108 6
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are tub, detergent, bleach, stain, prewash, and whiteness.
) "%lf %lf %lf %lf %lf %lf"
    1    1    1    1    1    1
    1    1    1    1    2    3
    1    1    1    1    3    3
    1    1    1    2    1    3
    1    1    1    2    2    3
    1    1    1    2    3    5
    1    1    1    3    1   10
    1    1    1    3    2    3
    1    1    1    3    3    2
    2    1    2    1    1    5
    2    1    2    1    2    3
    2    1    2    1    3    3
    2    1    2    2    1    3
    2    1    2    2    2    5
    2    1    2    2    3    3
    2    1    2    3    1    7
    2    1    2    3    2    3
    2    1    2    3    3    2
    3    2    1    1    1    3
    3    2    1    1    2    2
    3    2    1    1    3    2
    3    2    1    2    1    4
    3    2    1    2    2    6
    3    2    1    2    3    1
    3    2    1    3    1    5
    3    2    1    3    2    1
    3    2    1    3    3    2
    4    2    2    1    1    3
    4    2    2    1    2    1
    4    2    2    1    3    2
    4    2    2    2    1    2
    4    2    2    2    2    4
    4    2    2    2    3    3
    4    2    2    3    1    8
    4    2    2    3    2    1
    4    2    2    3    3    2
    5    3    1    1    1   34
    5    3    1    1    2   29
    5    3    1    1    3   35
    5    3    1    2    1   35
    5    3    1    2    2   34
    5    3    1    2    3   41
    5    3    1    3    1   49
    5    3    1    3    2   25
    5    3    1    3    3   26
    6    3    2    1    1    7
    6    3    2    1    2    5
    6    3    2    1    3    6
    6    3    2    2    1    6
    6    3    2    2    2    6
    6    3    2    2    3    7
    6    3    2    3    1   10
    6    3    2    3    2    5
    6    3    2    3    3    4
    7    1    1    1    1    4
    7    1    1    1    2    4
    7    1    1    1    3    4
    7    1    1    2    1    5
    7    1    1    2    2    7
    7    1    1    2    3   10
    7    1    1    3    1   11
    7    1    1    3    2    5
    7    1    1    3    3    4
    8    1    2    1    1    4
    8    1    2    1    2    6
    8    1    2    1    3    3
    8    1    2    2    1    4
    8    1    2    2    2    7
    8    1    2    2    3    6
    8    1    2    3    1    9
    8    1    2    3    2    7
    8    1    2    3    3    5
    9    2    1    1    1    6
    9    2    1    1    2    8
    9    2    1    1    3    7
    9    2    1    2    1    5
    9    2    1    2    2    6
    9    2    1    2    3    7
    9    2    1    3    1   11
    9    2    1    3    2    6
    9    2    1    3    3    4
   10    2    2    1    1    6
   10    2    2    1    2    6
   10    2    2    1    3    7
   10    2    2    2    1    8
   10    2    2    2    2    7
   10    2    2    2    3    9
   10    2    2    3    1   12
   10    2    2    3    2    5
   10    2    2    3    3    5
   11    3    1    1    1   26
   11    3    1    1    2   28
   11    3    1    1    3   31
   11    3    1    2    1   38
   11    3    1    2    2   30
   11    3    1    2    3   34
   11    3    1    3    1   41
   11    3    1    3    2   27
   11    3    1    3    3   27
   12    3    2    1    1    2
   12    3    2    1    2    4
   12    3    2    1    3    2
   12    3    2    2    1    2
   12    3    2    2    2    5
   12    3    2    2    3    3
   12    3    2    3    1    8
   12    3    2    3    2    3
   12    3    2    3    3    2

pr16.13           16     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Julia Frost (personal communication).
)
) Columns are enclosure, density (low and high), ruffe (absent and present),
) and weight change in perch (g).
)"%lf %lf %lf %lf"
            1            1            1            0
            2            1            1          0.4
            3            1            1          0.9
            4            1            1         -0.4
            1            2            1          0.9
            2            2            1         -0.4
            3            2            1         -0.6
            4            2            1         -1.2
            1            1            2            0
            2            1            2         -0.4
            3            1            2         -0.9
            4            1            2         -0.9
            1            2            2         -1.2
            2            2            2         -1.5
            3            2            2         -1.1
            4            2            2         -0.7


exmpl17.2          12     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) First column is keyboard type, second column is number
) of hours in two weeks keyboarding, third column is
) number of hours in two weeks of rmd pain.
)"%lf %lf %lf"
                1               60               85
                1               72               95
                1               61               69
                1               50               58
                2               54               41
                2               68               74
                2               66               71
                2               59               52
                3               56               41
                3               56               34
                3               55               50
                3               51               40


pr17.1 32 3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are pesticide, diameter (mm), calcium concentration (mg).
) "%lf %lf %lf"
            1         2.48        10.41
            2          3.1         12.1
            3         2.57        10.33
            4          2.6        10.46
            1         2.81        11.82
            2         2.61        10.38
            3         2.48        10.03
            4         2.17         8.64
            1         2.73        11.58
            2         2.49        10.08
            3         2.77        11.13
            4         2.64        10.48
            1         2.67        11.14
            2         2.69        10.71
            3          2.3         8.99
            4         2.35         9.32
            1          2.9        12.05
            2         2.43         9.82
            3         2.56        10.06
            4         2.89        11.54
            1         2.45        10.45
            2         2.52        10.12
            3         2.18         8.73
            4         2.38         9.48
            1         2.69        11.39
            2         2.54        10.16
            3         2.65        10.66
            4         2.55        10.08
            1         2.94         12.5
            2         2.55        10.14
            3         2.73        11.03
            4         2.29         9.12

pr17.4          22     3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are type of show (drama or comedy), how they feel (1 worst),
) and how likely to buy (1 least likely).
)"%lf %lf %lf"
            1            5            1
            2            3            1
            1            1            3
            2            2            2
            1            5            1
            2            3            1
            1            5            3
            2            2            3
            1            4            5
            2            4            1
            1            4            3
            2            1            3
            1            5            2
            2            1            4
            1            6            1
            2            2            4
            1            5            5
            2            3            1
            1            3            4
            2            4            1
            1            4            1
            2            2            2


pr17.5    11    4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are soil type (agricultural or forested),
) distance to incinerator (near or far), soil carbon fraction,
) and soil mercury level (mg/kg).
)"%lf %lf %lf %lf"
            1            1       0.0084       0.0128
            1            1        0.012       0.0146
            1            1       0.0075        0.013
            1            2       0.0087       0.0133
            1            2       0.0105        0.009
            2            1       0.0486       0.0507
            2            1        0.041       0.0477
            2            2        0.037        0.041
            2            2       0.0711       0.0613
            2            2       0.0358       0.0388
            2            2       0.0459       0.0466

exmpl18.3   16   10
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Taguchi, G. and Y.~Wu (1980). {\em Introduction
) to Off-Line Quality Engineering}. Nagoya, Japan: Central Japan Quality
) Control Association.
)
) Columns are levels of A, B, C, D, E, F, G, H, J, and
) the response (strength of weld).  
)"%lf %lf %lf %lf %lf %lf %lf %lf %lf %lf"
  1  1  1  1  1  1  2  1  2  40.2
  2  1  1  1  2  2  1  1  1  43.7
  1  2  1  1  1  1  2  2  1  44.7
  2  2  1  1  2  2  1  2  2  42.4
  1  1  2  1  2  1  1  2  1  45.9
  2  1  2  1  1  2  2  2  2  42.4
  1  2  2  1  2  1  1  1  2  40.6
  2  2  2  1  1  2  2  1  1  42.2
  1  1  1  2  1  2  1  2  1  45.5
  2  1  1  2  2  1  2  2  2  42.4
  1  2  1  2  1  2  1  1  2  40.6
  2  2  1  2  2  1  2  1  1  43.6
  1  1  2  2  2  2  2  1  2  40.2
  2  1  2  2  1  1  1  1  1  44.0
  1  2  2  2  2  2  2  2  1  46.5
  2  2  2  2  1  1  1  2  2  42.5

exmpl18.7   48    5
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Pignatiello, J.~J. and J.~S. Ramberg (1985).
) Comments on ``{O}ff-line quality control, parameter design, and the
) Taguchi method,'' by R. N. Kackar. {\em Journal of Quality Technology\/}
) {\em 17}, 198--206.
)
) Columns are levels of B, C, D, E, and the height of leaf springs (inches).
) First three in every set of six are with O low, second three have O high.
)"%lf %lf %lf %lf %lf"
            1            1            1            1         7.78
            1            1            1            1         7.78
            1            1            1            1         7.81
            1            1            1            1          7.5
            1            1            1            1         7.25
            1            1            1            1         7.12
            2            1            1            2         8.15
            2            1            1            2         8.18
            2            1            1            2         7.88
            2            1            1            2         7.88
            2            1            1            2         7.88
            2            1            1            2         7.44
            1            2            1            2          7.5
            1            2            1            2         7.56
            1            2            1            2          7.5
            1            2            1            2          7.5
            1            2            1            2         7.56
            1            2            1            2          7.5
            2            2            1            1         7.59
            2            2            1            1         7.56
            2            2            1            1         7.75
            2            2            1            1         7.63
            2            2            1            1         7.75
            2            2            1            1         7.56
            1            1            2            2         7.94
            1            1            2            2            8
            1            1            2            2         7.88
            1            1            2            2         7.32
            1            1            2            2         7.44
            1            1            2            2         7.44
            2            1            2            1         7.69
            2            1            2            1         8.09
            2            1            2            1         8.06
            2            1            2            1         7.56
            2            1            2            1         7.69
            2            1            2            1         7.62
            1            2            2            1         7.56
            1            2            2            1         7.62
            1            2            2            1         7.44
            1            2            2            1         7.18
            1            2            2            1         7.18
            1            2            2            1         7.25
            2            2            2            2         7.56
            2            2            2            2         7.81
            2            2            2            2         7.69
            2            2            2            2         7.81
            2            2            2            2          7.5
            2            2            2            2         7.59

pr18.4   16  16
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Quinlan, J. (1985).  ``Product improvement by
) application of Taguchi methods.  In {\em American Supplier Institute
) News (special symposium ed.)}, pp. 11--16. Dearborn, MI: American Supplier Institute.
)
)  Levels of factors A, B, C, D, E, F, G, H, J, K, L, M, N,
)  O, P, and the response (shrinkage).  
)"%lf %lf %lf %lf %lf %lf %lf %lf %lf %lf %lf %lf %lf %lf %lf %lf"
1  1  1  1  1  2  1  1  1  1  1  1  1  1  1  0.4850
1  1  1  1  1  2  1  2  2  2  2  2  2  2  2  0.5750
1  1  1  2  2  1  2  1  1  1  1  2  2  2  2  0.0875
1  1  1  2  2  1  2  2  2  2  2  1  1  1  1  0.1750
1  2  2  1  1  1  2  1  1  2  2  1  1  2  2  0.1950
1  2  2  1  1  1  2  2  2  1  1  2  2  1  1  0.1450
1  2  2  2  2  2  1  1  1  2  2  2  2  1  1  0.2250
1  2  2  2  2  2  1  2  2  1  1  1  1  2  2  0.1750
2  1  2  1  2  2  2  1  2  1  2  1  2  1  2  0.1250
2  1  2  1  2  2  2  2  1  2  1  2  1  2  1  0.1200
2  1  2  2  1  1  1  1  2  1  2  2  1  2  1  0.4550
2  1  2  2  1  1  1  2  1  2  1  1  2  1  2  0.5350
2  2  1  1  2  1  1  1  2  2  1  1  2  2  1  0.1700
2  2  1  1  2  1  1  2  1  1  2  2  1  1  2  0.2750
2  2  1  2  1  2  2  1  2  2  1  2  1  1  2  0.3425
2  2  1  2  1  2  2  2  1  1  2  1  2  2  1  0.5825

pr18.5 8  8
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Bergman, B. and A.~Hyn\'{e}n (1997).
) ``Dispersion effects from unreplicated designs in the $2^{k-p}$ series.''
) {\em Technometrics\/}~{\em 39}, 191--198.
)
) Columns are factors A, B, C, D, E, F, G and softness.
) (This data set has the corrected aliasing, F=BC.)
)"%lf %lf %lf %lf %lf %lf %lf %lf"
1  1  1  2  2  2  1  25.3
2  1  1  1  1  2  2  20.6
1  2  1  1  2  1  2  26.7
2  2  1  2  1  1  1  23.8
1  1  2  2  1  1  2  23.5
2  1  2  1  2  1  1  24.0
1  2  2  1  1  2  1  23.5
2  2  2  2  2  2  2  24.2

pr18.6     16  9
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Shoemaker, A.~C., K.-L. Tsui, and C.~F.~J. Wu (1991).
) ``Economical experimentation methods for robust design.'' 
) {\em Technometrics\/}~{\em 33}, 415--427.
)
) Columns are A, B, C, D, E, F, G, H, and thickness of silicon. 
)"%lf %lf %lf %lf %lf %lf %lf %lf %lf"
1  1  1  1  1  1  1  1  14.80
1  1  1  1  2  2  2  2  14.86
1  1  2  2  1  2  2  2  14.00
1  1  2  2  2  1  1  1  13.91
1  2  1  2  1  2  1  2  14.14
1  2  1  2  2  1  2  1  13.80
1  2  2  1  1  1  2  1  14.73
1  2  2  1  2  2  1  2  14.89
2  1  1  2  1  1  2  1  13.93
2  1  1  2  2  2  1  2  14.09
2  1  2  1  1  2  1  2  14.79
2  1  2  1  2  1  2  1  14.33
2  2  1  1  1  2  2  2  14.77
2  2  1  1  2  1  1  1  14.88
2  2  2  2  1  1  1  1  13.76
2  2  2  2  2  2  2  2  13.97

pr18.7  8
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Bergman, B. and A.~Hyn\'{e}n (1997).
) ``Dispersion effects from unreplicated designs in the $2^{k-p}$ series.''
) {\em Technometrics\/}~{\em 39}, 191--198.
)
) Variances for data in pr18.5
)"%lf"
3.24
.64
1.00
2.56
1.96
1.00
1.00
2.56

pr18.8 16
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Replicated 2^3.  First replicate in standard order; then second
) replicate in standard order.
6
10
32
60
4
15
25
60
8
12
34
60
16
5
37
52

pr18.9 64 9
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are A, B, C, D, E, F, G, H, and response.
  1  1  1  1  1  1  1  1  2.50
  2  1  1  1  2  2  2  1  1.83
  1  2  1  1  2  2  1  2  1.55
  2  2  1  1  1  1  2  2  1.12
  1  1  2  1  2  1  2  2  1.67
  2  1  2  1  1  2  1  2  2.79
  1  2  2  1  1  2  2  1  1.15
  2  2  2  1  2  1  1  1  1.55
  1  1  1  2  1  2  2  2  2.95
  2  1  1  2  2  1  1  2  9.41
  1  2  1  2  2  1  2  1  1.38
  2  2  1  2  1  2  1  1  2.14
  1  1  2  2  2  2  1  1  7.48
  2  1  2  2  1  1  2  1  3.13
  1  2  2  2  1  1  1  2  2.48
  2  2  2  2  2  2  2  2  2.00
  1  1  1  1  1  1  1  1  2.85
  2  1  1  1  2  2  2  1  1.87
  1  2  1  1  2  2  1  2  1.56
  2  2  1  1  1  1  2  2  1.14
  1  1  2  1  2  1  2  2  1.65
  2  1  2  1  1  2  1  2  2.75
  1  2  2  1  1  2  2  1  1.19
  2  2  2  1  2  1  1  1  1.52
  1  1  1  2  1  2  2  2  4.05
  2  1  1  2  2  1  1  2  4.37
  1  2  1  2  2  1  2  1  1.88
  2  2  1  2  1  2  1  1  2.79
  1  1  2  2  2  2  1  1  5.79
  2  1  2  2  1  1  2  1  1.98
  1  2  2  2  1  1  1  2  1.87
  2  2  2  2  2  2  2  2  1.42
  1  1  1  1  1  1  1  1  2.80
  2  1  1  1  2  2  2  1  1.87
  1  2  1  1  2  2  1  2  1.64
  2  2  1  1  1  1  2  2  1.23
  1  1  2  1  2  1  2  2  1.83
  2  1  2  1  1  2  1  2  2.95
  1  2  2  1  1  2  2  1  1.18
  2  2  2  1  2  1  1  1  1.62
  1  1  1  2  1  2  2  2  2.73
  2  1  1  2  2  1  1  2  5.06
  1  2  1  2  2  1  2  1  2.05
  2  2  1  2  1  2  1  1  2.65
  1  1  2  2  2  2  1  1  3.55
  2  1  2  2  1  1  2  1  2.24
  1  2  2  2  1  1  1  2  2.92
  2  2  2  2  2  2  2  2  1.36
  1  1  1  1  1  1  1  1  2.92
  2  1  1  1  2  2  2  1  1.70
  1  2  1  1  2  2  1  2  1.56
  2  2  1  1  1  1  2  2  1.18
  1  1  2  1  2  1  2  2  1.89
  2  1  2  1  1  2  1  2  3.18
  1  2  2  1  1  2  2  1  1.16
  2  2  2  1  2  1  1  1  1.66
  1  1  1  2  1  2  2  2  2.13
  2  1  1  2  2  1  1  2  4.20
  1  2  1  2  2  1  2  1  1.54
  2  2  1  2  1  2  1  1  1.85
  1  1  2  2  2  2  1  1 13.63
  2  1  2  2  1  1  2  1  3.14
  1  2  2  2  1  1  1  2  2.21
  2  2  2  2  2  2  2  2  1.23

pr18.11          64     9
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Carroll, M.~B. and O.~Dykstra (1958).
) ``Application of fractional factorials in a food research laboratory.''
) In V.~Chew (Ed.), {\em Experimental Designs in Industry}, pp.\ 224--234.
) New York: Wiley.
)
) columns are A, B, C, D, E, F, G, H, and response.
) A/B combinations code amount of water; C amount of sugar type 1; 
) amount of D sugar type 2; amount of E stabilizer type 1; F amount of
) stabilizer type 2; G amount of stabilizer type 3; H amount of setting
) agent; response is coded viscosity of icing.
)"%lf %lf %lf %lf %lf %lf %lf %lf %lf"
  1  1  1  1  1  1  1  1  26  
  1  1  2  1  1  1  2  1  16  
  1  1  1  2  1  1  2  2  12  
  1  1  2  2  1  1  1  2  22  
  1  1  1  1  2  1  1  2  29  
  1  1  2  1  2  1  2  2  30  
  1  1  1  2  2  1  2  1  29  
  1  1  2  2  2  1  1  1  34  
  1  1  1  1  1  2  2  2  32  
  1  1  2  1  1  2  1  2  30  
  1  1  1  2  1  2  1  1  27  
  1  1  2  2  1  2  2  1  35  
  1  1  1  1  2  2  2  1  53  
  1  1  2  1  2  2  1  1  46  
  1  1  1  2  2  2  1  2  35  
  1  1  2  2  2  2  2  2  42  
  2  1  1  1  1  1  2  2  6  
  2  1  2  1  1  1  1  2  10  
  2  1  1  2  1  1  1  1  13  
  2  1  2  2  1  1  2  1  17  
  2  1  1  1  2  1  2  1  13  
  2  1  2  1  2  1  1  1  17  
  2  1  1  2  2  1  1  2  16  
  2  1  2  2  2  1  2  2  16  
  2  1  1  1  1  2  1  1  19  
  2  1  2  1  1  2  2  1  18  
  2  1  1  2  1  2  2  2  29  
  2  1  2  2  1  2  1  2  22  
  2  1  1  1  2  2  1  2  29  
  2  1  2  1  2  2  2  2  21  
  2  1  1  2  2  2  2  1  23  
  2  1  2  2  2  2  1  1  27  
  1  2  1  1  1  1  1  2  43  
  1  2  2  1  1  1  2  2  69  
  1  2  1  2  1  1  2  1  45  
  1  2  2  2  1  1  1  1  45  
  1  2  1  1  2  1  1  1  54  
  1  2  2  1  2  1  2  1  54  
  1  2  1  2  2  1  2  2  43  
  1  2  2  2  2  1  1  2  67  
  1  2  1  1  1  2  2  1  64  
  1  2  2  1  1  2  1  1  57  
  1  2  1  2  1  2  1  2  50  
  1  2  2  2  1  2  2  2  53  
  1  2  1  1  2  2  2  2  74  
  1  2  2  1  2  2  1  2  73  
  1  2  1  2  2  2  1  1  69  
  1  2  2  2  2  2  2  1  69  
  2  2  1  1  1  1  2  1  -3  
  2  2  2  1  1  1  1  1  -5  
  2  2  1  2  1  1  1  2  -13  
  2  2  2  2  1  1  2  2  -4  
  2  2  1  1  2  1  2  2  4  
  2  2  2  1  2  1  1  2  5  
  2  2  1  2  2  1  1  1  -2  
  2  2  2  2  2  1  2  1  -3  
  2  2  1  1  1  2  1  2  6  
  2  2  2  1  1  2  2  2  6  
  2  2  1  2  1  2  2  1  6  
  2  2  2  2  1  2  1  1  7  
  2  2  1  1  2  2  1  1  8  
  2  2  2  1  2  2  2  1  13  
  2  2  1  2  2  2  2  2  20  
  2  2  2  2  2  2  1  2  10  

exmpl19.1  7  3
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are (coded) levels of time and temperature
) and the appeal.
)"%lf %lf %lf"
           -1           -1       3.89
            1           -1       6.36
           -1            1       7.65
            1            1       6.79
            0            0       8.36
            0            0       7.63
            0            0       8.12

exmpl19.3  14   4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Columns are block (coded) time and temperature
) and the appeal.
)"%lf %lf %lf %lf"
  1           -1           -1       3.89
  1            1           -1       6.36
  1           -1            1       7.65
  1            1            1       6.79
  1            0            0       8.36
  1            0            0       7.63
  1            0            0       8.12
  1        1.414            0       8.40
  2       -1.414            0       5.38
  2            0        1.414       7.00
  2            0       -1.414       4.51
  2            0            0       7.81
  2            0            0       8.44
  2            0            0       8.06

exmpl19.5 18  4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Cornell, J.~A. (1985).  ``Mixture experiments.''
) In S.~Kotz and N.~Johnson (Eds.), {\em Encyclopedia of Statistical
) Sciences}, Volume~5, pp.  569--579. New York: Wiley.
)
) Columns are proportions of watermelon, pineapple, and orange 
) juices, and appeal. 
)"%lf %lf %lf %lf"
1 0 0	4.3
0 1 0 	6.2
.5 .5 0	6.3
0 0 1	7.0
.5 0 .5	6.1
0 .5 .5	6.2
1 0 0	4.7
0 1 0	6.5
.5 .5 0	6.1
0 0 1	6.9
.5 0 .5	6.5
0 .5 .5	6.1
1 0 0	4.8
0 1 0	6.3
.5 .5 0	5.8
0 0 1	7.4
.5 0 .5	5.9
0 .5 .5	6.2

exmpl19.6   7   4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Sahrmann, H.~F., G.~F. Piepel, and J.~A. Cornell (1987).
) In search of the optimum Harvey Wallbanger recipe via mixture experiment
) techniques.'' {\em The American Statistician\/}~{\em 41}, 190--194.
)
) Columns are proportions of Galliano, vodka, and orange juice
) and the appeal.  
)"%lf %lf %lf %lf"
.161 .194 .645 3.6
.089 .107 .804 5.1
.128 .359 .513 3.8
.078 .219 .703 3.8
.105 .211 .684 4.7
.143 .286 .571 2.4
.083 .167 .750 4.0

pr19.1  10   4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Kurotori, I.~S. (1966).  ``Experiments with
) mixtures of components having lower bounds.'' {\em Industrial Quality
) Control\/}, May, 592--596.
)
) Columns are proportions of binder, oxidizer, and fuel and
) response (elasticity). 
)"%lf %lf %lf %lf"
          1             0             0        2350 
          0             1             0        2450 
          0             0             1        2650 
         .5            .5             0        2400 
         .5             0            .5        2750 
          0            .5            .5        2950 
      .3333         .3333         .3333        3000 
      .6667         .1667         .1667        2690 
      .1667         .6667         .1667        2770 
      .1667         .1667         .6667        2980

pr19.2          18     6
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Draper, N.~R., S.~M. Lewis, P.~W.~M. John,
) P.~Prescott, A.~M. Dean, and M.~G. Tuck (1993).  ``Mixture designs for
) four components in orthogonal blocks.'' {\em Technometrics\/} 35, 268--276.
)
) Columns are day, proportions of flours 1 through 4, and volume.  
)"%lf %lf %lf %lf %lf %lf"
    1    0.00    0.25    0.00    0.75  403
    2    0.00    0.75    0.00    0.25  423
    1    0.25    0.00    0.75    0.00  425
    2    0.25    0.00    0.75    0.00  417
    1    0.00    0.75    0.00    0.25  442
    2    0.00    0.25    0.00    0.75  388
    1    0.75    0.00    0.25    0.00  433
    2    0.75    0.00    0.25    0.00  407
    1    0.00    0.75    0.25    0.00  445
    2    0.00    0.00    0.25    0.75  338
    1    0.25    0.00    0.00    0.75  435
    2    0.25    0.75    0.00    0.00  435
    1    0.00    0.00    0.75    0.25  385
    2    0.00    0.25    0.75    0.00  379
    1    0.75    0.25    0.00    0.00  425
    2    0.75    0.00    0.00    0.25  406
    1    0.25    0.25    0.25    0.25  433
    2    0.25    0.25    0.25    0.25  439


pr19.3  46 7
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Draper, N.~R., T.~P. Davis, L.~Pozueta, and
) D.~M. Grove (1994).  ``Isolation of degrees of freedom for Box-Behnken
) designs.'' {\em Technometrics\/}~{\em 36}, 283--291.
) 
) An experiment to determine how a gasoline engine responds to various
) factors.  Response is CO emissions in g/h.  Factors are:
) column 1  engine load, in Newton meters, range (30,70)
) column 2  engine speed, in rpm, range (1000, 4000)
) column 3  spark advance, in degrees, range (10, 30)
) column 4  air-to-fuel ratio, dimensionless, range (13, 16.4)
) column 5  exhaust gas recycle, in percent, range (0, 10)
) column 6  indicates block 
) column 7  is response
)"%lf %lf %lf %lf %lf %lf %lf"
 -1    -1     0     0    0     1    81
  1    -1     0     0    0     1   148
 -1     1     0     0    0     1   348
  1     1     0     0    0     1   530
  0     0    -1    -1    0     1  1906
  0     0     1    -1    0     1  1717
  0     0    -1     1    0     1    91
  0     0     1     1    0     1    42
  0    -1     0     0    -1     1    86
  0     1     0     0    -1     1   435
  0    -1     0     0    1     1    93
  0     1     0     0    1     1   474
 -1     0    -1     0    0     1   224
  1     0    -1     0    0     1   346
 -1     0     1     0    0     1   147
  1     0     1     0    0     1   287
  0     0     0    -1    -1     1  1743
  0     0     0     1    -1     1    46
  0     0     0    -1    1     1  1767
  0     0     0     1    1     1    73
  0     0     0     0    0     1   195
  0     0     0     0    0     1   233
  0     0     0     0    0     1   236
  0    -1    -1     0    0     2   100
  0     1    -1     0    0     2   559
  0    -1     1     0    0     2   118
  0     1     1     0    0     2   406
 -1     0     0    -1    0     2  1255
  1     0     0    -1    0     2  2513
 -1     0     0     1    0     2    53
  1     0     0     1    0     2    54
  0     0    -1     0    -1     2   270
  0     0     1     0    -1     2   277
  0     0    -1     0    1     2   303
  0     0     1     0    1     2   213
 -1     0     0     0    -1     2   171
  1     0     0     0    -1     2   344
 -1     0     0     0    1     2   180
  1     0     0     0    1     2   280
  0    -1     0    -1    0     2   548
  0     1     0    -1    0     2  3046
  0    -1     0     1    0     2    13
  0     1     0     1    0     2   123
  0     0     0     0    0     2   228
  0     0     0     0    0     2   201
  0     0     0     0    0     2   238

pr19.5         24     4
) A data set from Oehlert (2000) \emph{A First Course in Design and
) Analysis of Experiments}, New York: W. H. Freeman.
)
) Data originally from Khuri, A.~I. (1992).  ``Response surface models
) with random block effects.'' {\em Technometrics\/}~{\em 34}, 26--37.
)
) Columns are day, (coded) time and temperature, and strength (psi).
)"%lf %lf %lf %lf"
            1           -1           -1         1226
            1            0           -1         1898
            1            2           -1         2142
            1           -1            0         1472
            1            0            0         2010
            1            0            0         1882
            1            0            0         1915
            1            0            0         2106
            1            2            0         2352
            1           -1            1         1491
            1            0            1         2078
            1            2            1         2531
            2           -1           -1         1213
            2            0           -1         1961
            2            2           -1         2184
            2           -1            0         1606
            2            0            0         2450
            2            0            0         2355
            2            0            0         2420
            2            0            0         2240
            2            2            0         2298
            2           -1            1         2298
            2            0            1         2531
            2            2            1         2609