| Title: | Datasets from the Book "Methods of Multivariate Analysis (3rd)" |
|---|---|
| Description: | Provides the datasets in the book "Methods of Multivariate Analysis (3rd)", such as Table 6.27 Blood Pressure Data, for statistical analysis,especially MANOVA. The dataset names correspond to their numbering in the third edition of the book, such as table6.27. Based on the book by Rencher and Christensen (2012, ISBN:9780470178966). |
| Authors: | Atefeh Rashidi Pour [aut, cre], Fatemeh Naderi [aut] |
| Maintainer: | Atefeh Rashidi Pour <[email protected]> |
| License: | GPL-3 |
| Version: | 0.1.4 |
| Built: | 2026-05-22 08:15:32 UTC |
| Source: | https://github.com/atefehrashidi/rencher |
The results of a planned experiment involving a chemical reaction are given in Table 10.1
table10.1table10.1
A dataframe with 19 rows and 7 columns.
percentage of unchanged starting material
percentage converted to the desired product
percentage of unwanted by-product
temperature
concentration
time
The data in Table 8.3 were collected by Box and Youle (1955)
Perception Data: Ratings on Five Adjectives for Seven People
table13.1table13.1
A dataframe with 7 rows and 6 columns.
Adjective
Adjective
Adjective
Adjective
Adjective
The data in Table 13.1 from METHODS OF MULTIVARIATE ANALYSIS (Third Edition)
Table 15.1 City Crime Rates per 100,000 Population
table15.1table15.1
A dataframe with 16 rows and 8 columns.
A type of crime
A type of crime
A type of crime
A type of crime
A type of crime
A type of crime
A type of crime
The data in Table 15.1 were collected by Hartigan (1975)
Table 15.13 Air Pollution Levels in US Cities
table15.13table15.13
A dataframe with 41 rows and 8 columns.
41 US cities
SO2 content of air in micrograms per cubic meter
Average annual temperature in °F
Number of manufacturing enterprises employing 20 or more workers
Population size (1970 census) in thousands
Average annual wind speed in miles per hour
Average annual precipitation in inches
Average number of days with precipitation per year
The data in Table 15.8 were collected by Sokal and Rohlf (1981, p. 619)
Table 15.14 gives the yields of winter wheat in each of the years 1970-1973 at twelve different sites in England
table15.14table15.14
A dataframe with 12 rows and 5 columns.
twelve different sites in England
year 1970
year 1971
year 1972
year 1973
The data in Table 15.14 were collected by (Hand et al. 1994, p. 31)
Protein consumption in twenty-five European countries for nine food groups is given in Table 15.7
table15.7table15.7
A dataframe with 25 rows and 10 columns.
The data in Table 15.7 were collected by Hand et al. (1994, p. 298)
Table 16.1 Airline Distances Between Ten US Cities
table16.1table16.1
A dataframe with 10 rows and 11 columns.
The data in Table 15.14 were collected by Kruskal and Wish (1978, pp. 7-9)
Table 16.13 Do-It-Yourself Data
table16.13table16.13
A dataframe with 24 rows and 7 columns.
Apartment, House
Skilled, Unskilled, Office
Rent, Own
Yes, No
Up to 30
31-45
over 45
METHODS OF MULTIVARIATE ANALYSIS (Third Edition)
Two subjects assessed the degree of dissimilarity between World War II politicians.
table16.16table16.16
A dataframe with 12 rows and 13 columns.
Everitt 1987, Table 6.7
Table 16.17 Birth and Death Months of 1281 People
table16.17table16.17
A dataframe with 12 rows and 13 columns
Birth/Death
month
month
month
month
month
month
month
month
month
month
month
month
Andrews and Herzberg (1985), Table 71.2
Table 16.19 Byssinosis Data
table16.19table16.19
A dataframe with 48 rows and 8 columns.
Other, White
Non-smoker, Smoker
Female, Male
Andrews and Herzberg (1985, Table 34.1)
Table 16.8 A List of 12 People and Their Categories on Four Variable
table16.8table16.8
A dataframe with 12 rows and 5 columns.
12 People
Male, female
Young, middle aged, old
Single, married
Blond, brown, black, red
METHODS OF MULTIVARIATE ANALYSIS (Third Edition)
Table 3.1 Height and Weight for a Sample of 20 College-Age Males
table3.1table3.1
A dataframe with 20 rows and 3 columns.
Extracted from Table 3.1 in Rencher (3rd ed.)
Table 3.2 Percentage of Republican Votes in Presidential Elections in Six Southern States for Selected Years
table3.2table3.2
A dataframe with 6 rows and 6 columns.
The data in Table 3.2 are from Kleiner and Hartigan (1981)
Table 3.4 Baker Corn Field Measurements of Yield and Soil Richness
table3.3table3.3
A dataframe with 10 rows and 4 columns.
The data set in Table 3.3 contains yield and soil quality measurements at each of 215 locations in a 16-hectare field. The Baker field (Colvin et al., 1997)
Table 3.4 Calcium in Soil and Turnip Greens
table3.4table3.4
A dataframe with 10 rows and 4 columns
ID
available soil calcium
exchangeable soil calcium
turnip green calcium
Kramer and Jensen (1969)
Table 3.5 Relative Weight, Blood Glucose, and Insulin Levels
table3.5table3.5
A dataframe with 46 rows and 6 columns.
Reaven and Miller (1979; see also Andrews and Herzberg 1985, pp. 215-219) measured five variables in a comparison of normal patients and diabetics. In Table 3.5 we give partial data for normal patients only
Table 3.6 Response Times for Five Probe Word Positions
table3.6table3.6
A dataframe with 27 rows and 6 columns.
ID
The variables are response times for the j_th probe word, y_j,j = 1,2,..., 5
The variables are response times for the j_th probe word, y_j,j = 1,2,..., 5
The variables are response times for the j_th probe word, y_j,j = 1,2,..., 5
The variables are response times for the j_th probe word, y_j,j = 1,2,..., 5
The variables are response times for the j_th probe word, y_j,j = 1,2,..., 5
Timm (1975, p. 233; 1980, p. 47)
Table 3.7 Ramus Bone Length at Four Ages for 20 Boys
table3.7table3.7
A dataframe with 20 rows and 5 columns.
The data in Table 3.7 (Elston and Grizzle 1962) consist of measurements 2/i 12/27 2/3- an d 2/4 °ft n e ramus bone at four different ages on each of 20 boys
Table 3.8 Measurements on the First and Second Adult Sons in a Sample of 25 Families
table3.8table3.8
A dataframe with 25 rows and 5 columns
First, Second
Head Length
Head Breath
Head Length
Head Breath
Frets (1921)
Table 4.2 Table 4.2 Hematology Data
table4.2table4.2
A dataframe with 51 rows and 7 columns
ID
hemoglobin concentration
packed cell volume
white blood cell count
lymphocyte count
neutrophil count
serum lead concentration
Six hematology variables were measured on 51 workers (Royston 1983)
Table 5.1 Four Psychological Test Scores on 32 Males and 32 Females
table5.1table5.1
A dataframe with 64 rows and 5 columns.
Four psychological tests were given to 32 men and 32 women. The data are recorded in Table 5.1 (Beall 1945)
Table 5.10 Survival Times for Bronchus Cancer Patients and Matched Controls
table5.10table5.10
A dataframe with 16 rows and 4 columns
y_1, x_1 = survival time (days) from date of first hospital admission
y_1, x_1 = survival time (days) from date of first hospital admission
y_1, x_1 = survival time (days) from date of first hospital admission
y_1, x_1 = survival time (days) from date of first hospital admission
A number of patients with bronchus cancer were treated with ascorbate and compared with matched patients who received no ascorbate (Cameron and Pauling 1978)
Table 5.3 Maximum Depth of Pits and Number of Pits of Coated Pipes
table5.3table5.3
A dataframe with 15 rows and 7 columns.
Extracted from Table 3.1 in Rencher (3rd ed.)
Table 5.5 Four Measurements on Two Species of Flea Beetles
table5.5table5.5
A dataframe with 39 rows and 6 columns.
Extracted from Table 3.1 in Rencher (3rd ed.)
Table 5.6 Comparison of Six Tests on Engineer Apprentices and Pilots
table5.6table5.6
A dataframe with 20 rows and 12 columns.
Extracted from Table 3.1 in Rencher (3rd ed.)
Data from a study comparing carriers and noncarriers of Duchenne muscular dystrophy
table5.7table5.7
A data frame with 73 rows and 7 variables
Group identifier: Carrier or Noncarrier
Biomarker 1 (e.g., enzyme level)
Biomarker 2
Biomarker 3
Biomarker 4
Biomarker 5
Biomarker 6
Andrews and Herzberg (1985), pp. 222–228. Data were collected in an attempt to find a screening procedure to detect carriers of Duchenne muscular dystrophy, a disease transmitted from female carriers to some of their male offspring
Table 5.8 Cyclical Measurements of Consumer Goods and Producer Goods
table5.8table5.8
A dataframe with 19 rows and 6 columns.
Various aspects of economic cycles were measured for consumer goods and producer goods by Tintner (1946)
Table 5.9 Number of Words and Number of Verbs
table5.9table5.9
A dataframe with 15 rows and 7 columns.
Each of 15 students wrote an informal and a formal essay Kramer (1972, p. 100)
Table 6.16 Dental Measurements
table6.16table6.16
A dataframe with 27 rows and 6 columns.
Potthoff and Roy (1964) reported measurements in a dental study on boys and girls from ages 8 to 14. The data are given in Table 6.16
Table 6.17 Judges' Scores on Fish Prepared by Three Methods
table6.17table6.17
A dataframe with 12 rows and 12 columns
aroma
flavor
texture
moisture
aroma
flavor
texture
moisture
aroma
flavor
texture
moisture
Baten, Tack, and Baeder (1958,p.8)
Table 6.18 Snap Bean Data
table6.18table6.18
A dataframe with 60 rows and 7 columns.
Table 6.18 from Keuls et al. (1984)
Table 6.19 Blood Data
table6.19table6.19
A dataframe with 20 rows and 13 columns.
In Table 6.19, we have a comparison of four reagents (Burdick 1979)
Table 6.21 Table 6.21 Weights of Cork Borings (eg) in Four Directions for 28 Trees
table6.21table6.21
A dataframe with 28 rows and 5 columns
variable 1
variable 2
variable 3
variable 4
variable 5
Extracted from Table 3.1 in Rencher (3rd ed)
Table 6.22 Survival Times for Cancer Patients
table6.22table6.22
A dataframe with 63 rows and 7 columns
1 = stomach, 2 = bronchus, 3 = colon, 4 — rectum, 5 = bladder, 6 = kidney)
(1 = male, 2 = female
Age
survival time (days) of patient treated with ascorbate measured from date of first hospital attendance
mean survival time for the patient's 10 matched controls (untreated with ascorbate)
survival time after ascorbate treatment ceased
mean survival time after all treatment ceased for the patient's 10 matched controls
The data in Table 6.22 were collected by Cameron and Pauling (1978)
Table 6.23 Weights of 13 Male Mice Measured at Successive Intervals of 3 Days over 21 Days from Birth to Weaning
table6.23table6.23
A dataframe with 13 rows and 8 columns
variable 1
variable 2
variable 3
variable 4
variable 5
variable 6
variable 7
variable 8
Table 6.23 contains the weights of 13 male mice measured every 3 days from birth to weaning. The data set was reported and analyzed by Williams and Izenman (1981) and by Izenman and Williams (1989) and has been further analyzed by Rao (1984, 1987) and by Lee (1988). Analyze as a one-sample growth curve design
In Table 6.24, we have measurements of proportions of albumin at four time points on three groups of trout
table6.24table6.24
A dataframe with 12 rows and 5 columns.
three groups of trout
Time Point
Time Point
Time Point
Time Point
The data set was reported by Beauchamp and Hoel (1973)
Table 6.25 contains weight gains for three groups of rats
table6.25table6.25
A dataframe with 13 rows and 8 columns.
The groups are 1 = controls, 2 = thyroxin added to drinking water, and 3 = thiouracil added to drinking water.
gain in week 1
gain in week 2
gain in week 3
gain in week 4
The data set was reported by Box (1950)
Coronary Sinus Potassium Measured at 2-Minute Intervals on Dogs Table 6.26 contains measurements of coronary sinus potassium at 2-minute intervals after coronary occlusion on four groups of dogs
table6.26table6.26
A dataframe with 36 rows and 8 columns
The groups are 1 = control dogs, 2 = dogs with extrinsic cardiac denervation 3 weeks prior to coronary occlusion, 3 = dogs with extrinsic cardiac denervation immediately prior to coronary occlusion, and 4 = dogs with bilateral thoracic sympathectomy and stellectomy 3 weeks prior to coronary occlusion
variable 1
variable 2
variable 3
variable 4
variable 5
variable 6
variable 7
The data set was reported by Grizzle and Allen (1969)
Table 6.27 contains blood pressure measurements at intervals after inducing a heart attack for four groups of rats
table6.27table6.27
A dataframe with 31 rows and 7 columns.
group 1 is the controls and groups 2-4 have been exposed to halothane concentrations of .25%, .50%, 1.0%
Number of Minutes after Ligation
Number of Minutes after Ligation
Number of Minutes after Ligation
Number of Minutes after Ligation
Number of Minutes after Ligation
Number of Minutes after Ligation
The data set was reported and by Crepeau et al (1985).
Table 6.28 compares 13 control and 20 obese patients on a glucose tolerance test using plasma inorganic phosphate
table6.28table6.28
A dataframe with 33 rows and 10 columns.
Two control and obese groups
Hours after Glucose Challenge in minutes
Hours after Glucose Challenge in minutes
Hours after Glucose Challenge in minutes
Hours after Glucose Challenge in minutes
Hours after Glucose Challenge in minutes
Hours after Glucose Challenge in minutes
The data set was reported and by Zerbe (1979)
Table 6.29 contains mandible measurements
table6.29table6.29
A dataframe with 18 rows and 11 columns.
There were two groups of subjects. Each subject was measured at three time points y1, y2 & y3for each of three types of activator treatment
activator 1 subject 1
activator 1 subject 2
activator 1 subject 3
activator 2 subject 1
activator 2 subject 2
activator 2 subject 3
activator 3 subject 1
activator 3 subject 2
activator 3 subject 3
The data set was reported and by Timm (1980)
Table 6.6 Table 6.6 Two-Way Classification of Measurements on Bar Ste
table6.6table6.6
A dataframe with 16 rows and 5 columns
four types
y1 ultimate torque
y2 ultimate strain
y1 ultimate torque
y2 ultimate strain
Table 6.6 contains data reported by Posten (1962) and analyzed by Kramer and Jensen (1970)
Table 6.8 Table 6.8 Weight of Guinea Pigs Under 3 Levels of Vitamin E Supplements
table6.8table6.8
A dataframe with 15 rows and 9 columns
variable 1
variable 1
variable 1
variable 1
variable 1
variable 1
variable 1
variable 1
variable 1
Three vitamin E diet supplements with levels zero, low, and high were compared for their effect on growth of guinea pigs (Crowder and Hand 1990, pp. 21-29). Five guinea pigs received each supplement level, and their weights were recorded at the end of weeks 1, 3,4, 5, 6, and 7. These weights are given in Table 6.8
Table 7.1 Seishu Measurements
table7.1table7.1
A dataframe with 30 rows and 10 columns.
taste
odor
PH
acidity 1
acidity 2
sake meter
direct reducing sugar
total sugar
alcohol
formyl-nitrogen
The data set was reported and by Siotani et al. (1963)
The data in Table 7.2 relate temperature, humidity, and evaporation
table7.2table7.2
A dataframe with 46 rows and 11 columns.
maximum daily air temperature
minimum daily air temperature
integrated area under daily air temperature curve, that is, a measure of average air temperature
maximum daily soil temperature
minimum daily soil temperature
integrated area under soil temperature curve
maximum daily relative humidity
minimum daily relative humidity
integrated area under daily humidity curve
total wind, measured in miles per day
evaporation
courtesy of R. J. Freund
Samples of steel produced at two different rolling temperatures are compared in Table 8.1
table8.1table8.1
A dataframe with 12 rows and 3 columns.
maximum daily air temperature
yield point
ultimate strength
Kramer and Jensen (1969)
The data in Table 8.3 as part of a preliminary study of a possible link between football helmet design and neck injuries.
table8.3table8.3
A dataframe with 90 rows and 7 columns.
high school football players (group 1), college football players (group 2), and nonfootball players (group 3)
head width at widest dimension
head circumference
front-to-back measurement at eye level
eye-to-top-of-head measurement
ear-to-top-of-head measurement
jaw width
The data in Table 8.3 were collected by G. R. Bryce and R. M. Barker(Brigham Young University)