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The heplots
package provides a large collection of data sets illustrating a
variety of multivariate linear models with some an analyses,
and graphical displays. The table below classifies these with
method tags (@concept
).
The main methods are:
In addition, a few examples illustrate special handling for linear hypotheses concerning factors:
The dataset names are linked to the documentation with graphical output on the
pkgdown
website, [http://friendly.github.io/heplots/].
library(here)
library(dplyr)
library(tinytable)
#dsets <- read.csv(here::here("extra", "datasets.csv")) # doesn't work in a vignette
dsets <- read.csv("https://raw.githubusercontent.com/friendly/heplots/master/extra/datasets.csv")
dsets <- dsets |> dplyr::select(-X) |> arrange(tolower(dataset))
# link dataset to pkgdown doc
refurl <- "http://friendly.github.io/heplots/reference/"
dsets <- dsets |>
mutate(dataset = glue::glue("[{dataset}]({refurl}{dataset}.html)"))
#tinytable::tt(dsets)
knitr::kable(dsets)
dataset | rows | cols | title | tags |
---|---|---|---|---|
AddHealth | 4344 | 3 | Adolescent Health Data | MANOVA ordered |
Adopted | 62 | 6 | Adopted Children | MMRA repeated |
Bees | 246 | 6 | Captive and maltreated bees | MANOVA |
Diabetes | 145 | 6 | Diabetes Dataset | MANOVA |
FootHead | 90 | 7 | Head measurements of football players | MANOVA contrasts |
Headache | 98 | 6 | Treatment of Headache Sufferers for Sensitivity to Noise | MANOVA repeated |
Hernior | 32 | 9 | Recovery from Elective Herniorrhaphy | MMRA candisc |
Iwasaki_Big_Five | 203 | 7 | Personality Traits of Cultural Groups | MANOVA |
mathscore | 12 | 3 | Math scores for basic math and word problems | MANOVA |
MockJury | 114 | 17 | Effects Of Physical Attractiveness Upon Mock Jury Decisions | MANOVA candisc |
NeuroCog | 242 | 10 | Neurocognitive Measures in Psychiatric Groups | MANOVA candisc |
NLSY | 243 | 6 | National Longitudinal Survey of Youth Data | MMRA |
Oslo | 332 | 14 | Oslo Transect Subset Data | MANOVA candisc |
Overdose | 17 | 7 | Overdose of Amitriptyline | MMRA cancor |
Parenting | 60 | 4 | Father Parenting Competence | MANOVA contrasts |
peng | 333 | 8 | Size measurements for adult foraging penguins near Palmer Station | MANOVA |
Plastic | 20 | 5 | Plastic Film Data | MANOVA |
Pottery2 | 48 | 12 | Chemical Analysis of Romano-British Pottery | MANOVA candisc |
Probe | 11 | 5 | Response Speed in a Probe Experiment | MANOVA repeated |
RatWeight | 27 | 6 | Weight Gain in Rats Exposed to Thiouracil and Thyroxin | MANOVA repeated |
ReactTime | 10 | 6 | Reaction Time Data | repeated |
Rohwer | 69 | 10 | Rohwer Data Set | MMRA MANCOVA |
RootStock | 48 | 5 | Growth of Apple Trees from Different Root Stocks | MANOVA contrasts |
Sake | 30 | 10 | Taste Ratings of Japanese Rice Wine (Sake) | MMRA |
schooldata | 70 | 8 | School Data | MMRA robust |
Skulls | 150 | 5 | Egyptian Skulls | MANOVA contrasts |
SocGrades | 40 | 10 | Grades in a Sociology Course | MANOVA candisc |
SocialCog | 139 | 5 | Social Cognitive Measures in Psychiatric Groups | MANOVA candisc |
TIPI | 1799 | 16 | Data on the Ten Item Personality Inventory | MANOVA candisc |
VocabGrowth | 64 | 4 | Vocabulary growth data | repeated |
WeightLoss | 34 | 7 | Weight Loss Data | repeated |
This table can be inverted to list the datasets that illustrate each concept:
concepts <- dsets |>
select(dataset, tags) |>
tidyr::separate_longer_delim(tags, delim = " ") |>
arrange(tags, dataset) |>
summarize(datasets = toString(dataset), .by = tags) |>
rename(concept = tags)
#tinytable::tt(concepts)
knitr::kable(concepts)
concept | datasets |
---|---|
MANCOVA | Rohwer |
MANOVA | AddHealth, Bees, Diabetes, FootHead, Headache, Iwasaki_Big_Five, MockJury, NeuroCog, Oslo, Parenting, Plastic, Pottery2, Probe, RatWeight, RootStock, Skulls, SocGrades, SocialCog, TIPI, mathscore, peng |
MMRA | Adopted, Hernior, NLSY, Overdose, Rohwer, Sake, schooldata |
cancor | Overdose |
candisc | Hernior, MockJury, NeuroCog, Oslo, Pottery2, SocGrades, SocialCog, TIPI |
contrasts | FootHead, Parenting, RootStock, Skulls |
ordered | AddHealth |
repeated | Adopted, Headache, Probe, RatWeight, ReactTime, VocabGrowth, WeightLoss |
robust | schooldata |
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.