Helper function for ggstatsplot::ggdotplotstats
to apply this
function across multiple levels of a given factor and combining the
resulting plots using ggstatsplot::combine_plots
.
grouped_ggdotplotstats(
data,
x,
y,
grouping.var,
title.prefix = NULL,
xlab = NULL,
ylab = NULL,
stat.title = NULL,
subtitle = NULL,
caption = NULL,
type = "parametric",
test.value = 0,
bf.prior = 0.707,
bf.message = TRUE,
robust.estimator = "onestep",
conf.level = 0.95,
effsize.type = "g",
effsize.noncentral = TRUE,
nboot = 100,
k = 2,
ggtheme = ggplot2::theme_bw(),
ggstatsplot.layer = TRUE,
point.color = "black",
point.size = 3,
point.shape = 16,
results.subtitle = TRUE,
centrality.para = "mean",
centrality.color = "blue",
centrality.size = 1,
centrality.linetype = "dashed",
centrality.line.labeller = TRUE,
centrality.k = 2,
test.value.line = FALSE,
test.value.color = "black",
test.value.size = 1,
test.value.linetype = "dashed",
test.line.labeller = TRUE,
test.k = 0,
ggplot.component = NULL,
return = "plot",
messages = TRUE,
...
)
A dataframe (or a tibble) from which variables specified are to be taken. A matrix or tables will not be accepted.
A numeric variable.
Label or grouping variable.
A single grouping variable (can be entered either as a
bare name x
or as a string "x"
).
Character string specifying the prefix text for the fixed
plot title (name of each factor level) (Default: NULL
). If NULL
, the
variable name entered for grouping.var
will be used.
Labels for x
and y
axis variables. If NULL
(default),
variable names for x
and y
will be used.
Label for y
axis variable (Default: "term"
).
A character describing the test being run, which will be
added as a prefix in the subtitle. The default is NULL
. An example of a
stat.title
argument will be something like "Student's t-test: "
.
The text for the plot subtitle. Will work only if
results.subtitle = FALSE
.
The text for the plot caption.
Type of statistic expected ("parametric"
or "nonparametric"
or "robust"
or "bayes"
).Corresponding abbreviations are also accepted:
"p"
(for parametric), "np"
(nonparametric), "r"
(robust), or
"bf"
resp.
A number specifying the value of the null hypothesis
(Default: 0
).
A numeric value between 0.5
and 2
(default 0.707
), the
prior width to use in calculating Bayes Factors.
Logical that decides whether to display Bayes Factor in
favor of the null hypothesis. This argument is relevant only for
parametric test (Default: TRUE
).
If type = "robust"
, a robust estimator to be used
("onestep"
(Default), "mom"
, or "median"
). For more, see
?WRS2::onesampb
.
Scalar between 0 and 1. If unspecified, the defaults return
95%
lower and upper confidence intervals (0.95
).
Type of effect size needed for parametric tests. The
argument can be "biased"
("d"
for Cohen's d) or "unbiased"
("g"
Hedge's g for t-test). The default is "g"
.
Logical indicating whether to use non-central
t-distributions for computing the confidence interval for Cohen's d
or Hedge's g (Default: TRUE
).
Number of bootstrap samples for computing confidence interval
for the effect size (Default: 100
).
Number of digits after decimal point (should be an integer)
(Default: k = 2
).
A function, ggplot2
theme name. Default value is
ggplot2::theme_bw()
. Any of the ggplot2
themes, or themes from
extension packages are allowed (e.g., ggthemes::theme_fivethirtyeight()
,
hrbrthemes::theme_ipsum_ps()
, etc.).
Logical that decides whether theme_ggstatsplot
theme elements are to be displayed along with the selected ggtheme
(Default: TRUE
). theme_ggstatsplot
is an opinionated theme layer that
override some aspects of the selected ggtheme
.
Character describing color for the point (Default:
"black"
).
Numeric specifying size for the point (Default: 3
).
Numeric specifying shape to draw the points (Default: 16
(a dot)).
Decides whether the results of statistical tests are
to be displayed as a subtitle (Default: TRUE
). If set to FALSE
, only
the plot will be returned.
Decides which measure of central tendency ("mean"
or "median"
) is to be displayed as a vertical line.
Decides color for the vertical line for centrality
parameter (Default: "blue"
).
Decides size for the vertical line for centrality
parameter (Default: 1.2
).
Decides linetype for the vertical line for
centrality parameter (Default: "dashed"
).
A logical that decides whether line labels
should be displayed for the centrality.para line (Default: TRUE
).
Integer denoting the number of decimal places expected
for centrality parameter label. (Default: 2
).
Decides whether test value is to be displayed as a
vertical line (Default: FALSE
).
Decides color for the vertical line denoting test
value (Default: "black"
).
Decides size for the vertical line for test value
(Default: 1.2
).
Decides linetype for the vertical line for test
value (Default: "dashed"
).
A logical that decides whether line labels should
be displayed for test.value line (Default: TRUE
).
Integer denoting the number of decimal places expected for
test.value
label. (Default: 0
).
A ggplot
component to be added to the plot prepared
by ggstatsplot
. This argument is primarily helpful for grouped_
variant
of the current function. Default is NULL
. The argument should be entered
as a function. If the given function has an argument axes.range.restrict
and if it has been set to TRUE
, the added ggplot
component might not
work as expected.
Character that describes what is to be returned: can be
"plot"
(default) or "subtitle"
or "caption"
. Setting this to
"subtitle"
will return the expression containing statistical results. If
you have set results.subtitle = FALSE
, then this will return a NULL
.
Setting this to "caption"
will return the expression containing details
about Bayes Factor analysis, but valid only when type = "parametric"
and
bf.message = TRUE
, otherwise this will return a NULL
.
Decides whether messages references, notes, and warnings are
to be displayed (Default: TRUE
).
Arguments passed on to combine_plots
title.text
String or plotmath expression to be drawn as title for the combined plot.
title.color
Text color for title.
title.size
Point size of title text.
title.vjust
Vertical justification for title. Default = 0.5
(centered on y
). 0
= baseline at y
, 1
= ascender at y
.
title.hjust
Horizontal justification for title. Default = 0.5
(centered on x
). 0
= flush-left at x, 1
= flush-right.
title.fontface
The font face ("plain"
, "bold"
(default),
"italic"
, "bold.italic"
) for title.
caption.text
String or plotmath expression to be drawn as the caption for the combined plot.
caption.color
Text color for caption.
caption.size
Point size of title text.
caption.vjust
Vertical justification for caption. Default = 0.5
(centered on y). 0
= baseline at y, 1
= ascender at y.
caption.hjust
Horizontal justification for caption. Default = 0.5
(centered on x). 0
= flush-left at x, 1
= flush-right.
caption.fontface
The font face ("plain"
(default), "bold"
,
"italic"
, "bold.italic"
) for caption.
sub.text
The label with which the combined plot should be annotated. Can be a plotmath expression.
sub.color
Text color for annotation label (Default: "black"
).
sub.size
Point size of annotation text (Default: 12
).
sub.x
The x position of annotation label (Default: 0.5
).
sub.y
The y position of annotation label (Default: 0.5
).
sub.hjust
Horizontal justification for annotation label (Default:
0.5
).
sub.vjust
Vertical justification for annotation label (Default:
0.5
).
sub.vpadding
Vertical padding. The total vertical space added to the
label, given in grid units. By default, this is added equally above and
below the label. However, by changing the y and vjust parameters, this can
be changed (Default: ggplot2::unit(1, "lines")
).
sub.fontface
The font face ("plain"
(default), "bold"
, "italic"
,
"bold.italic"
) for the annotation label.
sub.angle
Angle at which annotation label is to be drawn (Default:
0
).
sub.lineheight
Line height of annotation label.
title.caption.rel.heights
Numerical vector of relative columns heights while combining (title, plot, caption).
title.rel.heights
Numerical vector of relative columns heights while combining (title, plot).
caption.rel.heights
Numerical vector of relative columns heights while combining (plot, caption).
https://indrajeetpatil.github.io/ggstatsplot/articles/web_only/ggdotplotstats.html
# NOT RUN {
# for reproducibility
set.seed(123)
# removing factor level with very few no. of observations
df <- dplyr::filter(.data = ggplot2::mpg, cyl %in% c("4", "6", "8"))
# plot
ggstatsplot::grouped_ggdotplotstats(
data = df,
x = "cty",
y = "manufacturer",
grouping.var = "cyl",
test.value = 15.5,
title.prefix = "cylinder count",
ggplot.component = ggplot2::scale_x_continuous(
sec.axis = ggplot2::dup_axis(),
limits = c(12, 24),
breaks = seq(12, 24, 2)
),
messages = FALSE
)
# }
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