Rolf Turner
2021-Jul-18 06:17 UTC
[R] Plotting confidence intervals with ggplot, in multiple facets.
I have need of creating a plot displaying confidence intervals
(for the mean bias in parameter estimates) with one panel or facet
for each of the two parameters in question.
I can do this in base R graphics, but the result is not as
aesthetically pleasing as I would like. I have attached an example
graphic in the file "eg.pdf".
I would like to try using ggplot2, but cannot get my head around the
syntax. (Life is a struggle when one is old and senile!) I have been
shown in the past how to produce a single-facet plot of such confidence
intervals, basically using the geom_errorbar() function, but I cannot
see how to produce multiple facets, depending on a "param" factor. I
have thrashed around a bit but after succeeding in only confusing
myself, I thought I would save wear and tear on my brain by asking this
list. I'm sure the answer is pretty simple, but I'm just too stupid to
see it.
Can anyone give me a recipe for creating, with ggplot(), a graphic like
unto that shown in "eg.pdf", but prettier? I have attached the data
that were used to create "eg.pdf" in the form of a data frame, in a
file called "egData.txt". This file was produced by dput() so read it
in using dget("egData.txt").
With eternal gratitude.
cheers,
Rolf Turner
--
Honorary Research Fellow
Department of Statistics
University of Auckland
Phone: +64-9-373-7599 ext. 88276
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Jeff Newmiller
2021-Jul-18 06:47 UTC
[R] Plotting confidence intervals with ggplot, in multiple facets.
ggplot(dta,aes(x=Ndat,y=estimate, ymin=lower,ymax=upper))+ geom_point() + geom_errorbar(width=30) + facet_grid(param~1) + theme_minimal() Width parameter seems odd... play with it I suppose. For facets, you can also use facet_wrap(~param, ncol=1). ggplot is very much about the data and the aes mapping... the more you try to manually tweak it the more messed up it tends to get. On July 17, 2021 11:17:06 PM PDT, Rolf Turner <r.turner at auckland.ac.nz> wrote:> > >I have need of creating a plot displaying confidence intervals >(for the mean bias in parameter estimates) with one panel or facet >for each of the two parameters in question. > >I can do this in base R graphics, but the result is not as >aesthetically pleasing as I would like. I have attached an example >graphic in the file "eg.pdf". > >I would like to try using ggplot2, but cannot get my head around the >syntax. (Life is a struggle when one is old and senile!) I have been >shown in the past how to produce a single-facet plot of such confidence >intervals, basically using the geom_errorbar() function, but I cannot >see how to produce multiple facets, depending on a "param" factor. I >have thrashed around a bit but after succeeding in only confusing >myself, I thought I would save wear and tear on my brain by asking this >list. I'm sure the answer is pretty simple, but I'm just too stupid to >see it. > >Can anyone give me a recipe for creating, with ggplot(), a graphic like >unto that shown in "eg.pdf", but prettier? I have attached the data >that were used to create "eg.pdf" in the form of a data frame, in a >file called "egData.txt". This file was produced by dput() so read it >in using dget("egData.txt"). > >With eternal gratitude. > >cheers, > >Rolf Turner-- Sent from my phone. Please excuse my brevity.
Rui Barradas
2021-Jul-18 12:10 UTC
[R] Plotting confidence intervals with ggplot, in multiple facets.
Hello,
Something like this?
library(ggplot2)
eg <- dget("data/egData.txt")
ggplot(eg, aes(Ndat, estimate)) +
? geom_errorbar(aes(ymin = lower, ymax = upper), width = 20) +
? geom_point(colour = "slateblue", size = 1) +
? geom_hline(yintercept = 0, colour = "red") +
? facet_grid(param ~ .) +
? theme_bw()
Hope this helps,
Rui Barradas
?s 07:17 de 18/07/2021, Rolf Turner escreveu:>
> I have need of creating a plot displaying confidence intervals
> (for the mean bias in parameter estimates) with one panel or facet
> for each of the two parameters in question.
>
> I can do this in base R graphics, but the result is not as
> aesthetically pleasing as I would like. I have attached an example
> graphic in the file "eg.pdf".
>
> I would like to try using ggplot2, but cannot get my head around the
> syntax. (Life is a struggle when one is old and senile!) I have been
> shown in the past how to produce a single-facet plot of such confidence
> intervals, basically using the geom_errorbar() function, but I cannot
> see how to produce multiple facets, depending on a "param"
factor. I
> have thrashed around a bit but after succeeding in only confusing
> myself, I thought I would save wear and tear on my brain by asking this
> list. I'm sure the answer is pretty simple, but I'm just too
stupid to
> see it.
>
> Can anyone give me a recipe for creating, with ggplot(), a graphic like
> unto that shown in "eg.pdf", but prettier? I have attached the
data
> that were used to create "eg.pdf" in the form of a data frame, in
a
> file called "egData.txt". This file was produced by dput() so
read it
> in using dget("egData.txt").
>
> With eternal gratitude.
>
> cheers,
>
> Rolf Turner
>
>
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Avi Gross
2021-Jul-18 19:11 UTC
[R] Plotting confidence intervals with ggplot, in multiple facets.
Rolf,
Your example shows two plots with one above the other.
If that is what you want, then a solution like the one Jeff provided using
facet_grid() to separate data based on the parameter value. It also scales
up if you add additional sets of data for gamma and delta up to a point.
An alternative to consider if your ggplot wizardry has not kicked in, or if
your need is to connect more diverse plots into a sort of collage, is to
make multiple plots and save them as in:
P1 <- ggplot(...) ...
P2 <- ggplot(...) ...
Each of these two or more plots can operate on whatever data you supply it.
In your case, you would filter the rows that have the values you want.
Then you can use one of many packages out there such as cowplot or gridextra
to consolidate the parts as in:
plot_grid(P1, P2)
Or
grid.arrange (P1, P2)
These other functions vary in functionality but many allow you to adjust how
many rows or columns you want or the relative sizes of the subplots and so
on. Some allow you to create output into things like a PDF where parts spill
over well into additional pages.
I note one think Jeff did not replicate. If you want that in your output,
use geom_hline as shown below:
ggplot(dta,aes(x=Ndat,y=estimate, ymin=lower,ymax=upper))+
geom_point() +
geom_errorbar(width=30) +
geom_hline(yintercept = 0, color="red") +
facet_grid(param~1)
Personally, I sometimes adjust the limits to make a graph truly start at
zero but in your case you can have error bars being displayed with parts
below zero so showing where zero is graphically can be useful.
-----Original Message-----
From: R-help <r-help-bounces at r-project.org> On Behalf Of Rolf Turner
Sent: Sunday, July 18, 2021 2:17 AM
To: r-help at r-project.org
Subject: [R] Plotting confidence intervals with ggplot, in multiple facets.
I have need of creating a plot displaying confidence intervals (for the mean
bias in parameter estimates) with one panel or facet for each of the two
parameters in question.
I can do this in base R graphics, but the result is not as aesthetically
pleasing as I would like. I have attached an example graphic in the file
"eg.pdf".
I would like to try using ggplot2, but cannot get my head around the syntax.
(Life is a struggle when one is old and senile!) I have been shown in the
past how to produce a single-facet plot of such confidence intervals,
basically using the geom_errorbar() function, but I cannot see how to
produce multiple facets, depending on a "param" factor. I have
thrashed
around a bit but after succeeding in only confusing myself, I thought I
would save wear and tear on my brain by asking this list. I'm sure the
answer is pretty simple, but I'm just too stupid to see it.
Can anyone give me a recipe for creating, with ggplot(), a graphic like unto
that shown in "eg.pdf", but prettier? I have attached the data that
were
used to create "eg.pdf" in the form of a data frame, in a file called
"egData.txt". This file was produced by dput() so read it in using
dget("egData.txt").
With eternal gratitude.
cheers,
Rolf Turner
--
Honorary Research Fellow
Department of Statistics
University of Auckland
Phone: +64-9-373-7599 ext. 88276