How to use your favorite fonts in R charts
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Today's guest post comes from Winston Chang, a software developer at RStudio — ed.
When it comes to making figures in R, you can use any font you like, as long as it's Helvetica, Times, or Courier. Using other fonts that are installed on your computer can seem an impossible task, especially if you want to save the output to PDF.
Fortunately, the extrafont package makes this process much easier. With it, you can create beautiful, professional-looking results like this:
When using fonts in PDF files, there are two challenges: First you must tell R that the font is available to use. Next, you must embed the font into the PDF file to make it render properly on another computer or printer that doesn't already have the font.
Here's an example of what a PDF using Garamond might look like when it's not embedded, and printed or viewed on a device that lacks the font. It will substitute some other font in the place of Garamond:
Using extrafont in three easy steps
The first step is to install extrafont, and then import the fonts from your system into the extrafont database:
Installation
install.packages("extrafont")
library(extrafont)
font_import()
You may see some warnings, but you should be able to ignore them. After the fonts are imported, you can view the available fonts by running fonts() or fonttable():
fonts() ## [1] "Andale Mono" "AppleMyungjo" ## [3] "Arial Black" "Arial" ## [5] "Arial Narrow" "Arial Rounded MT Bold" ## [7] "Arial Unicode MS" "Bangla Sangam MN" ## [9] "Brush Script MT" "Comic Sans MS" ## [11] "Courier New" "Georgia" ## [13] "Gujarati Sangam MN" "Impact" ## ... # This will show more detailed information about fonts fonttable()
Creating PDF files with fonts
Once you've imported the fonts from your system to the extrafont database, they must be registered with R as being available for the PDF output device. This must be run once in each R session where you want to use the fonts:
library(extrafont) loadfonts() # If you want to output to .ps files instead of .pdf, use: # loadfonts(device="postscript")
After the fonts are registered with R's PDF device, you can create figures with them. Here's an example using base graphics:
pdf("plot_garamond.pdf", family="Garamond", width=4, height=4.5)
plot(mtcars$mpg, mtcars$wt,
main = "Fuel Efficiency of 32 Cars",
xlab = "Weight (x1000 lb)",
ylab = "Miles per Gallon")
dev.off()
Again, you may see some warnings, but they shouldn't cause any problems.
And with ggplot2:
library(ggplot2)
p <- ggplot(mtcars, aes(x=wt, y=mpg)) + geom_point() +
ggtitle("Fuel Efficiency of 32 Cars") +
xlab("Weight (x1000 lb)") + ylab("Miles per Gallon") +
theme_bw() +
theme(text=element_text(family="Garamond", size=14))
ggsave("ggplot_garamond.pdf", p, width=3.5, height=3.5)
Embedding fonts
Extrafont uses GhostScript, a free PostScript interpreter, to embed the fonts. You'll need to make sure it's installed on your computer (note that GhostScript is not an R package). If you're using Windows, you'll also need to tell R where the Ghostscript executable is:
# For Windows - in each session # Adjust the path to match your installation of Ghostscript Sys.setenv(R_GSCMD = "C:/Program Files/gs/gs9.05/bin/gswin32c.exe")
To embed the fonts, use embed_fonts():
# If you don't specify 'outfile', it will overwrite the original file
embed_fonts("plot_garamond.pdf", outfile="plot_garamond_embed.pdf")
embed_fonts("ggplot_garamond.pdf", outfile="ggplot_garamond_embed.pdf")
If you have many PDF figures that are being put into a single PDF document, it can be more space-efficient to embed the fonts in the final document, instead of in each figure. That way, there will be a single copy of the font in the document instead of one for each figure.
Using Computer Modern (with math symbols)
If you are creating a document with TeX, there's a good chance that your document uses the default font, Computer Modern. Some R users use TikZ (with the tikzDevice package) to create figures that use Computer Modern, to match the appearance of the document text.
With extrafont, you can use Computer Modern in a PDF figure without using TikZ. This is done by installing the font package called fontcm. (Extrafont supports special font packages that contain a PostScript type 1 font stored in a particular way.)
font_install("fontcm")
It will ask you to download the fontcm package from CRAN, and then it will import the font into the extrafont database. Once that's done, run loadfonts() to register the fonts with R's PDF device. If you run fonts(), they will be listed as “CM Roman”, “CM Sans”, and “CM Typewriter”.
Now you can create PDF figures with these fonts:
# Base graphics
pdf("plot_cm.pdf", family="CM Roman", width=5.5, height=5)
curve(dnorm, from=-3, to=3, main="Normal Distribution")
text(x=0, y=0.1, cex=1.5, expression(italic(y == frac(1, sqrt(2 * pi)) *
e ^ {-frac(x^2, 2)} )))
dev.off()
embed_fonts("plot_cm.pdf", outfile="plot_cm_embed.pdf")
And with ggplot2:
# ggplot2
exp_text <- "italic(y == frac(1, sqrt(2 * pi)) * e ^ {-frac(x^2, 2)} )"
p <- ggplot(data.frame(x=c(-3,3)), aes(x=x)) + ggtitle("Normal Distribution") +
stat_function(fun=dnorm, geom="line") +
theme_bw() +
theme(text=element_text(family="CM Roman")) +
annotate("text", x=0, y=0.1, label=exp_text, parse=TRUE, family="CM Roman")
ggsave("ggplot_cm.pdf", p, width=4, height=3.5)
embed_fonts("ggplot_cm.pdf", outfile="ggplot_cm_embed.pdf")
Note that font packages installed this way can only be used for PDF and PostScript figures generated with R. They aren't available for on-screen output, nor are they available for use for other programs.
Output to bitmap files (PNG, TIFF)
If you output graphics using Linux or Mac, you are probably using the Cairo device or Quartz output devices. With these output devices, system fonts are generally available without having to jump through any of these hoops.
On Windows, however, the default output device, “windows”, requires registering fonts to work with it. Usually this is a bit of a chore, but extrafont makes it easy. After the fonts have been imported:
loadfonts(device = "win")
This registers the fonts with R's windows output device. Then you can make bitmap figures with system fonts on screen, or saved to a file.
Experimental support for OTF and TTC files
The released version of extrafont can only import TTF (TrueType) fonts. It doesn't work with with OTF (OpenType) and TTC (TrueType font collection) files, which are increasingly common. There is an in-development version supports these file formats. It can be installed from GitHub, using the devtools package. This requires that you have a C compiler installed on your system, and the proper R development environment set up:
library(devtools)
install_github("Rttf2pt1", "wch")
install_github("extrafont", "wch")
Once it's installed, import the fonts as before:
library(extrafont) font_import()
Support for these file types is experimental. If you find any issues, please report them on the issues page for extrafont:
https://github.com/wch/extrafont/issues
Learning more
For more information, see:
- extrafont project page
- fontcm project page
- A writeup by Paul Murrell about using symbol fonts with R. (The fontcm package should take care of the issues.)
The current version of extrafont is 0.11. Previous version had problems with character spacing when you use hyphens and minus signs, but it should be fixed in the latest version.
Winston Chang graduated in 2012 from Northwestern University with a PhD in Psychology. He is now a software developer for RStudio, working primarily on developing the ggplot2 package for data visualization. He created and maintains the "Cookbook for R" website, and is the author of the forthcoming book "R Graphics Cookbook", to be published by O'Reilly Media.
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