# CrediblyCurious

Nick Tierney's (mostly) rstats blog

## r-tip: 3 rmarkdown tricks I use every day

Categories: rstats

I write in rmarkdown (check out that link, it’s to the new Rmarkdown book!) most days, and I’ve been using it for the past few years.

I’ve picked up a few tips along the way, and I wanted to share a couple of things I think give you a nice return on investment.

# Tip number 1: Save the images that you create

You want to make sure that you save images you create in your rmarkdown document. To do this automatically, and avoid writing things like ggsave(plot) or dev.off(), just create the plots in rmarkdown, and tell it you want to save the output.

In the funky looking code at the top, the YAML, specify keep_md: yes.

---
title: "Amazing document"
output:
html_document:
keep_md: yes
---


What happens now?

Well, when you run your rmarkdown document, you get a new folder WITH THE FIGURES

# Tip Number 2: Reduce clutter and increase sanity: Set options in a code chunk.

Want to change the width of your figure? Want to save to PNG, JPG, or more?

In your rmarkdown code chunk, this thing

{r}



You can specify these things!

Want to save a figure as JPG?

{r dev = "jpg"}
ggplot(airquality,
aes(x = Temp,
y = Wind)) +
geom_point()



{r dev = "png"}
ggplot(airquality,
aes(x = Temp,
y = Wind)) +
geom_point()



Why not both?

{r dev = c("png", "jpg")}
ggplot(airquality,
aes(x = Temp,
y = Wind)) +
geom_point()



This is really handy, say, when a journal wants all your figures as TIFF or PS.

{r dev = c("png", "jpg", "tiff")}
ggplot(airquality,
aes(x = Temp,
y = Wind)) +
geom_point()



# Tip number 3: Specify some global options for all your code chunks

Writing that for each chunk can be pretty annoying, luckily there is a better way - you can specify all the options you want just once, using knitr::set_opts(dev = "jpg").

Here is my setup chunk that I have for one of my papers at the moment:

{r setup-chunk, include=FALSE}
knitr::opts_chunk\$set(dev = "png",
dpi = 300,
echo = FALSE,
cache = TRUE)



This tells rmarkdown:

• Save all images as png
• Save the PNGs at a nice high quality please, at 300 dpi
• Don’t print my code echo = FALSE
• Save all my output the first time you run it, so I don’t ahve to wait forever for my rmarkdown document to run cache =TRUE

I don’t want to get distracted with what cache is, but very quickly, using cache TRUE means that you don’t have to create

# Tip Number 4: Name your code chunks

You can actually give each chunk of code a name:

{r my-amazing-plot, dev = c("png", "jpg", "tiff", "ps")}
ggplot(airquality,
aes(x = Temp,
y = Wind)) +
geom_point()



It might seem trivial, but naming your code chunks has some nice side effects:

1. It now saves that plot with the chunk name (instead of untitled-1)

2. If all chunks are named, this means that when you cache, you won’t get a slowdown, as it might need to re-reun untitled-1, when you change your code, as said by Rob, and Maëlle.

3. Helps give you context when you are running your code 6 months later.

4. You can use the name of your code chunk in dependson, if you have a specific reason

# Closing

Finally, if you haven’t seen it yet, check out the new Rmarkdown book written by Yihui, JJ Allaire, and Garrett Grolemund “R Markdown: The Definitive Guide”