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Congratulations! You have downloaded R and RStudio.
This is an R Markdown Notebook. When you execute code within the notebook while you’re using RStudio, the results appear beneath the code. This will be handy for working through the material outside of class.
If you are currently reading this in RStudio, try executing this chunk by clicking the Run button within the chunk (the green triangle) or by placing your cursor inside it and pressing Cmd+Shift+Enter
. If you are currently reading this using a web browser, you can hide or show the code that produces various outputs by clicking the Hide/Code button on the top right of the code “cell”, but you cannot execute the code. It may help to have this notebook open in RStudio and a browser window at the same time, so you can navigate between them.
Execute this code now, then save this file (Cmd+s
on Mac, CTRL+s
on Windows). Once you have done that, you can refresh the browser window and you will see the graph appear.
plot(cars)
![](data:image/png;base64,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)
This graph was generated using some data that comes pre-loaded with the basic R software. However, to use R you will need to:
- install
- load, and
- run
packages that do not automatically come with the basic R software. These packages contain important additions to the basic software that allow you to perform sophisticated analyses and produce clear, beautiful visualisations, among many other things. Some packages can take a while to install, depending on the speed of your internet connection. Therefore, you must install these packages before the first day of the workshop. Please contact one of us well in advance of the workshop if you encounter any problems with installation.
1. Installing
Installing a package only needs to be done once (per computer). This is because installation is equivalent of downloading a file from the internet and storing it on your hard drive (e.g., Local Disk or C: drive on Windows or /Downloads/ folder on Mac). Once a package has been downloaded, it exists on your computer and does not need to be re-downloaded later.
First, make sure you are connected to the internet. Install the following packages now, by executing the code below as you did in the previous cell.
install.packages("ggplot2")
Error in install.packages : Updating loaded packages
install.packages("dplyr")
Installing package into ‘/Users/lmackerman/Library/R/3.5/library’
(as ‘lib’ is unspecified)
trying URL 'https://cran.rstudio.com/bin/macosx/el-capitan/contrib/3.5/dplyr_0.7.5.tgz'
Content type 'application/x-gzip' length 5666447 bytes (5.4 MB)
==================================================
downloaded 5.4 MB
The downloaded binary packages are in
/var/folders/gl/6___cw7s5yjcldcjtrfmml7m0000gn/T//RtmpwWEYnj/downloaded_packages
install.packages("ggplot2")
Installing package into ‘/Users/lmackerman/Library/R/3.5/library’
(as ‘lib’ is unspecified)
trying URL 'https://cran.rstudio.com/bin/macosx/el-capitan/contrib/3.5/ggplot2_2.2.1.tgz'
Content type 'application/x-gzip' length 3166398 bytes (3.0 MB)
==================================================
downloaded 3.0 MB
The downloaded binary packages are in
/var/folders/gl/6___cw7s5yjcldcjtrfmml7m0000gn/T//RtmpwWEYnj/downloaded_packages
install.packages("lme4")
Error in install.packages : Updating loaded packages
While this code is running, a red square (the ‘stop’ symbol) will appear in the upper right corner of the code cell. When it has finished running, the green triangle (the ‘run’ symbol) will reappear. Wait for the code to finish before moving on. This may take a while. Make sure to give yourself plenty of time to run this code, and if you have any trouble, contact one of the workshop organisers.
2. Loading
Loading a package is an entirely different action from installing a package. By telling R to load a package, you are instructing it to look for the file you downloaded during installation and sort of “wake it up” while you have R open. When you close R, the package will go back to sleep and you’ll have to reload it again. (You will not have to download it again, although you may need to download updates periodically.)
Let’s load the packaged called ggplot2 right now by executing the following code.
library(ggplot2)
If this code was successful, it will appear as though nothing happened. To show you what an error looks like, run the following code.
library(Ggplot2)
Error in library(Ggplot2) : there is no package called ‘Ggplot2’
Hopefully, this code produced text that reads:
Error in library(Ggplot2) : there is no package called ‘Ggplot2’
Uh oh! Looks like capitalisation is important in R. That will be something to remember for later.
3. Running
By this point, you have installed and loaded the three packages you will need for the first day of the workshop. Before you’re done setting up RStudio, though, you should make sure that the packages are running properly. Let’s produce that first graph again, but this time using code only available when ‘ggplot2’ is installed and loaded. Remember to save this RNotebook and then refresh the web browser page to see the formatted output.
ggplot(cars, aes(x=speed, y=dist)) + geom_point(size=3, shape=1) + theme_bw()
![](data:image/png;base64,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)
If everything has gone to plan, you should now see a second graph that looks very much like the first graph. Don’t worry about how we made it yet! That will be something we explain during the workshop. Right now, we just want to make sure that you are ready to hit the ground running on the first day.
See you soon!
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