Background
This task is intended to get all of us on the same page in R. You will copy code from your readings and then improve the Research and Creative Works conference visulization from this Excel file. Even if you have used R before, this will be an excellent refresher. If you do not get the title of this task, watch this.
Tasks
- [ ] Make an R script that has the code examples from Chapter 4 of R for data science and Chapter 1 of Modern Drive
- [ ] Write a short comment in your R script that explains 1-2 new concepts you learned about R
- [ ] Improve the 3D barchart visuallization using R (see below) to provide a graphic that answers the question, What is the growth over time trend by department of RC&W attendance?
- [ ] Practice using the help files for geom_line and geom_col and the examples at the end of the help files (see readings)
- [ ] Save your code in your R script and be prepared to share your code and image in class
- [ ] Create a GitHub account and post your github username on the google docs sheet
- [ ] Post a professional picture to your Github, LinkedIn, and Slack icons. Go to the BYU-I LinkedIn Photobooth if you donโt already have one.
- [ ] Attend Data Science Society on the second Wednesday of the semester.
library(tidyverse)
dat <- read_csv("https://byuistats.github.io/M335/data/rcw.csv",
col_types = cols(Semester_Date = col_date(format = "%m/%d/%y"), Semester = col_factor(levels = c("Winter", "Spring", "Fall"))))
![](data:image/png;base64,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)