cm002.Rmd

---
title: "Visualizations and the grammar of graphics"
output: html_document
---

```{r setup, include=FALSE}
knitr::opts_chunk$set(cache=TRUE)
```

# cm002 - September 28, 2016

## Overview

* Identify the importance of graphics in communicating information
* Define the layered grammar of graphics
* Practice generating layered graphics using [`ggplot2`](https://github.com/hadley/ggplot2)

## Slides and links

* [Slides](extras/cm002_slides.html)

#### Graphical design and R

* [Tufte, Edward R. *The Visual Display of Quantitative Information*.](https://www.edwardtufte.com/tufte/books_vdqi) Classic book on statistical graphics and visualization design.
* Wickham, Hadley. (2010). [A Layered Grammar of Graphics.](http://www-tandfonline-com.proxy.uchicago.edu/doi/abs/10.1198/jcgs.2009.07098) *Journal of Computational and Statistical Graphics*.

#### ggplot2
* [ggplot2: Elegant Graphics for Data Analysis, 2nd Edition](http://link.springer.com.proxy.uchicago.edu/book/10.1007/978-3-319-24277-4) -- Hadley Wickham. Excellent resource for learning the intricacies of `ggplot2`.
* [Documentation for ggplot2](http://docs.ggplot2.org/current/)
* Why do we learn the `ggplot2` graphics library and not the base [`graphics`](https://cran.r-project.org/web/views/Graphics.html) system? David Robinson explains it well in [Don't teach built-in plotting to beginners (teach ggplot2)](http://varianceexplained.org/r/teach_ggplot2_to_beginners/), and follows up with a longer defense of `ggplot2` in [Why I use ggplot2](http://varianceexplained.org/r/why-I-use-ggplot2/)

#### Useful cheatsheets

* [Data visualization with ggplot2 cheat sheet](https://www.rstudio.com/wp-content/uploads/2015/03/ggplot2-cheatsheet.pdf)
* [RStudio IDE Cheat Sheet](https://www.rstudio.com/wp-content/uploads/2016/01/rstudio-IDE-cheatsheet.pdf) - if you don't know what all the buttons and panels do in RStudio, this is a great decoder


## To do for Monday

* [Work on homework 1](hw01_edit-README.html)
* Chapters 5-8 from [R for Data Science](http://r4ds.had.co.nz/)