STA5092Z EDA Lecture Content

Lecture	Material	Possible resources
1-2 [html], [slides], [pdf]	R installation, basics, workflows	JB2
	Visualizing raw data with ggplot	HW3, RP6
3-4 [html], [slides], [pdf]	Managing data frames with dplyr	JB5–7, HW5, RP3
	Filter, select, arrange, mutate, summarize	Some from DSFI
5-6 [html], [slides], [pdf]	EDA checklist	RP4, HW7
	Right questions, correlation, missing values, outliers
7-8 [html], [slides], [pdf]	Reshaping, tidying, joining dataframes	JB8, JB14–16, HW12–13
	tidyr, more dplyr
9–10	Principles of good graphics	JB24–27, RP5, RP14–15
11–12	Exploring time series data	JB10–13, HW14–16
13	Exploring spatial data
14	mapview, leaflet, sf
15	Functional programming with R
16	Writing functions, purrr
17	Visualising data using animations	RP11–12
18	gganimate
19–20	Version control with Git and GitHub	JB3, some from DSFI
21	Dashboards	JB42
22	flexdashboard, shiny
23–24	Dimensionality reduction and Clustering	RP13

STA5092Z EDA Lecture Content STA5092Z EDA Lecture Content

STA5092Z EDA Lecture Content STA5092Z EDA Lecture Content STA5092Z EDA Lecture Content