Visualize · Week 11
Visualization: Relationships + Time
Finish comparing categorical distributions, then use scatterplots and time trends to explore relationships and communicate evidence.
Nov 2–6Lectures 7–8 · Classworks 12–15
ImportantStart here this week
Begin with Lecture 7, slide 30: Distribution of a categorical variable, and work on Classworks 12 and 13. Then begin Lecture 8: Data Visualization II and work on Classworks 14 and 15.
Focus
- Categorical counts and proportions
- Relationships between numeric variables
- Time trends and visual evidence
Prepare
- Resume Lecture 7 at slide 30
- Open Classworks 12–15
- Have Lecture 8 ready
Practice
- Compare categories within and across groups
- Describe patterns in scatterplots
- Read and communicate trends over time
Learning targets
- Use
geom_bar()andgeom_col()to display categorical counts. - Compare categorical distributions across groups with stacked, side-by-side, and proportional bars.
- Describe direction, shape, and unusual observations in a scatterplot.
- Use color or facets to compare groups and interpret patterns over time.
- Explain a visual finding and its limitations without treating association as proof of causation.
Lecture slides
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This week’s materials
Lecture 7 · Data Visualization I: Distributions and Group Comparisons — start at slide 30Classwork 12 · Distribution of a Categorical VariableClasswork 13 · Distribution of a Categorical Variable Across GroupsLecture 8 · Data Visualization II: Relationships and Time TrendsClasswork 14 · Exploring Relationships with ScatterplotsClasswork 15 · Seeing Relationships with a Log Transformation