Lecture 4: Visualization Principles II Flashcards
What are Tufte’s Design Principles?
Clear, detailed, and thorough labeling and appropriate scales
Size of the graphic effect should be directly proportional to the numerical quantities
‣ “lie factor”
Maximize data-ink ratio
Avoid chart junk
What is the Lie Factor?
Size of effect shown in graphic
/
Size of effect in data
What is the Data Ink Ratio?
Data ink
/
Total ink used in graphic
Define Chart Junk?
Extraneous visual elements that distract from the message
When to use a bar chart?
For comparing categorical attributes
When to use a line chart?
For showing trends over time
When to use a scatterplot?
Two quantitative attributes
What are some solutions to overplotting?
‣ Decrease opacity
‣ Change scale
‣ Increase screen size/resolution
‣ Sample data
When to use a stacked area chart?
comparison over time
When are box plots appropriate?
Box plots should be used to represent the characteristics of a distribution.