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What are criteria that a distribution can be judged on?
center, spread, shape, unusual values
Histogram
Shows the distribution of one quantitative variable
Bins group observations into numerical intervals
What does the x-axis in a Histogram show?
the intervals in numeric order
What does the y-axis in a Histogram show?
the frequency, percentage, or density
Why do Adjacent Bins normally touch in a Histogram?
Because the numerical scale is continuous
What do Narrow Bins reveal in a Histogram?
More detail
What do Wider Bins produce in a Histogram?
a smoother summary
Boxplots / Box-and-Whisker Plot
Useful for detecting potential outliers and identifying the spread and skewness of a dataset
What do the Whiskers define in a Boxplot?
A boundary to detect potential outliers
How are Outliers plotted on Boxplots?
As individual points beyond the whiskers
What does each dot represent in a Strip Plot?
one observation of a quantitative variable
What do separate strips compare in a Strip Plot?
Distributions across categories
What to look for in Strip Plot?
Clusters, spread, gaps, and unusual values
When to use a neutral color in a Strip Plot?
When color adds no useful info
When to use a distinct color in a Strip Plot?
For a small number of meaningful groups
When to use a contrasting color in a Strip Plot?
to highlight losses or another condition
Main limitation of Histogram
Bin choices affect the visible pattern
Main limitation of Boxplot
Clusters and exact values can be hidden
Main limitation of Strip Plot
Dots can overlap