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ggplot2
Elaine McVey
BD Technologies
Triangle Area R useRs Group
September 29, 2010
What is ggplot2?
ggplot2 is an R package written by Hadley
Wickham that provides a comprehensive
framework for statistical graphics based
on The Grammar of Graphics (LeLand
Wilkinson, 2005)
Goal
To show you enough about ggplot2 that you
can understand its capabilities, get started
using it, and know where to learn more.
Benefits
• Since ggplot2 has an underlying conceptual framework,
it becomes very powerful once you understand it.
• ggplot2 code is concise and readable
• Writing statistical functions (i.e. panel functions) for
ggplot2 is relatively easy.
• ggplot2 enforces the link between the data and the
legend, so labeling errors are minimized.
• The layering concept makes it easy to combine data
from different dataframes in a single plot.
• The active user community provides a good place to get
help and drives ongoing development.
Jumping In - Dataframe
Jumping In – First Plot
Layers
More Layers - oops
More Layers - corrected
Non-Mapped Attributes
Accidental Aesthetic Mapping
Aesthetic Mapping by geom
Bigger Dataframe
Facets and Colors
Statistical Summaries
Creating errBars
Lattice Comparison
Expanding errBars
Layering Dataframes
plyr aside:
Layering Dataframes in geoms
Updating Plots
Where to go next
1) ggplot2: Elegant Graphics for Data Analysis
(skip qplot)
2) had.co.nz/ggplot2 (& plyr & reshape . . . )
3) Google group listserv
Defaultstatisticsandaestheticsforeachgeom
20100929 ggplot - triangle useRs group presentation

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20100929 ggplot - triangle useRs group presentation