ggplot2: elegant graphics for data analysis
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Dordrecht [u.a.]
Springer
2009
|
| Series: | Use R!
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis Klappentext |
| Physical Description: | VIII, 212 S. Ill., graph. Darst. |
| ISBN: | 9780387981406 |
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Contents
1
Introduction
. 1
1.1
Welcome to ggplot2
. 1
1.2
Other resources
. 2
1.3
What is the grammar of graphics?
. 3
1.4
How does ggplot2 fit in with other
R
graphics?
. 4
1.5
About this book
. 5
1.6
Installation
. 6
1.7
Acknowledgements
. 6
2
Getting started with qplot
. 9
2.1
Introduction
. 9
2.2
Datasets
. 10
2.3
Basic use
. 11
2.4
Colour, size, shape and other aesthetic attributes
. 12
2.5
Plot geoms
. 13
2.5.1
Adding a smoother to a plot
. 14
2.5.2
Boxplots and jittered points
. 16
2.5.3
Histogram and density plots
. 18
2.5.4
Bar charts
. 20
2.5.5
Time series with line and path plots
. 20
2.6
Faceting
. 22
2.7
Other options
. 23
2.8
Differences from plot
. 26
3
Mastering the grammar
. 27
3.1
Introduction
. 27
3.2
Fuel economy data
. 28
3.3
Building a scatterplot
. 29
3.4
A more complex plot
. 34
3.5
Components of the layered grammar
. 35
3.5.1
Layers
. 37
3.5.2
Scales
. 37
3.5.3
Coordinate system
. 38
3.5.4
Faceting
. 38
3.6
Data structures
. 39
V
VI
Contents
4
Build a plot layer by layer
. 41
4.1
Introduction
. 41
4.2
Creating a plot
. 42
4.3
Layers
. 42
4.4
Data
. 45
4.5
Aesthetic mappings
. 46
4.5.1
Plots and layers
. 46
4.5.2
Setting vs. mapping
. 47
4.5.3
Grouping
. 49
4.5.4
Matching aesthetics to graphic objects
. 52
4.6
Geoms
. 55
4.7
Stat
. 55
4.8
Position adjustments
. 59
4.9
Pulling it all together
. 59
4.9.1
Combining geoms and stats
. 60
4.9.2
Displaying precomputed statistics
. 62
4.9.3
Varying aesthetics and data
. 62
Toolbox
. 65
5.1
Introduction
. 65
5.2
Overall layering strategy
. 66
5.3
Basic plot types
. 66
5.4
Displaying distributions
. 68
5.5
Dealing with overplotting
. 72
5.6
Surface plots
. 77
5.7
Drawing maps
. 77
5.8
Revealing uncertainty
. 80
5.9
Statistical summaries
. 81
5.9.1
Individual summary functions
. 84
5.9.2
Single summary function
. 84
5.10
Annotating a plot
. 85
5.11
Weighted data
. 88
Scales, axes and legends
. 91
6.1
Introduction
. 91
6.2
How scales work
. 92
6.3
Usage
. 93
6.4
Scale details
. 96
6.4.1
Common arguments
. 96
6.4.2
Position scales
. 98
6.4.3
Colour
.102
6.4.4
The manual discrete scale
.107
6.4.5
The identity scale
.109
Contents
VII
6.5
Legends
and axes
.110
6.6
More resources
.112
7
Positioning
.115
7.1
Introduction
.115
7.2
Faceting
.115
7.2.1
Facet grid
.116
7.2.2
Facet wrap
.120
7.2.3
Controlling scales
.121
7.2.4
Missing faceting variables
.123
7.2.5
Grouping vs. faceting
.123
7.2.6
Dodging vs. faceting
.125
7.2.7
Continuous variables
.129
7.3
Coordinate systems
.129
7.3.1
Transformation
.130
7.3.2
Statistics
.133
7.3.3
Cartesian coordinate systems
.133
7.3.4
Non-Cartesian coordinate systems
.136
8
Polishing your plots for publication
.139
8.1
Themes
.139
8.1.1
Built-in themes
.140
8.1.2
Theme elements and element functions
.142
8.2
Customising scales and geoms
.147
8.2.1
Scales
.147
8.2.2
Geoms and stats
.148
8.3
Saving your output
.148
8.4
Multiple plots on the same page
.151
8.4.1
Subplots
.152
8.4.2
Rectangular grids
.153
9
Manipulating data
.157
9.1
An introduction to plyr
.157
9.1.1
Fitting multiple models
.161
9.2
Converting data from wide to long
.164
9.2.1
Multiple time series
.164
9.2.2
Parallel coordinates plot
.167
9.3
ggplot
()
methods
.169
9.3.1
Linear models
.170
9.3.2
Writing your own
.173
10
Reducing duplication
.177
10.1
Introduction
.177
10.2
Iteration
.177
10.3
Plot templates
.178
10.4
Plot functions
.181
VIII Contents
Appendices
A
Translating between different syntaxes
.185
A.I Introduction
.185
A.
2
Translating between qplot and ggplot
.185
A.
2.1
Aesthetics
.185
A.2.2 Layers
.186
A.
2.3
Scales and axes
.186
A.
2.4
Plot options
.187
A.3 Base graphics
.187
A.
3.1
High-level plotting commands
.187
A.
3.2
Low-level drawing
.189
A.
3.3
Legends, axes and grid lines
.190
A.
3.4
Colour palettes
.190
A.
3.5
Graphical parameters
.190
A.
4
Lattice graphics
.190
A.
5
GPL
.192
В
Aesthetic specifications
.195
B.I Colour
.195
B.2 Line type
.195
B.3 Shape
.196
B.4 Size
.196
B.5 Justification
.196
С
Manipulating plot rendering with grid
.199
C.I Introduction
.199
C.2 Plot viewports
.199
C.3 Plot grobs
.201
C.4 Saving your work
.201
References
.203
Index
.207
R
code index
.211
This book describes ggplot2, a new data visualization package for
R
that uses the insights
from Leland Wilkison's Grammar of Graphics to create a powerful and flexible system for
creating data graphics. With ggplot2, it's easy to:
•
produce handsome, publication-quality plots, with automatic legends created from the
plot specification
•
superpose multiple layers (points, lines, maps, tiles, box plots to name a few) from differ¬
ent data sources, with automatically adjusted common scales
•
add customisable smoothers that use the powerful modelling capabilities of R, such as
loess, linear models, generalised additive models and robust regression
•
save any ggplot2 plot (or part thereof) for later modification or reuse
•
create custom themes that capture in-house or journal style requirements, and that can
easily be applied to multiple plots
•
approach your graph from a visual perspective, thinking about how each component of
the data is represented on the final plot
This book will be useful to everyone who has struggled with displaying their data in an
informative and attractive way. You will need some bask knowledge of
R
(i.e. you should be
able to get your data into R), but ggplot2 is a mini-language specifically tailored for produc¬
ing graphics, and you'll learn everything you need in the book. After reading this book
you'll be able to produce graphics customized precisely for your problems, and you'll find it
easy to get graphics out of your head and on to the screen or page.
Hadley Wickham is an Assistant Professor of Statistics at Rice University, and is interested in
developing computational and cognitive tools for making data preparation, visualization, and
analysis easier. He has developed
15
R
packages and in
2006
he
STATISTICS won the John Chambers Award for Statistical Computing for
his work on the ggplot and reshape
R
packages.
ISBN
978-0-387-98140-6
III! HIM Illlllllll Illlllllll |
| any_adam_object | 1 |
| author | Wickham, Hadley |
| author_GND | (DE-588)1068547812 |
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| dewey-tens | 000 - Computer science, information, general works |
| discipline | Allgemeines Informatik Soziologie Psychologie Mathematik |
| format | Book |
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| id | DE-604.BV035467589 |
| illustrated | Illustrated |
| indexdate | 2025-01-31T19:05:39Z |
| institution | BVB |
| isbn | 9780387981406 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-017387312 |
| oclc_num | 382399721 |
| open_access_boolean | |
| owner | DE-473 DE-BY-UBG DE-384 DE-945 DE-706 DE-355 DE-BY-UBR DE-11 DE-824 DE-20 DE-19 DE-BY-UBM DE-83 DE-188 DE-91 DE-BY-TUM DE-739 DE-Grf2 DE-29 DE-703 DE-N32 |
| owner_facet | DE-473 DE-BY-UBG DE-384 DE-945 DE-706 DE-355 DE-BY-UBR DE-11 DE-824 DE-20 DE-19 DE-BY-UBM DE-83 DE-188 DE-91 DE-BY-TUM DE-739 DE-Grf2 DE-29 DE-703 DE-N32 |
| physical | VIII, 212 S. Ill., graph. Darst. |
| publishDate | 2009 |
| publishDateSearch | 2009 |
| publishDateSort | 2009 |
| publisher | Springer |
| record_format | marc |
| series2 | Use R! |
| spelling | Wickham, Hadley Verfasser (DE-588)1068547812 aut ggplot2 elegant graphics for data analysis Hadley Wickham ggplot 2 ggplotzwei Dordrecht [u.a.] Springer 2009 VIII, 212 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Use R! Graphic methods R (Computer program language) Visualisierung (DE-588)4188417-6 gnd rswk-swf Datenanalyse (DE-588)4123037-1 gnd rswk-swf R Programm (DE-588)4705956-4 gnd rswk-swf Plot Graphische Darstellung (DE-588)4614736-6 gnd rswk-swf Grafische Darstellung (DE-588)4129552-3 gnd rswk-swf Plot Graphische Darstellung (DE-588)4614736-6 s R Programm (DE-588)4705956-4 s DE-604 Datenanalyse (DE-588)4123037-1 s Visualisierung (DE-588)4188417-6 s Grafische Darstellung (DE-588)4129552-3 s Erscheint auch als Online-Ausgabe 978-0-387-98141-3 Digitalisierung UB Bamberg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017387312&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Passau application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017387312&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | Wickham, Hadley ggplot2 elegant graphics for data analysis Graphic methods R (Computer program language) Visualisierung (DE-588)4188417-6 gnd Datenanalyse (DE-588)4123037-1 gnd R Programm (DE-588)4705956-4 gnd Plot Graphische Darstellung (DE-588)4614736-6 gnd Grafische Darstellung (DE-588)4129552-3 gnd |
| subject_GND | (DE-588)4188417-6 (DE-588)4123037-1 (DE-588)4705956-4 (DE-588)4614736-6 (DE-588)4129552-3 |
| title | ggplot2 elegant graphics for data analysis |
| title_alt | ggplot 2 ggplotzwei |
| title_auth | ggplot2 elegant graphics for data analysis |
| title_exact_search | ggplot2 elegant graphics for data analysis |
| title_full | ggplot2 elegant graphics for data analysis Hadley Wickham |
| title_fullStr | ggplot2 elegant graphics for data analysis Hadley Wickham |
| title_full_unstemmed | ggplot2 elegant graphics for data analysis Hadley Wickham |
| title_short | ggplot2 |
| title_sort | ggplot2 elegant graphics for data analysis |
| title_sub | elegant graphics for data analysis |
| topic | Graphic methods R (Computer program language) Visualisierung (DE-588)4188417-6 gnd Datenanalyse (DE-588)4123037-1 gnd R Programm (DE-588)4705956-4 gnd Plot Graphische Darstellung (DE-588)4614736-6 gnd Grafische Darstellung (DE-588)4129552-3 gnd |
| topic_facet | Graphic methods R (Computer program language) Visualisierung Datenanalyse R Programm Plot Graphische Darstellung Grafische Darstellung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017387312&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017387312&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
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