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Part II Spatial Data
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Part II Spatial Data
by Oscar Perpinan Lamigueiro
Displaying Time Series, Spatial, and Space-Time Data with R
Preliminaries
Chapter 1 Introduction
Chapter 1 Introduction
1.1 What This Book Is About
1.2 What You Will Not Find in This Book
1.3 How to Read This Book
1.3.1 Website and Code Repository
1.4 R Graphics
1.4.1 lattice
1.4.2 ggplot2
1.4.3 Comparison between lattice and ggplot2
1.5 Packages
1.6 Software Used to Write This Book
1.7 About the Author
1.8 Acknowledgments
Part I Time Series
Chapter 2 Displaying Time Series: Introduction
2.1 Packages
2.1.1 zoo
2.1.2 xts
2.2 Further Reading
Chapter 3 Time on the Horizontal Axis
3.1 Time Graph of Different Meteorological Variables
3.1.1 Annotations to Enhance the Time Graph
3.2 Time Series of Variables with the Same Scale
3.2.1 Aspect Ratio and Rate of Change
3.2.2 The Horizon Graph
3.2.3 Time Graph of the Differences between a Time Series and a Reference
3.2.4 Interaction with gridSVG
3.3 Stacked Graphs
3.3.1 Panel and Prepanel Functions to Implement the ThemeRiver with xyplot
Figure 3.1
Figure 3.1
Figure 3.2
Figure 3.3
Figure 3.4
Figure 3.5
Figure 3.6
Figure 3.7
Figure 3.8
Figure 3.9
Figure 3.10
Figure 3.11
Figure 3.12
Figure 3.13
Figure 3.14
Chapter 4 Time as a Conditioning or Grouping Variable
4.1 Scatterplot Matrix: Time as a Grouping Variable
4.1.1 Hexagonal Binning
4.2 Scatterplot with Time as a Conditioning Variable
Figure 4.1
Figure 4.1
Figure 4.2
Figure 4.3
Figure 4.4
Figure 4.5
Chapter 5 Time as a Complementary Variable
5.1 Polylines
5.2 Choosing Colors
5.3 Labels to Show Time Information
5.4 Country Names: Positioning Labels
5.5 A Panel for Each Year
5.5.1 Using Variable Size to Encode an Additional Variable
5.6 Traveling Bubbles
Figure 5.1
Figure 5.1
Figure 5.2
Figure 5.3
Figure 5.4
Figure 5.5
Figure 5.6
Figure 5.7
Figure 5.8
Figure 5.9
Figure 5.10
Chapter 6 About the Data
6.1 SIAR
6.1.1 Daily Data of Different Meteorological Variables
6.1.2 Solar Radiation Measurements from Different Locations
6.2 Unemployment in the United States
6.3 Gross National Income and CO2 Emissions
Figure 6.1
Figure 6.1
Part II Spatial Data
Chapter 7 Displaying Spatial Data: Introduction
7.1 Packages
7.1.1 sp
7.1.2 raster
7.1.3 rasterVis
7.1.4 maptools
7.1.5 rgdal
7.1.6 gstat
7.1.7 maps
7.2 Further Reading
Chapter 8 Thematic Maps
8.1 Proportional Symbol Mapping
8.1.1 Introduction
8.1.2 Proportional Symbol with spplot
8.1.3 Optimal Classification and Sizes to Improve Discrimination
8.1.4 Spatial Context with Underlying Layers and Labels
8.1.4.1 Static Image
8.1.4.2 Vector Data
8.1.5 Spatial Interpolation
8.1.6 Export to Other Formats
8.1.6.1 GeoJSON and OpenStreetMap
8.1.6.2 Keyhole Markup Language
8.1.7 Additional Information with Tooltips and Hyperlinks
8.2 Choropleth Maps
8.2.1 Administrative Boundaries
8.2.2 Map
8.2.3 Categorical and Quantitative Variables Combined in a Multivariate Choropleth Map
8.3 Raster Maps
8.3.1 Quantitative Data
8.3.1.1 Hill Shading
8.3.1.2 Excursus: 3D Visualization
8.3.1.3 Diverging Palettes
8.3.2 Categorical Data
8.3.3 Multivariate Legend
8.4 Vector Fields
8.4.1 Arrow Plot
8.4.2 Streamlines
Figure 8.1
Figure 8.1
Figure 8.2
Figure 8.3
Figure 8.4
Figure 8.5
Figure 8.6
Figure 8.7
Figure 8.8
Figure 8.9
Figure 8.10
Figure 8.11
Figure 8.12
Figure 8.13
Figure 8.14
Figure 8.15
Figure 8.16
Figure 8.17
Figure 8.18
Figure 8.19
Figure 8.20
Figure 8.21
Figure 8.22
Figure 8.23
Figure 8.24
Figure 8.25
Figure 8.26
Figure 8.27
Figure 8.28
Chapter 9 Reference and Physical Maps
9.1 Physical Maps
9.1.1 Retrieving Data
9.1.2 Intersection of Shapefiles and Elevation Model
9.1.3 Labels
9.1.4 Overlaying Layers of Information
9.2 OpenStreetMap with Hill Shade Layers
9.2.1 Retrieving Data from OpenStreetMap
9.2.2 Hill Shading
9.2.3 Overlaying Layers of Information
Figure 9.1
Figure 9.1
Figure 9.2
Figure 9.3
Chapter 10 About the Data
10.1 Air Quality in Madrid
10.1.1 Data Arrangement
10.1.2 Combine Data and Spatial Locations
10.2 Spanish General Elections
10.3 CM SAF
10.4 Land Cover and Population Rasters
Part III Space-Time Data
Chapter 11 Displaying Spatiotemporal Data: Introduction
11.1 Packages
11.1.1 spacetime
11.1.2 raster
11.1.3 rasterVis
11.2 Further Reading
Chapter 12 Spatiotemporal Raster Data
12.1 Introduction
12.1.1 Data
12.2 Level Plots
12.3 Graphical Exploratory Data Analysis
12.4 Space-Time and Time Series Plots
12.5 Animation
12.5.1 Data
12.5.2 Spatial Context: Administrative Boundaries
12.5.3 Producing the Frames and the Movie
12.5.4 Static Image
Figure 12.1
Figure 12.1
Figure 12.2
Figure 12.3
Figure 12.4
Figure 12.5
Figure 12.6
Figure 12.7
Figure 12.8
Figure 12.9
Chapter 13 Spatiotemporal Point Observations
13.1 Introduction
13.2 Data and Spatial Information
13.3 Graphics with spacetime
13.4 Animation
13.4.1 Initial Snapshot
13.4.2 Intermediate States to Create the Animation
13.4.3 Time Reference: Progress Bar
13.4.4 Time Reference: A Time Series Plot
Figure 13.1
Figure 13.1
Figure 13.2
Figure 13.3
Figure 13.4
Figure 13.5
Bibliography
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Chapter 6 About the Data
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Chapter 7 Displaying Spatial Data: Introduction
Part II
Spatial Data
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