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Displaying Time Series, Spatial, and Space-Time Data with R: Chapman & Hall/CRC The R Series

Autor Oscar Perpinan Lamigueiro
en Limba Engleză Paperback – 9 noi 2025
Focusing on the exploration of data with visual methods, "Displaying Time Series, Spatial, and Space-Time Data with R" presents methods and R code for producing high-quality static graphics, interactive visualizations, and animations, of time series, spatial, and space-time data. Practical examples using real-world datasets help you understand how to apply the methods and code.
 
While the first edition primarily focused on static graphics, and the second edition significantly expanded upon interactive elements, this edition has been thoroughly updated with a modern emphasis. Key enhancements include:
·        Comprehensive updates to all chapters: Incorporating the latest advancements in packages like "sf" and "terra."
·        New content: Introducing valuable topics such as trajectories, hill shading, and cartograms, enriching the scope of the book.
 
The book illustrates how to display a dataset starting with an easy and direct approach and progressively adding improvements that involve more complexity. Each of the three parts of the book is devoted to different types of data. In each part, the chapters are grouped according to the various visualization methods or data characteristics.
 
Features
•        Offers detailed information on producing high-quality graphics, interactive visualizations, and animations
•        Uses real data from meteorological, climate, economic, social science, energy, engineering, environmental, and epidemiological research in many practical examples
•        Shows how to improve graphics based on visualization theory
•        Provides the graphics, data, and R code on the author’s website, enabling you to practice with the methods and modify the code to suit your own needs.
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Specificații

ISBN-13: 9781032779201
ISBN-10: 1032779209
Pagini: 310
Ilustrații: 234
Dimensiuni: 156 x 234 x 17 mm
Greutate: 0.44 kg
Ediția:3. Auflage
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC The R Series


Public țintă

Postgraduate, Professional Practice & Development, Professional Reference, Professional Training, and Undergraduate Advanced

Cuprins

List of Figures 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 1.4 R Graphics 1.5 Packages 1.6 Software Used to Write This Book 1.7 About the Author 1.8 Acknowledgments I Time Series 2 Displaying Time Series: Introduction 2.1 Packages  2.2 Further Reading  3 Time on the Horizontal Axis 3.1 Time Graph of Variables with Different Scales  3.2 Time Series of Variables with the Same Scale  3.3 Stacked Graphs  3.4 Interactive Graphics  4 Time as a Conditioning or Grouping Variable 4.1 Scatterplot Matrix: Time as a Grouping Variable  4.2 Scatterplot with Time as a Conditioning Variable 5 Time as a Complementary Variable 5.1 Polylines 5.2 A Panel for Each Year 5.3 Interactive Graphics: Animation  6   About the Data 6.1 SIAR   6.2 Unemployment in the United States 6.3 Gross National Income and CO2 Emissions  IISpatial Data 7 Displaying Spatial Data: Introduction 7.1 Packages  7.2 Further Reading 8 Thematic Maps: Proportional Symbol Mapping 8.1  Introduction  8.2 Proportional Symbol Mapping  8.3 Optimal Classification to Improve Discrimination  8.4 Spatial Context with Underlying Layers and Labels 8.5 Spatial Interpolation  8.6 Interactive Graphics  9 Thematic Maps: Choropleth Maps 9.1 Introduction 9.2 Quantitative Variable 9.3 Qualitative Variable 9.4  Small Multiples with Choropleth Maps   9.5 Bivariate Map  9.6 Interactive Graphics 10  Thematic Maps: Cartogram Maps 10.1 Introduction  10.2 Data 10.3 Cartograms 11 Thematic Maps: Raster Maps 11.1Quantitative Data 11.2 Categorical Data 11.3 Bivariate Legend 11.4 Interactive Graphics 12 Vector Fields  12.1 Introduction 12.2 Arrow Plot 12.3 Streamlines 13  Physical Maps 13.1 Introduction 13.2 Retrieving Data 13.3 Labels 13.4  Overlaying Layers of Information 14 Reference Maps 14.1 Introduction 14.2  Retrieving Data from OpenStreetMap 14.3 Hill Shading 14.4 Overlaying Layers of Information 15  About the Data  15.1  Air Quality in Madrid 15.2  Spanish General Elections 15.3 Gross Domestic Product and Population  15.4  CM SAF 15.5  Land Cover and Population RastersIII Space-Time Data 16  Displaying Spatiotemporal Data: Introduction 16.1 Packages  16.2 Further Reading  17  Spatiotemporal Point Observations  17.1 Introduction  17.2     Data processing 17.3  Graphics  17.4  Animation 18  Spatiotemporal Areal Data 8.1 Introduction 18.2 Data  18.3 Choropleth   18.4 Cartogram  19  Spatiotemporal Raster Data  19.1 Introduction  19.2  Level Plots   19.3  Graphical Exploratory Data Analysis 19.4   Space-Time and Time Series Plots 19.5  Animation  20  Animation 20.1 Time Trajectory   20.2     Fly-by Animation  20.3Hill shading animation  IV  Glossary, Bibliography and Index   Bibliography   Index  

Notă biografică

Oscar Perpiñán-Lamigueiro is an Associate Professor at the Universidad Politécnica de Madrid, involved in teaching and research of Electrical Engineering, Electronics and Programming. He is also a lecturer of Photovoltaic and Solar Energy at the Escuela de Organización Industrial. He holds a Master's Degree in Telecommunications Engineering and a PhD in Industrial Engineering. At present, his research focuses on solar radiation (forecasting, spatial interpolation, open data) and software development with R (packages rasterVis, solaR, meteoForecast, PVF, tdr). https://www.routledge.com/authors/i2144-oscar-perpin-lamigueiro

Descriere

Focusing on the exploration of data with visual methods, the book presents methods and R code for producing high-quality static graphics, interactive visualizations, and animations, of time series, spatial, and space-time data. Practical examples using real-world datasets help you understand how to apply the methods and code.