Data Wrangling with R

This guide for practicing statisticians, data scientists, and R users and programmers will teach the essentials of preprocessing: data leveraging the R programming language to easily and quickly turn noisy data into usable pieces of information. Data wran

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Bradley C. Boehmke

Data Wrangling with R

Use R! Series Editors: Robert Gentleman

Kurt Hornik

Giovanni Parmigiani

More information about this series at http://www.springer.com/series/6991

Use R! Wickham: ggplot2 Moore: Applied Survival Analysis Using R Luke: A User’s Guide to Network Analysis in R Monogan: Political Analysis Using R Cano/M. Moguerza/Prieto Corcoba: Quality Control with R Schwarzer/Carpenter/Rücker: Meta-Analysis with R Gondro: Primer to Analysis of Genomic Data Using R Chapman/Feit: R for Marketing Research and Analytics Willekens: Multistate Analysis of Life Histories with R Cortez: Modern Optimization with R Kolaczyk/Csárdi: Statistical Analysis of Network Data with R Swenson/Nathan: Functional and Phylogenetic Ecology in R Nolan/Temple Lang: XML and Web Technologies for Data Sciences with R Nagarajan/Scutari/Lèbre: Bayesian Networks in R van den Boogaart/Tolosana-Delgado: Analyzing Compositional Data with R Bivand/Pebesma/Gómez-Rubio: Applied Spatial Data Analysis with R (2nd ed. 2013) Eddelbuettel: Seamless R and C++ Integration with Rcpp Knoblauch/Maloney: Modeling Psychophysical Data in R Lin/Shkedy/Yekutieli/Amaratunga/Bijnens: Modeling Dose-Response Microarray Data in Early Drug Development Experiments Using R Cano/M. Moguerza/Redchuk: Six Sigma with R Soetaert/Cash/Mazzia: Solving Differential Equations in R

Bradley C. Boehmke

Data Wrangling with R

Bradley C. Boehmke, Ph.D. Air Force Institute of Technology Dayton, OH, USA

ISSN 2197-5736 ISSN 2197-5744 (electronic) Use R! ISBN 978-3-319-45598-3 ISBN 978-3-319-45599-0 (eBook) DOI 10.1007/978-3-319-45599-0 Library of Congress Control Number: 2016953509 © Springer International Publishing Switzerland 2016 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissions that may have been made. Printed on acid-free paper This Springer imprint is published by Springer Nature The registered company is Springer International Publishing AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland

Preface

Welcome to D