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Insights from data with R : an introduction for the life and environmental sciences / [electronic resource]

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개인저자Petchey, Owen L., author.
Beckerman, Andrew P., author.
Cooper, Natalie, (Life scientist), author.
Childs, Dylan Z., author.
서명/저자사항Insights from data with R :an introduction for the life and environmental sciences /Owen L. Petchey, Andrew P. Beckerman, Natalie Cooper, Dylan Z. Childs.[electronic resource]
판사항First edition.
발행사항Oxford : Oxford University Press, 2021.
형태사항1 online resource : illustrations, charts
소장본 주기Master record variable field(s) change: 050, 650
ISBN9780191884351
0191884359



9780192589736
0192589733
서지주기Includes bibliographical references and index.
요약"Knowledge of how to get useful information from data is essential in the life and environmental sciences. This book provides learners with knowledge, experience, and confidence about how to efficiently and reliably discover useful information from data. The content is developed from first- and second-year undergraduate-level courses taught by the authors. It charts the journey from question, to raw data, to clean and tidy data, to visualizations that provide insights. This journey is presented as a repeatable workflow fit for use with many types of question, study, and data. Readers discover how to use R and RStudio, and learn key concepts for drawing appropriate conclusions from patterns in data. The book focuses on providing learners with a solid foundation of skills for working with data, and for getting useful information from data summaries and visualizations. It focuses on the strength of patterns (i.e. effect sizes) and their meaning (e.g. correlation or causation). It purposefully stays away from statistical tests and p-values. Concepts covered include distribution, sample, population, mean, median, mode, variance, standard deviation, correlation, interactions, and non-independence. The journey from data to insight is illustrated by one workflow demonstration in the book, and three online. Each involves data collected in a real study. Readers can follow along by downloading the data, and learning from the descriptions of each step in the journey from the raw data to visualizations that show the answers to the questions posed in the original studies"--Publisher's description.
일반주제명Science -- Data processing.
R (Computer program language)
Mathematical statistics -- Data processing.
Mathematical statistics -- Data processing.
R (Computer program language)
언어영어
기타형태 저록Print version:Petchey, Owen L.Insights from data with R.First edition.Oxford ; New York, NY : Oxford University Press, 20219780198849810
대출바로가기https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=2756968

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