In 2010 we published a paper in the journal Methods in Ecology and Evolution entitled ‘A protocol for data exploration to avoid common statistical problems’. Little did we know at the time that this paper would become one of the journal’s all-time top papers, both top downloaded and top cited papers, with 22,472 downloads between 2010 and 2014.
Based on this success we decided to extend the material in the paper into a book. It is part of our Beginner’s Guide to … book series.
This book uses ecological datasets to discuss data exploration and visualisation tools. The authors also explain how to visualise the results of statistical models, an important aspect for publishing scientific papers. The book includes the R code needed to construct, visualise, and explore the main features of the data step by step.
We tried to write this book in such a way that the statistical knowledge level is as low as possible. A knowledge of linear regression is all that you need.
A Beginner’s Guide to Data Exploration and Visualisation with R is the fourth book in Highland Statistics’ Beginner’s Guide to series, following the successful books A Beginner’s Guide to Generalized Additive Models with R, A Beginner’s Guide to GLM and GLMM with R, and A Beginner’s Guide to GAMM with R.
The zip files with R code are password protected. The password is given in the Preface of the book.
|2||Clams.txt, Cockles.txt, IrishPh.txt, pellets.txt, Procambarus.txt, Varroa_M.txt, wedgeclamII.txt, workerbees.txt||Chapter2.zip|
|3||Clams.txt, Fur_seal.txt, HegerPriede.txt, Macrobenthos.txt, Sparrows.txt||Chapter3.zip|
|4||Biodiversity.txt, HegerPriede.txt, IrishPh.txt, limosa.txt, maggot.txt, Mussels.txt, rabbit.txt, Squid.txt, Trifur.txt, Zoobenthos.txt||Chapter4.zip|
|5||CommonMurre.txt, loyn.txt, Macrobenthos.txt, Ozone.txt, PolarBears.txt, Spiders.txt, Trifur.txt||Chapter5.zip|
|6||Methane data||Chapter 6.zip|
|7||Oystercatcher data||Chapter 7.zip|
|8||Hawaii data||Chapter 8.zip|
In case you like flowcharts, here is the TOC as a mindmap. A high resolution version is given here.
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