EVOLUTION-MANAGER
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Kuhn, Thomas Lin Pedersen, Evan Miller, Stephan Milton Bache, Kirill Müller, Jeroen Ooms, David Robinson, Dana Paige Seidel, Vitalie Spinu, Kohske Takahashi, Davis Vaughan, Claus Wilke, Kara Woo, Hiroaki Yutani</h4> <h4 class="date">19 November 2019</h4> <div id="summary" class="section level1"> <h1>Summary</h1> <p><img 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" width="120" /></p> <p>At a high level, the tidyverse is a language for solving data science challenges with R code. Its primary goal is to facilitate a conversation between a human and a computer about data. Less abstractly, the tidyverse is a collection of R packages that share a high-level design philosophy and low-level grammar and data structures, so that learning one package makes it easier to learn the next.</p> <p>The tidyverse encompasses the repeated tasks at the heart of every data science project: data import, tidying, manipulation, visualisation, and programming. We expect that almost every project will use multiple domain-specific packages outside of the tidyverse: our goal is to provide tooling for the most common challenges; not to solve every possible problem. Notably, the tidyverse doesn’t include tools for statistical modelling or communication. These toolkits are critical for data science, but are so large that they merit separate treatment. The tidyverse package allows users to install all tidyverse packages with a single command.</p> <p>There are a number of projects that are similar in scope to the tidyverse. The closest is perhaps Bioconductor <span class="citation">(Gentleman et al. 2004; Huber et al. 2015)</span>, which provides an ecosystem of packages that support the analysis of high-throughput genomic data. The tidyverse has similar goals to R itself, but any comparison to the R Project <span class="citation">(R Core Team 2019)</span> is fundamentally challenging as the tidyverse is written in R, and relies on R for its infrastructure; there is no tidyverse without R! That said, the biggest difference is in priorities: base R is highly focussed on stability, whereas the tidyverse will make breaking changes in the search for better interfaces. Another closely related project is data.table <span class="citation">(Dowle and Srinivasan 2019)</span>, which provides tools roughly equivalent to the combination of dplyr, tidyr, tibble, and readr. data.table prioritises concision and performance.</p> <p>This paper describes the tidyverse package, the components of the tidyverse, and some of the underlying design principles. This is a lot of ground to cover in a brief paper, so we focus on a 50,000-foot view showing how all the pieces fit together with copious links to more detailed resources.</p> </div> <div id="tidyverse-package" class="section level1"> <h1>Tidyverse package</h1> <p>The tidyverse is a collection of packages that can easily be installed with a single “meta”-package, which is called “tidyverse”. This provides a convenient way of downloading and installing all tidyverse packages with a single R command:</p> <div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="kw">install.packages</span>(<span class="st">"tidyverse"</span>)</span></code></pre></div> <p>The core tidyverse includes the packages that you’re likely to use in everyday data analyses, and these are attached when you attach the tidyverse package:</p> <div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a><span class="kw">library</span>(tidyverse)</span> <span id="cb2-2"><a href="#cb2-2"></a><span class="co">#> -- Attaching packages --------------------------- tidyverse 1.3.0 --</span></span> <span id="cb2-3"><a href="#cb2-3"></a><span class="co">#> v ggplot2 3.2.1 v purrr 0.3.3</span></span> <span id="cb2-4"><a href="#cb2-4"></a><span class="co">#> v tibble 2.1.3 v dplyr 0.8.3</span></span> <span id="cb2-5"><a href="#cb2-5"></a><span class="co">#> v tidyr 1.0.0 v stringr 1.4.0</span></span> <span id="cb2-6"><a href="#cb2-6"></a><span class="co">#> v readr 1.3.1 v forcats 0.4.0</span></span> <span id="cb2-7"><a href="#cb2-7"></a><span class="co">#> -- Conflicts ------------------------------ tidyverse_conflicts() --</span></span> <span id="cb2-8"><a href="#cb2-8"></a><span class="co">#> x dplyr::filter() masks stats::filter()</span></span> <span id="cb2-9"><a href="#cb2-9"></a><span class="co">#> x dplyr::lag() masks stats::lag()</span></span></code></pre></div> <p>This is a convenient shortcut for attaching the core packages, produces a short report telling you which package versions you’re using, and succinctly informs you of any conflicts with previously loaded packages. As of tidyverse version 1.2.0, the core packages include dplyr <span class="citation">(Wickham et al. 2019)</span>, forcats <span class="citation">(Wickham 2019b)</span>, ggplot2 <span class="citation">(Wickham 2016)</span>, purrr <span class="citation">(Henry and Wickham 2019)</span>, readr <span class="citation">(Wickham and Hester 2018)</span>, stringr <span class="citation">(Wickham 2019d)</span>, tibble <span class="citation">(Müller and Wickham 2018)</span>, and tidyr <span class="citation">(Wickham and Henry 2019)</span>.</p> <p>Non-core packages are installed with <code>install.packages("tidyverse")</code>, but are not attached by <code>library(tidyverse)</code>. They play more specialised roles, so will be attached by the analyst as needed. The non-core packages are: blob <span class="citation">(Wickham 2018a)</span>, feather <span class="citation">(Wickham 2019a)</span>, jsonlite <span class="citation">(Ooms 2014)</span>, glue <span class="citation">(Hester 2018)</span>, googledrive <span class="citation">(D’Agostino McGowan and Bryan 2019)</span>, haven <span class="citation">(Wickham and Miller 2018)</span>, hms <span class="citation">(Müller 2018)</span>, lubridate <span class="citation">(Spinu, Grolemund, and Wickham 2018)</span>, magrittr <span class="citation">(Bache and Wickham 2014)</span>, modelr <span class="citation">(Wickham 2018b)</span>, readxl <span class="citation">(Wickham and Bryan 2019)</span>, reprex <span class="citation">(Bryan et al. 2019)</span>, rvest <span class="citation">(Wickham 2019c)</span>, and xml2 <span class="citation">(Wickham, Hester, and Ooms 2019)</span>.</p> <p>The tidyverse package is designed with an eye for teaching: <code>install.packages("tidyverse")</code> gets you a “batteries-included” set of 87 packages (at time of writing). This large set of dependencies means that it is not appropriate to use the tidyverse package within another package; instead, we recommend that package authors import only the specific packages that they use.</p> </div> <div id="components" class="section level1"> <h1>Components</h1> <p>How do the component packages of the tidyverse fit together? We use the model of data science tools from “R for Data Science” <span class="citation">(Wickham and Grolemund 2017)</span>:</p> <p><img 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" style="width:80.0%" /></p> <p>Every analysis starts with data <strong>import</strong>: if you can’t get your data into R, you can’t do data science on it! Data import takes data stored in a file, database, or behind a web API, and reads it into a data frame in R. Data import is supported by the core <a href="https://readr.tidyverse.org/">readr</a> <span class="citation">(Wickham and Hester 2018)</span> package for tabular files (like csv, tsv, and fwf).</p> <p>Additional non-core packages, such as <a href="https://readxl.tidyverse.org">readxl</a> <span class="citation">(Wickham and Bryan 2019)</span>, <a href="https://haven.tidyverse.org">haven</a> <span class="citation">(Wickham and Miller 2018)</span>, <a href="https://googledrive.tidyverse.org/">googledrive</a> <span class="citation">(D’Agostino McGowan and Bryan 2019)</span>, and <a href="https://rvest.tidyverse.org/">rvest</a> <span class="citation">(Wickham 2019c)</span>, make it possible to import data stored in other common formats or directly from the web.</p> <p>Next, we recommend that you <strong>tidy</strong> your data, getting it into a consistent form that makes the rest of the analysis easier. Most functions in the tidyverse work with tidy data <span class="citation">(Wickham 2014)</span>, where every column is a variable, every row is an observation, and every cell contains a single value. If your data is not already in this form (almost always!), the core <a href="https://tidyr.tidyverse.org/">tidyr</a> <span class="citation">(Wickham and Henry 2019)</span> package provides tools to tidy it up.</p> <p>Data <strong>transformation</strong> is supported by the core <a href="https://dplyr.tidyverse.org/">dplyr</a> <span class="citation">(Wickham et al. 2019)</span> package. dplyr provides verbs that work with whole data frames, such as <code>mutate()</code> to create new variables, <code>filter()</code> to find observations matching given criteria, and <code>left_join()</code> and friends to combine multiple tables. dplyr is paired with packages that provide tools for specific column types:</p> <ul> <li><a href="https://stringr.tidyverse.org">stringr</a> for strings.</li> <li><a href="https://forcats.tidyverse.org">forcats</a> for factors, R’s categorical data type.</li> <li><a href="https://lubridate.tidyverse.org">lubridate</a> <span class="citation">(Spinu, Grolemund, and Wickham 2018)</span> for dates and date-times.</li> <li><a href="https://hms.tidyverse.org/">hms</a> <span class="citation">(Müller 2018)</span> for clock times.</li> </ul> <p>There are two main tools for understanding data: <strong>visualisation</strong> and <strong>modelling</strong>. The tidyverse provides the <a href="https://ggplot2.tidyverse.org/">ggplot2</a> <span class="citation">(Wickham 2016)</span> package for visualisation. ggplot2 is a system for declaratively creating graphics, based on The Grammar of Graphics <span class="citation">(Wilkinson 2005)</span>.</p> <p>You provide the data, tell ggplot2 how to map variables to aesthetics, what graphical primitives to use, and it takes care of the details. Modelling is outside the scope of this paper, but is part of the closely affiliated <a href="https://github.com/tidymodels">tidymodels</a> <span class="citation">(Kuhn and Wickham 2018)</span> project, which shares interface design and data structures with the tidyverse.</p> <p>Finally, you’ll need to communicate your results to someone else. <strong>Communication</strong> is one of the most important parts of data science, but is not included within tidyverse. Instead, we expect people will use other R packages, like <a href="https://rmarkdown.rstudio.com/">rmarkdown</a> <span class="citation">(Allaire et al. 2018)</span> and <a href="https://shiny.rstudio.com/">shiny</a> <span class="citation">(Chang et al. 2019)</span>, which support dozens of static and dynamic output formats.</p> <p>Surrounding all these tools is <strong>programming</strong>. Programming is a cross-cutting tool that you use in every part of a data science project. Programming tools in the tidyverse include:</p> <ul> <li><p><a href="https://purrr.tidyverse.org/">purrr</a> <span class="citation">(Henry and Wickham 2019)</span>, which enhances R’s functional programming toolkit.</p></li> <li><p><a href="https://tibble.tidyverse.org/">tibble</a> <span class="citation">(Müller and Wickham 2018)</span>, which provides a modern re-imagining of the venerable data frame, keeping what time has proven to be effective, and throwing out what it has not.</p></li> <li><p><a href="https://reprex.tidyverse.org/">reprex</a> <span class="citation">(Bryan et al. 2019)</span>, which helps programmers get help when they get stuck by easing the creation of reproducible examples.</p></li> <li><p><a href="https://magrittr.tidyverse.org">magrittr</a> <span class="citation">(Bache and Wickham 2014)</span>, which provides the pipe operator, <code>%>%</code>, used throughout the tidyverse. The pipe is a tool for function composition, making it easier to solve large problems by breaking them into small pieces.</p></li> </ul> </div> <div id="design-principles" class="section level1"> <h1>Design principles</h1> <p>We are still working to explicitly describe the unifying principles that make the tidyverse consistent, but you can read our latest thoughts at <a href="https://design.tidyverse.org/" class="uri">https://design.tidyverse.org/</a>. There is one particularly important principle that we want to call out here: the tidyverse is fundamentally <strong>human centred</strong>. That is, the tidyverse is designed to support the activities of a human data analyst, so to be effective tool builders, we must explicitly recognise and acknowledge the strengths and weaknesses of human cognition.</p> <p>This is particularly important for R, because it’s a language that’s used primarily by non-programmers, and we want to make it as easy as possible for first-time and end-user programmers to learn the tidyverse. We believe deeply in the motivations that lead to the creation of S: “to turn ideas into software, quickly and faithfully” <span class="citation">(Chambers 1998)</span>. This means that we spend a lot of time thinking about interface design, and have recently started experimenting with <a href="https://github.com/hadley/table-shapes">surveys</a> to help guide interface choices.</p> <p>Similarly, the tidyverse is not just the collection of packages — it is also the community of people who use them. We want the tidyverse to be a diverse, inclusive, and welcoming community. We are still developing our skills in this area, but our existing approaches include active use of Twitter to <a href="https://twitter.com/hadleywickham/status/948722811232751617">solicit feedback</a>, announce updates, and generally listen to the community. We also keep users apprised of major upcoming changes through the <a href="https://www.tidyverse.org/articles/">tidyverse blog</a>, run <a href="https://www.tidyverse.org/articles/2018/08/tidyverse-developer-day/">developer days</a>, and support lively discussions on <a href="https://community.rstudio.com">RStudio community</a>.</p> </div> <div id="acknowledgments" class="section level1"> <h1>Acknowledgments</h1> <p>The tidyverse would not be possible without the immense work of the <a href="https://www.r-project.org/contributors.html">R-core team</a> who maintain the R language and we are deeply indebted to them. We are also grateful for the financial support of <a href="https://www.rstudio.com/">RStudio, Inc</a>.</p> </div> <div id="references" class="section level1 unnumbered"> <h1>References</h1> <div id="refs" class="references"> <div id="ref-R-rmarkdown"> <p>Allaire, JJ, Yihui Xie, Jonathan McPherson, Javier Luraschi, Kevin Ushey, Aron Atkins, Hadley Wickham, Joe Cheng, Winston Chang, and Richard Iannone. 2018. <em>rmarkdown: Dynamic Documents for R</em>. <a href="https://rmarkdown.rstudio.com">https://rmarkdown.rstudio.com</a>.</p> </div> <div id="ref-R-magrittr"> <p>Bache, Stefan Milton, and Hadley Wickham. 2014. <em>magrittr: A Forward-Pipe Operator for R</em>. <a href="https://CRAN.R-project.org/package=magrittr">https://CRAN.R-project.org/package=magrittr</a>.</p> </div> <div id="ref-R-reprex"> <p>Bryan, Jennifer, Jim Hester, David Robinson, and Hadley Wickham. 2019. <em>reprex: Prepare Reproducible Example Code via the Clipboard</em>. <a href="https://CRAN.R-project.org/package=reprex">https://CRAN.R-project.org/package=reprex</a>.</p> </div> <div id="ref-programming-with-data"> <p>Chambers, John M. 1998. <em>Programming with Data: A Guide to the S Language</em>. Springer.</p> </div> <div id="ref-R-shiny"> <p>Chang, Winston, Joe Cheng, JJ Allaire, Yihui Xie, and Jonathan McPherson. 2019. <em>shiny: Web Application Framework for R</em>. <a href="https://CRAN.R-project.org/package=shiny">https://CRAN.R-project.org/package=shiny</a>.</p> </div> <div id="ref-R-googledrive"> <p>D’Agostino McGowan, Lucy, and Jennifer Bryan. 2019. <em>googledrive: An Interface to Google Drive</em>. <a href="https://CRAN.R-project.org/package=googledrive">https://CRAN.R-project.org/package=googledrive</a>.</p> </div> <div id="ref-R-datatable"> <p>Dowle, Matt, and Arun Srinivasan. 2019. <em>data.table: Extension of ‘Data.frame‘</em>. <a href="https://CRAN.R-project.org/package=data.table">https://CRAN.R-project.org/package=data.table</a>.</p> </div> <div id="ref-Bioconductor"> <p>Gentleman, Robert C, Vincent J Carey, Douglas M Bates, Ben Bolstad, Marcel Dettling, Sandrine Dudoit, Byron Ellis, et al. 2004. “Bioconductor: Open Software Development for Computational Biology and Bioinformatics.” <em>Genome Biology</em> 5 (10): R80.</p> </div> <div id="ref-R-purrr"> <p>Henry, Lionel, and Hadley Wickham. 2019. <em>purrr: Functional Programming Tools</em>. <a href="https://CRAN.R-project.org/package=purrr">https://CRAN.R-project.org/package=purrr</a>.</p> </div> <div id="ref-R-glue"> <p>Hester, Jim. 2018. <em>glue: Interpreted String Literals</em>. <a href="https://CRAN.R-project.org/package=glue">https://CRAN.R-project.org/package=glue</a>.</p> </div> <div id="ref-Huber2015"> <p>Huber, W., V. J. Carey, R. Gentleman, S. Anders, M. Carlson, B. S. Carvalho, H. C. Bravo, et al. 2015. “Orchestrating High-Throughput Genomic Analysis with Bioconductor.” <em>Nature Methods</em> 12 (2): 115–21. <a href="http://www.nature.com/nmeth/journal/v12/n2/full/nmeth.3252.html">http://www.nature.com/nmeth/journal/v12/n2/full/nmeth.3252.html</a>.</p> </div> <div id="ref-R-tidymodels"> <p>Kuhn, Max, and Hadley Wickham. 2018. <em>tidymodels: Easily Install and Load the ’Tidymodels’ Packages</em>. <a href="https://CRAN.R-project.org/package=tidymodels">https://CRAN.R-project.org/package=tidymodels</a>.</p> </div> <div id="ref-R-hms"> <p>Müller, Kirill. 2018. <em>hms: Pretty Time of Day</em>. <a href="https://CRAN.R-project.org/package=hms">https://CRAN.R-project.org/package=hms</a>.</p> </div> <div id="ref-R-tibble"> <p>Müller, Kirill, and Hadley Wickham. 2018. <em>tibble: Simple Data Frames</em>. <a href="https://CRAN.R-project.org/package=tibble">https://CRAN.R-project.org/package=tibble</a>.</p> </div> <div id="ref-R-jsonlite"> <p>Ooms, Jeroen. 2014. “The Jsonlite Package: A Practical and Consistent Mapping Between JSON Data and R Objects.” <em>arXiv:1403.2805 [stat.CO]</em>. <a href="https://arxiv.org/abs/1403.2805">https://arxiv.org/abs/1403.2805</a>.</p> </div> <div id="ref-R-core"> <p>R Core Team. 2019. <em>R: A Language and Environment for Statistical Computing</em>. Vienna, Austria: R Foundation for Statistical Computing. <a href="https://www.R-project.org/">https://www.R-project.org/</a>.</p> </div> <div id="ref-R-lubridate"> <p>Spinu, Vitalie, Garrett Grolemund, and Hadley Wickham. 2018. <em>lubridate: Make Dealing with Dates a Little Easier</em>. <a href="https://CRAN.R-project.org/package=lubridate">https://CRAN.R-project.org/package=lubridate</a>.</p> </div> <div id="ref-tidy-data"> <p>Wickham, Hadley. 2014. “Tidy Data.” <em>The Journal of Statistical Software</em> 59.</p> </div> <div id="ref-ggplot2"> <p>———. 2016. <em>ggplot2: Elegant Graphics for Data Analysis</em>. useR. Springer.</p> </div> <div id="ref-R-blob"> <p>———. 2018a. <em>blob: A Simple S3 Class for Representing Vectors of Binary Data (’Blobs’)</em>. <a href="https://CRAN.R-project.org/package=blob">https://CRAN.R-project.org/package=blob</a>.</p> </div> <div id="ref-R-modelr"> <p>———. 2018b. <em>modelr: Modelling Functions That Work with the Pipe</em>. <a href="https://CRAN.R-project.org/package=modelr">https://CRAN.R-project.org/package=modelr</a>.</p> </div> <div id="ref-R-feather"> <p>———. 2019a. <em>Feather: R Bindings to the Feather API</em>. <a href="https://CRAN.R-project.org/package=feather">https://CRAN.R-project.org/package=feather</a>.</p> </div> <div id="ref-R-forcats"> <p>———. 2019b. <em>forcats: Tools for Working with Categorical Variables (Factors)</em>. <a href="https://CRAN.R-project.org/package=forcats">https://CRAN.R-project.org/package=forcats</a>.</p> </div> <div id="ref-R-rvest"> <p>———. 2019c. <em>rvest: Easily Harvest (Scrape) Web Pages</em>. <a href="https://CRAN.R-project.org/package=rvest">https://CRAN.R-project.org/package=rvest</a>.</p> </div> <div id="ref-R-stringr"> <p>———. 2019d. <em>stringr: Simple, Consistent Wrappers for Common String Operations</em>. <a href="https://CRAN.R-project.org/package=stringr">https://CRAN.R-project.org/package=stringr</a>.</p> </div> <div id="ref-R-readxl"> <p>Wickham, Hadley, and Jennifer Bryan. 2019. <em>readxl: Read Excel Files</em>. <a href="https://CRAN.R-project.org/package=readxl">https://CRAN.R-project.org/package=readxl</a>.</p> </div> <div id="ref-R-dplyr"> <p>Wickham, Hadley, Romain François, Lionel Henry, and Kirill Müller. 2019. <em>dplyr: A Grammar of Data Manipulation</em>. <a href="https://CRAN.R-project.org/package=dplyr">https://CRAN.R-project.org/package=dplyr</a>.</p> </div> <div id="ref-r4ds"> <p>Wickham, Hadley, and Garrett Grolemund. 2017. <em>R for Data Science: Import, Tidy, Transform, Visualize, and Model Data</em>. O’Reilly Media, Inc.</p> </div> <div id="ref-R-tidyr"> <p>Wickham, Hadley, and Lionel Henry. 2019. <em>tidyr: Tidy Messy Data</em>. <a href="https://CRAN.R-project.org/package=tidyr">https://CRAN.R-project.org/package=tidyr</a>.</p> </div> <div id="ref-R-readr"> <p>Wickham, Hadley, and Jim Hester. 2018. <em>readr: Read Rectangular Text Data</em>. <a href="https://CRAN.R-project.org/package=readr">https://CRAN.R-project.org/package=readr</a>.</p> </div> <div id="ref-R-xml2"> <p>Wickham, Hadley, Jim Hester, and Jeroen Ooms. 2019. <em>xml2: Parse XML</em>. <a href="https://CRAN.R-project.org/package=xml2">https://CRAN.R-project.org/package=xml2</a>.</p> </div> <div id="ref-R-haven"> <p>Wickham, Hadley, and Evan Miller. 2018. <em>haven: Import and Export SPSS, Stata, and SAS Files</em>. <a href="https://CRAN.R-project.org/package=haven">https://CRAN.R-project.org/package=haven</a>.</p> </div> <div id="ref-wilkinson2005"> <p>Wilkinson, Leland. 2005. <em>The Grammar of Graphics</em>. Berlin, Heidelberg: Springer-Verlag. <a href="https://doi.org/10.1007/0-387-28695-0">https://doi.org/10.1007/0-387-28695-0</a>.</p> </div> </div> </div> <!-- code folding --> <!-- dynamically load mathjax for compatibility with self-contained --> <script> (function () { var script = document.createElement("script"); script.type = "text/javascript"; script.src = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"; document.getElementsByTagName("head")[0].appendChild(script); })(); </script> </body> </html>