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<section data-type="chapter" id="chp-workflow-pipes">
<h1><span id="sec-workflow-pipes" class="quarto-section-identifier d-none d-lg-block"><span class="chapter-title">Workflow: Pipes</span></span></h1><div data-type="note"><div class="callout-body d-flex">
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<p>You are reading the work-in-progress second edition of R for Data Science. This chapter is largely complete and just needs final proof reading. You can find the complete first edition at <a href="https://r4ds.had.co.nz" class="uri">https://r4ds.had.co.nz</a>.</p></div>
<p>The pipe, <code>|&gt;</code>, is a powerful tool for clearly expressing a sequence of operations that transform an object. We briefly introduced pipes in the previous chapter, but before going too much farther, we want to give a few more details and discuss <code>%&gt;%</code>, a predecessor to <code>|&gt;</code>.</p><p>To add the pipe to your code, we recommend using the build-in keyboard shortcut Ctrl/Cmd + Shift + M. You’ll need to make one change to your RStudio options to use <code>|&gt;</code> instead of <code>%&gt;%</code> as shown in <a href="#fig-pipe-options" data-type="xref">#fig-pipe-options</a>; more on <code>%&gt;%</code> shortly.</p><div class="cell">
<h1><span id="sec-workflow-pipes" class="quarto-section-identifier d-none d-lg-block"><span class="chapter-title">Workflow: Pipes</span></span></h1><p>::: status callout-note You are reading the work-in-progress second edition of R for Data Science. This chapter is largely complete and just needs final proof reading. You can find the complete first edition at <a href="https://r4ds.had.co.nz" class="uri">https://r4ds.had.co.nz</a>. :::</p><p>The pipe, <code>|&gt;</code>, is a powerful tool for clearly expressing a sequence of operations that transform an object. We briefly introduced pipes in the previous chapter, but before going too much farther, we want to give a few more details and discuss <code>%&gt;%</code>, a predecessor to <code>|&gt;</code>.</p><p>To add the pipe to your code, we recommend using the build-in keyboard shortcut Ctrl/Cmd + Shift + M. You’ll need to make one change to your RStudio options to use <code>|&gt;</code> instead of <code>%&gt;%</code> as shown in <a href="#fig-pipe-options" data-type="xref">#fig-pipe-options</a>; more on <code>%&gt;%</code> shortly.</p><div class="cell">
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<figure id="fig-pipe-options"><p><img src="screenshots/rstudio-pipe-options.png" alt="Screenshot showing the &quot;Use native pipe operator&quot; option which can be found on the &quot;Editing&quot; panel of the &quot;Code&quot; options." width="616"/></p>