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} code > span.ot { color: #007020; } code > span.al { color: #ff0000; font-weight: bold; } code > span.fu { color: #900; font-weight: bold; } code > span.er { color: #a61717; background-color: #e3d2d2; } </style> </head> <body> <h1 class="title toc-ignore">Extending tibble</h1> <h4 class="author">Kirill Müller, Hadley Wickham</h4> <p>Tibbles are S3 objects of class <code>c(&quot;tbl_df&quot;, &quot;tbl&quot;, &quot;data.frame&quot;)</code>. This means that they inherit their behavior from the <code>&quot;data.frame&quot;</code> class and add two subclasses <code>&quot;tbl&quot;</code> and <code>&quot;tbl_df&quot;</code>. The pillar and tibble packages provide methods for <code>&quot;tbl&quot;</code> and <code>&quot;tbl_df&quot;</code>, respectively. Package authors and programmers can implement subclasses that extend either <code>&quot;tbl_df&quot;</code> (and its subclasses) or only <code>&quot;tbl&quot;</code> to provide custom behavior for tibble-like objects. In addition, vectors classes can be implemented from scratch or on top of existing classes, to be used as columns. This article provides links to the various customization points that help you avoiding reimplement existing behavior, and describes the difference between <code>&quot;tbl&quot;</code> and <code>&quot;tbl_df&quot;</code>.</p> <p>Read more in <a href="https://adv-r.hadley.nz/index.html">the second edition of Advanced R</a>:</p> <ul> <li>about the internal representation of data frames and tibbles in the <a href="https://adv-r.hadley.nz/vectors-chap.html#lists">Lists</a> and <a href="https://adv-r.hadley.nz/vectors-chap.html#tibble">Data frames and tibbles</a> sections of the <a href="https://adv-r.hadley.nz/vectors-chap.html">Vectors chapter</a>,</li> <li>about R’s S3 object-oriented system in the <a href="https://adv-r.hadley.nz/s3.html">S3 chapter</a>.</li> </ul> <div id="topics-documented-elsewhere" class="section level2"> <h2>Topics documented elsewhere</h2> <ul> <li><p>Change or tweak the way a tibble prints: <code>vignette(&quot;extending&quot;, package = &quot;pillar&quot;)</code></p></li> <li><p>Change or tweak the way a column type is printed in a tibble: <code>vignette(&quot;pillar&quot;, package = &quot;vctrs&quot;)</code></p></li> <li><p>Implement a new column data type: <code>vignette(&quot;s3-vector&quot;, package = &quot;vctrs&quot;)</code></p></li> <li><p>Making your tibble subclass work well with dplyr: <code>?dplyr::dplyr_extending</code></p></li> </ul> </div> <div id="data-frame-subclasses" class="section level2"> <h2>Data frame subclasses</h2> <div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tibble)</span></code></pre></div> <p>For tibble &gt;= 3.0.0, the <code>&quot;tbl&quot;</code> class is responsible for printing, while the <code>&quot;tbl_df&quot;</code> class adds tibble’s sturdy subsetting and subset assignment behavior (see <code>vignette(&quot;invariants&quot;)</code> for details). This means that a data frame class that would like to (mostly) print like a tibble but keep the behavior from base R’s data frames can inherit from <code>c(&quot;tbl&quot;, &quot;data.frame&quot;)</code> or just from <code>&quot;tbl&quot;</code>. An example is the <code>&quot;tbl_sql&quot;</code> class in the dbplyr package that is used to implement lazy database tables.</p> <div id="tibble-example" class="section level3"> <h3>Tibble example</h3> <div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>my_tbl_df <span class="ot">&lt;-</span> <span class="fu">new_tibble</span>(</span> <span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">list</span>(<span class="at">a =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>, <span class="at">b =</span> <span class="dv">2</span><span class="sc">:</span><span class="dv">4</span>),</span> <span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a> <span class="at">class =</span> <span class="st">&quot;my_tbl_df&quot;</span></span> <span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>)</span> <span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a></span> <span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a>tbl_sum.my_tbl_df <span class="ot">&lt;-</span> <span class="cf">function</span>(x, ...) {</span> <span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">c</span>(</span> <span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a> <span class="st">&quot;My custom tibble&quot;</span> <span class="ot">=</span> <span class="st">&quot;Some info about it&quot;</span>,</span> <span id="cb2-9"><a href="#cb2-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">NextMethod</span>()</span> <span id="cb2-10"><a href="#cb2-10" aria-hidden="true" tabindex="-1"></a> )</span> <span id="cb2-11"><a href="#cb2-11" aria-hidden="true" tabindex="-1"></a>}</span> <span id="cb2-12"><a href="#cb2-12" aria-hidden="true" tabindex="-1"></a></span> <span id="cb2-13"><a href="#cb2-13" aria-hidden="true" tabindex="-1"></a>my_tbl_df</span></code></pre></div> <pre><code>## # My custom tibble: Some info about it ## # A tibble: 3 × 2 ## a b ## &lt;int&gt; &lt;int&gt; ## 1 1 2 ## 2 2 3 ## 3 3 4</code></pre> <div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>my_tbl_df[, <span class="st">&quot;a&quot;</span>]</span></code></pre></div> <pre><code>## # My custom tibble: Some info about it ## # A tibble: 3 × 1 ## a ## &lt;int&gt; ## 1 1 ## 2 2 ## 3 3</code></pre> </div> <div id="data-frame-example" class="section level3"> <h3>Data frame example</h3> <div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>my_tbl <span class="ot">&lt;-</span> vctrs<span class="sc">::</span><span class="fu">new_data_frame</span>(</span> <span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">list</span>(<span class="at">a =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>, <span class="at">b =</span> <span class="dv">2</span><span class="sc">:</span><span class="dv">4</span>),</span> <span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a> <span class="at">class =</span> <span class="fu">c</span>(<span class="st">&quot;my_tbl&quot;</span>, <span class="st">&quot;tbl&quot;</span>)</span> <span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a>)</span> <span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a></span> <span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a>tbl_sum.my_tbl <span class="ot">&lt;-</span> <span class="cf">function</span>(x, ...) {</span> <span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">c</span>(</span> <span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a> <span class="st">&quot;My custom data frame&quot;</span> <span class="ot">=</span> <span class="st">&quot;Some info about it&quot;</span>,</span> <span id="cb6-9"><a href="#cb6-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">NextMethod</span>()</span> <span id="cb6-10"><a href="#cb6-10" aria-hidden="true" tabindex="-1"></a> )</span> <span id="cb6-11"><a href="#cb6-11" aria-hidden="true" tabindex="-1"></a>}</span> <span id="cb6-12"><a href="#cb6-12" aria-hidden="true" tabindex="-1"></a></span> <span id="cb6-13"><a href="#cb6-13" aria-hidden="true" tabindex="-1"></a>my_tbl</span></code></pre></div> <pre><code>## # My custom data frame: Some info about it ## # A data frame: 3 × 2 ## a b ## &lt;int&gt; &lt;int&gt; ## 1 1 2 ## 2 2 3 ## 3 3 4</code></pre> <div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>my_tbl[, <span class="st">&quot;a&quot;</span>]</span></code></pre></div> <pre><code>## [1] 1 2 3</code></pre> </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>