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<a class="navbar-brand me-2" href="../index.html">FreesearchR</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">25.6.4</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">25.7.1</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@ -44,6 +44,7 @@
<button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
<ul class="dropdown-menu" aria-labelledby="dropdown-articles">
<li><a class="dropdown-item" href="../articles/data-types.html">Data types</a></li>
<li><a class="dropdown-item" href="../articles/missingness.html">Missingness in data</a></li>
<li><a class="dropdown-item" href="../articles/session.html">Session info</a></li>
<li><a class="dropdown-item" href="../articles/visuals.html">On visuals</a></li>
</ul>

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<a class="navbar-brand me-2" href="../index.html">FreesearchR</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">25.6.4</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">25.7.1</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@ -44,6 +44,7 @@
<button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
<ul class="dropdown-menu" aria-labelledby="dropdown-articles">
<li><a class="dropdown-item" href="../articles/data-types.html">Data types</a></li>
<li><a class="dropdown-item" href="../articles/missingness.html">Missingness in data</a></li>
<li><a class="dropdown-item" href="../articles/session.html">Session info</a></li>
<li><a class="dropdown-item" href="../articles/visuals.html">On visuals</a></li>
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@ -7,7 +7,7 @@
<a class="navbar-brand me-2" href="../index.html">FreesearchR</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">25.6.4</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">25.7.1</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@ -20,6 +20,7 @@
<li class="nav-item dropdown">
<button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
<ul class="dropdown-menu" aria-labelledby="dropdown-articles"><li><a class="dropdown-item" href="../articles/data-types.html">Data types</a></li>
<li><a class="dropdown-item" href="../articles/missingness.html">Missingness in data</a></li>
<li><a class="dropdown-item" href="../articles/session.html">Session info</a></li>
<li><a class="dropdown-item" href="../articles/visuals.html">On visuals</a></li>
</ul></li>
@ -47,6 +48,8 @@
<dd>
</dd><dt><a href="FreesearchR.html">FreesearchR</a></dt>
<dd>
</dd><dt><a href="missingness.html">Missingness in data</a></dt>
<dd>
</dd><dt><a href="session.html">Session info</a></dt>
<dd>
</dd><dt><a href="visuals.html">On visuals</a></dt>

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<img src="../logo.png" class="logo" alt=""><h1>Missingness in data</h1>
<small class="dont-index">Source: <a href="https://github.com/agdamsbo/FreesearchR/blob/main/vignettes/missingness.Rmd" class="external-link"><code>vignettes/missingness.Rmd</code></a></small>
<div class="d-none name"><code>missingness.Rmd</code></div>
</div>
<div class="sourceCode" id="cb1"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="va"><a href="https://github.com/agdamsbo/FreesearchR" class="external-link">FreesearchR</a></span><span class="op">)</span></span>
<span><span class="co">#&gt; </span></span>
<span><span class="co">#&gt; Attaching package: 'FreesearchR'</span></span>
<span><span class="co">#&gt; The following object is masked from 'package:base':</span></span>
<span><span class="co">#&gt; </span></span>
<span><span class="co">#&gt; sort_by</span></span></code></pre></div>
<div class="section level2">
<h2 id="considering-missing-observations">Considering missing observations<a class="anchor" aria-label="anchor" href="#considering-missing-observations"></a>
</h2>
<div class="section level3">
<h3 id="further-reading">Further reading<a class="anchor" aria-label="anchor" href="#further-reading"></a>
</h3>
<p>The authors behind the <a href="">{finalfit}-package</a> have shared
a very comprehensive article on what to do and think about missing
observations in your data. Please <a href="">have a look here</a>.</p>
</div>
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<p>Developed by Andreas Gammelgaard Damsbo. Provided without <strong>any warranty</strong>.</p>
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@ -29,7 +29,7 @@
<a class="navbar-brand me-2" href="../index.html">FreesearchR</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">25.6.4</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">25.7.1</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@ -44,6 +44,7 @@
<button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
<ul class="dropdown-menu" aria-labelledby="dropdown-articles">
<li><a class="dropdown-item" href="../articles/data-types.html">Data types</a></li>
<li><a class="dropdown-item" href="../articles/missingness.html">Missingness in data</a></li>
<li><a class="dropdown-item" href="../articles/session.html">Session info</a></li>
<li><a class="dropdown-item" href="../articles/visuals.html">On visuals</a></li>
</ul>
@ -132,7 +133,7 @@ packages and the latest build info.</p>
</tr>
<tr class="odd">
<td align="left">date</td>
<td align="left">2025-06-27</td>
<td align="left">2025-07-03</td>
</tr>
<tr class="even">
<td align="left">rstudio</td>
@ -148,7 +149,7 @@ packages and the latest build info.</p>
</tr>
<tr class="odd">
<td align="left">FreesearchR</td>
<td align="left">25.6.4.250627</td>
<td align="left">25.7.1.250703</td>
</tr>
</tbody>
</table>
@ -341,83 +342,95 @@ packages and the latest build info.</p>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<td align="left">crosstalk</td>
<td align="left">1.2.1</td>
<td align="left">2023-11-23</td>
<td align="left">CRAN (R 4.4.0)</td>
</tr>
<tr class="odd">
<td align="left">data.table</td>
<td align="left">1.17.0</td>
<td align="left">2025-02-22</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">datamods</td>
<td align="left">1.5.3</td>
<td align="left">2024-10-02</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">datawizard</td>
<td align="left">1.0.2</td>
<td align="left">2025-03-24</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">DEoptimR</td>
<td align="left">1.1-3-1</td>
<td align="left">2024-11-23</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">desc</td>
<td align="left">1.4.3</td>
<td align="left">2023-12-10</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">devtools</td>
<td align="left">2.4.5</td>
<td align="left">2022-10-11</td>
<td align="left">CRAN (R 4.4.0)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">DHARMa</td>
<td align="left">0.4.7</td>
<td align="left">2024-10-18</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">digest</td>
<td align="left">0.6.37</td>
<td align="left">2024-08-19</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">doParallel</td>
<td align="left">1.0.17</td>
<td align="left">2022-02-07</td>
<td align="left">CRAN (R 4.4.0)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">dplyr</td>
<td align="left">1.1.4</td>
<td align="left">2023-11-17</td>
<td align="left">CRAN (R 4.4.0)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">DT</td>
<td align="left">0.33</td>
<td align="left">2024-04-04</td>
<td align="left">CRAN (R 4.4.0)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">e1071</td>
<td align="left">1.7-16</td>
<td align="left">2024-09-16</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">easystats</td>
<td align="left">0.7.4</td>
<td align="left">2025-02-06</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<td align="left">effectsize</td>
<td align="left">1.0.0</td>
<td align="left">2024-12-10</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<td align="left">ellipsis</td>
<td align="left">0.3.2</td>
@ -522,7 +535,7 @@ packages and the latest build info.</p>
</tr>
<tr class="even">
<td align="left">FreesearchR</td>
<td align="left">25.6.4</td>
<td align="left">25.7.1</td>
<td align="left">NA</td>
<td align="left">NA</td>
</tr>
@ -713,23 +726,35 @@ packages and the latest build info.</p>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<td align="left">labelled</td>
<td align="left">2.14.0</td>
<td align="left">2025-01-08</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<td align="left">later</td>
<td align="left">1.4.2</td>
<td align="left">2025-04-08</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">lattice</td>
<td align="left">0.22-7</td>
<td align="left">2025-04-02</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">lifecycle</td>
<td align="left">1.0.4</td>
<td align="left">2023-11-07</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<td align="left">litedown</td>
<td align="left">0.7</td>
<td align="left">2025-04-08</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<td align="left">lme4</td>
<td align="left">1.1-37</td>
@ -749,23 +774,35 @@ packages and the latest build info.</p>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<td align="left">markdown</td>
<td align="left">2.0</td>
<td align="left">2025-03-23</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<td align="left">MASS</td>
<td align="left">7.3-65</td>
<td align="left">2025-02-28</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">Matrix</td>
<td align="left">1.7-3</td>
<td align="left">2025-03-11</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">memoise</td>
<td align="left">2.0.1</td>
<td align="left">2021-11-26</td>
<td align="left">CRAN (R 4.4.0)</td>
</tr>
<tr class="even">
<td align="left">mgcv</td>
<td align="left">1.9-3</td>
<td align="left">2025-04-04</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<td align="left">mime</td>
<td align="left">0.13</td>
@ -1307,78 +1344,60 @@ packages and the latest build info.</p>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<td align="left">utf8</td>
<td align="left">1.2.4</td>
<td align="left">2023-10-22</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<td align="left">uuid</td>
<td align="left">1.2-1</td>
<td align="left">2024-07-29</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">vctrs</td>
<td align="left">0.6.5</td>
<td align="left">2023-12-01</td>
<td align="left">CRAN (R 4.4.0)</td>
</tr>
<tr class="even">
<td align="left">viridis</td>
<td align="left">0.6.5</td>
<td align="left">2024-01-29</td>
<td align="left">CRAN (R 4.4.0)</td>
</tr>
<tr class="odd">
<td align="left">viridisLite</td>
<td align="left">0.4.2</td>
<td align="left">2023-05-02</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<td align="left">vroom</td>
<td align="left">1.6.5</td>
<td align="left">2023-12-05</td>
<td align="left">CRAN (R 4.4.0)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">withr</td>
<td align="left">3.0.2</td>
<td align="left">2024-10-28</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">writexl</td>
<td align="left">1.5.4</td>
<td align="left">2025-04-15</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">xfun</td>
<td align="left">0.52</td>
<td align="left">2025-04-02</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">xml2</td>
<td align="left">1.3.8</td>
<td align="left">2025-03-14</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">xtable</td>
<td align="left">1.8-4</td>
<td align="left">2019-04-21</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="even">
<tr class="odd">
<td align="left">yaml</td>
<td align="left">2.3.10</td>
<td align="left">2024-07-26</td>
<td align="left">CRAN (R 4.4.1)</td>
</tr>
<tr class="odd">
<tr class="even">
<td align="left">zip</td>
<td align="left">2.3.2</td>
<td align="left">2025-02-01</td>

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@ -29,7 +29,7 @@
<a class="navbar-brand me-2" href="../index.html">FreesearchR</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">25.6.4</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">25.7.1</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@ -44,6 +44,7 @@
<button class="nav-link dropdown-toggle" type="button" id="dropdown-articles" data-bs-toggle="dropdown" aria-expanded="false" aria-haspopup="true">Articles</button>
<ul class="dropdown-menu" aria-labelledby="dropdown-articles">
<li><a class="dropdown-item" href="../articles/data-types.html">Data types</a></li>
<li><a class="dropdown-item" href="../articles/missingness.html">Missingness in data</a></li>
<li><a class="dropdown-item" href="../articles/session.html">Session info</a></li>
<li><a class="dropdown-item" href="../articles/visuals.html">On visuals</a></li>
</ul>