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@@ -30,7 +30,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9034</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9035</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">
@@ -91,7 +91,7 @@
website update since they are based on randomly created values and the
page was written in <a href="https://rmarkdown.rstudio.com/" class="external-link">R
Markdown</a>. However, the methodology remains unchanged. This page was
generated on 11 March 2026.</p>
generated on 18 March 2026.</p>
<div class="section level2">
<h2 id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
</h2>
@@ -147,21 +147,21 @@ make the structure of your data generally look like this:</p>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2026-03-11</td>
<td align="center">2026-03-18</td>
<td align="center">abcd</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">S</td>
</tr>
<tr class="even">
<td align="center">2026-03-11</td>
<td align="center">2026-03-18</td>
<td align="center">abcd</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">R</td>
</tr>
<tr class="odd">
<td align="center">2026-03-11</td>
<td align="center">2026-03-18</td>
<td align="center">efgh</td>
<td align="center">Escherichia coli</td>
<td align="center">R</td>
@@ -263,17 +263,17 @@ user input can be used:</p>
<p>Now we can thus clean our data:</p>
<div class="sourceCode" id="cb5"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">our_data</span><span class="op">$</span><span class="va">bacteria</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/as.mo.html">as.mo</a></span><span class="op">(</span><span class="va">our_data</span><span class="op">$</span><span class="va">bacteria</span>, info <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Retrieved values from the </span><span style="color: #0000BB; background-color: #444444;">`microorganisms.codes`</span><span style="color: #0000BB;"> data set for "ESCCOL",</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Retrieved values from the `microorganisms.codes` data set for "ESCCOL",</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; "KLEPNE", "STAAUR", and "STRPNE".</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Microorganism translation was uncertain for four microorganisms. Run</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; </span><span style="color: #0000BB; background-color: #444444;">`mo_uncertainties()`</span><span style="color: #0000BB;"> to review these uncertainties, or use</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; </span><span style="color: #0000BB; background-color: #444444;">`add_custom_microorganisms()`</span><span style="color: #0000BB;"> to add custom entries.</span></span></span></code></pre></div>
<span><span class="co"><span style="color: #0000BB;">#&gt; `mo_uncertainties()` to review these uncertainties, or use</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; `add_custom_microorganisms()` to add custom entries.</span></span></span></code></pre></div>
<p>Apparently, there was some uncertainty about the translation to
taxonomic codes. Let’s check this:</p>
<div class="sourceCode" id="cb6"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="fu"><a href="../reference/as.mo.html">mo_uncertainties</a></span><span class="op">(</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">Matching scores are based on the resemblance between the input and the full</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; taxonomic name, and the pathogenicity in humans. See </span><span style="color: #0000BB; background-color: #444444;">`?mo_matching_score`</span><span style="color: #0000BB;">.</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; taxonomic name, and the pathogenicity in humans. See `?mo_matching_score`.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">Colour keys: </span><span style="color: #080808; background-color: #FF5F5F;"> 0.000-0.549 </span><span style="color: #080808; background-color: #FFD787;"> 0.550-0.649 </span><span style="color: #080808; background-color: #FFFF87;"> 0.650-0.749 </span><span style="color: #080808; background-color: #5FD7AF;"> 0.750-1.000 </span></span></span>
<span><span class="co">#&gt; </span></span>
<span><span class="co">#&gt; <span style="color: #B2B2B2;">--------------------------------------------------------------------------------</span></span></span>
@@ -311,8 +311,8 @@ taxonomic codes. Let’s check this:</p>
<span><span class="co"><span style="font-style: italic;">#&gt; periodonticum</span><span style="color: #0000BB;"> (</span><span style="color: #080808; background-color: #FF5F5F;">0.519</span>)</span></span>
<span><span class="co">#&gt; </span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; Only the first 10 other matches of each record are shown. Run</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; </span><span style="color: #0000BB; background-color: #444444;">`print(mo_uncertainties(), n = ...)`</span><span style="color: #0000BB;"> to view more entries, or save</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; </span><span style="color: #0000BB; background-color: #444444;">`mo_uncertainties()`</span><span style="color: #0000BB;"> to an object.</span></span></span></code></pre></div>
<span><span class="co"><span style="color: #0000BB;">#&gt; `print(mo_uncertainties(), n = ...)` to view more entries, or save</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; `mo_uncertainties()` to an object.</span></span></span></code></pre></div>
<p>That’s all good.</p>
</div>
<div class="section level3">
@@ -400,11 +400,11 @@ the methods on the <code><a href="../reference/first_isolate.html">first_isolate
<code class="sourceCode R"><span><span class="va">our_data</span> <span class="op">&lt;-</span> <span class="va">our_data</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/mutate.html" class="external-link">mutate</a></span><span class="op">(</span>first <span class="op">=</span> <span class="fu"><a href="../reference/first_isolate.html">first_isolate</a></span><span class="op">(</span>info <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #BB0000;">ℹ Determining first isolates using an episode length of </span><span style="color: #BB0000; font-weight: bold;">365 days</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Using column '</span><span style="color: #0000BB; font-weight: bold;">bacteria</span><span style="color: #0000BB;">' as input for </span><span style="color: #0000BB; background-color: #444444;">`col_mo`</span><span style="color: #0000BB;">.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Using column '</span><span style="color: #0000BB; font-weight: bold;">bacteria</span><span style="color: #0000BB;">' as input for `col_mo`.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Column '</span><span style="color: #0000BB; font-weight: bold;">first</span><span style="color: #0000BB;">' is SIR eligible (despite only having empty values), since</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; it seems to be cefozopran (ZOP)</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Using column '</span><span style="color: #0000BB; font-weight: bold;">date</span><span style="color: #0000BB;">' as input for </span><span style="color: #0000BB; background-color: #444444;">`col_date`</span><span style="color: #0000BB;">.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Using column '</span><span style="color: #0000BB; font-weight: bold;">patient_id</span><span style="color: #0000BB;">' as input for </span><span style="color: #0000BB; background-color: #444444;">`col_patient_id`</span><span style="color: #0000BB;">.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Using column '</span><span style="color: #0000BB; font-weight: bold;">date</span><span style="color: #0000BB;">' as input for `col_date`.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Using column '</span><span style="color: #0000BB; font-weight: bold;">patient_id</span><span style="color: #0000BB;">' as input for `col_patient_id`.</span></span></span>
<span><span class="co">#&gt; <span style="color: #BB0000;">ℹ Basing inclusion on all antimicrobial results, using a points threshold</span></span></span>
<span><span class="co"><span style="color: #BB0000;">#&gt; of 2</span></span></span>
<span><span class="co">#&gt; <span style="color: #BBBBBB;">=&gt; Found </span><span style="color: #BBBBBB; font-weight: bold;">2,724 'phenotype-based' first isolates</span><span style="color: #BBBBBB;"> (90.8% of total where a</span></span></span>
@@ -525,7 +525,7 @@ in:</p>
<div class="sourceCode" id="cb14"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/select.html" class="external-link">select</a></span><span class="op">(</span><span class="va">date</span>, <span class="fu"><a href="../reference/antimicrobial_selectors.html">aminoglycosides</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`aminoglycosides()`</span><span style="color: #0000BB;"> using column '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin)</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `aminoglycosides()` using column '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin)</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,724 × 2</span></span></span>
<span><span class="co">#&gt; date GEN </span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span></span></span>
@@ -543,7 +543,7 @@ in:</p>
<span></span>
<span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/select.html" class="external-link">select</a></span><span class="op">(</span><span class="va">bacteria</span>, <span class="fu"><a href="../reference/antimicrobial_selectors.html">betalactams</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`betalactams()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">AMX</span><span style="color: #0000BB;">' (amoxicillin) and '</span><span style="color: #0000BB; font-weight: bold;">AMC</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `betalactams()` using columns '</span><span style="color: #0000BB; font-weight: bold;">AMX</span><span style="color: #0000BB;">' (amoxicillin) and '</span><span style="color: #0000BB; font-weight: bold;">AMC</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (amoxicillin/clavulanic acid)</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,724 × 3</span></span></span>
<span><span class="co">#&gt; bacteria AMX AMC </span></span>
@@ -580,7 +580,7 @@ in:</p>
<span><span class="co"># filtering using AB selectors is also possible:</span></span>
<span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/any.html" class="external-link">any</a></span><span class="op">(</span><span class="fu"><a href="../reference/antimicrobial_selectors.html">aminoglycosides</a></span><span class="op">(</span><span class="op">)</span> <span class="op">==</span> <span class="st">"R"</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`aminoglycosides()`</span><span style="color: #0000BB;"> using column '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin)</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `aminoglycosides()` using column '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin)</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 981 × 9</span></span></span>
<span><span class="co">#&gt; patient_id hospital date bacteria AMX AMC CIP GEN first</span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span></span></span>
@@ -598,7 +598,7 @@ in:</p>
<span></span>
<span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/all.html" class="external-link">all</a></span><span class="op">(</span><span class="fu"><a href="../reference/antimicrobial_selectors.html">betalactams</a></span><span class="op">(</span><span class="op">)</span> <span class="op">==</span> <span class="st">"R"</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`betalactams()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">AMX</span><span style="color: #0000BB;">' (amoxicillin) and '</span><span style="color: #0000BB; font-weight: bold;">AMC</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `betalactams()` using columns '</span><span style="color: #0000BB; font-weight: bold;">AMX</span><span style="color: #0000BB;">' (amoxicillin) and '</span><span style="color: #0000BB; font-weight: bold;">AMC</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (amoxicillin/clavulanic acid)</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 462 × 9</span></span></span>
<span><span class="co">#&gt; patient_id hospital date bacteria AMX AMC CIP GEN first</span></span>
@@ -617,7 +617,7 @@ in:</p>
<span></span>
<span><span class="co"># even works in base R (since R 3.0):</span></span>
<span><span class="va">our_data_1st</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/all.html" class="external-link">all</a></span><span class="op">(</span><span class="fu"><a href="../reference/antimicrobial_selectors.html">betalactams</a></span><span class="op">(</span><span class="op">)</span> <span class="op">==</span> <span class="st">"R"</span><span class="op">)</span>, <span class="op">]</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`betalactams()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">AMX</span><span style="color: #0000BB;">' (amoxicillin) and '</span><span style="color: #0000BB; font-weight: bold;">AMC</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `betalactams()` using columns '</span><span style="color: #0000BB; font-weight: bold;">AMX</span><span style="color: #0000BB;">' (amoxicillin) and '</span><span style="color: #0000BB; font-weight: bold;">AMC</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (amoxicillin/clavulanic acid)</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 462 × 9</span></span></span>
<span><span class="co">#&gt; patient_id hospital date bacteria AMX AMC CIP GEN first</span></span>
@@ -699,9 +699,9 @@ previously mentioned antibiotic class selectors:</p>
<div class="sourceCode" id="cb16"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="fu"><a href="../reference/antibiogram.html">antibiogram</a></span><span class="op">(</span><span class="va">example_isolates</span>,</span>
<span> antibiotics <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fu"><a href="../reference/antimicrobial_selectors.html">aminoglycosides</a></span><span class="op">(</span><span class="op">)</span>, <span class="fu"><a href="../reference/antimicrobial_selectors.html">carbapenems</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`aminoglycosides()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin), '</span><span style="color: #0000BB; font-weight: bold;">TOB</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `aminoglycosides()` using columns '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin), '</span><span style="color: #0000BB; font-weight: bold;">TOB</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (tobramycin), '</span><span style="color: #0000BB; font-weight: bold;">AMK</span><span style="color: #0000BB;">' (amikacin), and '</span><span style="color: #0000BB; font-weight: bold;">KAN</span><span style="color: #0000BB;">' (kanamycin)</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`carbapenems()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">IPM</span><span style="color: #0000BB;">' (imipenem) and '</span><span style="color: #0000BB; font-weight: bold;">MEM</span><span style="color: #0000BB;">' (meropenem)</span></span></span></code></pre></div>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `carbapenems()` using columns '</span><span style="color: #0000BB; font-weight: bold;">IPM</span><span style="color: #0000BB;">' (imipenem) and '</span><span style="color: #0000BB; font-weight: bold;">MEM</span><span style="color: #0000BB;">' (meropenem)</span></span></span></code></pre></div>
<table class="table">
<colgroup>
<col width="12%">
@@ -830,7 +830,7 @@ language to be Spanish using the <code>language</code> argument:</p>
<span> antibiotics <span class="op">=</span> <span class="fu"><a href="../reference/antimicrobial_selectors.html">aminoglycosides</a></span><span class="op">(</span><span class="op">)</span>,</span>
<span> ab_transform <span class="op">=</span> <span class="st">"name"</span>,</span>
<span> language <span class="op">=</span> <span class="st">"es"</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`aminoglycosides()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin), '</span><span style="color: #0000BB; font-weight: bold;">TOB</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `aminoglycosides()` using columns '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin), '</span><span style="color: #0000BB; font-weight: bold;">TOB</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (tobramycin), '</span><span style="color: #0000BB; font-weight: bold;">AMK</span><span style="color: #0000BB;">' (amikacin), and '</span><span style="color: #0000BB; font-weight: bold;">KAN</span><span style="color: #0000BB;">' (kanamycin)</span></span></span></code></pre></div>
<table class="table">
<colgroup>
@@ -956,9 +956,9 @@ argument must be used. This can be any column in the data, or e.g. an
<code class="sourceCode R"><span><span class="fu"><a href="../reference/antibiogram.html">antibiogram</a></span><span class="op">(</span><span class="va">example_isolates</span>,</span>
<span> antibiotics <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fu"><a href="../reference/antimicrobial_selectors.html">aminoglycosides</a></span><span class="op">(</span><span class="op">)</span>, <span class="fu"><a href="../reference/antimicrobial_selectors.html">carbapenems</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span>,</span>
<span> syndromic_group <span class="op">=</span> <span class="st">"ward"</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`aminoglycosides()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin), '</span><span style="color: #0000BB; font-weight: bold;">TOB</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `aminoglycosides()` using columns '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin), '</span><span style="color: #0000BB; font-weight: bold;">TOB</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (tobramycin), '</span><span style="color: #0000BB; font-weight: bold;">AMK</span><span style="color: #0000BB;">' (amikacin), and '</span><span style="color: #0000BB; font-weight: bold;">KAN</span><span style="color: #0000BB;">' (kanamycin)</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`carbapenems()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">IPM</span><span style="color: #0000BB;">' (imipenem) and '</span><span style="color: #0000BB; font-weight: bold;">MEM</span><span style="color: #0000BB;">' (meropenem)</span></span></span></code></pre></div>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `carbapenems()` using columns '</span><span style="color: #0000BB; font-weight: bold;">IPM</span><span style="color: #0000BB;">' (imipenem) and '</span><span style="color: #0000BB; font-weight: bold;">MEM</span><span style="color: #0000BB;">' (meropenem)</span></span></span></code></pre></div>
<table class="table">
<colgroup>
<col width="10%">
@@ -1285,9 +1285,9 @@ I (<code><a href="../reference/proportion.html">proportion_SI()</a></code>, equa
own:</p>
<div class="sourceCode" id="cb23"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span> <span class="fu"><a href="../reference/proportion.html">resistance</a></span><span class="op">(</span><span class="va">AMX</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ </span><span style="color: #0000BB; background-color: #444444;">`resistance()`</span><span style="color: #0000BB;"> assumes the EUCAST guideline and thus considers the 'I'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; category susceptible. Set the </span><span style="color: #0000BB; background-color: #444444;">`guideline`</span><span style="color: #0000BB;"> argument or the </span><span style="color: #0000BB; background-color: #444444;">`AMR_guideline`</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; option to either "CLSI" or "EUCAST", see </span><span style="color: #0000BB; background-color: #444444;">`?AMR-options`</span><span style="color: #0000BB;">.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ `resistance()` assumes the EUCAST guideline and thus considers the 'I'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; category susceptible. Set the `guideline` argument or the `AMR_guideline`</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; option to either "CLSI" or "EUCAST", see `?AMR-options`.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ This message will be shown once per session.</span></span></span>
<span><span class="co">#&gt; [1] 0.4203377</span></span></code></pre></div>
<p>Or can be used in conjunction with <code><a href="https://dplyr.tidyverse.org/reference/group_by.html" class="external-link">group_by()</a></code> and

8
articles/AMR.md
View File

@@ -3,7 +3,7 @@
**Note:** values on this page will change with every website update
since they are based on randomly created values and the page was written
in [R Markdown](https://rmarkdown.rstudio.com/). However, the
methodology remains unchanged. This page was generated on 11 March 2026.
methodology remains unchanged. This page was generated on 18 March 2026.
## Introduction
@@ -51,9 +51,9 @@ structure of your data generally look like this:
| date | patient_id | mo | AMX | CIP |
|:----------:|:----------:|:----------------:|:---:|:---:|
| 2026-03-11 | abcd | Escherichia coli | S | S |
| 2026-03-11 | abcd | Escherichia coli | S | R |
| 2026-03-11 | efgh | Escherichia coli | R | S |
| 2026-03-18 | abcd | Escherichia coli | S | S |
| 2026-03-18 | abcd | Escherichia coli | S | R |
| 2026-03-18 | efgh | Escherichia coli | R | S |
### Needed R packages

2
articles/AMR_for_Python.html
View File

@@ -30,7 +30,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9034</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9035</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">

18
articles/AMR_with_tidymodels.html
View File

@@ -30,7 +30,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9034</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9035</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">
@@ -179,9 +179,9 @@ package.</p>
<span> mo <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/factor.html" class="external-link">as.factor</a></span><span class="op">(</span><span class="fu"><a href="../reference/mo_property.html">mo_gramstain</a></span><span class="op">(</span><span class="va">mo</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="co"># drop NAs - the ones without a Gramstain (fungi, etc.)</span></span>
<span> <span class="fu">drop_na</span><span class="op">(</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`aminoglycosides()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin), '</span><span style="color: #0000BB; font-weight: bold;">TOB</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `aminoglycosides()` using columns '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin), '</span><span style="color: #0000BB; font-weight: bold;">TOB</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (tobramycin), '</span><span style="color: #0000BB; font-weight: bold;">AMK</span><span style="color: #0000BB;">' (amikacin), and '</span><span style="color: #0000BB; font-weight: bold;">KAN</span><span style="color: #0000BB;">' (kanamycin)</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`betalactams()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">PEN</span><span style="color: #0000BB;">' (benzylpenicillin), '</span><span style="color: #0000BB; font-weight: bold;">OXA</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `betalactams()` using columns '</span><span style="color: #0000BB; font-weight: bold;">PEN</span><span style="color: #0000BB;">' (benzylpenicillin), '</span><span style="color: #0000BB; font-weight: bold;">OXA</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (oxacillin), '</span><span style="color: #0000BB; font-weight: bold;">FLC</span><span style="color: #0000BB;">' (flucloxacillin), '</span><span style="color: #0000BB; font-weight: bold;">AMX</span><span style="color: #0000BB;">' (amoxicillin), '</span><span style="color: #0000BB; font-weight: bold;">AMC</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (amoxicillin/clavulanic acid), '</span><span style="color: #0000BB; font-weight: bold;">AMP</span><span style="color: #0000BB;">' (ampicillin), '</span><span style="color: #0000BB; font-weight: bold;">TZP</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (piperacillin/tazobactam), '</span><span style="color: #0000BB; font-weight: bold;">CZO</span><span style="color: #0000BB;">' (cefazolin), '</span><span style="color: #0000BB; font-weight: bold;">FEP</span><span style="color: #0000BB;">' (cefepime), '</span><span style="color: #0000BB; font-weight: bold;">CXM</span><span style="color: #0000BB;">'</span></span></span>
@@ -227,9 +227,9 @@ we have with <code>step_corr()</code>, the necessary parameters can be
estimated from a training set using <code>prep()</code>:</p>
<div class="sourceCode" id="cb4"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="fu">prep</span><span class="op">(</span><span class="va">resistance_recipe</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`aminoglycosides()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin), '</span><span style="color: #0000BB; font-weight: bold;">TOB</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `aminoglycosides()` using columns '</span><span style="color: #0000BB; font-weight: bold;">GEN</span><span style="color: #0000BB;">' (gentamicin), '</span><span style="color: #0000BB; font-weight: bold;">TOB</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (tobramycin), '</span><span style="color: #0000BB; font-weight: bold;">AMK</span><span style="color: #0000BB;">' (amikacin), and '</span><span style="color: #0000BB; font-weight: bold;">KAN</span><span style="color: #0000BB;">' (kanamycin)</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For </span><span style="color: #0000BB; background-color: #444444;">`betalactams()`</span><span style="color: #0000BB;"> using columns '</span><span style="color: #0000BB; font-weight: bold;">PEN</span><span style="color: #0000BB;">' (benzylpenicillin), '</span><span style="color: #0000BB; font-weight: bold;">OXA</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ For `betalactams()` using columns '</span><span style="color: #0000BB; font-weight: bold;">PEN</span><span style="color: #0000BB;">' (benzylpenicillin), '</span><span style="color: #0000BB; font-weight: bold;">OXA</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (oxacillin), '</span><span style="color: #0000BB; font-weight: bold;">FLC</span><span style="color: #0000BB;">' (flucloxacillin), '</span><span style="color: #0000BB; font-weight: bold;">AMX</span><span style="color: #0000BB;">' (amoxicillin), '</span><span style="color: #0000BB; font-weight: bold;">AMC</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (amoxicillin/clavulanic acid), '</span><span style="color: #0000BB; font-weight: bold;">AMP</span><span style="color: #0000BB;">' (ampicillin), '</span><span style="color: #0000BB; font-weight: bold;">TZP</span><span style="color: #0000BB;">'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; (piperacillin/tazobactam), '</span><span style="color: #0000BB; font-weight: bold;">CZO</span><span style="color: #0000BB;">' (cefazolin), '</span><span style="color: #0000BB; font-weight: bold;">FEP</span><span style="color: #0000BB;">' (cefepime), '</span><span style="color: #0000BB; font-weight: bold;">CXM</span><span style="color: #0000BB;">'</span></span></span>
@@ -737,10 +737,10 @@ into a structured time-series format.</p>
<span> .names <span class="op">=</span> <span class="st">"res_{.col}"</span><span class="op">)</span>, </span>
<span> .groups <span class="op">=</span> <span class="st">"drop"</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span> </span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="op">!</span><span class="fu"><a href="https://rdrr.io/r/base/NA.html" class="external-link">is.na</a></span><span class="op">(</span><span class="va">res_AMX</span><span class="op">)</span> <span class="op">&amp;</span> <span class="op">!</span><span class="fu"><a href="https://rdrr.io/r/base/NA.html" class="external-link">is.na</a></span><span class="op">(</span><span class="va">res_AMC</span><span class="op">)</span> <span class="op">&amp;</span> <span class="op">!</span><span class="fu"><a href="https://rdrr.io/r/base/NA.html" class="external-link">is.na</a></span><span class="op">(</span><span class="va">res_CIP</span><span class="op">)</span><span class="op">)</span> <span class="co"># Drop missing values</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Using column '</span><span style="color: #0000BB; font-weight: bold;">mo</span><span style="color: #0000BB;">' as input for </span><span style="color: #0000BB; background-color: #444444;">`col_mo`</span><span style="color: #0000BB;">.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ </span><span style="color: #0000BB; background-color: #444444;">`resistance()`</span><span style="color: #0000BB;"> assumes the EUCAST guideline and thus considers the 'I'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; category susceptible. Set the </span><span style="color: #0000BB; background-color: #444444;">`guideline`</span><span style="color: #0000BB;"> argument or the </span><span style="color: #0000BB; background-color: #444444;">`AMR_guideline`</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; option to either "CLSI" or "EUCAST", see </span><span style="color: #0000BB; background-color: #444444;">`?AMR-options`</span><span style="color: #0000BB;">.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ Using column '</span><span style="color: #0000BB; font-weight: bold;">mo</span><span style="color: #0000BB;">' as input for `col_mo`.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ `resistance()` assumes the EUCAST guideline and thus considers the 'I'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; category susceptible. Set the `guideline` argument or the `AMR_guideline`</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; option to either "CLSI" or "EUCAST", see `?AMR-options`.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ This message will be shown once per session.</span></span></span>
<span></span>
<span><span class="va">data_time</span></span>

2
articles/EUCAST.html
View File

@@ -30,7 +30,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9034</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9035</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">

8
articles/PCA.html
View File

@@ -30,7 +30,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9034</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9035</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">
@@ -163,9 +163,9 @@ per taxonomic order and genus:</p>
<span> <span class="va">order</span>, <span class="va">genus</span>, <span class="va">AMC</span>, <span class="va">CXM</span>, <span class="va">CTX</span>,</span>
<span> <span class="va">CAZ</span>, <span class="va">GEN</span>, <span class="va">TOB</span>, <span class="va">TMP</span>, <span class="va">SXT</span></span>
<span> <span class="op">)</span> <span class="co"># and select only relevant columns</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ </span><span style="color: #0000BB; background-color: #444444;">`resistance()`</span><span style="color: #0000BB;"> assumes the EUCAST guideline and thus considers the 'I'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; category susceptible. Set the </span><span style="color: #0000BB; background-color: #444444;">`guideline`</span><span style="color: #0000BB;"> argument or the </span><span style="color: #0000BB; background-color: #444444;">`AMR_guideline`</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; option to either "CLSI" or "EUCAST", see </span><span style="color: #0000BB; background-color: #444444;">`?AMR-options`</span><span style="color: #0000BB;">.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ `resistance()` assumes the EUCAST guideline and thus considers the 'I'</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; category susceptible. Set the `guideline` argument or the `AMR_guideline`</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; option to either "CLSI" or "EUCAST", see `?AMR-options`.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ This message will be shown once per session.</span></span></span>
<span></span>
<span><span class="fu"><a href="https://rdrr.io/r/utils/head.html" class="external-link">head</a></span><span class="op">(</span><span class="va">resistance_data</span><span class="op">)</span></span>

8
articles/WHONET.html
View File

@@ -30,7 +30,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9034</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9035</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">
@@ -255,9 +255,9 @@ Longest: 40</p>
<code class="sourceCode R"><span><span class="co"># our transformed antibiotic columns</span></span>
<span><span class="co"># amoxicillin/clavulanic acid (J01CR02) as an example</span></span>
<span><span class="va">data</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span> <span class="fu"><a href="https://msberends.github.io/cleaner/reference/freq.html" class="external-link">freq</a></span><span class="op">(</span><span class="va">AMC_ND2</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ </span><span style="color: #0000BB; background-color: #444444;">`susceptibility()`</span><span style="color: #0000BB;"> assumes the EUCAST guideline and thus considers the</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; 'I' category susceptible. Set the </span><span style="color: #0000BB; background-color: #444444;">`guideline`</span><span style="color: #0000BB;"> argument or the</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; </span><span style="color: #0000BB; background-color: #444444;">`AMR_guideline`</span><span style="color: #0000BB;"> option to either "CLSI" or "EUCAST", see </span><span style="color: #0000BB; background-color: #444444;">`?AMR-options`</span><span style="color: #0000BB;">.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ `susceptibility()` assumes the EUCAST guideline and thus considers the</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; 'I' category susceptible. Set the `guideline` argument or the</span></span></span>
<span><span class="co"><span style="color: #0000BB;">#&gt; `AMR_guideline` option to either "CLSI" or "EUCAST", see `?AMR-options`.</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">ℹ This message will be shown once per session.</span></span></span></code></pre></div>
<p><strong>Frequency table</strong></p>
<p>Class: factor &gt; ordered &gt; sir (numeric)<br>

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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9034</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9035</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">

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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9034</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9035</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">
@@ -80,7 +80,7 @@
<main id="main" class="col-md-9"><div class="page-header">
<img src="../logo.svg" class="logo" alt=""><h1>Download data sets for download / own use</h1>
<h4 data-toc-skip class="date">11 March 2026</h4>
<h4 data-toc-skip class="date">18 March 2026</h4>
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/main/vignettes/datasets.Rmd" class="external-link"><code>vignettes/datasets.Rmd</code></a></small>
<div class="d-none name"><code>datasets.Rmd</code></div>

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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9034</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9035</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">