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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="">3.0.1.9038</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9040</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 22 March 2026.</p>
generated on 24 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">2026-03-22</td>
<td align="center">2026-03-24</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">2026-03-22</td>
<td align="center">2026-03-24</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">2026-03-22</td>
<td align="center">2026-03-24</td>
<td align="center">efgh</td>
<td align="center">Escherichia coli</td>
<td align="center">R</td>
@@ -266,14 +266,14 @@ user input can be used:</p>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Retrieved values from the `microorganisms.codes` data set for "ESCCOL",</span></span>
<span><span class="co">#&gt; "KLEPNE", "STAAUR", and "STRPNE".</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Microorganism translation was uncertain for four microorganisms. Run</span></span>
<span><span class="co">#&gt; `?mo_uncertainties()` to review these uncertainties, or use</span></span>
<span><span class="co">#&gt; `?add_custom_microorganisms()` to add custom entries.</span></span></code></pre></div>
<span><span class="co">#&gt; `mo_uncertainties()` to review these uncertainties, or use</span></span>
<span><span class="co">#&gt; `add_custom_microorganisms()` to add custom entries.</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; Matching scores are based on the resemblance between the input and the full</span></span>
<span><span class="co">#&gt; taxonomic name, and the pathogenicity in humans. See `?mo_matching_score()`.</span></span>
<span><span class="co">#&gt; taxonomic name, and the pathogenicity in humans. See `mo_matching_score()`.</span></span>
<span><span class="co">#&gt; Colour keys: <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 style="color: #B2B2B2;">-------------------------------------------------------------------------------</span></span></span>
<span><span class="co">#&gt; <span style="color: #0000BB;">"E. coli"</span> -&gt; <span style="font-weight: bold; font-style: italic;">Escherichia coli</span> (B_ESCHR_COLI, <span style="color: #080808; background-color: #FFFF87;">0.688</span>)</span></span>
@@ -306,8 +306,8 @@ taxonomic codes. Let’s check this:</p>
<span><span class="co">#&gt; <span style="font-style: italic;">Streptococcus gallolyticus pasteurianus</span><span style="color: #0000BB;"> (</span><span style="color: #080808; background-color: #FF5F5F;">0.526</span>), <span style="font-style: italic;">Salmonella</span> Portanigra<span style="color: #0000BB;"> (</span><span style="color: #080808; background-color: #FF5F5F;">0.524</span>),</span></span>
<span><span class="co">#&gt; and <span style="font-style: italic;">Streptococcus 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 style="color: #00BBBB;">ℹ</span> Only the first 10 other matches of each record are shown. Run ``</span></span>
<span><span class="co">#&gt; ?`print(mo_uncertainties(), n = ...)` `` to view more entries, or save</span></span>
<span><span class="co">#&gt; `?mo_uncertainties()` to an object.</span></span></code></pre></div>
<span><span class="co">#&gt; `print(mo_uncertainties(), n = ...)` `` to view more entries, or save</span></span>
<span><span class="co">#&gt; `mo_uncertainties()` to an object.</span></span></code></pre></div>
<p>That’s all good.</p>
</div>
<div class="section level3">
@@ -337,10 +337,10 @@ dplyr:</p>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 3,000 × 8</span></span></span>
<span><span class="co">#&gt; patient_id hospital date bacteria AMX AMC CIP GEN </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></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> J3 A 2012-11-21 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #FFD787;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> R7 A 2018-04-03 <span style="color: #949494;">B_</span>KLBSL<span style="color: #949494;">_</span>PNMN <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #FFD787;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> J3 A 2012-11-21 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> R7 A 2018-04-03 <span style="color: #949494;">B_</span>KLBSL<span style="color: #949494;">_</span>PNMN <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> P3 A 2014-09-19 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> P10 A 2015-12-10 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FFD787;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> P10 A 2015-12-10 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> B7 A 2015-03-02 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> W3 A 2018-03-31 <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> J8 A 2016-06-14 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
@@ -395,11 +395,11 @@ 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: #00BBBB;">ℹ</span> Determining first isolates using an episode length of <span style="font-weight: bold;">365 days</span></span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Using column '<span style="font-weight: bold;">bacteria</span>' as input for `col_mo`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Column '<span style="font-weight: bold;">first</span>' is SIR eligible (despite only having empty values), since it</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Using column <span style="color: #00BB00; font-weight: bold;">bacteria</span> as input for `col_mo`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Column <span style="color: #00BB00; font-weight: bold;">first</span> is SIR eligible (despite only having empty values), since it</span></span>
<span><span class="co">#&gt; seems to be cefozopran (ZOP)</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Using column '<span style="font-weight: bold;">date</span>' as input for `col_date`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Using column '<span style="font-weight: bold;">patient_id</span>' as input for `col_patient_id`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Using column <span style="color: #00BB00; font-weight: bold;">date</span> as input for `col_date`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Using column <span style="color: #00BB00; font-weight: bold;">patient_id</span> as input for `col_patient_id`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Basing inclusion on all antimicrobial results, using a points threshold of 2</span></span>
<span><span class="co">#&gt; =&gt; Found <span style="font-weight: bold;">2,724 'phenotype-based' first isolates</span> (90.8% of total where a</span></span>
<span><span class="co">#&gt; microbial ID was available)</span></span></code></pre></div>
@@ -420,10 +420,10 @@ like:</p>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,724 × 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>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> J3 A 2012-11-21 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #FFD787;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> R7 A 2018-04-03 <span style="color: #949494;">B_</span>KLBSL<span style="color: #949494;">_</span>PNMN <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #FFD787;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> J3 A 2012-11-21 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> R7 A 2018-04-03 <span style="color: #949494;">B_</span>KLBSL<span style="color: #949494;">_</span>PNMN <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> P3 A 2014-09-19 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> P10 A 2015-12-10 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FFD787;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> P10 A 2015-12-10 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> B7 A 2015-03-02 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> W3 A 2018-03-31 <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> M3 A 2015-10-25 <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> TRUE </span></span>
@@ -519,7 +519,7 @@ 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: #00BBBB;">ℹ</span> For `?aminoglycosides()` using column <span style="color: #00BB00; font-weight: bold;">GEN</span></span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `aminoglycosides()` using column <span style="color: #00BB00; font-weight: bold;">GEN</span></span></span>
<span><span class="co">#&gt; (gentamicin)</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>
@@ -538,15 +538,15 @@ 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: #00BBBB;">ℹ</span> For `?betalactams()` using columns <span style="color: #00BB00; font-weight: bold;">AMX</span> (amoxicillin) and <span style="color: #00BB00; font-weight: bold;">AMC</span></span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `betalactams()` using columns <span style="color: #00BB00; font-weight: bold;">AMX</span> (amoxicillin) and <span style="color: #00BB00; font-weight: bold;">AMC</span></span></span>
<span><span class="co">#&gt; (amoxicillin/clavulanic acid)</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>
<span><span class="co">#&gt; <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></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #FFD787;"> I </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> <span style="color: #949494;">B_</span>KLBSL<span style="color: #949494;">_</span>PNMN <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #FFD787;"> I </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> <span style="color: #949494;">B_</span>KLBSL<span style="color: #949494;">_</span>PNMN <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FFD787;"> I </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
@@ -560,10 +560,10 @@ in:</p>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,724 × 5</span></span></span>
<span><span class="co">#&gt; bacteria AMX AMC CIP GEN </span></span>
<span><span class="co">#&gt; <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></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #FFD787;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> <span style="color: #949494;">B_</span>KLBSL<span style="color: #949494;">_</span>PNMN <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #FFD787;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> <span style="color: #949494;">B_</span>KLBSL<span style="color: #949494;">_</span>PNMN <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FFD787;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #AFFFD7;"> I </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
@@ -575,7 +575,7 @@ 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: #00BBBB;">ℹ</span> For `?aminoglycosides()` using column <span style="color: #00BB00; font-weight: bold;">GEN</span></span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `aminoglycosides()` using column <span style="color: #00BB00; font-weight: bold;">GEN</span></span></span>
<span><span class="co">#&gt; (gentamicin)</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>
@@ -594,7 +594,7 @@ 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: #00BBBB;">ℹ</span> For `?betalactams()` using columns <span style="color: #00BB00; font-weight: bold;">AMX</span> (amoxicillin) and <span style="color: #00BB00; font-weight: bold;">AMC</span></span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `betalactams()` using columns <span style="color: #00BB00; font-weight: bold;">AMX</span> (amoxicillin) and <span style="color: #00BB00; font-weight: bold;">AMC</span></span></span>
<span><span class="co">#&gt; (amoxicillin/clavulanic acid)</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>
@@ -613,7 +613,7 @@ 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: #00BBBB;">ℹ</span> For `?betalactams()` using columns <span style="color: #00BB00; font-weight: bold;">AMX</span> (amoxicillin) and <span style="color: #00BB00; font-weight: bold;">AMC</span></span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `betalactams()` using columns <span style="color: #00BB00; font-weight: bold;">AMX</span> (amoxicillin) and <span style="color: #00BB00; font-weight: bold;">AMC</span></span></span>
<span><span class="co">#&gt; (amoxicillin/clavulanic acid)</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>
@@ -668,16 +668,16 @@ like:</p>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,000 × 46</span></span></span>
<span><span class="co">#&gt; date patient age gender ward mo PEN OXA FLC AMX </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;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <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;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></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> 2002-01-02 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> 2002-01-03 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> 2002-01-16 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> 2002-01-17 858515 79 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> 2002-01-02 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> 2002-01-03 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> 2002-01-16 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> 2002-01-17 858515 79 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 1,990 more rows</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 36 more variables: AMC &lt;sir&gt;, AMP &lt;sir&gt;, TZP &lt;sir&gt;, CZO &lt;sir&gt;, FEP &lt;sir&gt;,</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># CXM &lt;sir&gt;, FOX &lt;sir&gt;, CTX &lt;sir&gt;, CAZ &lt;sir&gt;, CRO &lt;sir&gt;, GEN &lt;sir&gt;,</span></span></span>
@@ -695,9 +695,9 @@ 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: #00BBBB;">ℹ</span> For `?aminoglycosides()` using columns <span style="color: #00BB00; font-weight: bold;">GEN</span> (gentamicin), <span style="color: #00BB00; font-weight: bold;">TOB</span> (tobramycin),</span></span>
<span><span class="co">#&gt; <span style="color: #00BB00; font-weight: bold;">AMK</span> (amikacin), and <span style="color: #00BB00; font-weight: bold;">KAN</span> (kanamycin)</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `?carbapenems()` using columns <span style="color: #00BB00; font-weight: bold;">IPM</span> (imipenem) and <span style="color: #00BB00; font-weight: bold;">MEM</span> (meropenem)</span></span></code></pre></div>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `aminoglycosides()` using columns <span style="color: #00BB00; font-weight: bold;">GEN</span> (gentamicin), <span style="color: #00BB00; font-weight: bold;">TOB</span> (tobramycin), <span style="color: #00BB00; font-weight: bold;">AMK</span></span></span>
<span><span class="co">#&gt; (amikacin), and <span style="color: #00BB00; font-weight: bold;">KAN</span> (kanamycin)</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `carbapenems()` using columns <span style="color: #00BB00; font-weight: bold;">IPM</span> (imipenem) and <span style="color: #00BB00; font-weight: bold;">MEM</span> (meropenem)</span></span></code></pre></div>
<table class="table">
<colgroup>
<col width="12%">
@@ -826,8 +826,8 @@ 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: #00BBBB;">ℹ</span> For `?aminoglycosides()` using columns <span style="color: #00BB00; font-weight: bold;">GEN</span> (gentamicin), <span style="color: #00BB00; font-weight: bold;">TOB</span> (tobramycin),</span></span>
<span><span class="co">#&gt; <span style="color: #00BB00; font-weight: bold;">AMK</span> (amikacin), and <span style="color: #00BB00; font-weight: bold;">KAN</span> (kanamycin)</span></span></code></pre></div>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `aminoglycosides()` using columns <span style="color: #00BB00; font-weight: bold;">GEN</span> (gentamicin), <span style="color: #00BB00; font-weight: bold;">TOB</span> (tobramycin), <span style="color: #00BB00; font-weight: bold;">AMK</span></span></span>
<span><span class="co">#&gt; (amikacin), and <span style="color: #00BB00; font-weight: bold;">KAN</span> (kanamycin)</span></span></code></pre></div>
<table class="table">
<colgroup>
<col width="15%">
@@ -952,9 +952,9 @@ 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: #00BBBB;">ℹ</span> For `?aminoglycosides()` using columns <span style="color: #00BB00; font-weight: bold;">GEN</span> (gentamicin), <span style="color: #00BB00; font-weight: bold;">TOB</span> (tobramycin),</span></span>
<span><span class="co">#&gt; <span style="color: #00BB00; font-weight: bold;">AMK</span> (amikacin), and <span style="color: #00BB00; font-weight: bold;">KAN</span> (kanamycin)</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `?carbapenems()` using columns <span style="color: #00BB00; font-weight: bold;">IPM</span> (imipenem) and <span style="color: #00BB00; font-weight: bold;">MEM</span> (meropenem)</span></span></code></pre></div>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `aminoglycosides()` using columns <span style="color: #00BB00; font-weight: bold;">GEN</span> (gentamicin), <span style="color: #00BB00; font-weight: bold;">TOB</span> (tobramycin), <span style="color: #00BB00; font-weight: bold;">AMK</span></span></span>
<span><span class="co">#&gt; (amikacin), and <span style="color: #00BB00; font-weight: bold;">KAN</span> (kanamycin)</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `carbapenems()` using columns <span style="color: #00BB00; font-weight: bold;">IPM</span> (imipenem) and <span style="color: #00BB00; font-weight: bold;">MEM</span> (meropenem)</span></span></code></pre></div>
<table class="table">
<colgroup>
<col width="10%">
@@ -1281,9 +1281,9 @@ 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: #00BBBB;">ℹ</span> `?resistance()` assumes the EUCAST guideline and thus considers the 'I'</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> `resistance()` assumes the EUCAST guideline and thus considers the 'I'</span></span>
<span><span class="co">#&gt; category susceptible. Set the `guideline` argument or the `AMR_guideline`</span></span>
<span><span class="co">#&gt; option to either "CLSI" or "EUCAST", see AMR-options.</span></span>
<span><span class="co">#&gt; option to either "CLSI" or "EUCAST", see `?AMR-options`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> This message will be shown once per session.</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
@@ -1316,15 +1316,15 @@ values for <em>Klebsiella pneumoniae</em> and ciprofloxacin:</p>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 100 × 2</span></span></span>
<span><span class="co">#&gt; MIC SIR </span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> <span style="color: #555555;">&lt;=</span>0.0001 <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> 0.016<span style="color: #555555;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> <span style="color: #555555;">&gt;=</span>8<span style="color: #555555;">.0000</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> 0.032<span style="color: #555555;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> 0.008<span style="color: #555555;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> 64<span style="color: #555555;">.0000</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> 0.008<span style="color: #555555;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> 0.125<span style="color: #555555;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> 0.032<span style="color: #555555;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> <span style="color: #949494;">&lt;=</span>0.0001 <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> 0.016<span style="color: #949494;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> <span style="color: #949494;">&gt;=</span>8<span style="color: #949494;">.0000</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> 0.032<span style="color: #949494;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> 0.008<span style="color: #949494;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> 64<span style="color: #949494;">.0000</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> 0.008<span style="color: #949494;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> 0.125<span style="color: #949494;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> 0.032<span style="color: #949494;">0</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> 0.0002 <span style="color: #080808; background-color: #5FD7AF;"> S </span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 90 more rows</span></span></span></code></pre></div>
<p>This allows direct interpretation according to EUCAST or CLSI

56
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 22 March 2026.
methodology remains unchanged. This page was generated on 24 March 2026.
## Introduction
@@ -51,9 +51,9 @@ structure of your data generally look like this:
| date | patient_id | mo | AMX | CIP |
|:----------:|:----------:|:----------------:|:---:|:---:|
| 2026-03-22 | abcd | Escherichia coli | S | S |
| 2026-03-22 | abcd | Escherichia coli | S | R |
| 2026-03-22 | efgh | Escherichia coli | R | S |
| 2026-03-24 | abcd | Escherichia coli | S | S |
| 2026-03-24 | abcd | Escherichia coli | S | R |
| 2026-03-24 | efgh | Escherichia coli | R | S |
### Needed R packages
@@ -169,8 +169,8 @@ our_data$bacteria <- as.mo(our_data$bacteria, info = TRUE)
#> ℹ Retrieved values from the `microorganisms.codes` data set for "ESCCOL",
#> "KLEPNE", "STAAUR", and "STRPNE".
#> ℹ Microorganism translation was uncertain for four microorganisms. Run
#> `?mo_uncertainties()` to review these uncertainties, or use
#> `?add_custom_microorganisms()` to add custom entries.
#> `mo_uncertainties()` to review these uncertainties, or use
#> `add_custom_microorganisms()` to add custom entries.
```
Apparently, there was some uncertainty about the translation to
@@ -179,7 +179,7 @@ taxonomic codes. Let’s check this:
``` r
mo_uncertainties()
#> Matching scores are based on the resemblance between the input and the full
#> taxonomic name, and the pathogenicity in humans. See `?mo_matching_score()`.
#> taxonomic name, and the pathogenicity in humans. See `mo_matching_score()`.
#> Colour keys: 0.000-0.549 0.550-0.649 0.650-0.749 0.750-1.000
#> -------------------------------------------------------------------------------
#> "E. coli" -> Escherichia coli (B_ESCHR_COLI, 0.688)
@@ -212,8 +212,8 @@ mo_uncertainties()
#> Streptococcus gallolyticus pasteurianus (0.526), Salmonella Portanigra (0.524),
#> and Streptococcus periodonticum (0.519)
#> ℹ Only the first 10 other matches of each record are shown. Run ``
#> ?`print(mo_uncertainties(), n = ...)` `` to view more entries, or save
#> `?mo_uncertainties()` to an object.
#> `print(mo_uncertainties(), n = ...)` `` to view more entries, or save
#> `mo_uncertainties()` to an object.
```
That’s all good.
@@ -311,11 +311,11 @@ The outcome of the function can easily be added to our data:
our_data <- our_data %>%
mutate(first = first_isolate(info = TRUE))
#> ℹ Determining first isolates using an episode length of 365 days
#> ℹ Using column 'bacteria' as input for `col_mo`.
#> ℹ Column 'first' is SIR eligible (despite only having empty values), since it
#> ℹ Using column bacteria as input for `col_mo`.
#> ℹ Column first is SIR eligible (despite only having empty values), since it
#> seems to be cefozopran (ZOP)
#> ℹ Using column 'date' as input for `col_date`.
#> ℹ Using column 'patient_id' as input for `col_patient_id`.
#> ℹ Using column date as input for `col_date`.
#> ℹ Using column patient_id as input for `col_patient_id`.
#> ℹ Basing inclusion on all antimicrobial results, using a points threshold of 2
#> => Found 2,724 'phenotype-based' first isolates (90.8% of total where a
#> microbial ID was available)
@@ -447,7 +447,7 @@ in:
``` r
our_data_1st %>%
select(date, aminoglycosides())
#> ℹ For `?aminoglycosides()` using column GEN
#> ℹ For `aminoglycosides()` using column GEN
#> (gentamicin)
#> # A tibble: 2,724 × 2
#> date GEN
@@ -466,7 +466,7 @@ our_data_1st %>%
our_data_1st %>%
select(bacteria, betalactams())
#> ℹ For `?betalactams()` using columns AMX (amoxicillin) and AMC
#> ℹ For `betalactams()` using columns AMX (amoxicillin) and AMC
#> (amoxicillin/clavulanic acid)
#> # A tibble: 2,724 × 3
#> bacteria AMX AMC
@@ -503,7 +503,7 @@ our_data_1st %>%
# filtering using AB selectors is also possible:
our_data_1st %>%
filter(any(aminoglycosides() == "R"))
#> ℹ For `?aminoglycosides()` using column GEN
#> ℹ For `aminoglycosides()` using column GEN
#> (gentamicin)
#> # A tibble: 981 × 9
#> patient_id hospital date bacteria AMX AMC CIP GEN first
@@ -522,7 +522,7 @@ our_data_1st %>%
our_data_1st %>%
filter(all(betalactams() == "R"))
#> ℹ For `?betalactams()` using columns AMX (amoxicillin) and AMC
#> ℹ For `betalactams()` using columns AMX (amoxicillin) and AMC
#> (amoxicillin/clavulanic acid)
#> # A tibble: 462 × 9
#> patient_id hospital date bacteria AMX AMC CIP GEN first
@@ -541,7 +541,7 @@ our_data_1st %>%
# even works in base R (since R 3.0):
our_data_1st[all(betalactams() == "R"), ]
#> ℹ For `?betalactams()` using columns AMX (amoxicillin) and AMC
#> ℹ For `betalactams()` using columns AMX (amoxicillin) and AMC
#> (amoxicillin/clavulanic acid)
#> # A tibble: 462 × 9
#> patient_id hospital date bacteria AMX AMC CIP GEN first
@@ -624,9 +624,9 @@ antibiotic class selectors:
``` r
antibiogram(example_isolates,
antibiotics = c(aminoglycosides(), carbapenems()))
#> ℹ For `?aminoglycosides()` using columns GEN (gentamicin), TOB (tobramycin),
#> AMK (amikacin), and KAN (kanamycin)
#> ℹ For `?carbapenems()` using columns IPM (imipenem) and MEM (meropenem)
#> ℹ For `aminoglycosides()` using columns GEN (gentamicin), TOB (tobramycin), AMK
#> (amikacin), and KAN (kanamycin)
#> ℹ For `carbapenems()` using columns IPM (imipenem) and MEM (meropenem)
```
| Pathogen | Amikacin | Gentamicin | Imipenem | Kanamycin | Meropenem | Tobramycin |
@@ -663,8 +663,8 @@ antibiogram(example_isolates,
antibiotics = aminoglycosides(),
ab_transform = "name",
language = "es")
#> ℹ For `?aminoglycosides()` using columns GEN (gentamicin), TOB (tobramycin),
#> AMK (amikacin), and KAN (kanamycin)
#> ℹ For `aminoglycosides()` using columns GEN (gentamicin), TOB (tobramycin), AMK
#> (amikacin), and KAN (kanamycin)
```
| Patógeno | Amikacina | Gentamicina | Kanamicina | Tobramicina |
@@ -707,9 +707,9 @@ on certain columns:
antibiogram(example_isolates,
antibiotics = c(aminoglycosides(), carbapenems()),
syndromic_group = "ward")
#> ℹ For `?aminoglycosides()` using columns GEN (gentamicin), TOB (tobramycin),
#> AMK (amikacin), and KAN (kanamycin)
#> ℹ For `?carbapenems()` using columns IPM (imipenem) and MEM (meropenem)
#> ℹ For `aminoglycosides()` using columns GEN (gentamicin), TOB (tobramycin), AMK
#> (amikacin), and KAN (kanamycin)
#> ℹ For `carbapenems()` using columns IPM (imipenem) and MEM (meropenem)
```
| Syndromic Group | Pathogen | Amikacin | Gentamicin | Imipenem | Kanamycin | Meropenem | Tobramycin |
@@ -840,9 +840,9 @@ These functions can be used on their own:
``` r
our_data_1st %>% resistance(AMX)
#> ℹ `?resistance()` assumes the EUCAST guideline and thus considers the 'I'
#> ℹ `resistance()` assumes the EUCAST guideline and thus considers the 'I'
#> category susceptible. Set the `guideline` argument or the `AMR_guideline`
#> option to either "CLSI" or "EUCAST", see AMR-options.
#> option to either "CLSI" or "EUCAST", see `?AMR-options`.
#> ℹ This message will be shown once per session.
#> [1] 0.4203377
```

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="">3.0.1.9038</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9040</small>
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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="">3.0.1.9038</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9040</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">
@@ -147,16 +147,16 @@ package.</p>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,000 × 46</span></span></span>
<span><span class="co">#&gt; date patient age gender ward mo PEN OXA FLC AMX </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;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <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;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></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> 2002-01-02 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> 2002-01-03 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> 2002-01-16 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> 2002-01-17 858515 79 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> 2002-01-02 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> 2002-01-03 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> 2002-01-16 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> 2002-01-17 858515 79 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 1,990 more rows</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 36 more variables: AMC &lt;sir&gt;, AMP &lt;sir&gt;, TZP &lt;sir&gt;, CZO &lt;sir&gt;, FEP &lt;sir&gt;,</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># CXM &lt;sir&gt;, FOX &lt;sir&gt;, CTX &lt;sir&gt;, CAZ &lt;sir&gt;, CRO &lt;sir&gt;, GEN &lt;sir&gt;,</span></span></span>
@@ -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: #00BBBB;">ℹ</span> For `?aminoglycosides()` using columns <span style="color: #00BB00; font-weight: bold;">GEN</span> (gentamicin), <span style="color: #00BB00; font-weight: bold;">TOB</span> (tobramycin),</span></span>
<span><span class="co">#&gt; <span style="color: #00BB00; font-weight: bold;">AMK</span> (amikacin), and <span style="color: #00BB00; font-weight: bold;">KAN</span> (kanamycin)</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `?betalactams()` using columns <span style="color: #00BB00; font-weight: bold;">PEN</span> (benzylpenicillin), <span style="color: #00BB00; font-weight: bold;">OXA</span> (oxacillin),</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `aminoglycosides()` using columns <span style="color: #00BB00; font-weight: bold;">GEN</span> (gentamicin), <span style="color: #00BB00; font-weight: bold;">TOB</span> (tobramycin), <span style="color: #00BB00; font-weight: bold;">AMK</span></span></span>
<span><span class="co">#&gt; (amikacin), and <span style="color: #00BB00; font-weight: bold;">KAN</span> (kanamycin)</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `betalactams()` using columns <span style="color: #00BB00; font-weight: bold;">PEN</span> (benzylpenicillin), <span style="color: #00BB00; font-weight: bold;">OXA</span> (oxacillin),</span></span>
<span><span class="co">#&gt; <span style="color: #00BB00; font-weight: bold;">FLC</span> (flucloxacillin), <span style="color: #00BB00; font-weight: bold;">AMX</span> (amoxicillin), <span style="color: #00BB00; font-weight: bold;">AMC</span> (amoxicillin/clavulanic acid),</span></span>
<span><span class="co">#&gt; <span style="color: #00BB00; font-weight: bold;">AMP</span> (ampicillin), <span style="color: #00BB00; font-weight: bold;">TZP</span> (piperacillin/tazobactam), <span style="color: #00BB00; font-weight: bold;">CZO</span> (cefazolin), <span style="color: #00BB00; font-weight: bold;">FEP</span></span></span>
<span><span class="co">#&gt; (cefepime), <span style="color: #00BB00; font-weight: bold;">CXM</span> (cefuroxime), <span style="color: #00BB00; font-weight: bold;">FOX</span> (cefoxitin), <span style="color: #00BB00; font-weight: bold;">CTX</span> (cefotaxime), <span style="color: #00BB00; font-weight: bold;">CAZ</span></span></span>
@@ -226,9 +226,9 @@ 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: #00BBBB;">ℹ</span> For `?aminoglycosides()` using columns <span style="color: #00BB00; font-weight: bold;">GEN</span> (gentamicin), <span style="color: #00BB00; font-weight: bold;">TOB</span> (tobramycin),</span></span>
<span><span class="co">#&gt; <span style="color: #00BB00; font-weight: bold;">AMK</span> (amikacin), and <span style="color: #00BB00; font-weight: bold;">KAN</span> (kanamycin)</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `?betalactams()` using columns <span style="color: #00BB00; font-weight: bold;">PEN</span> (benzylpenicillin), <span style="color: #00BB00; font-weight: bold;">OXA</span> (oxacillin),</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `aminoglycosides()` using columns <span style="color: #00BB00; font-weight: bold;">GEN</span> (gentamicin), <span style="color: #00BB00; font-weight: bold;">TOB</span> (tobramycin), <span style="color: #00BB00; font-weight: bold;">AMK</span></span></span>
<span><span class="co">#&gt; (amikacin), and <span style="color: #00BB00; font-weight: bold;">KAN</span> (kanamycin)</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> For `betalactams()` using columns <span style="color: #00BB00; font-weight: bold;">PEN</span> (benzylpenicillin), <span style="color: #00BB00; font-weight: bold;">OXA</span> (oxacillin),</span></span>
<span><span class="co">#&gt; <span style="color: #00BB00; font-weight: bold;">FLC</span> (flucloxacillin), <span style="color: #00BB00; font-weight: bold;">AMX</span> (amoxicillin), <span style="color: #00BB00; font-weight: bold;">AMC</span> (amoxicillin/clavulanic acid),</span></span>
<span><span class="co">#&gt; <span style="color: #00BB00; font-weight: bold;">AMP</span> (ampicillin), <span style="color: #00BB00; font-weight: bold;">TZP</span> (piperacillin/tazobactam), <span style="color: #00BB00; font-weight: bold;">CZO</span> (cefazolin), <span style="color: #00BB00; font-weight: bold;">FEP</span></span></span>
<span><span class="co">#&gt; (cefepime), <span style="color: #00BB00; font-weight: bold;">CXM</span> (cefuroxime), <span style="color: #00BB00; font-weight: bold;">FOX</span> (cefoxitin), <span style="color: #00BB00; font-weight: bold;">CTX</span> (cefotaxime), <span style="color: #00BB00; font-weight: bold;">CAZ</span></span></span>
@@ -482,16 +482,16 @@ package.</p>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 500 × 19</span></span></span>
<span><span class="co">#&gt; esbl genus AMC AMP TZP CXM FOX CTX CAZ GEN TOB TMP SXT</span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mic&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> FALSE Esch… 32 32 4 64 64 8<span style="color: #555555;">.00</span> 8<span style="color: #555555;">.00</span> 1 1 16<span style="color: #555555;">.0</span> 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> FALSE Esch… 32 32 4 64 64 4<span style="color: #555555;">.00</span> 8<span style="color: #555555;">.00</span> 1 1 16<span style="color: #555555;">.0</span> 320</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> FALSE Esch… 4 2 64 8 4 8<span style="color: #555555;">.00</span> 0.12 16 16 0.5 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> FALSE Kleb… 32 32 16 64 64 8<span style="color: #555555;">.00</span> 8<span style="color: #555555;">.00</span> 1 1 0.5 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> FALSE Esch… 32 32 4 4 4 0.25 2<span style="color: #555555;">.00</span> 1 1 16<span style="color: #555555;">.0</span> 320</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> FALSE Citr… 32 32 16 64 64 64<span style="color: #555555;">.00</span> 32<span style="color: #555555;">.00</span> 1 1 0.5 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> FALSE Morg… 32 32 4 64 64 16<span style="color: #555555;">.00</span> 2<span style="color: #555555;">.00</span> 1 1 0.5 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> FALSE Prot… 16 32 4 1 4 8<span style="color: #555555;">.00</span> 0.12 1 1 16<span style="color: #555555;">.0</span> 320</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> FALSE Ente… 32 32 8 64 64 32<span style="color: #555555;">.00</span> 4<span style="color: #555555;">.00</span> 1 1 0.5 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> FALSE Citr… 32 32 32 64 64 8<span style="color: #555555;">.00</span> 64<span style="color: #555555;">.00</span> 1 1 16<span style="color: #555555;">.0</span> 320</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> FALSE Esch… 32 32 4 64 64 8<span style="color: #949494;">.00</span> 8<span style="color: #949494;">.00</span> 1 1 16<span style="color: #949494;">.0</span> 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> FALSE Esch… 32 32 4 64 64 4<span style="color: #949494;">.00</span> 8<span style="color: #949494;">.00</span> 1 1 16<span style="color: #949494;">.0</span> 320</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> FALSE Esch… 4 2 64 8 4 8<span style="color: #949494;">.00</span> 0.12 16 16 0.5 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> FALSE Kleb… 32 32 16 64 64 8<span style="color: #949494;">.00</span> 8<span style="color: #949494;">.00</span> 1 1 0.5 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> FALSE Esch… 32 32 4 4 4 0.25 2<span style="color: #949494;">.00</span> 1 1 16<span style="color: #949494;">.0</span> 320</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> FALSE Citr… 32 32 16 64 64 64<span style="color: #949494;">.00</span> 32<span style="color: #949494;">.00</span> 1 1 0.5 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> FALSE Morg… 32 32 4 64 64 16<span style="color: #949494;">.00</span> 2<span style="color: #949494;">.00</span> 1 1 0.5 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> FALSE Prot… 16 32 4 1 4 8<span style="color: #949494;">.00</span> 0.12 1 1 16<span style="color: #949494;">.0</span> 320</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> FALSE Ente… 32 32 8 64 64 32<span style="color: #949494;">.00</span> 4<span style="color: #949494;">.00</span> 1 1 0.5 20</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> FALSE Citr… 32 32 32 64 64 8<span style="color: #949494;">.00</span> 64<span style="color: #949494;">.00</span> 1 1 16<span style="color: #949494;">.0</span> 320</span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 490 more rows</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 6 more variables: NIT &lt;mic&gt;, FOS &lt;mic&gt;, CIP &lt;mic&gt;, IPM &lt;mic&gt;, MEM &lt;mic&gt;,</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># COL &lt;mic&gt;</span></span></span>
@@ -746,10 +746,10 @@ 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: #00BBBB;">ℹ</span> Using column '<span style="font-weight: bold;">mo</span>' as input for `col_mo`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> `?resistance()` assumes the EUCAST guideline and thus considers the 'I'</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Using column <span style="color: #00BB00; font-weight: bold;">mo</span> as input for `col_mo`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> `resistance()` assumes the EUCAST guideline and thus considers the 'I'</span></span>
<span><span class="co">#&gt; category susceptible. Set the `guideline` argument or the `AMR_guideline`</span></span>
<span><span class="co">#&gt; option to either "CLSI" or "EUCAST", see AMR-options.</span></span>
<span><span class="co">#&gt; option to either "CLSI" or "EUCAST", see `?AMR-options`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> This message will be shown once per session.</span></span>
<span></span>
<span><span class="va">data_time</span></span>

18
articles/AMR_with_tidymodels.md
View File

@@ -94,9 +94,9 @@ data <- example_isolates %>%
mo = as.factor(mo_gramstain(mo))) %>%
# drop NAs - the ones without a Gramstain (fungi, etc.)
drop_na()
#> ℹ For `?aminoglycosides()` using columns GEN (gentamicin), TOB (tobramycin),
#> AMK (amikacin), and KAN (kanamycin)
#> ℹ For `?betalactams()` using columns PEN (benzylpenicillin), OXA (oxacillin),
#> ℹ For `aminoglycosides()` using columns GEN (gentamicin), TOB (tobramycin), AMK
#> (amikacin), and KAN (kanamycin)
#> ℹ For `betalactams()` using columns PEN (benzylpenicillin), OXA (oxacillin),
#> FLC (flucloxacillin), AMX (amoxicillin), AMC (amoxicillin/clavulanic acid),
#> AMP (ampicillin), TZP (piperacillin/tazobactam), CZO (cefazolin), FEP
#> (cefepime), CXM (cefuroxime), FOX (cefoxitin), CTX (cefotaxime), CAZ
@@ -143,9 +143,9 @@ a training set using `prep()`:
``` r
prep(resistance_recipe)
#> ℹ For `?aminoglycosides()` using columns GEN (gentamicin), TOB (tobramycin),
#> AMK (amikacin), and KAN (kanamycin)
#> ℹ For `?betalactams()` using columns PEN (benzylpenicillin), OXA (oxacillin),
#> ℹ For `aminoglycosides()` using columns GEN (gentamicin), TOB (tobramycin), AMK
#> (amikacin), and KAN (kanamycin)
#> ℹ For `betalactams()` using columns PEN (benzylpenicillin), OXA (oxacillin),
#> FLC (flucloxacillin), AMX (amoxicillin), AMC (amoxicillin/clavulanic acid),
#> AMP (ampicillin), TZP (piperacillin/tazobactam), CZO (cefazolin), FEP
#> (cefepime), CXM (cefuroxime), FOX (cefoxitin), CTX (cefotaxime), CAZ
@@ -644,10 +644,10 @@ data_time <- example_isolates %>%
.names = "res_{.col}"),
.groups = "drop") %>%
filter(!is.na(res_AMX) & !is.na(res_AMC) & !is.na(res_CIP)) # Drop missing values
#> ℹ Using column 'mo' as input for `col_mo`.
#> ℹ `?resistance()` assumes the EUCAST guideline and thus considers the 'I'
#> ℹ Using column mo as input for `col_mo`.
#> ℹ `resistance()` assumes the EUCAST guideline and thus considers the 'I'
#> category susceptible. Set the `guideline` argument or the `AMR_guideline`
#> option to either "CLSI" or "EUCAST", see AMR-options.
#> option to either "CLSI" or "EUCAST", see `?AMR-options`.
#> ℹ This message will be shown once per session.
data_time

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="">3.0.1.9038</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9040</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">

6
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="">3.0.1.9038</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9040</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: #00BBBB;">ℹ</span> `?resistance()` assumes the EUCAST guideline and thus considers the 'I'</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> `resistance()` assumes the EUCAST guideline and thus considers the 'I'</span></span>
<span><span class="co">#&gt; category susceptible. Set the `guideline` argument or the `AMR_guideline`</span></span>
<span><span class="co">#&gt; option to either "CLSI" or "EUCAST", see AMR-options.</span></span>
<span><span class="co">#&gt; option to either "CLSI" or "EUCAST", see `?AMR-options`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> This message will be shown once per session.</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>

4
articles/PCA.md
View File

@@ -78,9 +78,9 @@ resistance_data <- example_isolates %>%
order, genus, AMC, CXM, CTX,
CAZ, GEN, TOB, TMP, SXT
) # and select only relevant columns
#> ℹ `?resistance()` assumes the EUCAST guideline and thus considers the 'I'
#> ℹ `resistance()` assumes the EUCAST guideline and thus considers the 'I'
#> category susceptible. Set the `guideline` argument or the `AMR_guideline`
#> option to either "CLSI" or "EUCAST", see AMR-options.
#> option to either "CLSI" or "EUCAST", see `?AMR-options`.
#> ℹ This message will be shown once per session.
head(resistance_data)

6
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="">3.0.1.9038</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9040</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: #00BBBB;">ℹ</span> `?susceptibility()` assumes the EUCAST guideline and thus considers the 'I'</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> `susceptibility()` assumes the EUCAST guideline and thus considers the 'I'</span></span>
<span><span class="co">#&gt; category susceptible. Set the `guideline` argument or the `AMR_guideline`</span></span>
<span><span class="co">#&gt; option to either "CLSI" or "EUCAST", see AMR-options.</span></span>
<span><span class="co">#&gt; option to either "CLSI" or "EUCAST", see `?AMR-options`.</span></span>
<span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> This message will be shown once per session.</span></span></code></pre></div>
<p><strong>Frequency table</strong></p>
<p>Class: factor &gt; ordered &gt; sir (numeric)<br>

4
articles/WHONET.md
View File

@@ -101,9 +101,9 @@ Longest: 40
# our transformed antibiotic columns
# amoxicillin/clavulanic acid (J01CR02) as an example
data %>% freq(AMC_ND2)
#> ℹ `?susceptibility()` assumes the EUCAST guideline and thus considers the 'I'
#> ℹ `susceptibility()` assumes the EUCAST guideline and thus considers the 'I'
#> category susceptible. Set the `guideline` argument or the `AMR_guideline`
#> option to either "CLSI" or "EUCAST", see AMR-options.
#> option to either "CLSI" or "EUCAST", see `?AMR-options`.
#> ℹ This message will be shown once per session.
```

22
articles/WISCA.html
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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="">3.0.1.9038</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9040</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">
@@ -253,16 +253,16 @@ I (intermediate [CLSI], or susceptible, increased exposure
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,000 × 46</span></span></span>
<span><span class="co">#&gt; date patient age gender ward mo PEN OXA FLC AMX </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;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <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;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></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> 2002-01-02 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> 2002-01-03 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> 2002-01-16 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> 2002-01-17 858515 79 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #B2B2B2;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #B2B2B2;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> 2002-01-02 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> 2002-01-03 A77334 65 F Clinical <span style="color: #949494;">B_</span>ESCHR<span style="color: #949494;">_</span>COLI <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> 2002-01-07 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> 2002-01-13 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> 2002-01-14 462729 78 M Clinical <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>AURS <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #080808; background-color: #FF5F5F;"> R </span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> 2002-01-16 067927 45 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> 2002-01-17 858515 79 F ICU <span style="color: #949494;">B_</span>STPHY<span style="color: #949494;">_</span>EPDR <span style="color: #080808; background-color: #FF5F5F;"> R </span> <span style="color: #949494;"> NA</span> <span style="color: #080808; background-color: #5FD7AF;"> S </span> <span style="color: #949494;"> NA</span> </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 1,990 more rows</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 36 more variables: AMC &lt;sir&gt;, AMP &lt;sir&gt;, TZP &lt;sir&gt;, CZO &lt;sir&gt;, FEP &lt;sir&gt;,</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># CXM &lt;sir&gt;, FOX &lt;sir&gt;, CTX &lt;sir&gt;, CAZ &lt;sir&gt;, CRO &lt;sir&gt;, GEN &lt;sir&gt;,</span></span></span>

6
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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="">3.0.1.9038</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9040</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">22 March 2026</h4>
<h4 data-toc-skip class="date">24 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>
@@ -424,7 +424,7 @@ column names:<br><em>ab</em>, <em>cid</em>, <em>name</em>, <em>group</em>, <em>a
<em>iv_ddd</em>, <em>iv_units</em>, and <em>loinc</em>.</p>
<p>This data set is in R available as <code>antimicrobials</code>, after
you load the <code>AMR</code> package.</p>
<p>It was last updated on 22 March 2026 21:16:59 UTC. Find more info
<p>It was last updated on 23 March 2026 09:38:28 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/antimicrobials.html">data set
here</a>.</p>
<p><strong>Direct download links:</strong></p>

2
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@@ -100,7 +100,7 @@ names:
This data set is in R available as `antimicrobials`, after you load the
`AMR` package.
It was last updated on 22 March 2026 21:16:59 UTC. Find more info about
It was last updated on 23 March 2026 09:38:28 UTC. Find more info about
the contents, (scientific) source, and structure of this [data set
here](https://amr-for-r.org/reference/antimicrobials.html).

2
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@@ -7,7 +7,7 @@
<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="">3.0.1.9038</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9040</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">