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@ -38,7 +38,7 @@
<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="">1.8.2.9016</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9018</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">
@ -162,7 +162,7 @@
<img src="../logo.svg" class="logo" alt=""><h1>How to conduct AMR data analysis</h1>
<h4 data-toc-skip class="author">Dr. Matthijs Berends</h4>
<h4 data-toc-skip class="date">14 October 2022</h4>
<h4 data-toc-skip class="date">15 October 2022</h4>
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/vignettes/AMR.Rmd" class="external-link"><code>vignettes/AMR.Rmd</code></a></small>
<div class="d-none name"><code>AMR.Rmd</code></div>
@ -170,7 +170,7 @@
<p><strong>Note:</strong> values on this page will change with every 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 14 October 2022.</p>
<p><strong>Note:</strong> values on this page will change with every 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 15 October 2022.</p>
<div class="section level2">
<h2 id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
</h2>
@ -201,21 +201,21 @@
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2022-10-14</td>
<td align="center">2022-10-15</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">2022-10-14</td>
<td align="center">2022-10-15</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">2022-10-14</td>
<td align="center">2022-10-15</td>
<td align="center">efgh</td>
<td align="center">Escherichia coli</td>
<td align="center">R</td>
@ -325,70 +325,70 @@
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2017-11-03</td>
<td align="center">T2</td>
<td align="center">Hospital A</td>
<td align="center">Escherichia coli</td>
<td align="center">R</td>
<td align="center">2013-11-03</td>
<td align="center">S4</td>
<td align="center">Hospital D</td>
<td align="center">Klebsiella pneumoniae</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
</tr>
<tr class="even">
<td align="center">2016-05-27</td>
<td align="center">Z9</td>
<td align="center">2010-09-09</td>
<td align="center">P3</td>
<td align="center">Hospital B</td>
<td align="center">Staphylococcus aureus</td>
<td align="center">S</td>
<td align="center">Escherichia coli</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
</tr>
<tr class="odd">
<td align="center">2015-01-19</td>
<td align="center">N8</td>
<td align="center">Hospital C</td>
<td align="center">2011-01-31</td>
<td align="center">E10</td>
<td align="center">Hospital D</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
</tr>
<tr class="even">
<td align="center">2012-02-03</td>
<td align="center">D6</td>
<td align="center">Hospital D</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">I</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
</tr>
<tr class="odd">
<td align="center">2015-06-15</td>
<td align="center">V10</td>
<td align="center">Hospital A</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
</tr>
<tr class="even">
<td align="center">2017-03-31</td>
<td align="center">G7</td>
<td align="center">Hospital C</td>
<td align="center">2010-03-18</td>
<td align="center">U8</td>
<td align="center">Hospital A</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">M</td>
</tr>
<tr class="odd">
<td align="center">2014-04-10</td>
<td align="center">C6</td>
<td align="center">Hospital A</td>
<td align="center">Streptococcus pneumoniae</td>
<td align="center">I</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
</tr>
<tr class="even">
<td align="center">2011-02-09</td>
<td align="center">N4</td>
<td align="center">Hospital A</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">F</td>
</tr>
</tbody>
</table>
@ -422,16 +422,16 @@ Longest: 1</p>
<tr class="odd">
<td align="left">1</td>
<td align="left">M</td>
<td align="right">10,375</td>
<td align="right">51.88%</td>
<td align="right">10,375</td>
<td align="right">51.88%</td>
<td align="right">10,447</td>
<td align="right">52.24%</td>
<td align="right">10,447</td>
<td align="right">52.24%</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">F</td>
<td align="right">9,625</td>
<td align="right">48.13%</td>
<td align="right">9,553</td>
<td align="right">47.77%</td>
<td align="right">20,000</td>
<td align="right">100.00%</td>
</tr>
@ -488,9 +488,9 @@ Longest: 1</p>
<span><span class="co"># Basing inclusion on all antimicrobial results, using a points threshold of</span></span>
<span><span class="co"># 2</span></span>
<span><span class="co"># Including isolates from ICU.</span></span>
<span><span class="co"># =&gt; Found 10,660 'phenotype-based' first isolates (53.3% of total where a</span></span>
<span><span class="co"># =&gt; Found 10,641 'phenotype-based' first isolates (53.2% of total where a</span></span>
<span><span class="co"># microbial ID was available)</span></span></code></pre></div>
<p>So only 53.3% is suitable for resistance analysis! We can now filter on it with the <code><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter()</a></code> function, also from the <code>dplyr</code> package:</p>
<p>So only 53.2% is suitable for resistance analysis! We can now filter on it with the <code><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter()</a></code> function, also from the <code>dplyr</code> package:</p>
<div class="sourceCode" id="cb15"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">data_1st</span> <span class="op">&lt;-</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>
<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="va">first</span> <span class="op">==</span> <span class="cn">TRUE</span><span class="op">)</span></span></code></pre></div>
@ -499,7 +499,7 @@ Longest: 1</p>
<code class="sourceCode R"><span><span class="va">data_1st</span> <span class="op">&lt;-</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>
<span> <span class="fu"><a href="../reference/first_isolate.html">filter_first_isolate</a></span><span class="op">(</span><span class="op">)</span></span>
<span><span class="co"># Including isolates from ICU.</span></span></code></pre></div>
<p>So we end up with 10,660 isolates for analysis. Now our data looks like:</p>
<p>So we end up with 10,641 isolates for analysis. Now our data looks like:</p>
<div class="sourceCode" id="cb17"><pre class="downlit sourceCode r">
<code class="sourceCode R"><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">data_1st</span><span class="op">)</span></span></code></pre></div>
<table style="width:100%;" class="table">
@ -537,46 +537,46 @@ Longest: 1</p>
</tr></thead>
<tbody>
<tr class="odd">
<td align="left">2</td>
<td align="center">2016-05-27</td>
<td align="center">Z9</td>
<td align="center">Hospital B</td>
<td align="center">B_STPHY_AURS</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
<td align="center">Gram-positive</td>
<td align="center">Staphylococcus</td>
<td align="center">aureus</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="left">3</td>
<td align="center">2015-01-19</td>
<td align="center">N8</td>
<td align="center">Hospital C</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">R</td>
<td align="left">1</td>
<td align="center">2013-11-03</td>
<td align="center">S4</td>
<td align="center">Hospital D</td>
<td align="center">B_KLBSL_PNMN</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center">Klebsiella</td>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="left">9</td>
<td align="center">2016-10-09</td>
<td align="center">U9</td>
<td align="center">Hospital B</td>
<td align="center">B_KLBSL_PNMN</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
<td align="center">Gram-negative</td>
<td align="center">Klebsiella</td>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="left">4</td>
<td align="center">2017-03-31</td>
<td align="center">G7</td>
<td align="center">Hospital C</td>
<td align="left">10</td>
<td align="center">2016-12-03</td>
<td align="center">D2</td>
<td align="center">Hospital A</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">Gram-negative</td>
@ -585,13 +585,45 @@ Longest: 1</p>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="left">5</td>
<td align="center">2014-04-10</td>
<td align="center">C6</td>
<td align="left">12</td>
<td align="center">2017-12-08</td>
<td align="center">C5</td>
<td align="center">Hospital A</td>
<td align="center">B_STPHY_AURS</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">Gram-positive</td>
<td align="center">Staphylococcus</td>
<td align="center">aureus</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="left">13</td>
<td align="center">2015-07-26</td>
<td align="center">W6</td>
<td align="center">Hospital B</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">F</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="left">14</td>
<td align="center">2014-06-06</td>
<td align="center">I9</td>
<td align="center">Hospital D</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">I</td>
<td align="center">I</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">M</td>
@ -600,38 +632,6 @@ Longest: 1</p>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="left">6</td>
<td align="center">2011-02-09</td>
<td align="center">N4</td>
<td align="center">Hospital A</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="left">10</td>
<td align="center">2010-07-27</td>
<td align="center">E4</td>
<td align="center">Hospital D</td>
<td align="center">B_STPHY_AURS</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">Gram-positive</td>
<td align="center">Staphylococcus</td>
<td align="center">aureus</td>
<td align="center">TRUE</td>
</tr>
</tbody>
</table>
<p>Time for the analysis!</p>
@ -653,8 +653,8 @@ Longest: 1</p>
<code class="sourceCode R"><span><span class="va">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="https://rdrr.io/pkg/cleaner/man/freq.html" class="external-link">freq</a></span><span class="op">(</span><span class="va">genus</span>, <span class="va">species</span><span class="op">)</span></span></code></pre></div>
<p><strong>Frequency table</strong></p>
<p>Class: character<br>
Length: 10,660<br>
Available: 10,660 (100.0%, NA: 0 = 0.0%)<br>
Length: 10,641<br>
Available: 10,641 (100.0%, NA: 0 = 0.0%)<br>
Unique: 4</p>
<p>Shortest: 16<br>
Longest: 24</p>
@ -671,33 +671,33 @@ Longest: 24</p>
<tr class="odd">
<td align="left">1</td>
<td align="left">Escherichia coli</td>
<td align="right">4,666</td>
<td align="right">43.77%</td>
<td align="right">4,666</td>
<td align="right">43.77%</td>
<td align="right">4,650</td>
<td align="right">43.70%</td>
<td align="right">4,650</td>
<td align="right">43.70%</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">Staphylococcus aureus</td>
<td align="right">2,717</td>
<td align="right">25.49%</td>
<td align="right">7,383</td>
<td align="right">69.26%</td>
<td align="right">2,752</td>
<td align="right">25.86%</td>
<td align="right">7,402</td>
<td align="right">69.56%</td>
</tr>
<tr class="odd">
<td align="left">3</td>
<td align="left">Streptococcus pneumoniae</td>
<td align="right">2,101</td>
<td align="right">19.71%</td>
<td align="right">9,484</td>
<td align="right">88.97%</td>
<td align="right">2,109</td>
<td align="right">19.82%</td>
<td align="right">9,511</td>
<td align="right">89.38%</td>
</tr>
<tr class="even">
<td align="left">4</td>
<td align="left">Klebsiella pneumoniae</td>
<td align="right">1,176</td>
<td align="right">11.03%</td>
<td align="right">10,660</td>
<td align="right">1,130</td>
<td align="right">10.62%</td>
<td align="right">10,641</td>
<td align="right">100.00%</td>
</tr>
</tbody>
@ -716,14 +716,14 @@ Longest: 24</p>
<col width="9%">
<col width="9%">
<col width="9%">
<col width="11%">
<col width="10%">
<col width="3%">
<col width="3%">
<col width="3%">
<col width="3%">
<col width="6%">
<col width="11%">
<col width="11%">
<col width="12%">
<col width="9%">
<col width="5%">
</colgroup>
@ -744,57 +744,12 @@ Longest: 24</p>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2014-04-10</td>
<td align="center">C6</td>
<td align="center">Hospital A</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">M</td>
<td align="center">Gram-positive</td>
<td align="center">Streptococcus</td>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="center">2012-08-04</td>
<td align="center">I5</td>
<td align="center">2014-06-06</td>
<td align="center">I9</td>
<td align="center">Hospital D</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">M</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="center">2012-11-28</td>
<td align="center">Y4</td>
<td align="center">Hospital A</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">F</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="center">2010-08-07</td>
<td align="center">F10</td>
<td align="center">Hospital B</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">I</td>
<td align="center">I</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">M</td>
@ -803,28 +758,73 @@ Longest: 24</p>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="center">2017-09-28</td>
<td align="center">A7</td>
<tr class="even">
<td align="center">2012-11-06</td>
<td align="center">S6</td>
<td align="center">Hospital C</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">M</td>
<td align="center">F</td>
<td align="center">Gram-positive</td>
<td align="center">Streptococcus</td>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="center">2013-06-12</td>
<td align="center">X6</td>
<td align="center">Hospital D</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">F</td>
<td align="center">Gram-positive</td>
<td align="center">Streptococcus</td>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="center">2010-05-24</td>
<td align="center">W9</td>
<td align="center">2012-05-27</td>
<td align="center">U4</td>
<td align="center">Hospital B</td>
<td align="center">B_STPHY_AURS</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">F</td>
<td align="center">Gram-positive</td>
<td align="center">Staphylococcus</td>
<td align="center">aureus</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="center">2011-05-24</td>
<td align="center">T10</td>
<td align="center">Hospital B</td>
<td align="center">B_KLBSL_PNMN</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">F</td>
<td align="center">Gram-negative</td>
<td align="center">Klebsiella</td>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="center">2016-12-19</td>
<td align="center">T6</td>
<td align="center">Hospital B</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">I</td>
<td align="center">I</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">F</td>
@ -854,50 +854,50 @@ Longest: 24</p>
<tr class="odd">
<td align="center">E. coli</td>
<td align="center">AMX</td>
<td align="center">2239</td>
<td align="center">144</td>
<td align="center">2283</td>
<td align="center">4666</td>
<td align="center">2161</td>
<td align="center">117</td>
<td align="center">2372</td>
<td align="center">4650</td>
</tr>
<tr class="even">
<td align="center">E. coli</td>
<td align="center">AMC</td>
<td align="center">3411</td>
<td align="center">3443</td>
<td align="center">155</td>
<td align="center">1100</td>
<td align="center">4666</td>
<td align="center">1052</td>
<td align="center">4650</td>
</tr>
<tr class="odd">
<td align="center">E. coli</td>
<td align="center">CIP</td>
<td align="center">3389</td>
<td align="center">3401</td>
<td align="center">0</td>
<td align="center">1277</td>
<td align="center">4666</td>
<td align="center">1249</td>
<td align="center">4650</td>
</tr>
<tr class="even">
<td align="center">E. coli</td>
<td align="center">GEN</td>
<td align="center">4077</td>
<td align="center">4070</td>
<td align="center">0</td>
<td align="center">589</td>
<td align="center">4666</td>
<td align="center">580</td>
<td align="center">4650</td>
</tr>
<tr class="odd">
<td align="center">K. pneumoniae</td>
<td align="center">AMX</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">1176</td>
<td align="center">1176</td>
<td align="center">1130</td>
<td align="center">1130</td>
</tr>
<tr class="even">
<td align="center">K. pneumoniae</td>
<td align="center">AMC</td>
<td align="center">910</td>
<td align="center">50</td>
<td align="center">216</td>
<td align="center">1176</td>
<td align="center">902</td>
<td align="center">47</td>
<td align="center">181</td>
<td align="center">1130</td>
</tr>
</tbody>
</table>
@ -920,34 +920,34 @@ Longest: 24</p>
<tr class="odd">
<td align="center">E. coli</td>
<td align="center">GEN</td>
<td align="center">4077</td>
<td align="center">4070</td>
<td align="center">0</td>
<td align="center">589</td>
<td align="center">4666</td>
<td align="center">580</td>
<td align="center">4650</td>
</tr>
<tr class="even">
<td align="center">K. pneumoniae</td>
<td align="center">GEN</td>
<td align="center">1045</td>
<td align="center">1013</td>
<td align="center">0</td>
<td align="center">131</td>
<td align="center">1176</td>
<td align="center">117</td>
<td align="center">1130</td>
</tr>
<tr class="odd">
<td align="center">S. aureus</td>
<td align="center">GEN</td>
<td align="center">2422</td>
<td align="center">2450</td>
<td align="center">0</td>
<td align="center">295</td>
<td align="center">2717</td>
<td align="center">302</td>
<td align="center">2752</td>
</tr>
<tr class="even">
<td align="center">S. pneumoniae</td>
<td align="center">GEN</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">2101</td>
<td align="center">2101</td>
<td align="center">2109</td>
<td align="center">2109</td>
</tr>
</tbody>
</table>
@ -961,7 +961,7 @@ Longest: 24</p>
<p>As per the EUCAST guideline of 2019, we calculate resistance as the proportion of R (<code><a href="../reference/proportion.html">proportion_R()</a></code>, equal to <code><a href="../reference/proportion.html">resistance()</a></code>) and susceptibility as the proportion of S and I (<code><a href="../reference/proportion.html">proportion_SI()</a></code>, equal to <code><a href="../reference/proportion.html">susceptibility()</a></code>). These functions can be used on their own:</p>
<div class="sourceCode" id="cb26"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">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"># [1] 0.5409006</span></span></code></pre></div>
<span><span class="co"># [1] 0.5466591</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 <code><a href="https://dplyr.tidyverse.org/reference/summarise.html" class="external-link">summarise()</a></code>, both from the <code>dplyr</code> package:</p>
<div class="sourceCode" id="cb27"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
@ -975,19 +975,19 @@ Longest: 24</p>
<tbody>
<tr class="odd">
<td align="center">Hospital A</td>
<td align="center">0.5371953</td>
<td align="center">0.5511962</td>
</tr>
<tr class="even">
<td align="center">Hospital B</td>
<td align="center">0.5490456</td>
<td align="center">0.5518367</td>
</tr>
<tr class="odd">
<td align="center">Hospital C</td>
<td align="center">0.5335844</td>
<td align="center">0.5463475</td>
</tr>
<tr class="even">
<td align="center">Hospital D</td>
<td align="center">0.5374532</td>
<td align="center">0.5317893</td>
</tr>
</tbody>
</table>
@ -1008,23 +1008,23 @@ Longest: 24</p>
<tbody>
<tr class="odd">
<td align="center">Hospital A</td>
<td align="center">0.5371953</td>
<td align="center">3159</td>
<td align="center">0.5511962</td>
<td align="center">3135</td>
</tr>
<tr class="even">
<td align="center">Hospital B</td>
<td align="center">0.5490456</td>
<td align="center">3772</td>
<td align="center">0.5518367</td>
<td align="center">3675</td>
</tr>
<tr class="odd">
<td align="center">Hospital C</td>
<td align="center">0.5335844</td>
<td align="center">1593</td>
<td align="center">0.5463475</td>
<td align="center">1629</td>
</tr>
<tr class="even">
<td align="center">Hospital D</td>
<td align="center">0.5374532</td>
<td align="center">2136</td>
<td align="center">0.5317893</td>
<td align="center">2202</td>
</tr>
</tbody>
</table>
@ -1047,27 +1047,27 @@ Longest: 24</p>
<tbody>
<tr class="odd">
<td align="center">Escherichia</td>
<td align="center">0.7642520</td>
<td align="center">0.8737677</td>
<td align="center">0.9747107</td>
<td align="center">0.7737634</td>
<td align="center">0.8752688</td>
<td align="center">0.9750538</td>
</tr>
<tr class="even">
<td align="center">Klebsiella</td>
<td align="center">0.8163265</td>
<td align="center">0.8886054</td>
<td align="center">0.9855442</td>
<td align="center">0.8398230</td>
<td align="center">0.8964602</td>
<td align="center">0.9787611</td>
</tr>
<tr class="odd">
<td align="center">Staphylococcus</td>
<td align="center">0.7935223</td>
<td align="center">0.8914244</td>
<td align="center">0.9775488</td>
<td align="center">0.7914244</td>
<td align="center">0.8902616</td>
<td align="center">0.9792878</td>
</tr>
<tr class="even">
<td align="center">Streptococcus</td>
<td align="center">0.5316516</td>
<td align="center">0.5400664</td>
<td align="center">0.0000000</td>
<td align="center">0.5316516</td>
<td align="center">0.5400664</td>
</tr>
</tbody>
</table>
@ -1092,23 +1092,23 @@ Longest: 24</p>
<tbody>
<tr class="odd">
<td align="left">Hospital A</td>
<td align="right">53.7%</td>
<td align="right">27.5%</td>
<td align="right">55.1%</td>
<td align="right">26.5%</td>
</tr>
<tr class="even">
<td align="left">Hospital B</td>
<td align="right">54.9%</td>
<td align="right">27.3%</td>
<td align="right">55.2%</td>
<td align="right">26.7%</td>
</tr>
<tr class="odd">
<td align="left">Hospital C</td>
<td align="right">53.4%</td>
<td align="right">26.0%</td>
<td align="right">54.6%</td>
<td align="right">25.0%</td>
</tr>
<tr class="even">
<td align="left">Hospital D</td>
<td align="right">53.7%</td>
<td align="right">25.7%</td>
<td align="right">53.2%</td>
<td align="right">25.3%</td>
</tr>
</tbody>
</table>
@ -1206,18 +1206,16 @@ Longest: 24</p>
<code class="sourceCode R"><span><span class="va">mic_values</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/random.html">random_mic</a></span><span class="op">(</span>size <span class="op">=</span> <span class="fl">100</span><span class="op">)</span></span>
<span><span class="va">mic_values</span></span>
<span><span class="co"># Class &lt;mic&gt;</span></span>
<span><span class="co"># [1] 64 4 0.25 64 256 4 128 0.125 64 </span></span>
<span><span class="co"># [10] 64 4 4 8 16 32 2 0.005 0.002 </span></span>
<span><span class="co"># [19] 4 256 0.25 0.5 2 &lt;=0.001 0.025 0.0625 32 </span></span>
<span><span class="co"># [28] 1 128 0.005 0.0625 0.25 2 0.002 8 1 </span></span>
<span><span class="co"># [37] 16 0.125 8 1 32 16 1 16 8 </span></span>
<span><span class="co"># [46] 16 0.005 0.5 128 &lt;=0.001 32 2 0.0625 0.5 </span></span>
<span><span class="co"># [55] 2 64 128 4 0.5 16 0.0625 0.0625 0.002 </span></span>
<span><span class="co"># [64] 0.25 0.025 4 16 32 0.0625 0.0625 0.5 0.5 </span></span>
<span><span class="co"># [73] 0.002 32 16 0.005 1 0.25 256 0.25 0.025 </span></span>
<span><span class="co"># [82] 128 8 0.25 0.0625 1 256 16 0.5 0.125 </span></span>
<span><span class="co"># [91] 0.005 2 0.002 128 0.5 32 0.0625 0.025 0.125 </span></span>
<span><span class="co"># [100] 256</span></span></code></pre></div>
<span><span class="co"># [1] 128 64 128 0.001 4 0.25 64 0.5 32 0.25 </span></span>
<span><span class="co"># [11] 0.025 0.002 1 16 0.005 0.025 0.25 0.005 0.001 64 </span></span>
<span><span class="co"># [21] 0.025 1 16 &gt;=256 16 1 16 0.001 0.125 64 </span></span>
<span><span class="co"># [31] 8 0.002 0.5 0.005 0.005 4 8 0.002 0.025 32 </span></span>
<span><span class="co"># [41] 0.0625 0.001 0.125 2 8 16 0.25 1 128 4 </span></span>
<span><span class="co"># [51] 0.001 0.125 0.005 0.25 0.5 0.0625 0.0625 0.005 0.5 1 </span></span>
<span><span class="co"># [61] 0.005 16 4 0.025 32 16 128 0.5 16 4 </span></span>
<span><span class="co"># [71] 0.002 1 0.5 0.5 0.025 8 32 16 64 32 </span></span>
<span><span class="co"># [81] 4 32 2 &gt;=256 0.125 0.025 &gt;=256 16 2 0.01 </span></span>
<span><span class="co"># [91] 0.5 128 0.01 0.0625 128 32 0.125 1 0.125 0.025</span></span></code></pre></div>
<div class="sourceCode" id="cb37"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="co"># base R:</span></span>
<span><span class="fu"><a href="../reference/plot.html">plot</a></span><span class="op">(</span><span class="va">mic_values</span><span class="op">)</span></span></code></pre></div>
@ -1244,10 +1242,10 @@ Longest: 24</p>
<code class="sourceCode R"><span><span class="va">disk_values</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/random.html">random_disk</a></span><span class="op">(</span>size <span class="op">=</span> <span class="fl">100</span>, mo <span class="op">=</span> <span class="st">"E. coli"</span>, ab <span class="op">=</span> <span class="st">"cipro"</span><span class="op">)</span></span>
<span><span class="va">disk_values</span></span>
<span><span class="co"># Class &lt;disk&gt;</span></span>
<span><span class="co"># [1] 23 29 23 29 18 26 17 23 28 31 21 24 18 17 25 26 24 18 25 18 28 18 30 20 28</span></span>
<span><span class="co"># [26] 24 28 21 31 25 29 21 19 18 18 20 31 18 28 31 17 24 21 18 31 21 26 22 27 18</span></span>
<span><span class="co"># [51] 29 29 19 31 17 20 30 21 21 26 30 25 31 26 26 29 29 29 20 21 23 18 27 25 28</span></span>
<span><span class="co"># [76] 29 28 20 20 26 17 20 24 21 28 28 28 31 21 20 21 17 28 24 23 29 22 23 30 29</span></span></code></pre></div>
<span><span class="co"># [1] 28 21 23 24 17 19 17 17 29 20 28 20 31 17 24 25 21 29 19 18 30 21 22 29 19</span></span>
<span><span class="co"># [26] 24 27 18 19 28 20 19 21 30 17 29 28 26 23 19 20 30 25 19 19 28 19 25 23 19</span></span>
<span><span class="co"># [51] 20 18 23 27 28 28 17 30 22 24 30 27 18 24 25 22 30 21 29 30 29 31 23 28 31</span></span>
<span><span class="co"># [76] 19 17 22 25 25 21 17 31 31 24 30 30 26 20 19 20 25 25 23 17 24 21 20 18 18</span></span></code></pre></div>
<div class="sourceCode" id="cb43"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="co"># base R:</span></span>
<span><span class="fu"><a href="../reference/plot.html">plot</a></span><span class="op">(</span><span class="va">disk_values</span>, mo <span class="op">=</span> <span class="st">"E. coli"</span>, ab <span class="op">=</span> <span class="st">"cipro"</span><span class="op">)</span></span></code></pre></div>

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@ -38,7 +38,7 @@
<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="">1.8.2.9016</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9018</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">

52
articles/MDR.html
View File

@ -38,7 +38,7 @@
<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="">1.8.2.9016</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9018</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">
@ -314,19 +314,19 @@ Unique: 2</p>
<div class="sourceCode" id="cb8"><pre class="downlit sourceCode r">
<code class="sourceCode R"><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">my_TB_data</span><span class="op">)</span></span>
<span><span class="co"># rifampicin isoniazid gatifloxacin ethambutol pyrazinamide moxifloxacin</span></span>
<span><span class="co"># 1 R R I R R S</span></span>
<span><span class="co"># 2 I I I I S R</span></span>
<span><span class="co"># 3 S R R S S I</span></span>
<span><span class="co"># 4 I S I R R S</span></span>
<span><span class="co"># 5 R R R S S S</span></span>
<span><span class="co"># 6 I S S I I I</span></span>
<span><span class="co"># 1 R S R S I R</span></span>
<span><span class="co"># 2 I S R R R S</span></span>
<span><span class="co"># 3 S I I S I I</span></span>
<span><span class="co"># 4 I I S S R R</span></span>
<span><span class="co"># 5 R I R S I I</span></span>
<span><span class="co"># 6 I I S S I S</span></span>
<span><span class="co"># kanamycin</span></span>
<span><span class="co"># 1 S</span></span>
<span><span class="co"># 2 I</span></span>
<span><span class="co"># 3 I</span></span>
<span><span class="co"># 3 R</span></span>
<span><span class="co"># 4 R</span></span>
<span><span class="co"># 5 R</span></span>
<span><span class="co"># 6 R</span></span></code></pre></div>
<span><span class="co"># 5 S</span></span>
<span><span class="co"># 6 S</span></span></code></pre></div>
<p>We can now add the interpretation of MDR-TB to our data set. You can use:</p>
<div class="sourceCode" id="cb9"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="fu"><a href="../reference/mdro.html">mdro</a></span><span class="op">(</span><span class="va">my_TB_data</span>, guideline <span class="op">=</span> <span class="st">"TB"</span><span class="op">)</span></span></code></pre></div>
@ -357,40 +357,40 @@ Unique: 5</p>
<tr class="odd">
<td align="left">1</td>
<td align="left">Mono-resistant</td>
<td align="right">3223</td>
<td align="right">64.46%</td>
<td align="right">3223</td>
<td align="right">64.46%</td>
<td align="right">3196</td>
<td align="right">63.92%</td>
<td align="right">3196</td>
<td align="right">63.92%</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">Negative</td>
<td align="right">980</td>
<td align="right">19.60%</td>
<td align="right">4203</td>
<td align="right">84.06%</td>
<td align="right">989</td>
<td align="right">19.78%</td>
<td align="right">4185</td>
<td align="right">83.70%</td>
</tr>
<tr class="odd">
<td align="left">3</td>
<td align="left">Multi-drug-resistant</td>
<td align="right">435</td>
<td align="right">8.70%</td>
<td align="right">4638</td>
<td align="right">92.76%</td>
<td align="right">455</td>
<td align="right">9.10%</td>
<td align="right">4640</td>
<td align="right">92.80%</td>
</tr>
<tr class="even">
<td align="left">4</td>
<td align="left">Poly-resistant</td>
<td align="right">249</td>
<td align="right">4.98%</td>
<td align="right">4887</td>
<td align="right">97.74%</td>
<td align="right">4889</td>
<td align="right">97.78%</td>
</tr>
<tr class="odd">
<td align="left">5</td>
<td align="left">Extensively drug-resistant</td>
<td align="right">113</td>
<td align="right">2.26%</td>
<td align="right">111</td>
<td align="right">2.22%</td>
<td align="right">5000</td>
<td align="right">100.00%</td>
</tr>

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<img src="../logo.svg" class="logo" alt=""><h1>How to import data from SPSS / SAS / Stata</h1>
<h4 data-toc-skip class="author">Dr. Matthijs Berends</h4>
<h4 data-toc-skip class="date">14 October 2022</h4>
<h4 data-toc-skip class="date">15 October 2022</h4>
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/vignettes/SPSS.Rmd" class="external-link"><code>vignettes/SPSS.Rmd</code></a></small>
<div class="d-none name"><code>SPSS.Rmd</code></div>

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<main id="main" class="col-md-9"><div class="page-header">
<img src="../logo.svg" class="logo" alt=""><h1>Data sets for download / own use</h1>
<h4 data-toc-skip class="date">14 October 2022</h4>
<h4 data-toc-skip class="date">15 October 2022</h4>
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/vignettes/datasets.Rmd" class="external-link"><code>vignettes/datasets.Rmd</code></a></small>
<div class="d-none name"><code>datasets.Rmd</code></div>
@ -177,7 +177,7 @@
</h2>
<p>A data set with 48,787 rows and 22 columns, containing the following column names:<br><em>mo</em>, <em>fullname</em>, <em>status</em>, <em>kingdom</em>, <em>phylum</em>, <em>class</em>, <em>order</em>, <em>family</em>, <em>genus</em>, <em>species</em>, <em>subspecies</em>, <em>rank</em>, <em>ref</em>, <em>source</em>, <em>lpsn</em>, <em>lpsn_parent</em>, <em>lpsn_renamed_to</em>, <em>gbif</em>, <em>gbif_parent</em>, <em>gbif_renamed_to</em>, <em>prevalence</em> and <em>snomed</em>.</p>
<p>This data set is in R available as <code>microorganisms</code>, after you load the <code>AMR</code> package.</p>
<p>It was last updated on 14 October 2022 13:45:54 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/microorganisms.html">here</a>.</p>
<p>It was last updated on 15 October 2022 13:21:31 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/microorganisms.html">here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/microorganisms.rds" class="external-link">original R Data Structure (RDS) file</a> (1.1 MB)<br>
@ -449,7 +449,7 @@
</h2>
<p>A data set with 464 rows and 14 columns, containing the following column names:<br><em>ab</em>, <em>cid</em>, <em>name</em>, <em>group</em>, <em>atc</em>, <em>atc_group1</em>, <em>atc_group2</em>, <em>abbreviations</em>, <em>synonyms</em>, <em>oral_ddd</em>, <em>oral_units</em>, <em>iv_ddd</em>, <em>iv_units</em> and <em>loinc</em>.</p>
<p>This data set is in R available as <code>antibiotics</code>, after you load the <code>AMR</code> package.</p>
<p>It was last updated on 14 October 2022 13:45:54 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/antibiotics.html">here</a>.</p>
<p>It was last updated on 15 October 2022 13:21:31 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/antibiotics.html">here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/antibiotics.rds" class="external-link">original R Data Structure (RDS) file</a> (36 kB)<br>
@ -622,7 +622,7 @@
</h2>
<p>A data set with 102 rows and 9 columns, containing the following column names:<br><em>atc</em>, <em>cid</em>, <em>name</em>, <em>atc_group</em>, <em>synonyms</em>, <em>oral_ddd</em>, <em>oral_units</em>, <em>iv_ddd</em> and <em>iv_units</em>.</p>
<p>This data set is in R available as <code>antivirals</code>, after you load the <code>AMR</code> package.</p>
<p>It was last updated on 14 October 2022 13:45:54 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/antibiotics.html">here</a>.</p>
<p>It was last updated on 15 October 2022 13:21:31 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/antibiotics.html">here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/antivirals.rds" class="external-link">original R Data Structure (RDS) file</a> (4 kB)<br>
@ -754,7 +754,7 @@
</h2>
<p>A data set with 20,369 rows and 11 columns, containing the following column names:<br><em>guideline</em>, <em>method</em>, <em>site</em>, <em>mo</em>, <em>rank_index</em>, <em>ab</em>, <em>ref_tbl</em>, <em>disk_dose</em>, <em>breakpoint_S</em>, <em>breakpoint_R</em> and <em>uti</em>.</p>
<p>This data set is in R available as <code>rsi_translation</code>, after you load the <code>AMR</code> package.</p>
<p>It was last updated on 14 October 2022 13:45:54 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/rsi_translation.html">here</a>.</p>
<p>It was last updated on 15 October 2022 13:21:31 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/rsi_translation.html">here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/rsi_translation.rds" class="external-link">original R Data Structure (RDS) file</a> (49 kB)<br>
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</h2>
<p>A data set with 134,659 rows and 2 columns, containing the following column names:<br><em>mo</em> and <em>ab</em>.</p>
<p>This data set is in R available as <code>intrinsic_resistant</code>, after you load the <code>AMR</code> package.</p>
<p>It was last updated on 14 October 2022 13:45:54 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/intrinsic_resistant.html">here</a>.</p>
<p>It was last updated on 15 October 2022 13:21:31 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/intrinsic_resistant.html">here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/intrinsic_resistant.rds" class="external-link">original R Data Structure (RDS) file</a> (78 kB)<br>
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</h2>
<p>A data set with 169 rows and 9 columns, containing the following column names:<br><em>ab</em>, <em>name</em>, <em>type</em>, <em>dose</em>, <em>dose_times</em>, <em>administration</em>, <em>notes</em>, <em>original_txt</em> and <em>eucast_version</em>.</p>
<p>This data set is in R available as <code>dosage</code>, after you load the <code>AMR</code> package.</p>
<p>It was last updated on 14 October 2022 13:45:54 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/dosage.html">here</a>.</p>
<p>It was last updated on 15 October 2022 13:21:31 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/dosage.html">here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/dosage.rds" class="external-link">original R Data Structure (RDS) file</a> (3 kB)<br>
@ -1302,7 +1302,7 @@
</h2>
<p>A data set with 2,000 rows and 46 columns, containing the following column names:<br><em>date</em>, <em>patient</em>, <em>age</em>, <em>gender</em>, <em>ward</em>, <em>mo</em>, <em>PEN</em>, <em>OXA</em>, <em>FLC</em>, <em>AMX</em>, <em>AMC</em>, <em>AMP</em>, <em>TZP</em>, <em>CZO</em>, <em>FEP</em>, <em>CXM</em>, <em>FOX</em>, <em>CTX</em>, <em>CAZ</em>, <em>CRO</em>, <em>GEN</em>, <em>TOB</em>, <em>AMK</em>, <em>KAN</em>, <em>TMP</em>, <em>SXT</em>, <em>NIT</em>, <em>FOS</em>, <em>LNZ</em>, <em>CIP</em>, <em>MFX</em>, <em>VAN</em>, <em>TEC</em>, <em>TCY</em>, <em>TGC</em>, <em>DOX</em>, <em>ERY</em>, <em>CLI</em>, <em>AZM</em>, <em>IPM</em>, <em>MEM</em>, <em>MTR</em>, <em>CHL</em>, <em>COL</em>, <em>MUP</em> and <em>RIF</em>.</p>
<p>This data set is in R available as <code>example_isolates</code>, after you load the <code>AMR</code> package.</p>
<p>It was last updated on 14 October 2022 13:45:54 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/example_isolates.html">here</a>.</p>
<p>It was last updated on 15 October 2022 13:21:31 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/example_isolates.html">here</a>.</p>
<div class="section level3">
<h3 id="source-6">Source<a class="anchor" aria-label="anchor" href="#source-6"></a>
</h3>
@ -1707,7 +1707,7 @@
</h2>
<p>A data set with 3,000 rows and 8 columns, containing the following column names:<br><em>patient_id</em>, <em>hospital</em>, <em>date</em>, <em>bacteria</em>, <em>AMX</em>, <em>AMC</em>, <em>CIP</em> and <em>GEN</em>.</p>
<p>This data set is in R available as <code>example_isolates_unclean</code>, after you load the <code>AMR</code> package.</p>
<p>It was last updated on 14 October 2022 13:45:54 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/example_isolates_unclean.html">here</a>.</p>
<p>It was last updated on 15 October 2022 13:21:31 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/example_isolates_unclean.html">here</a>.</p>
<div class="section level3">
<h3 id="source-7">Source<a class="anchor" aria-label="anchor" href="#source-7"></a>
</h3>

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