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<a class="navbar-brand me-2" href="https://msberends.github.io/AMR/index.html">AMR (for R)</a>
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<a class="navbar-brand me-2" href="index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</small>
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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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">
@ -168,7 +168,7 @@
<h4 data-toc-skip class="author">Dr. Matthijs
Berends</h4>
<h4 data-toc-skip class="date">12 January 2023</h4>
<h4 data-toc-skip class="date">14 January 2023</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>
@ -180,7 +180,7 @@ Berends</h4>
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 12 January 2023.</p>
generated on 14 January 2023.</p>
<div class="section level2">
<h2 id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
</h2>
@ -236,21 +236,21 @@ make the structure of your data generally look like this:</p>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2023-01-12</td>
<td align="center">2023-01-14</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">2023-01-12</td>
<td align="center">2023-01-14</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">2023-01-12</td>
<td align="center">2023-01-14</td>
<td align="center">efgh</td>
<td align="center">Escherichia coli</td>
<td align="center">R</td>
@ -375,17 +375,17 @@ the <code><a href="https://rdrr.io/r/utils/head.html" class="external-link">head
data set:</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">data</span><span class="op">)</span></span></code></pre></div>
<table class="table">
<table style="width:100%;" class="table">
<colgroup>
<col width="13%">
<col width="13%">
<col width="13%">
<col width="28%">
<col width="5%">
<col width="5%">
<col width="5%">
<col width="5%">
<col width="8%">
<col width="14%">
<col width="14%">
<col width="14%">
<col width="21%">
<col width="6%">
<col width="6%">
<col width="6%">
<col width="6%">
<col width="9%">
</colgroup>
<thead><tr class="header">
<th align="center">date</th>
@ -400,32 +400,10 @@ data set:</p>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2015-07-09</td>
<td align="center">W4</td>
<td align="center">Hospital C</td>
<td align="center">Staphylococcus aureus</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="even">
<td align="center">2014-09-13</td>
<td align="center">W7</td>
<td align="center">2013-06-11</td>
<td align="center">R1</td>
<td align="center">Hospital A</td>
<td align="center">Staphylococcus aureus</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">2016-08-25</td>
<td align="center">N9</td>
<td align="center">Hospital B</td>
<td align="center">Klebsiella pneumoniae</td>
<td align="center">Escherichia coli</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
@ -433,37 +411,59 @@ data set:</p>
<td align="center">F</td>
</tr>
<tr class="even">
<td align="center">2011-09-17</td>
<td align="center">K9</td>
<td align="center">2016-02-26</td>
<td align="center">G2</td>
<td align="center">Hospital C</td>
<td align="center">Staphylococcus aureus</td>
<td align="center">I</td>
<td align="center">I</td>
<td align="center">R</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="odd">
<td align="center">2016-11-05</td>
<td align="center">M9</td>
<td align="center">Hospital B</td>
<td align="center">Streptococcus pneumoniae</td>
<td align="center">2014-06-18</td>
<td align="center">D2</td>
<td align="center">Hospital C</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">I</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
</tr>
<tr class="even">
<td align="center">2017-10-09</td>
<td align="center">R5</td>
<td align="center">Hospital C</td>
<td align="center">Klebsiella pneumoniae</td>
<td align="center">S</td>
<td align="center">I</td>
<td align="center">2014-05-13</td>
<td align="center">L4</td>
<td align="center">Hospital B</td>
<td align="center">Escherichia coli</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
<td align="center">M</td>
</tr>
<tr class="odd">
<td align="center">2010-05-08</td>
<td align="center">G4</td>
<td align="center">Hospital B</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">2011-04-08</td>
<td align="center">G7</td>
<td align="center">Hospital A</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">M</td>
</tr>
</tbody>
</table>
@ -499,16 +499,16 @@ Longest: 1</p>
<tr class="odd">
<td align="left">1</td>
<td align="left">M</td>
<td align="right">10,403</td>
<td align="right">52.02%</td>
<td align="right">10,403</td>
<td align="right">52.02%</td>
<td align="right">10,445</td>
<td align="right">52.23%</td>
<td align="right">10,445</td>
<td align="right">52.23%</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">F</td>
<td align="right">9,597</td>
<td align="right">47.99%</td>
<td align="right">9,555</td>
<td align="right">47.78%</td>
<td align="right">20,000</td>
<td align="right">100.00%</td>
</tr>
@ -621,9 +621,9 @@ takes into account the antimicrobial susceptibility test results using
<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 10,702 'phenotype-based' first isolates (53.5% of total where a</span></span>
<span><span class="co"># =&gt; Found 10,661 'phenotype-based' first isolates (53.3% of total where a</span></span>
<span><span class="co"># microbial ID was available)</span></span></code></pre></div>
<p>So only 53.5% is suitable for resistance analysis! We can now filter
<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>
<div class="sourceCode" id="cb15"><pre class="downlit sourceCode r">
@ -634,11 +634,11 @@ on it with the <code><a href="https://dplyr.tidyverse.org/reference/filter.html"
<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 10,702 isolates for analysis. Now our data looks
<p>So we end up with 10,661 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">
<table class="table">
<colgroup>
<col width="2%">
<col width="9%">
@ -651,7 +651,7 @@ like:</p>
<col width="3%">
<col width="6%">
<col width="11%">
<col width="12%">
<col width="11%">
<col width="9%">
<col width="5%">
</colgroup>
@ -674,93 +674,93 @@ like:</p>
<tbody>
<tr class="odd">
<td align="left">4</td>
<td align="center">2011-09-17</td>
<td align="center">K9</td>
<td align="center">Hospital C</td>
<td align="center">B_STPHY_AURS</td>
<td align="center">I</td>
<td align="center">I</td>
<td align="center">2014-05-13</td>
<td align="center">L4</td>
<td align="center">Hospital B</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">R</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-positive</td>
<td align="center">Staphylococcus</td>
<td align="center">aureus</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">5</td>
<td align="center">2016-11-05</td>
<td align="center">M9</td>
<td align="center">2010-05-08</td>
<td align="center">G4</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">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="odd">
<td align="left">6</td>
<td align="center">2011-04-08</td>
<td align="center">G7</td>
<td align="center">Hospital A</td>
<td align="center">B_ESCHR_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">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">7</td>
<td align="center">2015-06-18</td>
<td align="center">F7</td>
<td align="center">Hospital D</td>
<td align="center">B_ESCHR_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">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="left">9</td>
<td align="center">2013-04-22</td>
<td align="center">O4</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">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="left">6</td>
<td align="center">2017-10-09</td>
<td align="center">R5</td>
<td align="center">Hospital C</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="even">
<td align="left">7</td>
<td align="center">2013-12-15</td>
<td align="center">T6</td>
<td align="center">Hospital A</td>
<td align="center">B_ESCHR_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>
<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="left">8</td>
<td align="center">2017-04-06</td>
<td align="center">Q3</td>
<td align="left">13</td>
<td align="center">2014-07-04</td>
<td align="center">H10</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">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">TRUE</td>
</tr>
<tr class="even">
<td align="left">9</td>
<td align="center">2014-02-24</td>
<td align="center">M10</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">R</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">Gram-negative</td>
@ -801,8 +801,8 @@ readable:</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://msberends.github.io/cleaner/reference/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: 10,702<br>
Available: 10,702 (100%, NA: 0 = 0%)<br>
Length: 10,661<br>
Available: 10,661 (100%, NA: 0 = 0%)<br>
Unique: 4</p>
<p>Shortest: 16<br>
Longest: 24</p>
@ -827,33 +827,33 @@ Longest: 24</p>
<tr class="odd">
<td align="left">1</td>
<td align="left">Escherichia coli</td>
<td align="right">4,654</td>
<td align="right">43.49%</td>
<td align="right">4,654</td>
<td align="right">43.49%</td>
<td align="right">4,638</td>
<td align="right">43.50%</td>
<td align="right">4,638</td>
<td align="right">43.50%</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">Staphylococcus aureus</td>
<td align="right">2,733</td>
<td align="right">25.54%</td>
<td align="right">7,387</td>
<td align="right">69.02%</td>
<td align="right">2,699</td>
<td align="right">25.32%</td>
<td align="right">7,337</td>
<td align="right">68.82%</td>
</tr>
<tr class="odd">
<td align="left">3</td>
<td align="left">Streptococcus pneumoniae</td>
<td align="right">2,084</td>
<td align="right">19.47%</td>
<td align="right">9,471</td>
<td align="right">88.50%</td>
<td align="right">2,127</td>
<td align="right">19.95%</td>
<td align="right">9,464</td>
<td align="right">88.77%</td>
</tr>
<tr class="even">
<td align="left">4</td>
<td align="left">Klebsiella pneumoniae</td>
<td align="right">1,231</td>
<td align="right">11.50%</td>
<td align="right">10,702</td>
<td align="right">1,197</td>
<td align="right">11.23%</td>
<td align="right">10,661</td>
<td align="right">100.00%</td>
</tr>
</tbody>
@ -902,9 +902,24 @@ antibiotic class they are in:</p>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2016-11-05</td>
<td align="center">M9</td>
<td align="center">Hospital B</td>
<td align="center">2013-04-22</td>
<td align="center">O4</td>
<td align="center">Hospital A</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">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">2017-05-20</td>
<td align="center">J4</td>
<td align="center">Hospital C</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">S</td>
<td align="center">S</td>
@ -916,69 +931,39 @@ antibiotic class they are in:</p>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="center">2010-01-06</td>
<td align="center">Z7</td>
<td align="center">Hospital B</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">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">2013-01-10</td>
<td align="center">M6</td>
<td align="center">Hospital D</td>
<td align="center">2013-04-07</td>
<td align="center">R8</td>
<td align="center">Hospital A</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">R</td>
<td align="center">M</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">2013-01-04</td>
<td align="center">O3</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">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">2013-03-19</td>
<td align="center">X10</td>
<td align="center">Hospital D</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="odd">
<td align="center">2012-12-30</td>
<td align="center">D6</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">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">2015-06-21</td>
<td align="center">L7</td>
<td align="center">2010-04-24</td>
<td align="center">G2</td>
<td align="center">Hospital A</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">S</td>
@ -991,6 +976,21 @@ antibiotic class they are in:</p>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="center">2017-10-15</td>
<td align="center">U1</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">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>
</tbody>
</table>
<p>If you want to get a quick glance of the number of isolates in
@ -1013,50 +1013,50 @@ different bug/drug combinations, you can use the
<tr class="odd">
<td align="center">E. coli</td>
<td align="center">AMX</td>
<td align="center">2199</td>
<td align="center">122</td>
<td align="center">2333</td>
<td align="center">4654</td>
<td align="center">2172</td>
<td align="center">141</td>
<td align="center">2325</td>
<td align="center">4638</td>
</tr>
<tr class="even">
<td align="center">E. coli</td>
<td align="center">AMC</td>
<td align="center">3424</td>
<td align="center">171</td>
<td align="center">1059</td>
<td align="center">4654</td>
<td align="center">3409</td>
<td align="center">162</td>
<td align="center">1067</td>
<td align="center">4638</td>
</tr>
<tr class="odd">
<td align="center">E. coli</td>
<td align="center">CIP</td>
<td align="center">3437</td>
<td align="center">3344</td>
<td align="center">0</td>
<td align="center">1217</td>
<td align="center">4654</td>
<td align="center">1294</td>
<td align="center">4638</td>
</tr>
<tr class="even">
<td align="center">E. coli</td>
<td align="center">GEN</td>
<td align="center">4071</td>
<td align="center">4074</td>
<td align="center">0</td>
<td align="center">583</td>
<td align="center">4654</td>
<td align="center">564</td>
<td align="center">4638</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">1231</td>
<td align="center">1231</td>
<td align="center">1197</td>
<td align="center">1197</td>
</tr>
<tr class="even">
<td align="center">K. pneumoniae</td>
<td align="center">AMC</td>
<td align="center">954</td>
<td align="center">44</td>
<td align="center">233</td>
<td align="center">1231</td>
<td align="center">926</td>
<td align="center">62</td>
<td align="center">209</td>
<td align="center">1197</td>
</tr>
</tbody>
</table>
@ -1078,34 +1078,34 @@ different bug/drug combinations, you can use the
<tr class="odd">
<td align="center">E. coli</td>
<td align="center">GEN</td>
<td align="center">4071</td>
<td align="center">4074</td>
<td align="center">0</td>
<td align="center">583</td>
<td align="center">4654</td>
<td align="center">564</td>
<td align="center">4638</td>
</tr>
<tr class="even">
<td align="center">K. pneumoniae</td>
<td align="center">GEN</td>
<td align="center">1102</td>
<td align="center">1080</td>
<td align="center">0</td>
<td align="center">129</td>
<td align="center">1231</td>
<td align="center">117</td>
<td align="center">1197</td>
</tr>
<tr class="odd">
<td align="center">S. aureus</td>
<td align="center">GEN</td>
<td align="center">2410</td>
<td align="center">2419</td>
<td align="center">0</td>
<td align="center">323</td>
<td align="center">2733</td>
<td align="center">280</td>
<td align="center">2699</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">2084</td>
<td align="center">2084</td>
<td align="center">2127</td>
<td align="center">2127</td>
</tr>
</tbody>
</table>
@ -1137,7 +1137,7 @@ I (<code><a href="../reference/proportion.html">proportion_SI()</a></code>, equa
own:</p>
<div class="sourceCode" id="cb25"><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] 0.5480284</span></span></code></pre></div>
<span><span class="co"># [1] 0.5433824</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="cb26"><pre class="downlit sourceCode r">
@ -1152,19 +1152,19 @@ own:</p>
<tbody>
<tr class="odd">
<td align="center">Hospital A</td>
<td align="center">0.5506410</td>
<td align="center">0.5447360</td>
</tr>
<tr class="even">
<td align="center">Hospital B</td>
<td align="center">0.5437995</td>
<td align="center">0.5379915</td>
</tr>
<tr class="odd">
<td align="center">Hospital C</td>
<td align="center">0.5497288</td>
<td align="center">0.5309842</td>
</tr>
<tr class="even">
<td align="center">Hospital D</td>
<td align="center">0.5503985</td>
<td align="center">0.5608238</td>
</tr>
</tbody>
</table>
@ -1189,23 +1189,23 @@ all isolates available for every group (i.e. values S, I or R):</p>
<tbody>
<tr class="odd">
<td align="center">Hospital A</td>
<td align="center">0.5506410</td>
<td align="center">3120</td>
<td align="center">0.5447360</td>
<td align="center">3163</td>
</tr>
<tr class="even">
<td align="center">Hospital B</td>
<td align="center">0.5437995</td>
<td align="center">3790</td>
<td align="center">0.5379915</td>
<td align="center">3764</td>
</tr>
<tr class="odd">
<td align="center">Hospital C</td>
<td align="center">0.5497288</td>
<td align="center">1659</td>
<td align="center">0.5309842</td>
<td align="center">1646</td>
</tr>
<tr class="even">
<td align="center">Hospital D</td>
<td align="center">0.5503985</td>
<td align="center">2133</td>
<td align="center">0.5608238</td>
<td align="center">2088</td>
</tr>
</tbody>
</table>
@ -1230,27 +1230,27 @@ therapies very easily:</p>
<tbody>
<tr class="odd">
<td align="center">Escherichia</td>
<td align="center">0.7724538</td>
<td align="center">0.8747314</td>
<td align="center">0.9774388</td>
<td align="center">0.7699439</td>
<td align="center">0.8783959</td>
<td align="center">0.9762829</td>
</tr>
<tr class="even">
<td align="center">Klebsiella</td>
<td align="center">0.8107230</td>
<td align="center">0.8952071</td>
<td align="center">0.9764419</td>
<td align="center">0.8253968</td>
<td align="center">0.9022556</td>
<td align="center">0.9841270</td>
</tr>
<tr class="odd">
<td align="center">Staphylococcus</td>
<td align="center">0.7896085</td>
<td align="center">0.8818149</td>
<td align="center">0.9806074</td>
<td align="center">0.7899222</td>
<td align="center">0.8962579</td>
<td align="center">0.9818451</td>
</tr>
<tr class="even">
<td align="center">Streptococcus</td>
<td align="center">0.5465451</td>
<td align="center">0.5514810</td>
<td align="center">0.0000000</td>
<td align="center">0.5465451</td>
<td align="center">0.5514810</td>
</tr>
</tbody>
</table>
@ -1278,23 +1278,23 @@ classes, use a antibiotic class selector such as
<tbody>
<tr class="odd">
<td align="left">Hospital A</td>
<td align="right">55.1%</td>
<td align="right">25.8%</td>
<td align="right">54.5%</td>
<td align="right">26.8%</td>
</tr>
<tr class="even">
<td align="left">Hospital B</td>
<td align="right">54.4%</td>
<td align="right">26.2%</td>
<td align="right">53.8%</td>
<td align="right">25.7%</td>
</tr>
<tr class="odd">
<td align="left">Hospital C</td>
<td align="right">55.0%</td>
<td align="right">26.4%</td>
<td align="right">53.1%</td>
<td align="right">26.5%</td>
</tr>
<tr class="even">
<td align="left">Hospital D</td>
<td align="right">55.0%</td>
<td align="right">27.0%</td>
<td align="right">56.1%</td>
<td align="right">26.0%</td>
</tr>
</tbody>
</table>
@ -1410,18 +1410,18 @@ classes) <code>&lt;mic&gt;</code> and <code>&lt;disk&gt;</code>:</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 'mic'</span></span>
<span><span class="co"># [1] 0.125 0.01 32 0.125 &lt;=0.001 2 32 0.125 1 </span></span>
<span><span class="co"># [10] &gt;=256 32 0.0625 0.002 0.01 &lt;=0.001 &lt;=0.001 32 128 </span></span>
<span><span class="co"># [19] 0.125 0.0625 0.025 0.125 0.005 1 32 32 32 </span></span>
<span><span class="co"># [28] &lt;=0.001 0.01 0.125 4 0.25 0.025 4 &lt;=0.001 0.125 </span></span>
<span><span class="co"># [37] 128 0.125 32 1 0.002 32 &lt;=0.001 32 0.125 </span></span>
<span><span class="co"># [46] 64 0.25 1 16 16 &gt;=256 &gt;=256 128 1 </span></span>
<span><span class="co"># [55] 64 0.005 0.01 16 128 64 8 0.0625 0.025 </span></span>
<span><span class="co"># [64] 0.0625 8 0.25 0.25 0.01 0.0625 0.01 &gt;=256 0.01 </span></span>
<span><span class="co"># [73] 0.125 128 0.125 128 128 4 0.0625 0.125 2 </span></span>
<span><span class="co"># [82] 0.5 2 64 4 0.0625 0.5 0.5 64 8 </span></span>
<span><span class="co"># [91] 0.125 1 8 0.0625 0.0625 0.01 0.25 32 8 </span></span>
<span><span class="co"># [100] 0.5</span></span></code></pre></div>
<span><span class="co"># [1] 8 1 8 128 0.125 0.025 0.125 0.25 0.01 </span></span>
<span><span class="co"># [10] 0.002 0.025 0.125 &lt;=0.001 0.125 0.01 32 0.025 64 </span></span>
<span><span class="co"># [19] 0.025 16 0.125 0.5 8 0.005 256 256 256 </span></span>
<span><span class="co"># [28] 8 0.5 0.005 32 256 0.01 &lt;=0.001 0.01 0.002 </span></span>
<span><span class="co"># [37] 64 64 0.0625 2 256 2 0.005 0.005 8 </span></span>
<span><span class="co"># [46] &lt;=0.001 4 64 0.025 128 256 0.0625 &lt;=0.001 8 </span></span>
<span><span class="co"># [55] 0.5 0.002 1 &lt;=0.001 4 0.5 32 2 256 </span></span>
<span><span class="co"># [64] 0.01 0.002 0.25 4 8 128 128 0.0625 16 </span></span>
<span><span class="co"># [73] 2 0.01 0.002 4 0.5 0.5 256 0.005 64 </span></span>
<span><span class="co"># [82] 16 0.125 128 0.005 4 1 1 256 0.01 </span></span>
<span><span class="co"># [91] 0.002 4 1 0.0625 0.125 32 256 2 0.002 </span></span>
<span><span class="co"># [100] 2</span></span></code></pre></div>
<div class="sourceCode" id="cb36"><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>
@ -1455,10 +1455,10 @@ plotting:</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 'disk'</span></span>
<span><span class="co"># [1] 29 27 17 22 31 31 31 23 25 23 29 20 19 29 17 29 26 20 28 19 27 25 28 24 24</span></span>
<span><span class="co"># [26] 27 21 29 24 20 18 30 28 17 30 29 25 18 22 25 20 26 29 22 27 17 21 17 25 31</span></span>
<span><span class="co"># [51] 30 26 25 23 26 28 30 29 28 21 17 20 25 23 20 30 20 25 30 30 24 20 30 23 18</span></span>
<span><span class="co"># [76] 23 27 26 22 28 28 28 24 24 23 18 19 31 23 31 17 27 18 21 31 31 23 26 20 22</span></span></code></pre></div>
<span><span class="co"># [1] 30 31 18 26 29 17 30 31 18 18 19 25 28 22 22 24 26 31 30 29 27 25 26 30 19</span></span>
<span><span class="co"># [26] 23 17 17 25 21 21 28 27 29 17 28 30 29 28 29 28 31 29 28 28 29 19 30 29 27</span></span>
<span><span class="co"># [51] 24 29 17 27 28 18 21 17 26 17 23 31 27 17 18 29 26 22 20 20 21 21 28 19 17</span></span>
<span><span class="co"># [76] 31 27 24 28 21 24 23 30 25 22 19 28 25 27 25 28 25 18 26 30 19 27 28 20 17</span></span></code></pre></div>
<div class="sourceCode" id="cb42"><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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

60
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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">
@ -375,19 +375,19 @@ names or codes, this would have worked exactly the same way:</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 I S S S I R</span></span>
<span><span class="co"># 2 S R I R S S</span></span>
<span><span class="co"># 3 R I I S R R</span></span>
<span><span class="co"># 4 I S R R I I</span></span>
<span><span class="co"># 5 S I R R S S</span></span>
<span><span class="co"># 6 R S R R S R</span></span>
<span><span class="co"># 1 R S S S S R</span></span>
<span><span class="co"># 2 I R I R I I</span></span>
<span><span class="co"># 3 R S I S S R</span></span>
<span><span class="co"># 4 R S I S I S</span></span>
<span><span class="co"># 5 R R R I I R</span></span>
<span><span class="co"># 6 S R R S S 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"># 1 I</span></span>
<span><span class="co"># 2 R</span></span>
<span><span class="co"># 3 S</span></span>
<span><span class="co"># 4 I</span></span>
<span><span class="co"># 5 R</span></span>
<span><span class="co"># 6 I</span></span></code></pre></div>
<span><span class="co"># 4 S</span></span>
<span><span class="co"># 5 S</span></span>
<span><span class="co"># 6 R</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">
@ -428,40 +428,40 @@ Unique: 5</p>
<tr class="odd">
<td align="left">1</td>
<td align="left">Mono-resistant</td>
<td align="right">3271</td>
<td align="right">65.42%</td>
<td align="right">3271</td>
<td align="right">65.42%</td>
<td align="right">3163</td>
<td align="right">63.26%</td>
<td align="right">3163</td>
<td align="right">63.26%</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">Negative</td>
<td align="right">956</td>
<td align="right">19.12%</td>
<td align="right">4227</td>
<td align="right">84.54%</td>
<td align="right">976</td>
<td align="right">19.52%</td>
<td align="right">4139</td>
<td align="right">82.78%</td>
</tr>
<tr class="odd">
<td align="left">3</td>
<td align="left">Multi-drug-resistant</td>
<td align="right">440</td>
<td align="right">8.80%</td>
<td align="right">4667</td>
<td align="right">93.34%</td>
<td align="right">504</td>
<td align="right">10.08%</td>
<td align="right">4643</td>
<td align="right">92.86%</td>
</tr>
<tr class="even">
<td align="left">4</td>
<td align="left">Poly-resistant</td>
<td align="right">247</td>
<td align="right">4.94%</td>
<td align="right">4914</td>
<td align="right">98.28%</td>
<td align="right">259</td>
<td align="right">5.18%</td>
<td align="right">4902</td>
<td align="right">98.04%</td>
</tr>
<tr class="odd">
<td align="left">5</td>
<td align="left">Extensively drug-resistant</td>
<td align="right">86</td>
<td align="right">1.72%</td>
<td align="right">98</td>
<td align="right">1.96%</td>
<td align="right">5000</td>
<td align="right">100.00%</td>
</tr>

2
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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@ -38,7 +38,7 @@
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<h4 data-toc-skip class="author">Dr. Matthijs
Berends</h4>
<h4 data-toc-skip class="date">12 January 2023</h4>
<h4 data-toc-skip class="date">14 January 2023</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>

2
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@ -38,7 +38,7 @@
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@ -166,7 +166,7 @@
<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">12 January 2023</h4>
<h4 data-toc-skip class="date">14 January 2023</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>
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@ -34,12 +34,14 @@ $(document).ready(function() {
// Replace 'Developers' with 'Maintainers' on the main page, and "Contributors" on the Authors page
$(".developers h2").text("Maintainers");
$(".citation h2:first").text("All contributors");
$(".citation h2:second").text("How to Cite");
// replace \donttest and \dontrun texts in Examples
// remove \donttest and \dontrun texts in Examples
if ($("#ref-examples ~ div pre").length > 0) {
$("#ref-examples ~ div pre").html($("#ref-examples ~ div pre").html().replaceAll("# \\donttest{", ""));
$("#ref-examples ~ div pre").html($("#ref-examples ~ div pre").html().replaceAll("# \\dontrun{", ""));
$("#ref-examples ~ div pre").html($("#ref-examples ~ div pre").html().replaceAll("# }", ""));
const regex1 = /# \\dont(test|run)\{(\n|<br>)*/ig;
const regex2 = /(\n|<br>)*# \}/ig;
$("#ref-examples ~ div pre").html($("#ref-examples ~ div pre").html().replaceAll(regex1, ""));
$("#ref-examples ~ div pre").html($("#ref-examples ~ div pre").html().replaceAll(regex2, ""));
}
// remove leading newline in code examples on changelog

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@ -42,7 +42,7 @@
<a class="navbar-brand me-2" href="index.html">AMR (for R)</a>
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@ -191,15 +191,15 @@
<div class="section level3">
<h3 id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
</h3>
<p>The <code>AMR</code> package is a <a href="#copyright">free and open-source</a> R package with <a href="https://en.wikipedia.org/wiki/Dependency_hell" class="external-link">zero dependencies</a> to simplify the analysis and prediction of Antimicrobial Resistance (AMR) and to work with microbial and antimicrobial data and properties, by using evidence-based methods. <strong>Our aim is to provide a standard</strong> for clean and reproducible AMR data analysis, that can therefore empower epidemiological analyses to continuously enable surveillance and treatment evaluation in any setting.</p>
<p>The <code>AMR</code> package is a <a href="#copyright">free and open-source</a> R package with <a href="https://en.wikipedia.org/wiki/Dependency_hell" class="external-link">zero dependencies</a> to simplify the analysis and prediction of Antimicrobial Resistance (AMR) and to work with microbial and antimicrobial data and properties, by using evidence-based methods. <strong>Our aim is to provide a standard</strong> for clean and reproducible AMR data analysis, that can therefore empower epidemiological analyses to continuously enable surveillance and treatment evaluation in any setting. <a href="./authors.html">Many different researchers</a> from around the globe are continually helping us to make this a successful and durable project!</p>
<p>This work was published in the Journal of Statistical Software (Volume 104(3); <a href="https://doi.org/10.18637/jss.v104.i03" class="external-link">DOI 10.18637/jss.v104.i03</a>) and formed the basis of two PhD theses (<a href="https://doi.org/10.33612/diss.177417131" class="external-link">DOI 10.33612/diss.177417131</a> and <a href="https://doi.org/10.33612/diss.192486375" class="external-link">DOI 10.33612/diss.192486375</a>).</p>
<p>After installing this package, R knows <a href="./reference/microorganisms.html"><strong>~52,000 distinct microbial species</strong></a> (updated December 2022) and all <a href="./reference/antibiotics.html"><strong>~600 antibiotic, antimycotic and antiviral drugs</strong></a> by name and code (including ATC, EARS-Net, ASIARS-Net, PubChem, LOINC and SNOMED CT), and knows all about valid R/SI and MIC values. The integral breakpoint guidelines from CLSI and EUCAST are included from the last 10 years. It supports and can read any data format, including WHONET data. This package works on Windows, macOS and Linux with all versions of R since R-3.0 (April 2013). <strong>It was designed to work in any setting, including those with very limited resources</strong>. It was created for both routine data analysis and academic research at the Faculty of Medical Sciences of the <a href="https://www.rug.nl" class="external-link">University of Groningen</a>, in collaboration with non-profit organisations <a href="https://www.certe.nl" class="external-link">Certe Medical Diagnostics and Advice Foundation</a> and <a href="https://www.umcg.nl" class="external-link">University Medical Center Groningen</a>, and is being <a href="./news">actively and durably maintained</a> by two public healthcare organisations in the Netherlands.</p>
<p>After installing this package, R knows <a href="./reference/microorganisms.html"><strong>~52,000 distinct microbial species</strong></a> (updated December 2022) and all <a href="./reference/antibiotics.html"><strong>~600 antibiotic, antimycotic and antiviral drugs</strong></a> by name and code (including ATC, EARS-Net, ASIARS-Net, PubChem, LOINC and SNOMED CT), and knows all about valid R/SI and MIC values. The integral breakpoint guidelines from CLSI and EUCAST are included from the last 10 years. It supports and can read any data format, including WHONET data. This package works on Windows, macOS and Linux with all versions of R since R-3.0 (April 2013). <strong>It was designed to work in any setting, including those with very limited resources</strong>. It was created for both routine data analysis and academic research at the Faculty of Medical Sciences of the <a href="https://www.rug.nl" class="external-link">University of Groningen</a>, in collaboration with non-profit organisations <a href="https://www.certe.nl" class="external-link">Certe Medical Diagnostics and Advice Foundation</a> and <a href="https://www.umcg.nl" class="external-link">University Medical Center Groningen</a>.</p>
<div class="section level5">
<h5 id="used-in-175-countries-translated-to-16-languages">Used in 175 countries, translated to 16 languages<a class="anchor" aria-label="anchor" href="#used-in-175-countries-translated-to-16-languages"></a>
</h5>
<p><a href="./countries_large.png"><img src="./countries.png" target="_blank" align="right" style="max-width: 300px;"></a></p>
<p>Since its first public release in early 2018, this R package has been used in almost all countries in the world. Click the map to enlarge and to see the country names.</p>
<p>The <code>AMR</code> package is available in <img src="lang_en.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> English, <img src="lang_zh.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Chinese, <img src="lang_da.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Danish, <img src="lang_nl.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Dutch, <img src="lang_fr.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> French, <img src="lang_de.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> German, <img src="lang_el.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Greek, <img src="lang_it.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Italian, <img src="lang_ja.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Japanese, <img src="lang_pl.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Polish, <img src="lang_pt.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Portuguese, <img src="lang_ru.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Russian, <img src="lang_es.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Spanish, <img src="lang_sv.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Swedish, <img src="lang_tr.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Turkish, and <img src="lang_uk.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Ukrainian. Antimicrobial drug (group) names and colloquial microorganism names are provided in these languages.</p>
<p>With the help of contributors from all corners of the world, the <code>AMR</code> package is available in <img src="lang_en.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> English, <img src="lang_zh.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Chinese, <img src="lang_da.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Danish, <img src="lang_nl.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Dutch, <img src="lang_fr.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> French, <img src="lang_de.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> German, <img src="lang_el.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Greek, <img src="lang_it.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Italian, <img src="lang_ja.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Japanese, <img src="lang_pl.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Polish, <img src="lang_pt.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Portuguese, <img src="lang_ru.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Russian, <img src="lang_es.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Spanish, <img src="lang_sv.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Swedish, <img src="lang_tr.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Turkish, and <img src="lang_uk.svg" style="height: 13px !important; border: 1px solid #cccccc; vertical-align: initial !important;"> Ukrainian. Antimicrobial drug (group) names and colloquial microorganism names are provided in these languages.</p>
</div>
</div>
<div class="section level3">

22
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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@ -132,7 +132,7 @@
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<div class="section level2">
<h2 class="pkg-version" data-toc-text="1.8.2.9091" id="amr-1829091">AMR 1.8.2.9091<a class="anchor" aria-label="anchor" href="#amr-1829091"></a></h2>
<h2 class="pkg-version" data-toc-text="1.8.2.9092" id="amr-1829092">AMR 1.8.2.9092<a class="anchor" aria-label="anchor" href="#amr-1829092"></a></h2>
<p><em>(this beta version will eventually become v2.0! We’re happy to reach a new major milestone soon!)</em></p>
<p>This is a new major release of the AMR package, with great new additions but also some breaking changes for current users. These are all listed below.</p>
<p><strong><a href="https://en.wikipedia.org/wiki/TL;DR" class="external-link">TL;DR</a></strong></p>
@ -145,19 +145,19 @@
<li>Many new interesting functions, such as <code><a href="../reference/proportion.html">rsi_confidence_interval()</a></code> and <code><a href="../reference/mean_amr_distance.html">mean_amr_distance()</a></code>, and <code><a href="../reference/add_custom_microorganisms.html">add_custom_microorganisms()</a></code> to add custom microorganisms to this package</li>
<li>Many small bug fixes</li>
</ul><div class="section level3">
<h3 id="new-1-8-2-9091">New<a class="anchor" aria-label="anchor" href="#new-1-8-2-9091"></a></h3>
<h3 id="new-1-8-2-9092">New<a class="anchor" aria-label="anchor" href="#new-1-8-2-9092"></a></h3>
<div class="section level4">
<h4 id="interpretation-of-mic-and-disk-diffusion-values-1-8-2-9091">Interpretation of MIC and disk diffusion values<a class="anchor" aria-label="anchor" href="#interpretation-of-mic-and-disk-diffusion-values-1-8-2-9091"></a></h4>
<h4 id="interpretation-of-mic-and-disk-diffusion-values-1-8-2-9092">Interpretation of MIC and disk diffusion values<a class="anchor" aria-label="anchor" href="#interpretation-of-mic-and-disk-diffusion-values-1-8-2-9092"></a></h4>
<p>The clinical breakpoints and intrinsic resistance of EUCAST 2022 and CLSI 2022 have been added for <code><a href="../reference/as.rsi.html">as.rsi()</a></code>. EUCAST 2022 (v12.0) is now the new default guideline for all MIC and disks diffusion interpretations, and for <code><a href="../reference/eucast_rules.html">eucast_rules()</a></code> to apply EUCAST Expert Rules. The default guideline (EUCAST) can now be changed with the new <code>AMR_guideline</code> option, such as: <code>options(AMR_guideline = "CLSI 2020")</code>.</p>
<p>Interpretation guidelines older than 10 years were removed, the oldest now included guidelines of EUCAST and CLSI are from 2013.</p>
</div>
<div class="section level4">
<h4 id="supported-languages-1-8-2-9091">Supported languages<a class="anchor" aria-label="anchor" href="#supported-languages-1-8-2-9091"></a></h4>
<h4 id="supported-languages-1-8-2-9092">Supported languages<a class="anchor" aria-label="anchor" href="#supported-languages-1-8-2-9092"></a></h4>
<p>We added support for the following languages: Chinese, Greek, Japanese, Polish, Turkish and Ukrainian. All antibiotic names are now available in these languages, and the AMR package will automatically determine a supported language based on the user system language.</p>
<p>We are very grateful for the valuable input by our colleagues from other countries. The <code>AMR</code> package is now available in 16 languages and according to download stats used in almost all countries in the world!</p>
</div>
<div class="section level4">
<h4 id="microbiological-taxonomy-1-8-2-9091">Microbiological taxonomy<a class="anchor" aria-label="anchor" href="#microbiological-taxonomy-1-8-2-9091"></a></h4>
<h4 id="microbiological-taxonomy-1-8-2-9092">Microbiological taxonomy<a class="anchor" aria-label="anchor" href="#microbiological-taxonomy-1-8-2-9092"></a></h4>
<p>The <code>microorganisms</code> data set no longer relies on the Catalogue of Life, but on the List of Prokaryotic names with Standing in Nomenclature (LPSN) and is supplemented with the ‘backbone taxonomy’ from the Global Biodiversity Information Facility (GBIF). The structure of this data set has changed to include separate LPSN and GBIF identifiers. Almost all previous MO codes were retained. It contains over 1,400 taxonomic names from 2022.</p>
<p>We previously relied on our own experience to categorise species into pathogenic groups, but we were very happy to encounter the very recent work of Bartlett <em>et al.</em> (2022, DOI <a href="https://doi.org/10.1099/mic.0.001269" class="external-link">10.1099/mic.0.001269</a>) who extensively studied medical-scientific literature to categorise all bacterial species into groups. See <code><a href="../reference/mo_matching_score.html">mo_matching_score()</a></code> on how their work was incorporated into the <code>prevalence</code> column of the <code>microorganisms</code> data set. Using their results, the <code><a href="../reference/as.mo.html">as.mo()</a></code> and all <code>mo_*()</code> functions are now much better capable of converting user input to valid taxonomic records.</p>
<p>The new function <code><a href="../reference/add_custom_microorganisms.html">add_custom_microorganisms()</a></code> allows users to add custom microorganisms to the <code>AMR</code> package.</p>
@ -181,7 +181,7 @@
<li>The <code>microorganisms.old</code> data set was removed, and all previously accepted names are now included in the <code>microorganisms</code> data set. A new column <code>status</code> contains <code>"accepted"</code> for currently accepted names and <code>"synonym"</code> for taxonomic synonyms; currently invalid names. All previously accepted names now have a microorganisms ID and - if available - an LPSN, GBIF and SNOMED CT identifier.</li>
</ul></div>
<div class="section level4">
<h4 id="antibiotic-agents-and-selectors-1-8-2-9091">Antibiotic agents and selectors<a class="anchor" aria-label="anchor" href="#antibiotic-agents-and-selectors-1-8-2-9091"></a></h4>
<h4 id="antibiotic-agents-and-selectors-1-8-2-9092">Antibiotic agents and selectors<a class="anchor" aria-label="anchor" href="#antibiotic-agents-and-selectors-1-8-2-9092"></a></h4>
<p>The new function <code><a href="../reference/add_custom_antimicrobials.html">add_custom_antimicrobials()</a></code> allows users to add custom antimicrobial codes and names to the <code>AMR</code> package.</p>
<p>The <code>antibiotics</code> data set was greatly updated:</p>
<ul><li>The following 20 antibiotics have been added (also includes the <a href="https://www.whocc.no/atc_ddd_index/?code=J01RA&amp;showdescription=no" class="external-link">new J01RA ATC group</a>): azithromycin/fluconazole/secnidazole (AFC), cefepime/amikacin (CFA), cefixime/ornidazole (CEO), ceftriaxone/beta-lactamase inhibitor (CEB), ciprofloxacin/metronidazole (CIM), ciprofloxacin/ornidazole (CIO), ciprofloxacin/tinidazole (CIT), furazidin (FUR), isoniazid/sulfamethoxazole/trimethoprim/pyridoxine (IST), lascufloxacin (LSC), levofloxacin/ornidazole (LEO), nemonoxacin (NEM), norfloxacin/metronidazole (NME), norfloxacin/tinidazole (NTI), ofloxacin/ornidazole (OOR), oteseconazole (OTE), rifampicin/ethambutol/isoniazid (REI), sarecycline (SRC), tetracycline/oleandomycin (TOL), and thioacetazone (TAT)</li>
@ -193,14 +193,14 @@
</ul><p>Also, we added support for using antibiotic selectors in scoped <code>dplyr</code> verbs (with or without using <code><a href="https://dplyr.tidyverse.org/reference/vars.html" class="external-link">vars()</a></code>), such as in: <code>... %&gt;% summarise_at(aminoglycosides(), resistance)</code>, please see <code><a href="../reference/proportion.html">resistance()</a></code> for examples.</p>
</div>
<div class="section level4">
<h4 id="antiviral-agents-1-8-2-9091">Antiviral agents<a class="anchor" aria-label="anchor" href="#antiviral-agents-1-8-2-9091"></a></h4>
<h4 id="antiviral-agents-1-8-2-9092">Antiviral agents<a class="anchor" aria-label="anchor" href="#antiviral-agents-1-8-2-9092"></a></h4>
<p>We now added extensive support for antiviral agents! For the first time, the <code>AMR</code> package has extensive support for antiviral drugs and to work with their names, codes and other data in any way.</p>
<ul><li>The <code>antivirals</code> data set has been extended with 18 new drugs (also from the <a href="https://www.whocc.no/atc_ddd_index/?code=J05AJ&amp;showdescription=no" class="external-link">new J05AJ ATC group</a>) and now also contains antiviral identifiers and LOINC codes</li>
<li>A new data type <code>av</code> (<em>antivirals</em>) has been added, which is functionally similar to <code>ab</code> for antibiotics</li>
<li>Functions <code><a href="../reference/as.av.html">as.av()</a></code>, <code><a href="../reference/av_property.html">av_name()</a></code>, <code><a href="../reference/av_property.html">av_atc()</a></code>, <code><a href="../reference/av_property.html">av_synonyms()</a></code>, <code><a href="../reference/av_from_text.html">av_from_text()</a></code> have all been added as siblings to their <code>ab_*()</code> equivalents</li>
</ul></div>
<div class="section level4">
<h4 id="other-new-functions-1-8-2-9091">Other new functions<a class="anchor" aria-label="anchor" href="#other-new-functions-1-8-2-9091"></a></h4>
<h4 id="other-new-functions-1-8-2-9092">Other new functions<a class="anchor" aria-label="anchor" href="#other-new-functions-1-8-2-9092"></a></h4>
<ul><li>Function <code><a href="../reference/proportion.html">rsi_confidence_interval()</a></code> to add confidence intervals in AMR calculation. This is now also included in <code><a href="../reference/proportion.html">rsi_df()</a></code> and <code><a href="../reference/proportion.html">proportion_df()</a></code>.</li>
<li>Function <code><a href="../reference/mean_amr_distance.html">mean_amr_distance()</a></code> to calculate the mean AMR distance. The mean AMR distance is a normalised numeric value to compare AMR test results and can help to identify similar isolates, without comparing antibiograms by hand.</li>
<li>Function <code><a href="../reference/as.rsi.html">rsi_interpretation_history()</a></code> to view the history of previous runs of <code><a href="../reference/as.rsi.html">as.rsi()</a></code>. This returns a ‘logbook’ with the selected guideline, reference table and specific interpretation of each row in a data set on which <code><a href="../reference/as.rsi.html">as.rsi()</a></code> was run.</li>
@ -209,7 +209,7 @@
</ul></div>
</div>
<div class="section level3">
<h3 id="changes-1-8-2-9091">Changes<a class="anchor" aria-label="anchor" href="#changes-1-8-2-9091"></a></h3>
<h3 id="changes-1-8-2-9092">Changes<a class="anchor" aria-label="anchor" href="#changes-1-8-2-9092"></a></h3>
<ul><li>Argument <code>combine_IR</code> has been removed from this package (affecting functions <code><a href="../reference/count.html">count_df()</a></code>, <code><a href="../reference/proportion.html">proportion_df()</a></code>, and <code><a href="../reference/proportion.html">rsi_df()</a></code> and some plotting functions), since it was replaced with <code>combine_SI</code> three years ago</li>
<li>Using <code>units</code> in <code>ab_ddd(..., units = "...")</code> had been deprecated for some time and is now not supported anymore. Use <code><a href="../reference/ab_property.html">ab_ddd_units()</a></code> instead.</li>
<li>Support for <code>data.frame</code>-enhancing R packages, more specifically: <code><a href="https://Rdatatable.gitlab.io/data.table/reference/data.table.html" class="external-link">data.table::data.table</a></code>, <code><a href="https://rdrr.io/pkg/janitor/man/tabyl.html" class="external-link">janitor::tabyl</a></code>, <code><a href="https://tibble.tidyverse.org/reference/tibble.html" class="external-link">tibble::tibble</a></code>, and <code><a href="https://tsibble.tidyverts.org/reference/tsibble.html" class="external-link">tsibble::tsibble</a></code>. AMR package functions that have a data set as output (such as <code><a href="../reference/proportion.html">rsi_df()</a></code> and <code><a href="../reference/bug_drug_combinations.html">bug_drug_combinations()</a></code>), will now return the same data type as the input.</li>
@ -248,7 +248,7 @@
<li>Cleaning columns with <code><a href="../reference/as.rsi.html">as.rsi()</a></code>, <code><a href="../reference/as.mic.html">as.mic()</a></code>, or <code><a href="../reference/as.disk.html">as.disk()</a></code> will now show the column name in the warning for invalid results</li>
</ul></div>
<div class="section level3">
<h3 id="other-1-8-2-9091">Other<a class="anchor" aria-label="anchor" href="#other-1-8-2-9091"></a></h3>
<h3 id="other-1-8-2-9092">Other<a class="anchor" aria-label="anchor" href="#other-1-8-2-9092"></a></h3>
<ul><li>Added Peter Dutey-Magni, Dmytro Mykhailenko, Anton Mymrikov, Andrew Norgan, and Jonas Salm as contributors, to thank them for their valuable input</li>
<li>New website to make use of the new Bootstrap 5 and pkgdown 2.0. The website now contains results for all examples and will be automatically regenerated with every change to our repository, using GitHub Actions</li>
<li>All R and Rmd files in this project are now styled using the <code>styler</code> package</li>

2
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@ -11,7 +11,7 @@ articles:
datasets: datasets.html
resistance_predict: resistance_predict.html
welcome_to_AMR: welcome_to_AMR.html
last_built: 2023-01-12T22:20Z
last_built: 2023-01-14T16:17Z
urls:
reference: https://msberends.github.io/AMR/reference
article: https://msberends.github.io/AMR/articles

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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
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@ -62,7 +62,7 @@ Principal component analysis for AMR
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

4
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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">
@ -128,7 +128,7 @@
<div class="row">
<main id="main" class="col-md-9"><div class="page-header">
<img src="../logo.svg" class="logo" alt=""><h1>Add Custom Antimicrobials to This Package</h1>
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/R/add_custom_antimicrobials.R" class="external-link"><code>R/add_custom_antimicrobials.R</code></a></small>
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/R/custom_antimicrobials.R" class="external-link"><code>R/custom_antimicrobials.R</code></a></small>
<div class="d-none name"><code>add_custom_antimicrobials.Rd</code></div>
</div>

37
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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">
@ -128,7 +128,7 @@
<div class="row">
<main id="main" class="col-md-9"><div class="page-header">
<img src="../logo.svg" class="logo" alt=""><h1>Add Custom Microorganisms to This Package</h1>
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/R/add_custom_microorganisms.R" class="external-link"><code>R/add_custom_microorganisms.R</code></a></small>
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/R/custom_microorganisms.R" class="external-link"><code>R/custom_microorganisms.R</code></a></small>
<div class="d-none name"><code>add_custom_microorganisms.Rd</code></div>
</div>
@ -146,7 +146,7 @@
<div class="section level2">
<h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
<dl><dt>x</dt>
<dd><p>a <a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a> resembling the <a href="microorganisms.html">microorganisms</a> data set, at least containing columns "genus" and "species"</p></dd>
<dd><p>a <a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a> resembling the <a href="microorganisms.html">microorganisms</a> data set, at least containing column "genus" (case-insensitive)</p></dd>
</dl></div>
<div class="section level2">
@ -154,7 +154,7 @@
<p>This function will fill in missing taxonomy for you, if specific taxonomic columns are missing, see <em>Examples</em>.</p>
<p><strong>Important:</strong> Due to how <span style="R">R</span> works, the <code>add_custom_microorganisms()</code> function has to be run in every <span style="R">R</span> session - added microorganisms are not stored between sessions and are thus lost when <span style="R">R</span> is exited.</p>
<p>There are two ways to automate this process:</p>
<p><strong>Method 1:</strong> Save the microorganisms to a local or remote file (can even be the internet). To use this method:</p><ol><li><p>Create a data set in the structure of the <a href="microorganisms.html">microorganisms</a> data set (containing at the very least columns "genus" and "species") and save it with <code><a href="https://rdrr.io/r/base/readRDS.html" class="external-link">saveRDS()</a></code> to a location of choice, e.g. <code>"~/my_custom_mo.rds"</code>, or any remote location.</p></li>
<p><strong>Method 1:</strong> Save the microorganisms to a local or remote file (can even be the internet). To use this method:</p><ol><li><p>Create a data set in the structure of the <a href="microorganisms.html">microorganisms</a> data set (containing at the very least column "genus") and save it with <code><a href="https://rdrr.io/r/base/readRDS.html" class="external-link">saveRDS()</a></code> to a location of choice, e.g. <code>"~/my_custom_mo.rds"</code>, or any remote location.</p></li>
<li><p>Set the file location to the <code>AMR_custom_mo</code> <span style="R">R</span> option: <code>options(AMR_custom_mo = "~/my_custom_mo.rds")</code>. This can even be a remote file location, such as an https URL. Since options are not saved between <span style="R">R</span> sessions, it is best to save this option to the <code>.Rprofile</code> file so that it will loaded on start-up of <span style="R">R</span>. To do this, open the <code>.Rprofile</code> file using e.g. <code>utils::file.edit("~/.Rprofile")</code>, add this text and save the file:</p>
<p></p><div class="sourceCode r"><pre><code><span><span class="co"># Add custom microorganism codes:</span></span>
<span><span class="fu"><a href="https://rdrr.io/r/base/options.html" class="external-link">options</a></span><span class="op">(</span>AMR_custom_mo <span class="op">=</span> <span class="st">"~/my_custom_mo.rds"</span><span class="op">)</span></span></code></pre><p></p></div>
@ -190,7 +190,8 @@
<span class="r-in"><span> species <span class="op">=</span> <span class="st">"asburiae/cloacae"</span></span></span>
<span class="r-in"><span> <span class="op">)</span></span></span>
<span class="r-in"><span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ Added one record to the internal microorganisms data set.</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ Added Enterobacter asburiae/cloacae to the internal microorganisms data</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> set.</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co"># E. asburiae/cloacae is now a new microorganism:</span></span></span>
<span class="r-in"><span><span class="fu"><a href="mo_property.html">mo_name</a></span><span class="op">(</span><span class="st">"Enterobacter asburiae/cloacae"</span><span class="op">)</span></span></span>
@ -212,6 +213,10 @@
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] "Gram-negative"</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="fu"><a href="mo_property.html">mo_info</a></span><span class="op">(</span><span class="st">"Enterobacter asburiae/cloacae"</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $identifier</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mo'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] CUSTOM1_ENTRBC_A_C</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $kingdom</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] "Bacteria"</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
@ -249,11 +254,31 @@
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] ""</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $ref</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] NA</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] "Self-added, 2023"</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $snomed</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> character(0)</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-in"><span></span></span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co"># the function tries to be forgiving:</span></span></span>
<span class="r-in"><span><span class="fu">add_custom_microorganisms</span><span class="op">(</span></span></span>
<span class="r-in"><span> <span class="fu"><a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a></span><span class="op">(</span>GENUS <span class="op">=</span> <span class="st">"ESCHERICHIA / KLEBSIELLA"</span>,</span></span>
<span class="r-in"><span> SPECIES <span class="op">=</span> <span class="st">"SPECIES"</span><span class="op">)</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ Added Escherichia/Klebsiella to the internal microorganisms data set.</span>
<span class="r-in"><span><span class="fu"><a href="mo_property.html">mo_name</a></span><span class="op">(</span><span class="st">"ESCHERICHIA / KLEBSIELLA"</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] "Escherichia/Klebsiella"</span>
<span class="r-in"><span><span class="fu"><a href="mo_property.html">mo_family</a></span><span class="op">(</span><span class="st">"Escherichia/Klebsiella"</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] "Enterobacteriaceae"</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="fu">add_custom_microorganisms</span><span class="op">(</span></span></span>
<span class="r-in"><span> <span class="fu"><a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a></span><span class="op">(</span>genus <span class="op">=</span> <span class="st">"Citrobacter"</span>, species <span class="op">=</span> <span class="st">"freundii complex"</span><span class="op">)</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ Added Citrobacter freundii Complex to the internal microorganisms data</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> set.</span>
<span class="r-in"><span><span class="fu"><a href="mo_property.html">mo_name</a></span><span class="op">(</span><span class="st">"C. freundii complex"</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] "Citrobacter freundii Complex"</span>
<span class="r-in"><span><span class="fu"><a href="mo_property.html">mo_gramstain</a></span><span class="op">(</span><span class="st">"C. freundii complex"</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] "Gram-negative"</span>
<span class="r-in"><span><span class="co"># }</span></span></span>
</code></pre></div>
</div>

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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</small>
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@ -195,16 +195,16 @@
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="va">df</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> birth_date age age_exact age_at_y2k</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 1981-08-11 41 41.42192 18</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 1977-07-02 45 45.53151 22</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 1967-09-02 55 55.36164 32</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 1997-05-11 25 25.67397 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 1968-01-30 54 54.95068 31</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 1932-12-04 90 90.10685 67</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 1934-09-12 88 88.33425 65</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 1958-06-28 64 64.54247 41</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 1944-09-26 78 78.29589 55</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 1986-01-08 37 37.01096 13</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 1952-10-25 70 70.22192 47</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 1969-05-11 53 53.67945 30</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 1979-02-19 43 43.90137 20</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 1974-03-24 48 48.81096 25</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 1932-09-05 90 90.35890 67</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 1953-11-17 69 69.15890 46</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 1936-10-22 86 86.23014 63</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 1961-02-11 61 61.92329 38</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 1933-09-12 89 89.33973 66</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 1937-08-10 85 85.43014 62</span>
</code></pre></div>
</div>
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@ -10,7 +10,7 @@
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@ -10,7 +10,7 @@
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@ -10,7 +10,7 @@
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reference/as.mo.html
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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@ -286,7 +286,7 @@
<li><p>\(n\) is a taxonomic name (genus, species, and subspecies);</p></li>
<li><p>\(l_n\) is the length of \(n\);</p></li>
<li><p>\(lev\) is the <a href="https://en.wikipedia.org/wiki/Levenshtein_distance" class="external-link">Levenshtein distance function</a> (counting any insertion as 1, and any deletion or substitution as 2) that is needed to change \(x\) into \(n\);</p></li>
<li><p>\(p_{n}\) is the human pathogenic prevalence group of \(n\), as described below;</p></li>
<li><p>\(p_n\) is the human pathogenic prevalence group of \(n\), as described below;</p></li>
<li><p>\(k_n\) is the taxonomic kingdom of \(n\), set as Bacteria = 1, Fungi = 2, Protozoa = 3, Archaea = 4, others = 5.</p></li>
</ul><p>The grouping into human pathogenic prevalence \(p\) is based on recent work from Bartlett <em>et al.</em> (2022, <a href="https://doi.org/10.1099/mic.0.001269" class="external-link">doi:10.1099/mic.0.001269</a>
) who extensively studied medical-scientific literature to categorise all bacterial species into these groups:</p><ul><li><p><strong>Established</strong>, if a taxonomic species has infected at least three persons in three or more references. These records have <code>prevalence = 1.0</code> in the <a href="microorganisms.html">microorganisms</a> data set;</p></li>

22
reference/as.rsi.html
View File

@ -10,7 +10,7 @@
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@ -506,16 +506,16 @@ A microorganism is categorised as <em>Susceptible, Increased exposure</em> when
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 50 × 12</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> datetime index ab_input ab_gu…¹ mo_in…² mo_guideline guide…³</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dttm&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;ab&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;chr&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 2023-01-12 <span style="color: #949494;">22:20:48</span> 1 ampicillin AMP Strep … B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 2023-01-12 <span style="color: #949494;">22:20:48</span> 1 AMP AMP Escher… B_[ORD]_ENTRBCTR EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 2023-01-12 <span style="color: #949494;">22:20:49</span> 1 CIP CIP Escher… B_[ORD]_ENTRBCTR EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 2023-01-12 <span style="color: #949494;">22:20:49</span> 1 GEN GEN Escher… B_[ORD]_ENTRBCTR EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 2023-01-12 <span style="color: #949494;">22:20:49</span> 1 TOB TOB Escher… B_[ORD]_ENTRBCTR EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 2023-01-12 <span style="color: #949494;">22:20:50</span> 1 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 2023-01-12 <span style="color: #949494;">22:20:50</span> 1 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 2023-01-12 <span style="color: #949494;">22:20:50</span> 2 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 2023-01-12 <span style="color: #949494;">22:20:50</span> 3 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 2023-01-12 <span style="color: #949494;">22:20:50</span> 4 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 2023-01-14 <span style="color: #949494;">16:18:00</span> 1 ampicillin AMP Strep … B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 2023-01-14 <span style="color: #949494;">16:18:00</span> 1 AMP AMP Escher… B_[ORD]_ENTRBCTR EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 2023-01-14 <span style="color: #949494;">16:18:00</span> 1 CIP CIP Escher… B_[ORD]_ENTRBCTR EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 2023-01-14 <span style="color: #949494;">16:18:01</span> 1 GEN GEN Escher… B_[ORD]_ENTRBCTR EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 2023-01-14 <span style="color: #949494;">16:18:01</span> 1 TOB TOB Escher… B_[ORD]_ENTRBCTR EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 2023-01-14 <span style="color: #949494;">16:18:01</span> 1 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 2023-01-14 <span style="color: #949494;">16:18:02</span> 1 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 2023-01-14 <span style="color: #949494;">16:18:02</span> 2 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 2023-01-14 <span style="color: #949494;">16:18:02</span> 3 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 2023-01-14 <span style="color: #949494;">16:18:02</span> 4 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># … with 40 more rows, 5 more variables: ref_table &lt;chr&gt;, method &lt;chr&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># input &lt;dbl&gt;, outcome &lt;rsi&gt;, breakpoint_S_R &lt;chr&gt;, and abbreviated variable</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># names ¹​ab_guideline, ²​mo_input, ³​guideline</span></span>

2
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@ -10,7 +10,7 @@
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@ -10,7 +10,7 @@
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@ -12,7 +12,7 @@ count_resistant() should be used to count resistant isolates, count_susceptible(
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@ -10,7 +10,7 @@
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@ -12,7 +12,7 @@ To improve the interpretation of the antibiogram before EUCAST rules are applied
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reference/example_isolates.html
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reference/get_episode.html
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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</small>
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@ -182,40 +182,40 @@
<span class="r-in"><span><span class="va">df</span> <span class="op">&lt;-</span> <span class="va">example_isolates</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/sample.html" class="external-link">sample</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/seq.html" class="external-link">seq_len</a></span><span class="op">(</span><span class="fl">2000</span><span class="op">)</span>, size <span class="op">=</span> <span class="fl">200</span><span class="op">)</span>, <span class="op">]</span></span></span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="fu">get_episode</span><span class="op">(</span><span class="va">df</span><span class="op">$</span><span class="va">date</span>, episode_days <span class="op">=</span> <span class="fl">60</span><span class="op">)</span> <span class="co"># indices</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 46 38 48 21 23 4 29 56 29 37 60 63 64 60 4 40 58 22 2 26 17 22 7 58 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [26] 21 21 60 50 1 23 36 52 43 6 68 7 43 47 28 57 6 51 60 62 65 59 28 29 31</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [51] 13 62 55 4 9 54 58 15 49 31 10 63 36 54 8 17 58 40 49 25 10 7 14 23 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [76] 68 60 19 65 12 16 8 47 14 58 9 65 52 53 59 6 48 62 47 20 42 67 9 13 22</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [101] 55 16 13 26 60 27 65 1 29 25 41 53 42 32 10 62 54 10 68 42 29 13 34 65 64</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [126] 44 39 31 13 18 61 14 62 1 36 54 33 9 67 61 43 15 37 48 16 11 61 38 66 58</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [151] 3 24 4 68 35 54 41 7 7 36 5 30 1 61 22 39 34 45 19 13 5 53 13 7 61</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [176] 4 20 11 45 7 21 49 52 64 60 9 3 35 30 45 11 65 10 58 5 13 13 18 13 41</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 36 10 11 17 57 60 18 7 5 18 8 60 31 28 16 41 3 43 48 61 2 46 35 51 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [26] 28 44 45 3 49 25 56 44 31 16 1 4 32 57 6 57 62 19 50 14 55 38 55 24 35</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [51] 5 15 7 36 38 28 20 5 24 12 63 39 17 13 35 20 30 20 13 44 13 23 21 36 45</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [76] 43 52 53 50 35 24 32 5 23 40 16 63 44 17 63 13 16 51 36 60 12 1 8 10 26</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [101] 25 56 55 60 1 37 23 30 20 58 11 25 8 21 29 27 10 54 59 59 17 12 11 44 33</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [126] 48 54 18 39 8 52 26 40 58 33 7 16 8 16 49 12 15 61 1 28 48 18 1 4 19</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [151] 2 38 37 36 9 58 35 37 57 42 16 14 29 30 34 35 5 62 48 12 11 55 26 57 35</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [176] 47 31 24 60 37 31 56 52 41 61 33 26 47 11 8 55 13 59 62 35 34 11 22 38 8</span>
<span class="r-in"><span><span class="fu">is_new_episode</span><span class="op">(</span><span class="va">df</span><span class="op">$</span><span class="va">date</span>, episode_days <span class="op">=</span> <span class="fl">60</span><span class="op">)</span> <span class="co"># TRUE/FALSE</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] TRUE TRUE TRUE FALSE FALSE TRUE TRUE TRUE FALSE TRUE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [13] FALSE FALSE FALSE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [25] FALSE FALSE TRUE FALSE TRUE FALSE FALSE TRUE TRUE FALSE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [37] FALSE TRUE FALSE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [49] FALSE TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [61] FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [73] FALSE TRUE TRUE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [85] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [97] TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [109] FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE TRUE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [121] FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE FALSE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [133] FALSE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [145] FALSE FALSE FALSE FALSE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [157] TRUE FALSE FALSE FALSE TRUE TRUE FALSE FALSE FALSE TRUE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [169] TRUE FALSE FALSE TRUE FALSE FALSE TRUE FALSE TRUE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [181] FALSE FALSE FALSE FALSE TRUE FALSE TRUE TRUE FALSE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [193] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] FALSE TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [13] FALSE FALSE FALSE TRUE TRUE FALSE FALSE TRUE FALSE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [25] TRUE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [37] FALSE TRUE FALSE TRUE FALSE FALSE TRUE TRUE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [49] FALSE FALSE FALSE TRUE FALSE TRUE FALSE TRUE FALSE TRUE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [61] FALSE TRUE FALSE FALSE FALSE TRUE FALSE FALSE TRUE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [73] TRUE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [85] TRUE TRUE FALSE FALSE FALSE TRUE FALSE FALSE TRUE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [97] FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [109] FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE TRUE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [121] FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [133] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [145] FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE TRUE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [157] FALSE TRUE FALSE TRUE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [169] TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE TRUE FALSE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [181] FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [193] FALSE TRUE TRUE TRUE FALSE TRUE TRUE FALSE</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co"># filter on results from the third 60-day episode only, using base R</span></span></span>
<span class="r-in"><span><span class="va">df</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/which.html" class="external-link">which</a></span><span class="op">(</span><span class="fu">get_episode</span><span class="op">(</span><span class="va">df</span><span class="op">$</span><span class="va">date</span>, <span class="fl">60</span><span class="op">)</span> <span class="op">==</span> <span class="fl">3</span><span class="op">)</span>, <span class="op">]</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 2 × 46</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> date patient age gender ward mo PEN OXA FLC AMX </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <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;rsi&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> 2002-08-31 149442 80 F ICU B_STPHY_AURS R NA S R </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> 2002-07-23 F35553 51 M ICU B_STPHY_AURS R NA S R </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> 2002-07-23 F35553 51 M ICU B_STPHY_AURS R NA S R </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> 2002-07-24 F35553 51 M ICU B_STPHY_AURS R NA S R </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># … with 36 more variables: AMC &lt;rsi&gt;, AMP &lt;rsi&gt;, TZP &lt;rsi&gt;, CZO &lt;rsi&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># FEP &lt;rsi&gt;, CXM &lt;rsi&gt;, FOX &lt;rsi&gt;, CTX &lt;rsi&gt;, CAZ &lt;rsi&gt;, CRO &lt;rsi&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># GEN &lt;rsi&gt;, TOB &lt;rsi&gt;, AMK &lt;rsi&gt;, KAN &lt;rsi&gt;, TMP &lt;rsi&gt;, SXT &lt;rsi&gt;,</span></span>
@ -251,16 +251,16 @@
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># Groups: condition [3]</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> patient date condition new_episode</span>
<span class="r-out co"><span class="r-pr">#&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;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 299616 2012-11-13 C TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 296170 2010-07-23 C FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 545388 2013-07-29 C FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 3F5B3F 2006-09-06 C FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 89F578 2007-03-17 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 974319 2002-10-11 B FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> A42180 2008-04-21 B FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 900485 2015-05-27 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 181687 2008-05-04 A TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> E58549 2010-03-06 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 207325 2011-05-08 C FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 304508 2004-05-09 B TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 619705 2004-07-29 A TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 3CF3C4 2006-06-26 B FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> A79917 2016-05-21 C FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> F5F794 2017-02-18 B FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 698578 2006-11-13 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 438785 2003-10-03 B FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> A26548 2003-04-13 C FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 418311 2006-11-10 C TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># … with 190 more rows</span></span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span> <span class="va">df</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
@ -272,19 +272,19 @@
<span class="r-in"><span> <span class="op">)</span></span></span>
<span class="r-in"><span><span class="op">}</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 200 × 5</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># Groups: ward, patient [183]</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> ward date patient new_index new_logical</span>
<span class="r-out co"><span class="r-pr">#&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;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> Clinical 2012-11-13 299616 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> ICU 2010-07-23 296170 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Clinical 2013-07-29 545388 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> ICU 2006-09-06 3F5B3F 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Clinical 2007-03-17 89F578 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> Outpatient 2002-10-11 974319 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> Clinical 2008-04-21 A42180 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> ICU 2015-05-27 900485 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> Outpatient 2008-05-04 181687 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> Clinical 2010-03-06 E58549 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># Groups: ward, patient [186]</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> ward date patient new_index new_logical</span>
<span class="r-out co"><span class="r-pr">#&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;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> ICU 2011-05-08 207325 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> Clinical 2004-05-09 304508 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> ICU 2004-07-29 619705 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> Clinical 2006-06-26 3CF3C4 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Clinical 2016-05-21 A79917 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> ICU 2017-02-18 F5F794 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> Clinical 2006-11-13 698578 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> ICU 2003-10-03 438785 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> ICU 2003-04-13 A26548 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> ICU 2006-11-10 418311 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># … with 190 more rows</span></span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span> <span class="va">df</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
@ -299,9 +299,9 @@
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 3 × 5</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> ward n_patients n_episodes_365 n_episodes_60 n_episodes_30</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> Clinical 105 15 50 72</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> ICU 64 13 39 47</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> Outpatient 14 7 13 14</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> Clinical 126 14 52 77</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> ICU 47 12 30 35</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> Outpatient 13 7 12 12</span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span></span></span>
<span class="r-in"><span> <span class="co"># grouping on patients and microorganisms leads to the same</span></span></span>
@ -320,7 +320,7 @@
<span class="r-in"><span> <span class="fu"><a href="https://rdrr.io/r/base/identical.html" class="external-link">identical</a></span><span class="op">(</span><span class="va">x</span>, <span class="va">y</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="op">}</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> Including isolates from ICU.</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] TRUE</span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span></span></span>
<span class="r-in"><span> <span class="co"># but is_new_episode() has a lot more flexibility than first_isolate(),</span></span></span>
@ -331,19 +331,19 @@
<span class="r-in"><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="fu"><a href="https://dplyr.tidyverse.org/reference/group_data.html" class="external-link">group_vars</a></span><span class="op">(</span><span class="va">.</span><span class="op">)</span>, <span class="va">flag_episode</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="op">}</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 200 × 4</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># Groups: patient, mo, ward [190]</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> patient mo ward flag_episode</span>
<span class="r-out co"><span class="r-pr">#&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;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 299616 B_STPHY_AURS Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 296170 B_STRPT_GRPB ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 545388 B_PROTS_MRBL Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 3F5B3F B_STPHY_CONS ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 89F578 B_STPHY_CONS Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 974319 B_STPHY_EPDR Outpatient TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> A42180 B_KLBSL_PNMN Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 900485 B_STRPT_MITS ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 181687 B_ESCHR_COLI Outpatient TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> E58549 B_KLBSL_PNMN Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># Groups: patient, mo, ward [192]</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> patient mo ward flag_episode</span>
<span class="r-out co"><span class="r-pr">#&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;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 207325 UNKNOWN ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 304508 B_STRPT_PNMN Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 619705 B_STRPT_ANGN ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 3CF3C4 B_STPHY_CONS Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> A79917 B_ESCHR_COLI Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> F5F794 B_STPHY_AURS ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 698578 B_ESCHR_COLI Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 438785 B_STPHY_EPDR ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> A26548 B_STPHY_CONS ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 418311 B_STPHY_CONS ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># … with 190 more rows</span></span>
<span class="r-in"><span><span class="co"># }</span></span></span>
</code></pre></div>

2
reference/ggplot_pca.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/ggplot_rsi.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/guess_ab_col.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/index.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/intrinsic_resistant.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/italicise_taxonomy.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/join.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/key_antimicrobials.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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
reference/kurtosis.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">
@ -172,9 +172,9 @@
<div class="section level2">
<h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu">kurtosis</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/stats/Normal.html" class="external-link">rnorm</a></span><span class="op">(</span><span class="fl">10000</span><span class="op">)</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 2.982476</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 3.080028</span>
<span class="r-in"><span><span class="fu">kurtosis</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/stats/Normal.html" class="external-link">rnorm</a></span><span class="op">(</span><span class="fl">10000</span><span class="op">)</span>, excess <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.009686146</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.02298422</span>
</code></pre></div>
</div>
</main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>

2
reference/like.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/mdro.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

95
reference/mean_amr_distance.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">
@ -191,30 +191,31 @@
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="va">rsi</span> <span class="op">&lt;-</span> <span class="fu"><a href="random.html">random_rsi</a></span><span class="op">(</span><span class="fl">10</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="va">rsi</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'rsi'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] I S I S I R R S S I</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] S S R S R I S R I S</span>
<span class="r-in"><span><span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">rsi</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.4743416 -0.4743416 -0.4743416 -0.4743416 -0.4743416 1.8973666</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 1.8973666 -0.4743416 -0.4743416 -0.4743416</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.621059 -0.621059 1.449138 -0.621059 1.449138 -0.621059 -0.621059</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [8] 1.449138 -0.621059 -0.621059</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="va">mic</span> <span class="op">&lt;-</span> <span class="fu"><a href="random.html">random_mic</a></span><span class="op">(</span><span class="fl">10</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="va">mic</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5 0.125 0.005 64 2 0.5 0.002 1 &gt;=256 16 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 64 0.5 &lt;=0.025 128 4 0.0625 256 2 128 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [10] 0.125 </span>
<span class="r-in"><span><span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">mic</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.13590568 -0.50369749 -1.35768361 1.15136563 0.23188612 -0.13590568</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -1.60078077 0.04799022 1.51915743 0.78357383</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.84443028 -0.55224804 -1.41458279 1.04395575 0.04632838 -1.15082446</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 1.24348122 -0.15319709 1.04395575 -0.95129899</span>
<span class="r-in"><span><span class="co"># equal to the Z-score of their log2:</span></span></span>
<span class="r-in"><span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/Log.html" class="external-link">log2</a></span><span class="op">(</span><span class="va">mic</span><span class="op">)</span> <span class="op">-</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html" class="external-link">mean</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/Log.html" class="external-link">log2</a></span><span class="op">(</span><span class="va">mic</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="op">/</span> <span class="fu"><a href="https://rdrr.io/r/stats/sd.html" class="external-link">sd</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/Log.html" class="external-link">log2</a></span><span class="op">(</span><span class="va">mic</span><span class="op">)</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.13590568 -0.50369749 -1.35768361 1.15136563 0.23188612 -0.13590568</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -1.60078077 0.04799022 1.51915743 0.78357383</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.84443028 -0.55224804 -1.41458279 1.04395575 0.04632838 -1.15082446</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 1.24348122 -0.15319709 1.04395575 -0.95129899</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="va">disk</span> <span class="op">&lt;-</span> <span class="fu"><a href="random.html">random_disk</a></span><span class="op">(</span><span class="fl">10</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="va">disk</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'disk'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 19 35 29 49 16 45 40 46 43 44</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 31 19 25 45 43 45 10 42 38 47</span>
<span class="r-in"><span><span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">disk</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -1.5151410 -0.1377401 -0.6542654 1.0674857 -1.7734036 0.7231355</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 0.2926977 0.8092230 0.5509604 0.6370479</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.2747505 -1.2167523 -0.7457514 0.8242516 0.6672513 0.8242516</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -1.9232536 0.5887511 0.2747505 0.9812518</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="va">y</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a></span><span class="op">(</span></span></span>
<span class="r-in"><span> id <span class="op">=</span> <span class="va">LETTERS</span><span class="op">[</span><span class="fl">1</span><span class="op">:</span><span class="fl">10</span><span class="op">]</span>,</span></span>
@ -224,36 +225,36 @@
<span class="r-in"><span> tobr <span class="op">=</span> <span class="fu"><a href="random.html">random_mic</a></span><span class="op">(</span><span class="fl">10</span>, ab <span class="op">=</span> <span class="st">"tobr"</span>, mo <span class="op">=</span> <span class="st">"Escherichia coli"</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="va">y</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> id amox cipr gent tobr</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A I 22 1 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B R 18 0.5 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C S 29 4 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D I 27 2 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E I 18 8 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 28 0.5 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G I 29 2 &gt;=8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H I 24 0.5 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I S 30 2 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J S 19 0.5 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> id amox cipr gent tobr</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A S 20 &lt;=0.25 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B R 25 1 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C I 24 0.5 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D S 17 2 &gt;=8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E S 25 &lt;=0.25 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 28 &gt;=4 0.25</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G I 29 2 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H I 22 1 0.5</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I I 18 2 0.25</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J I 21 0.5 1</span>
<span class="r-in"><span><span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">y</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ Calculating mean AMR distance based on columns "amox", "cipr", "gent" and</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> "tobr"</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.4635438 -0.2522842 0.6793050 -0.0301707 -0.1458327 0.2647728</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 0.7200702 -0.5349771 0.5561661 -0.7935056</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.39633734 0.72619085 0.03532415 0.11086821 -0.37841945 0.83757068</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 0.41812023 -0.34726311 -0.56085146 -0.44520275</span>
<span class="r-in"><span><span class="va">y</span><span class="op">$</span><span class="va">amr_distance</span> <span class="op">&lt;-</span> <span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">y</span>, <span class="fu">where</span><span class="op">(</span><span class="va">is.mic</span><span class="op">)</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ Calculating mean AMR distance based on columns "gent" and "tobr"</span>
<span class="r-in"><span><span class="va">y</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/order.html" class="external-link">order</a></span><span class="op">(</span><span class="va">y</span><span class="op">$</span><span class="va">amr_distance</span><span class="op">)</span>, <span class="op">]</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> id amox cipr gent tobr amr_distance</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B R 18 0.5 1 -0.79141880</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 28 0.5 1 -0.79141880</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H I 24 0.5 1 -0.79141880</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J S 19 0.5 1 -0.79141880</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A I 22 1 1 -0.44172950</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D I 27 2 1 -0.09204019</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E I 18 8 1 0.60733841</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I S 30 2 4 0.77039917</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C S 29 4 4 1.12008847</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G I 29 2 &gt;=8 1.20161885</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> id amox cipr gent tobr amr_distance</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E S 25 &lt;=0.25 1 -0.78135160</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J I 21 0.5 1 -0.41647341</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H I 22 1 0.5 -0.34520532</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I I 18 2 0.25 -0.27393724</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A S 20 &lt;=0.25 4 -0.19413138</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 28 &gt;=4 0.25 0.09094095</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C I 24 0.5 4 0.17074681</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B R 25 1 2 0.24201490</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G I 29 2 1 0.31328298</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D S 17 2 &gt;=8 1.19411331</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span> <span class="va">y</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
@ -265,17 +266,17 @@
<span class="r-in"><span><span class="op">}</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ Calculating mean AMR distance based on columns "amox", "cipr", "gent" and</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> "tobr"</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> id amox cipr gent tobr amr_distance check_id_C</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 C S 29 4 4 0.6793050 0.00000000</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 G I 29 2 &gt;=8 0.7200702 0.04076519</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 I S 30 2 4 0.5561661 0.12313895</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 F R 28 0.5 1 0.2647728 0.41453227</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 D I 27 2 1 -0.0301707 0.70947573</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 E I 18 8 1 -0.1458327 0.82513769</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 B R 18 0.5 1 -0.2522842 0.93158924</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 A I 22 1 1 -0.4635438 1.14284886</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 H I 24 0.5 1 -0.5349771 1.21428212</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J S 19 0.5 1 -0.7935056 1.47281060</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> id amox cipr gent tobr amr_distance check_id_C</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 C I 24 0.5 4 0.03532415 0.00000000</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 D S 17 2 &gt;=8 0.11086821 0.07554406</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 H I 22 1 0.5 -0.34726311 0.38258727</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 G I 29 2 1 0.41812023 0.38279607</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E S 25 &lt;=0.25 1 -0.37841945 0.41374361</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 A S 20 &lt;=0.25 4 -0.39633734 0.43166149</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 J I 21 0.5 1 -0.44520275 0.48052690</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 I I 18 2 0.25 -0.56085146 0.59617562</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 B R 25 1 2 0.72619085 0.69086670</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 F R 28 &gt;=4 0.25 0.83757068 0.80224652</span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span> <span class="co"># support for groups</span></span></span>
<span class="r-in"><span> <span class="va">example_isolates</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>

2
reference/microorganisms.codes.html
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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/microorganisms.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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
reference/mo_matching_score.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">
@ -168,7 +168,7 @@
<li><p>\(n\) is a taxonomic name (genus, species, and subspecies);</p></li>
<li><p>\(l_n\) is the length of \(n\);</p></li>
<li><p>\(lev\) is the <a href="https://en.wikipedia.org/wiki/Levenshtein_distance" class="external-link">Levenshtein distance function</a> (counting any insertion as 1, and any deletion or substitution as 2) that is needed to change \(x\) into \(n\);</p></li>
<li><p>\(p_{n}\) is the human pathogenic prevalence group of \(n\), as described below;</p></li>
<li><p>\(p_n\) is the human pathogenic prevalence group of \(n\), as described below;</p></li>
<li><p>\(k_n\) is the taxonomic kingdom of \(n\), set as Bacteria = 1, Fungi = 2, Protozoa = 3, Archaea = 4, others = 5.</p></li>
</ul><p>The grouping into human pathogenic prevalence \(p\) is based on recent work from Bartlett <em>et al.</em> (2022, <a href="https://doi.org/10.1099/mic.0.001269" class="external-link">doi:10.1099/mic.0.001269</a>
) who extensively studied medical-scientific literature to categorise all bacterial species into these groups:</p><ul><li><p><strong>Established</strong>, if a taxonomic species has infected at least three persons in three or more references. These records have <code>prevalence = 1.0</code> in the <a href="microorganisms.html">microorganisms</a> data set;</p></li>
@ -195,7 +195,7 @@
<div class="section level2">
<h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu"><a href="as.mo.html">mo_reset_session</a></span><span class="op">(</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ Reset 17 previously matched input values.</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ Reset 16 previously matched input values.</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="fu"><a href="as.mo.html">as.mo</a></span><span class="op">(</span><span class="st">"E. coli"</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mo'</span>

6
reference/mo_property.html
View File

@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">
@ -701,6 +701,10 @@
<span class="r-in"><span><span class="co"># get a list with the taxonomy, the authors, Gram-stain,</span></span></span>
<span class="r-in"><span><span class="co"># SNOMED codes, and URL to the online database</span></span></span>
<span class="r-in"><span><span class="fu">mo_info</span><span class="op">(</span><span class="st">"Klebsiella pneumoniae"</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $identifier</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mo'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] B_KLBSL_PNMN</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $kingdom</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] "Bacteria"</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>

2
reference/mo_source.html
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@ -12,7 +12,7 @@ This is the fastest way to have your organisation (or analysis) specific codes p
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/pca.html
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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

BIN
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2
reference/plot.html
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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

2
reference/proportion.html
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@ -12,7 +12,7 @@ resistance() should be used to calculate resistance, susceptibility() should be
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">

33
reference/random.html
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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">
@ -183,42 +183,41 @@
<h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu">random_mic</span><span class="op">(</span><span class="fl">25</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5 32 8 0.25 0.0625 128 16 0.0625 0.01 0.5 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [11] 0.002 2 0.5 0.01 0.001 1 2 0.025 128 64 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [21] 64 2 8 0.25 &gt;=256 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.002 0.005 32 32 &gt;=256 0.025 8 0.001 64 0.0625</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [11] &gt;=256 8 1 64 0.025 128 0.01 64 0.025 0.5 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [21] 4 0.002 0.5 0.001 0.5 </span>
<span class="r-in"><span><span class="fu">random_disk</span><span class="op">(</span><span class="fl">25</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'disk'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 45 47 24 47 50 23 36 10 30 50 39 19 46 42 47 49 11 22 12 33 18 22 41 19 40</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 32 43 22 35 41 40 26 6 34 37 42 11 50 10 41 8 7 44 31 19 44 26 16 46 33</span>
<span class="r-in"><span><span class="fu">random_rsi</span><span class="op">(</span><span class="fl">25</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'rsi'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] R R I I R I S I R I I R I S S S I S S R S I I S R</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] R S S S I R S R S R R R R R S R S S R R I R I R S</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co"># \donttest{</span></span></span>
<span class="r-in"><span><span class="co"># make the random generation more realistic by setting a bug and/or drug:</span></span></span>
<span class="r-in"><span><span class="fu">random_mic</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Klebsiella pneumoniae"</span><span class="op">)</span> <span class="co"># range 0.0625-64</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.0625 0.5 0.025 0.001 0.002 8 0.005 128 128 64 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [11] 2 0.005 0.5 4 16 32 0.005 16 8 0.25 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [21] 32 4 2 0.025 0.002 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.01 0.125 2 &lt;=0.001 0.025 0.125 0.5 0.5 1 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [10] 16 2 0.25 1 64 0.0625 0.5 0.002 0.01 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [19] 0.5 0.01 0.5 0.025 0.0625 1 0.025 </span>
<span class="r-in"><span><span class="fu">random_mic</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Klebsiella pneumoniae"</span>, <span class="st">"meropenem"</span><span class="op">)</span> <span class="co"># range 0.0625-16</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5 4 16 8 8 4 4 1 32 0.5 0.25 2 0.5 8 1 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [16] 16 1 8 1 0.5 4 8 8 0.25 2 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 2 4 8 4 16 2 8 16 16 2 1 1 4 8 1 16 8 1 2 2 4 1 8 1 8 </span>
<span class="r-in"><span><span class="fu">random_mic</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Streptococcus pneumoniae"</span>, <span class="st">"meropenem"</span><span class="op">)</span> <span class="co"># range 0.0625-4</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] &gt;=4 0.5 0.5 0.125 0.5 1 0.25 0.25 0.0625 0.25 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [11] 0.125 0.5 2 0.0625 0.5 0.25 0.25 0.125 0.5 0.125 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [21] 1 0.0625 0.5 &gt;=4 1 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 8 0.0625 4 4 0.0625 8 8 0.25 0.25 0.125 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [11] 4 0.25 0.125 0.125 8 4 2 0.0625 1 4 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [21] 0.0625 1 0.5 16 1 </span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="fu">random_disk</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Klebsiella pneumoniae"</span><span class="op">)</span> <span class="co"># range 8-50</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'disk'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 19 45 28 16 45 33 40 22 20 31 16 38 26 50 39 49 31 27 13 27 29 47 14 41 43</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 44 19 39 43 28 43 13 43 29 8 33 45 19 20 10 32 9 30 35 37 23 40 18 27 22</span>
<span class="r-in"><span><span class="fu">random_disk</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Klebsiella pneumoniae"</span>, <span class="st">"ampicillin"</span><span class="op">)</span> <span class="co"># range 11-17</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'disk'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 12 11 14 13 15 13 13 16 14 15 17 17 11 11 14 17 12 17 13 14 14 13 16 11 17</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 14 12 11 16 16 13 15 14 15 13 16 15 13 15 12 16 13 11 17 17 14 15 12 13 15</span>
<span class="r-in"><span><span class="fu">random_disk</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Streptococcus pneumoniae"</span>, <span class="st">"ampicillin"</span><span class="op">)</span> <span class="co"># range 12-27</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'disk'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 22 24 26 21 17 26 21 20 20 23 27 17 25 17 19 24 23 21 24 18 21 25 24 21 15</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 15 15 27 18 26 16 23 18 18 27 23 15 21 26 15 16 23 25 18 18 18 17 24 25 21</span>
<span class="r-in"><span><span class="co"># }</span></span></span>
</code></pre></div>
</div>

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@ -10,7 +10,7 @@
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

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reference/skewness.html
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@ -12,7 +12,7 @@ When negative ('left-skewed'): the left tail is longer; the mass of the distribu
<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="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</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">
@ -171,7 +171,7 @@ When negative ('left-skewed'): the left tail is longer; the mass of the distribu
<div class="section level2">
<h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu">skewness</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/stats/Uniform.html" class="external-link">runif</a></span><span class="op">(</span><span class="fl">1000</span><span class="op">)</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.00769381</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.02838807</span>
</code></pre></div>
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9091</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9092</small>
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