Built site for AMR: 1.8.2.9022@fed3b64

2024-12-26 18:06:11 +01:00 · 2022-10-19 06:37:08 +00:00 · 2022-10-19 06:37:08 +00:00 · 205bfb053c
commit 205bfb053c
parent 553d074b96
94 changed files with 495 additions and 496 deletions
--- a/404.html
+++ b/404.html
@ -36,7 +36,7 @@
    <a class="navbar-brand me-2" href="https://msberends.github.io/AMR/index.html">AMR (for R)</a>
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/LICENSE-text.html
+++ b/LICENSE-text.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/articles/AMR.html
+++ b/articles/AMR.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
@ -325,64 +325,64 @@
 </tr></thead>
 <tbody>
 <tr class="odd">
-<td align="center">2011-04-01</td>
+<td align="center">2017-10-19</td>
-<td align="center">Z8</td>
+<td align="center">O1</td>
-<td align="center">Hospital D</td>
+<td align="center">Hospital A</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">R</td>
 <td align="center">S</td>
 <td align="center">F</td>
 </tr>
 <tr class="even">
-<td align="center">2010-03-26</td>
+<td align="center">2013-10-29</td>
-<td align="center">O7</td>
+<td align="center">R7</td>
 <td align="center">Hospital D</td>
 <td align="center">Klebsiella pneumoniae</td>
 <td align="center">R</td>
 <td align="center">R</td>
 <td align="center">S</td>
 <td align="center">R</td>
 <td align="center">R</td>
 <td align="center">S</td>
 <td align="center">F</td>
 </tr>
 <tr class="odd">
-<td align="center">2015-02-03</td>
+<td align="center">2015-02-04</td>
-<td align="center">E10</td>
+<td align="center">F5</td>
-<td align="center">Hospital D</td>
+<td align="center">Hospital B</td>
-<td align="center">Staphylococcus aureus</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">S</td>
 <td align="center">M</td>
 </tr>
 <tr class="even">
-<td align="center">2010-05-24</td>
+<td align="center">2010-05-11</td>
-<td align="center">Q1</td>
+<td align="center">A2</td>
 <td align="center">Hospital D</td>
 <td align="center">Staphylococcus aureus</td>
 <td align="center">R</td>
 <td align="center">S</td>
 <td align="center">R</td>
 <td align="center">R</td>
 <td align="center">F</td>
 </tr>
 <tr class="odd">
 <td align="center">2010-09-09</td>
 <td align="center">J8</td>
 <td align="center">Hospital A</td>
 <td align="center">Streptococcus pneumoniae</td>
 <td align="center">S</td>
 <td align="center">R</td>
 <td align="center">R</td>
 <td align="center">S</td>
 <td align="center">M</td>
 </tr>
 <tr class="odd">
 <td align="center">2015-09-26</td>
 <td align="center">L5</td>
 <td align="center">Hospital B</td>
 <td align="center">Streptococcus pneumoniae</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>
 <tr class="even">
-<td align="center">2015-01-05</td>
+<td align="center">2012-09-20</td>
-<td align="center">C1</td>
+<td align="center">N4</td>
-<td align="center">Hospital B</td>
+<td align="center">Hospital D</td>
 <td align="center">Escherichia coli</td>
 <td align="center">S</td>
 <td align="center">S</td>
@ -422,16 +422,16 @@ Longest: 1</p>
 <tr class="odd">
 <td align="left">1</td>
 <td align="left">M</td>
-<td align="right">10,351</td>
+<td align="right">10,418</td>
-<td align="right">51.76%</td>
+<td align="right">52.09%</td>
-<td align="right">10,351</td>
+<td align="right">10,418</td>
-<td align="right">51.76%</td>
+<td align="right">52.09%</td>
 </tr>
 <tr class="even">
 <td align="left">2</td>
 <td align="left">F</td>
-<td align="right">9,649</td>
+<td align="right">9,582</td>
-<td align="right">48.25%</td>
+<td align="right">47.91%</td>
 <td align="right">20,000</td>
 <td align="right">100.00%</td>
 </tr>
@ -488,9 +488,9 @@ Longest: 1</p>
 <span><span class="co"># Basing inclusion on all antimicrobial results, using a points threshold of</span></span>
 <span><span class="co"># 2</span></span>
 <span><span class="co"># Including isolates from ICU.</span></span>
-<span><span class="co"># =&gt; Found 10,548 'phenotype-based' first isolates (52.7% of total where a</span></span>
+<span><span class="co"># =&gt; Found 10,708 'phenotype-based' first isolates (53.5% of total where a</span></span>
 <span><span class="co">#    microbial ID was available)</span></span></code></pre></div>
-<p>So only 52.7% is suitable for resistance analysis! We can now filter on it with the <code><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter()</a></code> function, also from the <code>dplyr</code> package:</p>
+<p>So only 53.5% is suitable for resistance analysis! We can now filter on it with the <code><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter()</a></code> function, also from the <code>dplyr</code> package:</p>
 <div class="sourceCode" id="cb15"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">data_1st</span> <span class="op">&lt;-</span> <span class="va">data</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
 <span>  <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="va">first</span> <span class="op">==</span> <span class="cn">TRUE</span><span class="op">)</span></span></code></pre></div>
@ -499,7 +499,7 @@ Longest: 1</p>
 <code class="sourceCode R"><span><span class="va">data_1st</span> <span class="op">&lt;-</span> <span class="va">data</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
 <span>  <span class="fu"><a href="../reference/first_isolate.html">filter_first_isolate</a></span><span class="op">(</span><span class="op">)</span></span>
 <span><span class="co"># Including isolates from ICU.</span></span></code></pre></div>
-<p>So we end up with 10,548 isolates for analysis. Now our data looks like:</p>
+<p>So we end up with 10,708 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">
@ -538,14 +538,14 @@ Longest: 1</p>
 <tbody>
 <tr class="odd">
 <td align="left">1</td>
-<td align="center">2011-04-01</td>
+<td align="center">2017-10-19</td>
-<td align="center">Z8</td>
+<td align="center">O1</td>
-<td align="center">Hospital D</td>
+<td align="center">Hospital A</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">R</td>
 <td align="center">S</td>
 <td align="center">F</td>
 <td align="center">Gram-negative</td>
 <td align="center">Escherichia</td>
@ -553,45 +553,45 @@ Longest: 1</p>
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
-<td align="left">3</td>
+<td align="left">2</td>
-<td align="center">2015-02-03</td>
+<td align="center">2013-10-29</td>
-<td align="center">E10</td>
+<td align="center">R7</td>
 <td align="center">Hospital D</td>
-<td align="center">B_STPHY_AURS</td>
+<td align="center">B_KLBSL_PNMN</td>
 <td align="center">R</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>
+<td align="center">Gram-negative</td>
-<td align="center">Gram-positive</td>
+<td align="center">Klebsiella</td>
-<td align="center">Staphylococcus</td>
+<td align="center">pneumoniae</td>
 <td align="center">aureus</td>
 <td align="center">TRUE</td>
 </tr>
 <tr class="odd">
-<td align="left">4</td>
+<td align="left">3</td>
-<td align="center">2010-05-24</td>
+<td align="center">2015-02-04</td>
-<td align="center">Q1</td>
+<td align="center">F5</td>
-<td align="center">Hospital D</td>
+<td align="center">Hospital B</td>
-<td align="center">B_STPHY_AURS</td>
+<td align="center">B_ESCHR_COLI</td>
 <td align="center">R</td>
 <td align="center">S</td>
-<td align="center">R</td>
+<td align="center">S</td>
-<td align="center">R</td>
+<td align="center">S</td>
-<td align="center">F</td>
+<td align="center">M</td>
-<td align="center">Gram-positive</td>
+<td align="center">Gram-negative</td>
-<td align="center">Staphylococcus</td>
+<td align="center">Escherichia</td>
-<td align="center">aureus</td>
+<td align="center">coli</td>
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
 <td align="left">5</td>
-<td align="center">2010-09-09</td>
+<td align="center">2015-09-26</td>
-<td align="center">J8</td>
+<td align="center">L5</td>
-<td align="center">Hospital A</td>
+<td align="center">Hospital B</td>
 <td align="center">B_STRPT_PNMN</td>
-<td align="center">S</td>
+<td align="center">R</td>
-<td align="center">S</td>
+<td align="center">R</td>
 <td align="center">S</td>
 <td align="center">R</td>
 <td align="center">M</td>
@ -602,9 +602,9 @@ Longest: 1</p>
 </tr>
 <tr class="odd">
 <td align="left">6</td>
-<td align="center">2015-01-05</td>
+<td align="center">2012-09-20</td>
-<td align="center">C1</td>
+<td align="center">N4</td>
-<td align="center">Hospital B</td>
+<td align="center">Hospital D</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">S</td>
 <td align="center">S</td>
@ -617,19 +617,19 @@ Longest: 1</p>
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
-<td align="left">12</td>
+<td align="left">8</td>
-<td align="center">2014-08-04</td>
+<td align="center">2012-10-23</td>
-<td align="center">T9</td>
+<td align="center">M3</td>
 <td align="center">Hospital A</td>
-<td align="center">B_ESCHR_COLI</td>
+<td align="center">B_STPHY_AURS</td>
 <td align="center">R</td>
 <td align="center">S</td>
 <td align="center">S</td>
-<td align="center">R</td>
+<td align="center">S</td>
-<td align="center">F</td>
+<td align="center">S</td>
-<td align="center">Gram-negative</td>
+<td align="center">M</td>
-<td align="center">Escherichia</td>
+<td align="center">Gram-positive</td>
-<td align="center">coli</td>
+<td align="center">Staphylococcus</td>
 <td align="center">aureus</td>
 <td align="center">TRUE</td>
 </tr>
 </tbody>
@ -653,8 +653,8 @@ Longest: 1</p>
 <code class="sourceCode R"><span><span class="va">data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span> <span class="fu"><a href="https://rdrr.io/pkg/cleaner/man/freq.html" class="external-link">freq</a></span><span class="op">(</span><span class="va">genus</span>, <span class="va">species</span><span class="op">)</span></span></code></pre></div>
 <p><strong>Frequency table</strong></p>
 <p>Class: character<br>
-Length: 10,548<br>
+Length: 10,708<br>
-Available: 10,548 (100.0%, NA: 0 = 0.0%)<br>
+Available: 10,708 (100.0%, NA: 0 = 0.0%)<br>
 Unique: 4</p>
 <p>Shortest: 16<br>
 Longest: 24</p>
@ -671,33 +671,33 @@ Longest: 24</p>
 <tr class="odd">
 <td align="left">1</td>
 <td align="left">Escherichia coli</td>
-<td align="right">4,585</td>
+<td align="right">4,622</td>
-<td align="right">43.47%</td>
+<td align="right">43.16%</td>
-<td align="right">4,585</td>
+<td align="right">4,622</td>
-<td align="right">43.47%</td>
+<td align="right">43.16%</td>
 </tr>
 <tr class="even">
 <td align="left">2</td>
 <td align="left">Staphylococcus aureus</td>
-<td align="right">2,650</td>
+<td align="right">2,777</td>
-<td align="right">25.12%</td>
+<td align="right">25.93%</td>
-<td align="right">7,235</td>
+<td align="right">7,399</td>
-<td align="right">68.59%</td>
+<td align="right">69.10%</td>
 </tr>
 <tr class="odd">
 <td align="left">3</td>
 <td align="left">Streptococcus pneumoniae</td>
-<td align="right">2,086</td>
+<td align="right">2,130</td>
-<td align="right">19.78%</td>
+<td align="right">19.89%</td>
-<td align="right">9,321</td>
+<td align="right">9,529</td>
-<td align="right">88.37%</td>
+<td align="right">88.99%</td>
 </tr>
 <tr class="even">
 <td align="left">4</td>
 <td align="left">Klebsiella pneumoniae</td>
-<td align="right">1,227</td>
+<td align="right">1,179</td>
-<td align="right">11.63%</td>
+<td align="right">11.01%</td>
-<td align="right">10,548</td>
+<td align="right">10,708</td>
 <td align="right">100.00%</td>
 </tr>
 </tbody>
@ -716,14 +716,14 @@ Longest: 24</p>
 <col width="9%">
 <col width="9%">
 <col width="9%">
-<col width="10%">
+<col width="11%">
 <col width="3%">
 <col width="3%">
 <col width="3%">
 <col width="3%">
 <col width="6%">
 <col width="11%">
-<col width="12%">
+<col width="11%">
 <col width="9%">
 <col width="5%">
 </colgroup>
@ -744,24 +744,54 @@ Longest: 24</p>
 </tr></thead>
 <tbody>
 <tr class="odd">
-<td align="center">2010-05-24</td>
+<td align="center">2015-09-26</td>
-<td align="center">Q1</td>
+<td align="center">L5</td>
-<td align="center">Hospital D</td>
+<td align="center">Hospital B</td>
-<td align="center">B_STPHY_AURS</td>
+<td align="center">B_STRPT_PNMN</td>
 <td align="center">R</td>
 <td align="center">R</td>
 <td align="center">S</td>
 <td align="center">R</td>
 <td align="center">M</td>
 <td align="center">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">2011-05-20</td>
 <td align="center">U6</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="odd">
 <td align="center">2014-02-08</td>
 <td align="center">Y8</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">R</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">Streptococcus</td>
-<td align="center">aureus</td>
+<td align="center">pneumoniae</td>
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
-<td align="center">2010-09-09</td>
+<td align="center">2017-07-24</td>
-<td align="center">J8</td>
+<td align="center">L9</td>
-<td align="center">Hospital A</td>
+<td align="center">Hospital B</td>
 <td align="center">B_STRPT_PNMN</td>
 <td align="center">S</td>
 <td align="center">S</td>
@ -774,12 +804,27 @@ Longest: 24</p>
 <td align="center">TRUE</td>
 </tr>
 <tr class="odd">
-<td align="center">2014-08-04</td>
+<td align="center">2016-02-06</td>
-<td align="center">T9</td>
+<td align="center">V4</td>
-<td align="center">Hospital A</td>
+<td align="center">Hospital D</td>
-<td align="center">B_ESCHR_COLI</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">2015-12-31</td>
 <td align="center">R10</td>
 <td align="center">Hospital D</td>
 <td align="center">B_ESCHR_COLI</td>
 <td align="center">R</td>
 <td align="center">I</td>
 <td align="center">S</td>
 <td align="center">R</td>
 <td align="center">F</td>
@ -788,51 +833,6 @@ Longest: 24</p>
 <td align="center">coli</td>
 <td align="center">TRUE</td>
 </tr>
 <tr class="even">
 <td align="center">2013-09-08</td>
 <td align="center">Q4</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">R</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="odd">
 <td align="center">2010-09-14</td>
 <td align="center">Y8</td>
 <td align="center">Hospital C</td>
 <td align="center">B_STRPT_PNMN</td>
 <td align="center">R</td>
 <td align="center">R</td>
 <td align="center">S</td>
 <td align="center">R</td>
 <td align="center">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">2017-05-26</td>
 <td align="center">D5</td>
 <td align="center">Hospital A</td>
 <td align="center">B_STRPT_PNMN</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">S</td>
 <td align="center">R</td>
 <td align="center">M</td>
 <td align="center">Gram-positive</td>
 <td align="center">Streptococcus</td>
 <td align="center">pneumoniae</td>
 <td align="center">TRUE</td>
 </tr>
 </tbody>
 </table>
 <p>If you want to get a quick glance of the number of isolates in different bug/drug combinations, you can use the <code><a href="../reference/bug_drug_combinations.html">bug_drug_combinations()</a></code> function:</p>
@ -854,50 +854,50 @@ Longest: 24</p>
 <tr class="odd">
 <td align="center">E. coli</td>
 <td align="center">AMX</td>
-<td align="center">2153</td>
+<td align="center">2187</td>
-<td align="center">149</td>
+<td align="center">142</td>
-<td align="center">2283</td>
+<td align="center">2293</td>
-<td align="center">4585</td>
+<td align="center">4622</td>
 </tr>
 <tr class="even">
 <td align="center">E. coli</td>
 <td align="center">AMC</td>
-<td align="center">3379</td>
+<td align="center">3411</td>
-<td align="center">149</td>
+<td align="center">152</td>
-<td align="center">1057</td>
+<td align="center">1059</td>
-<td align="center">4585</td>
+<td align="center">4622</td>
 </tr>
 <tr class="odd">
 <td align="center">E. coli</td>
 <td align="center">CIP</td>
-<td align="center">3329</td>
+<td align="center">3398</td>
 <td align="center">0</td>
-<td align="center">1256</td>
+<td align="center">1224</td>
-<td align="center">4585</td>
+<td align="center">4622</td>
 </tr>
 <tr class="even">
 <td align="center">E. coli</td>
 <td align="center">GEN</td>
-<td align="center">4023</td>
+<td align="center">4049</td>
 <td align="center">0</td>
-<td align="center">562</td>
+<td align="center">573</td>
-<td align="center">4585</td>
+<td align="center">4622</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">1227</td>
+<td align="center">1179</td>
-<td align="center">1227</td>
+<td align="center">1179</td>
 </tr>
 <tr class="even">
 <td align="center">K. pneumoniae</td>
 <td align="center">AMC</td>
-<td align="center">978</td>
+<td align="center">921</td>
-<td align="center">36</td>
+<td align="center">44</td>
-<td align="center">213</td>
+<td align="center">214</td>
-<td align="center">1227</td>
+<td align="center">1179</td>
 </tr>
 </tbody>
 </table>
@ -920,34 +920,34 @@ Longest: 24</p>
 <tr class="odd">
 <td align="center">E. coli</td>
 <td align="center">GEN</td>
-<td align="center">4023</td>
+<td align="center">4049</td>
 <td align="center">0</td>
-<td align="center">562</td>
+<td align="center">573</td>
-<td align="center">4585</td>
+<td align="center">4622</td>
 </tr>
 <tr class="even">
 <td align="center">K. pneumoniae</td>
 <td align="center">GEN</td>
-<td align="center">1099</td>
+<td align="center">1062</td>
 <td align="center">0</td>
-<td align="center">128</td>
+<td align="center">117</td>
-<td align="center">1227</td>
+<td align="center">1179</td>
 </tr>
 <tr class="odd">
 <td align="center">S. aureus</td>
 <td align="center">GEN</td>
-<td align="center">2317</td>
+<td align="center">2443</td>
 <td align="center">0</td>
-<td align="center">333</td>
+<td align="center">334</td>
-<td align="center">2650</td>
+<td align="center">2777</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">2086</td>
+<td align="center">2130</td>
-<td align="center">2086</td>
+<td align="center">2130</td>
 </tr>
 </tbody>
 </table>
@ -961,7 +961,7 @@ Longest: 24</p>
 <p>As per the EUCAST guideline of 2019, we calculate resistance as the proportion of R (<code><a href="../reference/proportion.html">proportion_R()</a></code>, equal to <code><a href="../reference/proportion.html">resistance()</a></code>) and susceptibility as the proportion of S and I (<code><a href="../reference/proportion.html">proportion_SI()</a></code>, equal to <code><a href="../reference/proportion.html">susceptibility()</a></code>). These functions can be used on their own:</p>
 <div class="sourceCode" id="cb26"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span> <span class="fu"><a href="../reference/proportion.html">resistance</a></span><span class="op">(</span><span class="va">AMX</span><span class="op">)</span></span>
-<span><span class="co"># [1] 0.544653</span></span></code></pre></div>
+<span><span class="co"># [1] 0.5418379</span></span></code></pre></div>
 <p>Or can be used in conjunction with <code><a href="https://dplyr.tidyverse.org/reference/group_by.html" class="external-link">group_by()</a></code> and <code><a href="https://dplyr.tidyverse.org/reference/summarise.html" class="external-link">summarise()</a></code>, both from the <code>dplyr</code> package:</p>
 <div class="sourceCode" id="cb27"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
@ -975,19 +975,19 @@ Longest: 24</p>
 <tbody>
 <tr class="odd">
 <td align="center">Hospital A</td>
-<td align="center">0.5401018</td>
+<td align="center">0.5446373</td>
 </tr>
 <tr class="even">
 <td align="center">Hospital B</td>
-<td align="center">0.5452092</td>
+<td align="center">0.5459846</td>
 </tr>
 <tr class="odd">
 <td align="center">Hospital C</td>
-<td align="center">0.5366162</td>
+<td align="center">0.5303218</td>
 </tr>
 <tr class="even">
 <td align="center">Hospital D</td>
-<td align="center">0.5564478</td>
+<td align="center">0.5389393</td>
 </tr>
 </tbody>
 </table>
@ -1008,23 +1008,23 @@ Longest: 24</p>
 <tbody>
 <tr class="odd">
 <td align="center">Hospital A</td>
-<td align="center">0.5401018</td>
+<td align="center">0.5446373</td>
-<td align="center">3142</td>
+<td align="center">3226</td>
 </tr>
 <tr class="even">
 <td align="center">Hospital B</td>
-<td align="center">0.5452092</td>
+<td align="center">0.5459846</td>
-<td align="center">3705</td>
+<td align="center">3773</td>
 </tr>
 <tr class="odd">
 <td align="center">Hospital C</td>
-<td align="center">0.5366162</td>
+<td align="center">0.5303218</td>
-<td align="center">1584</td>
+<td align="center">1616</td>
 </tr>
 <tr class="even">
 <td align="center">Hospital D</td>
-<td align="center">0.5564478</td>
+<td align="center">0.5389393</td>
-<td align="center">2117</td>
+<td align="center">2093</td>
 </tr>
 </tbody>
 </table>
@ -1047,27 +1047,27 @@ Longest: 24</p>
 <tbody>
 <tr class="odd">
 <td align="center">Escherichia</td>
-<td align="center">0.7694656</td>
+<td align="center">0.7708784</td>
-<td align="center">0.8774264</td>
+<td align="center">0.8760277</td>
-<td align="center">0.9790622</td>
+<td align="center">0.9757681</td>
 </tr>
 <tr class="even">
 <td align="center">Klebsiella</td>
-<td align="center">0.8264059</td>
+<td align="center">0.8184902</td>
-<td align="center">0.8956805</td>
+<td align="center">0.9007634</td>
-<td align="center">0.9812551</td>
+<td align="center">0.9813401</td>
 </tr>
 <tr class="odd">
 <td align="center">Staphylococcus</td>
-<td align="center">0.8060377</td>
+<td align="center">0.8030248</td>
-<td align="center">0.8743396</td>
+<td align="center">0.8797263</td>
-<td align="center">0.9784906</td>
+<td align="center">0.9773136</td>
 </tr>
 <tr class="even">
 <td align="center">Streptococcus</td>
-<td align="center">0.5359540</td>
+<td align="center">0.5384977</td>
 <td align="center">0.0000000</td>
-<td align="center">0.5359540</td>
+<td align="center">0.5384977</td>
 </tr>
 </tbody>
 </table>
@ -1092,23 +1092,23 @@ Longest: 24</p>
 <tbody>
 <tr class="odd">
 <td align="left">Hospital A</td>
-<td align="right">54.0%</td>
+<td align="right">54.5%</td>
-<td align="right">27.0%</td>
+<td align="right">26.0%</td>
 </tr>
 <tr class="even">
 <td align="left">Hospital B</td>
-<td align="right">54.5%</td>
+<td align="right">54.6%</td>
-<td align="right">25.4%</td>
+<td align="right">26.5%</td>
 </tr>
 <tr class="odd">
 <td align="left">Hospital C</td>
-<td align="right">53.7%</td>
+<td align="right">53.0%</td>
-<td align="right">24.9%</td>
+<td align="right">26.8%</td>
 </tr>
 <tr class="even">
 <td align="left">Hospital D</td>
-<td align="right">55.6%</td>
+<td align="right">53.9%</td>
-<td align="right">26.8%</td>
+<td align="right">25.4%</td>
 </tr>
 </tbody>
 </table>
@ -1206,18 +1206,16 @@ Longest: 24</p>
 <code class="sourceCode R"><span><span class="va">mic_values</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/random.html">random_mic</a></span><span class="op">(</span>size <span class="op">=</span> <span class="fl">100</span><span class="op">)</span></span>
 <span><span class="va">mic_values</span></span>
 <span><span class="co"># Class &lt;mic&gt;</span></span>
-<span><span class="co">#   [1] 0.125   2       32      0.025   4       0.01    0.025   4       8      </span></span>
+<span><span class="co">#   [1] 32     0.002  1      0.125  8      16     256    0.25   32     32    </span></span>
-<span><span class="co">#  [10] 2       1       2       0.25    2       16      8       0.0625  1      </span></span>
+<span><span class="co">#  [11] 1      0.001  2      2      64     64     1      0.025  128    64    </span></span>
-<span><span class="co">#  [19] 0.5     0.01    0.125   0.25    0.0625  0.01    0.025   8       8      </span></span>
+<span><span class="co">#  [21] 128    0.001  8      4      0.0625 0.025  32     32     0.005  256   </span></span>
-<span><span class="co">#  [28] 0.002   128     0.0625  128     1       4       0.025   0.5     4      </span></span>
+<span><span class="co">#  [31] 256    128    0.025  0.002  0.125  4      0.001  0.125  0.001  1     </span></span>
-<span><span class="co">#  [37] 0.125   0.0625  0.5     2       0.002   8       0.125   &gt;=256   0.01   </span></span>
+<span><span class="co">#  [41] 4      64     0.005  0.0625 0.01   0.01   2      0.002  0.002  16    </span></span>
-<span><span class="co">#  [46] &gt;=256   0.01    2       32      64      4       16      &lt;=0.001 0.25   </span></span>
+<span><span class="co">#  [51] 256    0.0625 32     8      256    256    0.005  128    0.125  0.001 </span></span>
-<span><span class="co">#  [55] 16      128     128     8       0.25    &lt;=0.001 0.5     &gt;=256   32     </span></span>
+<span><span class="co">#  [61] 0.0625 4      4      0.5    0.01   2      0.125  64     4      16    </span></span>
-<span><span class="co">#  [64] 0.025   0.25    16      32      0.002   128     8       8       128    </span></span>
+<span><span class="co">#  [71] 16     1      0.025  0.005  0.0625 0.001  0.001  128    2      1     </span></span>
-<span><span class="co">#  [73] 0.25    128     0.005   128     &lt;=0.001 0.002   0.002   0.5     0.0625 </span></span>
+<span><span class="co">#  [81] 32     32     0.25   0.5    0.0625 8      64     0.005  0.005  256   </span></span>
-<span><span class="co">#  [82] 4       0.125   0.002   0.25    0.025   &lt;=0.001 2       0.005   0.0625 </span></span>
+<span><span class="co">#  [91] 128    0.001  256    256    0.005  0.01   128    8      0.01   2</span></span></code></pre></div>
 <span><span class="co">#  [91] 32      8       0.005   0.0625  &gt;=256   0.5     0.125   0.25    4      </span></span>
 <span><span class="co"># [100] 0.5</span></span></code></pre></div>
 <div class="sourceCode" id="cb37"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="co"># base R:</span></span>
 <span><span class="fu"><a href="../reference/plot.html">plot</a></span><span class="op">(</span><span class="va">mic_values</span><span class="op">)</span></span></code></pre></div>
@ -1244,10 +1242,10 @@ Longest: 24</p>
 <code class="sourceCode R"><span><span class="va">disk_values</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/random.html">random_disk</a></span><span class="op">(</span>size <span class="op">=</span> <span class="fl">100</span>, mo <span class="op">=</span> <span class="st">"E. coli"</span>, ab <span class="op">=</span> <span class="st">"cipro"</span><span class="op">)</span></span>
 <span><span class="va">disk_values</span></span>
 <span><span class="co"># Class &lt;disk&gt;</span></span>
-<span><span class="co">#   [1] 17 29 17 23 23 22 26 31 29 30 23 23 24 22 23 24 23 22 18 25 25 26 30 23 23</span></span>
+<span><span class="co">#   [1] 20 18 21 23 29 24 24 23 24 19 22 27 19 23 22 21 29 18 17 25 29 25 31 18 28</span></span>
-<span><span class="co">#  [26] 18 24 22 26 19 22 22 25 17 29 30 28 27 17 31 30 17 28 29 31 27 19 18 21 23</span></span>
+<span><span class="co">#  [26] 19 25 20 17 24 17 20 30 30 29 28 25 22 23 21 27 30 18 24 31 24 29 24 25 28</span></span>
-<span><span class="co">#  [51] 18 22 24 28 20 27 21 23 18 18 28 31 27 21 21 24 29 18 18 18 26 21 18 23 22</span></span>
+<span><span class="co">#  [51] 23 24 23 30 20 26 17 18 29 24 18 30 26 23 30 27 31 24 28 29 17 26 31 21 29</span></span>
-<span><span class="co">#  [76] 29 19 19 27 22 21 25 18 21 19 22 28 25 18 27 25 19 17 19 29 19 23 25 26 21</span></span></code></pre></div>
+<span><span class="co">#  [76] 18 20 20 31 31 28 19 24 24 31 19 21 22 26 29 29 22 28 22 19 23 26 22 22 27</span></span></code></pre></div>
 <div class="sourceCode" id="cb43"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="co"># base R:</span></span>
 <span><span class="fu"><a href="../reference/plot.html">plot</a></span><span class="op">(</span><span class="va">disk_values</span>, mo <span class="op">=</span> <span class="st">"E. coli"</span>, ab <span class="op">=</span> <span class="st">"cipro"</span><span class="op">)</span></span></code></pre></div>
--- a/articles/AMR_files/figure-html/disk_plots-1.png
+++ b/articles/AMR_files/figure-html/disk_plots-1.png
--- a/articles/AMR_files/figure-html/disk_plots_mo_ab-1.png
+++ b/articles/AMR_files/figure-html/disk_plots_mo_ab-1.png
--- a/articles/AMR_files/figure-html/mic_plots-1.png
+++ b/articles/AMR_files/figure-html/mic_plots-1.png
--- a/articles/AMR_files/figure-html/mic_plots-2.png
+++ b/articles/AMR_files/figure-html/mic_plots-2.png
--- a/articles/AMR_files/figure-html/mic_plots_mo_ab-1.png
+++ b/articles/AMR_files/figure-html/mic_plots_mo_ab-1.png
--- a/articles/AMR_files/figure-html/mic_plots_mo_ab-2.png
+++ b/articles/AMR_files/figure-html/mic_plots_mo_ab-2.png
--- a/articles/AMR_files/figure-html/plot
+++ b/articles/AMR_files/figure-html/plot
--- a/articles/AMR_files/figure-html/plot
+++ b/articles/AMR_files/figure-html/plot
--- a/articles/AMR_files/figure-html/plot
+++ b/articles/AMR_files/figure-html/plot
--- a/articles/AMR_files/figure-html/plot
+++ b/articles/AMR_files/figure-html/plot
--- a/articles/EUCAST.html
+++ b/articles/EUCAST.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/articles/MDR.html
+++ b/articles/MDR.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</small>
    <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@ -314,19 +314,19 @@ Unique: 2</p>
 <div class="sourceCode" id="cb8"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/utils/head.html" class="external-link">head</a></span><span class="op">(</span><span class="va">my_TB_data</span><span class="op">)</span></span>
 <span><span class="co">#   rifampicin isoniazid gatifloxacin ethambutol pyrazinamide moxifloxacin</span></span>
-<span><span class="co"># 1          S         S            R          R            I            R</span></span>
+<span><span class="co"># 1          S         I            R          R            I            R</span></span>
-<span><span class="co"># 2          R         R            I          I            S            S</span></span>
+<span><span class="co"># 2          I         S            R          S            R            I</span></span>
-<span><span class="co"># 3          S         R            R          I            I            R</span></span>
+<span><span class="co"># 3          R         I            R          I            R            S</span></span>
-<span><span class="co"># 4          I         S            S          R            S            I</span></span>
+<span><span class="co"># 4          S         R            I          I            R            R</span></span>
-<span><span class="co"># 5          R         S            I          R            S            S</span></span>
+<span><span class="co"># 5          I         I            S          S            S            R</span></span>
-<span><span class="co"># 6          I         S            I          I            R            I</span></span>
+<span><span class="co"># 6          R         R            S          I            I            R</span></span>
 <span><span class="co">#   kanamycin</span></span>
-<span><span class="co"># 1         R</span></span>
+<span><span class="co"># 1         S</span></span>
-<span><span class="co"># 2         R</span></span>
+<span><span class="co"># 2         S</span></span>
-<span><span class="co"># 3         I</span></span>
+<span><span class="co"># 3         R</span></span>
-<span><span class="co"># 4         S</span></span>
+<span><span class="co"># 4         R</span></span>
-<span><span class="co"># 5         R</span></span>
+<span><span class="co"># 5         S</span></span>
-<span><span class="co"># 6         I</span></span></code></pre></div>
+<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">
 <code class="sourceCode R"><span><span class="fu"><a href="../reference/mdro.html">mdro</a></span><span class="op">(</span><span class="va">my_TB_data</span>, guideline <span class="op">=</span> <span class="st">"TB"</span><span class="op">)</span></span></code></pre></div>
@ -357,40 +357,40 @@ Unique: 5</p>
 <tr class="odd">
 <td align="left">1</td>
 <td align="left">Mono-resistant</td>
-<td align="right">3219</td>
+<td align="right">3172</td>
-<td align="right">64.38%</td>
+<td align="right">63.44%</td>
-<td align="right">3219</td>
+<td align="right">3172</td>
-<td align="right">64.38%</td>
+<td align="right">63.44%</td>
 </tr>
 <tr class="even">
 <td align="left">2</td>
 <td align="left">Negative</td>
-<td align="right">997</td>
+<td align="right">973</td>
-<td align="right">19.94%</td>
+<td align="right">19.46%</td>
-<td align="right">4216</td>
+<td align="right">4145</td>
-<td align="right">84.32%</td>
+<td align="right">82.90%</td>
 </tr>
 <tr class="odd">
 <td align="left">3</td>
 <td align="left">Multi-drug-resistant</td>
-<td align="right">421</td>
+<td align="right">489</td>
-<td align="right">8.42%</td>
+<td align="right">9.78%</td>
-<td align="right">4637</td>
+<td align="right">4634</td>
-<td align="right">92.74%</td>
+<td align="right">92.68%</td>
 </tr>
 <tr class="even">
 <td align="left">4</td>
 <td align="left">Poly-resistant</td>
-<td align="right">266</td>
+<td align="right">247</td>
-<td align="right">5.32%</td>
+<td align="right">4.94%</td>
-<td align="right">4903</td>
+<td align="right">4881</td>
-<td align="right">98.06%</td>
+<td align="right">97.62%</td>
 </tr>
 <tr class="odd">
 <td align="left">5</td>
 <td align="left">Extensively drug-resistant</td>
-<td align="right">97</td>
+<td align="right">119</td>
-<td align="right">1.94%</td>
+<td align="right">2.38%</td>
 <td align="right">5000</td>
 <td align="right">100.00%</td>
 </tr>
--- a/articles/PCA.html
+++ b/articles/PCA.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/articles/SPSS.html
+++ b/articles/SPSS.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/articles/WHONET.html
+++ b/articles/WHONET.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/articles/datasets.html
+++ b/articles/datasets.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
@ -177,7 +177,7 @@
 </h2>
 <p>A data set with 48,787 rows and 22 columns, containing the following column names:<br><em>mo</em>, <em>fullname</em>, <em>status</em>, <em>kingdom</em>, <em>phylum</em>, <em>class</em>, <em>order</em>, <em>family</em>, <em>genus</em>, <em>species</em>, <em>subspecies</em>, <em>rank</em>, <em>ref</em>, <em>source</em>, <em>lpsn</em>, <em>lpsn_parent</em>, <em>lpsn_renamed_to</em>, <em>gbif</em>, <em>gbif_parent</em>, <em>gbif_renamed_to</em>, <em>prevalence</em> and <em>snomed</em>.</p>
 <p>This data set is in R available as <code>microorganisms</code>, after you load the <code>AMR</code> package.</p>
-<p>It was last updated on 19 October 2022 05:01:07 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/microorganisms.html">here</a>.</p>
+<p>It was last updated on 19 October 2022 06:31:36 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/microorganisms.html">here</a>.</p>
 <p><strong>Direct download links:</strong></p>
 <ul>
 <li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/microorganisms.rds" class="external-link">original R Data Structure (RDS) file</a> (1.1 MB)<br>
@ -449,7 +449,7 @@
 </h2>
 <p>A data set with 464 rows and 14 columns, containing the following column names:<br><em>ab</em>, <em>cid</em>, <em>name</em>, <em>group</em>, <em>atc</em>, <em>atc_group1</em>, <em>atc_group2</em>, <em>abbreviations</em>, <em>synonyms</em>, <em>oral_ddd</em>, <em>oral_units</em>, <em>iv_ddd</em>, <em>iv_units</em> and <em>loinc</em>.</p>
 <p>This data set is in R available as <code>antibiotics</code>, after you load the <code>AMR</code> package.</p>
-<p>It was last updated on 19 October 2022 05:01:07 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/antibiotics.html">here</a>.</p>
+<p>It was last updated on 19 October 2022 06:31:36 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/antibiotics.html">here</a>.</p>
 <p><strong>Direct download links:</strong></p>
 <ul>
 <li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/antibiotics.rds" class="external-link">original R Data Structure (RDS) file</a> (36 kB)<br>
@ -622,7 +622,7 @@
 </h2>
 <p>A data set with 102 rows and 9 columns, containing the following column names:<br><em>atc</em>, <em>cid</em>, <em>name</em>, <em>atc_group</em>, <em>synonyms</em>, <em>oral_ddd</em>, <em>oral_units</em>, <em>iv_ddd</em> and <em>iv_units</em>.</p>
 <p>This data set is in R available as <code>antivirals</code>, after you load the <code>AMR</code> package.</p>
-<p>It was last updated on 19 October 2022 05:01:07 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/antibiotics.html">here</a>.</p>
+<p>It was last updated on 19 October 2022 06:31:36 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/antibiotics.html">here</a>.</p>
 <p><strong>Direct download links:</strong></p>
 <ul>
 <li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/antivirals.rds" class="external-link">original R Data Structure (RDS) file</a> (4 kB)<br>
@ -754,7 +754,7 @@
 </h2>
 <p>A data set with 20,369 rows and 11 columns, containing the following column names:<br><em>guideline</em>, <em>method</em>, <em>site</em>, <em>mo</em>, <em>rank_index</em>, <em>ab</em>, <em>ref_tbl</em>, <em>disk_dose</em>, <em>breakpoint_S</em>, <em>breakpoint_R</em> and <em>uti</em>.</p>
 <p>This data set is in R available as <code>rsi_translation</code>, after you load the <code>AMR</code> package.</p>
-<p>It was last updated on 19 October 2022 05:01:07 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/rsi_translation.html">here</a>.</p>
+<p>It was last updated on 19 October 2022 06:31:36 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/rsi_translation.html">here</a>.</p>
 <p><strong>Direct download links:</strong></p>
 <ul>
 <li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/rsi_translation.rds" class="external-link">original R Data Structure (RDS) file</a> (49 kB)<br>
@ -913,7 +913,7 @@
 </h2>
 <p>A data set with 134,659 rows and 2 columns, containing the following column names:<br><em>mo</em> and <em>ab</em>.</p>
 <p>This data set is in R available as <code>intrinsic_resistant</code>, after you load the <code>AMR</code> package.</p>
-<p>It was last updated on 19 October 2022 05:01:07 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/intrinsic_resistant.html">here</a>.</p>
+<p>It was last updated on 19 October 2022 06:31:36 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/intrinsic_resistant.html">here</a>.</p>
 <p><strong>Direct download links:</strong></p>
 <ul>
 <li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/intrinsic_resistant.rds" class="external-link">original R Data Structure (RDS) file</a> (78 kB)<br>
@ -1185,7 +1185,7 @@
 </h2>
 <p>A data set with 169 rows and 9 columns, containing the following column names:<br><em>ab</em>, <em>name</em>, <em>type</em>, <em>dose</em>, <em>dose_times</em>, <em>administration</em>, <em>notes</em>, <em>original_txt</em> and <em>eucast_version</em>.</p>
 <p>This data set is in R available as <code>dosage</code>, after you load the <code>AMR</code> package.</p>
-<p>It was last updated on 19 October 2022 05:01:07 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/dosage.html">here</a>.</p>
+<p>It was last updated on 19 October 2022 06:31:36 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/dosage.html">here</a>.</p>
 <p><strong>Direct download links:</strong></p>
 <ul>
 <li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/../data-raw/dosage.rds" class="external-link">original R Data Structure (RDS) file</a> (3 kB)<br>
@ -1302,7 +1302,7 @@
 </h2>
 <p>A data set with 2,000 rows and 46 columns, containing the following column names:<br><em>date</em>, <em>patient</em>, <em>age</em>, <em>gender</em>, <em>ward</em>, <em>mo</em>, <em>PEN</em>, <em>OXA</em>, <em>FLC</em>, <em>AMX</em>, <em>AMC</em>, <em>AMP</em>, <em>TZP</em>, <em>CZO</em>, <em>FEP</em>, <em>CXM</em>, <em>FOX</em>, <em>CTX</em>, <em>CAZ</em>, <em>CRO</em>, <em>GEN</em>, <em>TOB</em>, <em>AMK</em>, <em>KAN</em>, <em>TMP</em>, <em>SXT</em>, <em>NIT</em>, <em>FOS</em>, <em>LNZ</em>, <em>CIP</em>, <em>MFX</em>, <em>VAN</em>, <em>TEC</em>, <em>TCY</em>, <em>TGC</em>, <em>DOX</em>, <em>ERY</em>, <em>CLI</em>, <em>AZM</em>, <em>IPM</em>, <em>MEM</em>, <em>MTR</em>, <em>CHL</em>, <em>COL</em>, <em>MUP</em> and <em>RIF</em>.</p>
 <p>This data set is in R available as <code>example_isolates</code>, after you load the <code>AMR</code> package.</p>
-<p>It was last updated on 19 October 2022 05:01:07 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/example_isolates.html">here</a>.</p>
+<p>It was last updated on 19 October 2022 06:31:36 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/example_isolates.html">here</a>.</p>
 <div class="section level3">
 <h3 id="source-6">Source<a class="anchor" aria-label="anchor" href="#source-6"></a>
 </h3>
@ -1707,7 +1707,7 @@
 </h2>
 <p>A data set with 3,000 rows and 8 columns, containing the following column names:<br><em>patient_id</em>, <em>hospital</em>, <em>date</em>, <em>bacteria</em>, <em>AMX</em>, <em>AMC</em>, <em>CIP</em> and <em>GEN</em>.</p>
 <p>This data set is in R available as <code>example_isolates_unclean</code>, after you load the <code>AMR</code> package.</p>
-<p>It was last updated on 19 October 2022 05:01:07 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/example_isolates_unclean.html">here</a>.</p>
+<p>It was last updated on 19 October 2022 06:31:36 UTC. Find more info about the structure of this data set <a href="https://msberends.github.io/AMR/reference/example_isolates_unclean.html">here</a>.</p>
 <div class="section level3">
 <h3 id="source-7">Source<a class="anchor" aria-label="anchor" href="#source-7"></a>
 </h3>
--- a/articles/index.html
+++ b/articles/index.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/articles/resistance_predict.html
+++ b/articles/resistance_predict.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/articles/welcome_to_AMR.html
+++ b/articles/welcome_to_AMR.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/authors.html
+++ b/authors.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/index.html
+++ b/index.html
@ -42,7 +42,7 @@
    <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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/news/index.html
+++ b/news/index.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
@ -127,10 +127,10 @@
    </div>
    <div class="section level2">
-<h2 class="pkg-version" data-toc-text="1.8.2.9021" id="amr-1829021">AMR 1.8.2.9021<a class="anchor" aria-label="anchor" href="#amr-1829021"></a></h2>
+<h2 class="pkg-version" data-toc-text="1.8.2.9022" id="amr-1829022">AMR 1.8.2.9022<a class="anchor" aria-label="anchor" href="#amr-1829022"></a></h2>
 <p>This version will eventually become v2.0! We’re happy to reach a new major milestone soon!</p>
 <div class="section level4">
-<h4 id="breaking-1-8-2-9021">Breaking<a class="anchor" aria-label="anchor" href="#breaking-1-8-2-9021"></a></h4>
+<h4 id="breaking-1-8-2-9022">Breaking<a class="anchor" aria-label="anchor" href="#breaking-1-8-2-9022"></a></h4>
 <ul><li>Removed all species of the taxonomic kingdom Chromista from the package. This was done for multiple reasons:<ul><li>CRAN allows packages to be around 5 MB maximum, some packages are exempted but this package is not one of them</li>
 <li>Chromista are not relevant when it comes to antimicrobial resistance, thus lacking the primary scope of this package</li>
 <li>Chromista are almost never clinically relevant, thus lacking the secondary scope of this package</li>
@ -140,7 +140,7 @@
 <li>The <code><a href="../reference/mo_matching_score.html">mo_matching_score()</a></code> now count deletions and substitutions as 2 instead of 1, which impacts the outcome of <code><a href="../reference/as.mo.html">as.mo()</a></code> and any <code>mo_*()</code> function</li>
 </ul></div>
 <div class="section level4">
-<h4 id="new-1-8-2-9021">New<a class="anchor" aria-label="anchor" href="#new-1-8-2-9021"></a></h4>
+<h4 id="new-1-8-2-9022">New<a class="anchor" aria-label="anchor" href="#new-1-8-2-9022"></a></h4>
 <ul><li>EUCAST 2022 and CLSI 2022 guidelines have been added for <code><a href="../reference/as.rsi.html">as.rsi()</a></code>. EUCAST 2022 is now the new default guideline for all MIC and disks diffusion interpretations.</li>
 <li>All new algorithm for <code><a href="../reference/as.mo.html">as.mo()</a></code> (and thus internally all <code>mo_*()</code> functions) while still following our original set-up as described in our paper (DOI 10.18637/jss.v104.i03).<ul><li>A new argument <code>keep_synonyms</code> allows to <em>not</em> correct for updated taxonomy, in favour of the now deleted argument <code>allow_uncertain</code>
 </li>
@ -157,7 +157,7 @@
 <li>Our data sets are now also continually exported to Apache Feather and Apache Parquet formats. You can find more info <a href="https://msberends.github.io/AMR/articles/datasets.html">in this article on our website</a>.</li>
 </ul></div>
 <div class="section level4">
-<h4 id="changed-1-8-2-9021">Changed<a class="anchor" aria-label="anchor" href="#changed-1-8-2-9021"></a></h4>
+<h4 id="changed-1-8-2-9022">Changed<a class="anchor" aria-label="anchor" href="#changed-1-8-2-9022"></a></h4>
 <ul><li>Fix for using <code><a href="../reference/as.rsi.html">as.rsi()</a></code> on certain EUCAST breakpoints for MIC values</li>
 <li>Fix for using <code><a href="../reference/as.rsi.html">as.rsi()</a></code> on <code>NA</code> values (e.g. <code>as.rsi(as.disk(NA), ...)</code>)</li>
 <li>Removed <code><a href="https://rdrr.io/r/base/integer.html" class="external-link">as.integer()</a></code> for MIC values, since MIC are not integer values and running <code><a href="https://rdrr.io/r/base/table.html" class="external-link">table()</a></code> on MIC values consequently failed for not being able to retrieve the level position (as that’s how normally <code><a href="https://rdrr.io/r/base/integer.html" class="external-link">as.integer()</a></code> on <code>factor</code>s work)</li>
@ -183,7 +183,7 @@
 <li>Fix for using <code><a href="../reference/as.ab.html">as.ab()</a></code> on <code>NA</code> values</li>
 </ul></div>
 <div class="section level4">
-<h4 id="other-1-8-2-9021">Other<a class="anchor" aria-label="anchor" href="#other-1-8-2-9021"></a></h4>
+<h4 id="other-1-8-2-9022">Other<a class="anchor" aria-label="anchor" href="#other-1-8-2-9022"></a></h4>
 <ul><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>Added Peter Dutey-Magni, Dmytro Mykhailenko and Anton Mymrikov as contributors, to thank them for their valuable input</li>
 <li>All R and Rmd files in this project are now styled using the <code>styler</code> package</li>
--- a/pkgdown.yml
+++ b/pkgdown.yml
@ -11,7 +11,7 @@ articles:
  datasets: datasets.html
  resistance_predict: resistance_predict.html
  welcome_to_AMR: welcome_to_AMR.html
-last_built: 2022-10-19T05:03Z
+last_built: 2022-10-19T06:34Z
 urls:
  reference: https://msberends.github.io/AMR/reference
  article: https://msberends.github.io/AMR/articles
--- a/reference/AMR-deprecated.html
+++ b/reference/AMR-deprecated.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/AMR.html
+++ b/reference/AMR.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/Rplot005.png
+++ b/reference/Rplot005.png
--- a/reference/Rplot006.png
+++ b/reference/Rplot006.png
--- a/reference/Rplot007.png
+++ b/reference/Rplot007.png
--- a/reference/Rplot008.png
+++ b/reference/Rplot008.png
--- a/reference/Rplot009.png
+++ b/reference/Rplot009.png
--- a/reference/WHOCC.html
+++ b/reference/WHOCC.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/WHONET.html
+++ b/reference/WHONET.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/ab_from_text.html
+++ b/reference/ab_from_text.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/ab_property.html
+++ b/reference/ab_property.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/add_custom_antimicrobials.html
+++ b/reference/add_custom_antimicrobials.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/age.html
+++ b/reference/age.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
@ -190,16 +190,16 @@
 <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  1986-01-22  36  36.73973         13</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 1  1978-07-20  44  44.24932         21</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 2  1947-09-10  75  75.10685         52</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 2  1977-03-21  45  45.58082         22</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 3  1956-06-10  66  66.35890         43</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 3  1934-08-02  88  88.21370         65</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 4  1931-09-26  91  91.06301         68</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 4  1988-05-25  34  34.40274         11</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 5  1955-08-18  67  67.16986         44</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 5  1932-01-18  90  90.75068         67</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 6  1978-03-20  44  44.58356         21</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 6  1932-08-21  90  90.16164         67</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 7  1951-01-16  71  71.75616         48</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 7  1983-03-28  39  39.56164         16</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 8  1978-05-24  44  44.40548         21</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 8  1958-09-07  64  64.11507         41</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 9  1962-10-26  59  59.98082         37</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 9  1981-06-15  41  41.34521         18</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 10 1937-06-14  85  85.34795         62</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 10 1956-12-02  65  65.87945         43</span>
 </code></pre></div>
    </div>
  </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
--- a/reference/age_groups.html
+++ b/reference/age_groups.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/antibiotic_class_selectors.html
+++ b/reference/antibiotic_class_selectors.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/antibiotics.html
+++ b/reference/antibiotics.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/as.ab.html
+++ b/reference/as.ab.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/as.disk.html
+++ b/reference/as.disk.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/as.mic.html
+++ b/reference/as.mic.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/as.mo.html
+++ b/reference/as.mo.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/as.rsi.html
+++ b/reference/as.rsi.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
@ -484,16 +484,16 @@ 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 × 13</span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span>    datetime            index ab_input   ab_consid…¹ mo_in…² mo_conside…³ guide…⁴</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> 2022-10-19 <span style="color: #949494;">05:03:47</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;"> 1</span> 2022-10-19 <span style="color: #949494;">06:34:24</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> 2022-10-19 <span style="color: #949494;">05:03:47</span>     1 AMP        AMP         Escher… B_ESCHR_COLI EUCAST…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 2022-10-19 <span style="color: #949494;">06:34:24</span>     1 AMP        AMP         Escher… B_ESCHR_COLI EUCAST…</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 2022-10-19 <span style="color: #949494;">05:03:47</span>     1 CIP        CIP         Escher… B_ESCHR_COLI EUCAST…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 2022-10-19 <span style="color: #949494;">06:34:24</span>     1 CIP        CIP         Escher… B_ESCHR_COLI EUCAST…</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 2022-10-19 <span style="color: #949494;">05:03:48</span>     1 GEN        GEN         Escher… B_ESCHR_COLI EUCAST…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 2022-10-19 <span style="color: #949494;">06:34:24</span>     1 GEN        GEN         Escher… B_ESCHR_COLI EUCAST…</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 2022-10-19 <span style="color: #949494;">05:03:48</span>     1 TOB        TOB         Escher… B_ESCHR_COLI EUCAST…</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 2022-10-19 <span style="color: #949494;">06:34:24</span>     1 TOB        TOB         Escher… B_ESCHR_COLI EUCAST…</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 2022-10-19 <span style="color: #949494;">05:03:48</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;"> 6</span> 2022-10-19 <span style="color: #949494;">06:34:25</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> 2022-10-19 <span style="color: #949494;">05:03:48</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> 2022-10-19 <span style="color: #949494;">06:34:25</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> 2022-10-19 <span style="color: #949494;">05:03:48</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;"> 8</span> 2022-10-19 <span style="color: #949494;">06:34:25</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> 2022-10-19 <span style="color: #949494;">05:03:48</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;"> 9</span> 2022-10-19 <span style="color: #949494;">06:34:25</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> 2022-10-19 <span style="color: #949494;">05:03:48</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;">10</span> 2022-10-19 <span style="color: #949494;">06:34:25</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, 6 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;">#   breakpoint_S &lt;dbl&gt;, breakpoint_R &lt;dbl&gt;, input &lt;dbl&gt;, interpretation &lt;rsi&gt;,</span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;">#   and abbreviated variable names ¹ab_considered, ²mo_input, ³mo_considered,</span></span>
--- a/reference/atc_online.html
+++ b/reference/atc_online.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/availability.html
+++ b/reference/availability.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/bug_drug_combinations.html
+++ b/reference/bug_drug_combinations.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/count.html
+++ b/reference/count.html
@ -12,7 +12,7 @@ count_resistant() should be used to count resistant isolates, count_susceptible(
    <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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/custom_eucast_rules.html
+++ b/reference/custom_eucast_rules.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/dosage.html
+++ b/reference/dosage.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/eucast_rules.html
+++ b/reference/eucast_rules.html
@ -12,7 +12,7 @@ To improve the interpretation of the antibiogram before EUCAST rules are applied
    <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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/example_isolates.html
+++ b/reference/example_isolates.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/example_isolates_unclean.html
+++ b/reference/example_isolates_unclean.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/first_isolate.html
+++ b/reference/first_isolate.html
@ -12,7 +12,7 @@
    <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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/g.test.html
+++ b/reference/g.test.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/get_episode.html
+++ b/reference/get_episode.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
@ -177,39 +177,40 @@
 <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] 35 26 56 13 15 11 32 52 50 56 20 21  2 25 53 12 29  1 40 26 28 48 53 23 34</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>   [1] 12 46  5  2 47 40 31 10  7 60 59 61 35 33 40 30 52 35 30 36  8 34 15 30 58</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [26]  6 34 22 27 57 28 42 41  6 55 12 48  5 30 49 54 45 51  4 54 55 18 12 58 32</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [26] 24 14 22  1 17  6 16 64 28 11 40 47  1 12 59 35 23 54 38  4 66 67 20 25 64</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [51] 12 25 38  1 41  5 29 16 42 17  7 44 24 46 42 57 59 52 32 42 58 45 61 57 53</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [51] 41 19 50 30 20 26 54 55 15  1 31 33 53 55 48 54 63 64 41 16  3 21  3 48 45</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [76] 19 48 19 58 53 56 34  7 55 40 60 30  8 16 46 59 35 45 23 48 22  9 35 48 15</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [76] 37 10 30 55 24 32 45 45 34 15 27  9 53  9 65 53 60 44 20 54  7 40 39 50 56</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [101] 31 47 59  8 55 36 34 61 61  1 57 57 25 31  1 19 53 51  3 37 32 35 11 38 60</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [101] 41 59 25 62  6 56  1 43 24 35 62 19 16 53 48 11 49  2 49 15 66 24 18 26  8</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [126] 43  4 12  6 25  2 14 29 58 40 63 27 27 19 25 59 45 51 58 13 48  2 14 28 36</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [126] 11  9 65 42 63 19 67 58 63 12 58 50 64  5 43 11 53 28 65 39 52 66 23  6  1</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [151] 37  5  1 16 39 61 35 21 49 54 15 49 10 10 11 48 32 12 23 50 44 20 15 56 33</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [151] 23 19 23 15 51 62 61  6 15 67 37 58 31 28 14 42  1 49 57 39 12 57 44 51 13</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [176] 56  1 21 57 18 21 34 58 24 54 51 20 18 55 55  9 62 25 19  2  9 13 33 63 15</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [176]  7 29 38 18  6 12 55 28 13 32 29 42 48  1 27 43 39 17  2  8 62 14 18 14 30</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] FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE  TRUE FALSE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>   [1] FALSE  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [13] FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [13] FALSE FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE FALSE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [25] FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [25]  TRUE FALSE FALSE  TRUE  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [37] FALSE  TRUE  TRUE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [37] FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [49] FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [49] FALSE FALSE  TRUE  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [61]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [61] FALSE  TRUE FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [73] FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE 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  TRUE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [85] FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [85] FALSE  TRUE FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [97]  TRUE FALSE  TRUE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [97] FALSE FALSE  TRUE  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [109] FALSE  TRUE  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [109] FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [121] FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE FALSE FALSE  TRUE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [121]  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [133] FALSE FALSE  TRUE  TRUE FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [133] FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [145] FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE  TRUE  TRUE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [145] FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [157] FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [157] FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE  TRUE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [169] FALSE FALSE  TRUE FALSE FALSE  TRUE  TRUE FALSE FALSE  TRUE FALSE  TRUE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [169]  TRUE  TRUE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [181] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [181] FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [193] FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [193]  TRUE  TRUE FALSE FALSE 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: 1 × 46</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>   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: #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> 2002-11-04 304347     62 M      Clinical B_STRPT_PNMN S     NA    NA    S    </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> 2002-10-20 F35553     51 M      ICU   B_STPHY_AURS S     NA    S     NA   </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> 2002-09-23 F35553     51 M      ICU   B_STPHY_AURS S     NA    S     NA   </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>
@ -245,16 +246,16 @@
 <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> 1D4C00  2011-04-04 C         FALSE      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 6D7113  2005-02-25 A         FALSE      </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> B13757  2009-02-12 C         FALSE      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> E4F322  2012-12-21 C         FALSE      </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 960787  2016-03-27 A         FALSE      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 3704D2  2003-03-03 C         TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 904485  2005-04-18 A         FALSE      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> F35553  2002-07-23 B         FALSE      </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 6D6319  2005-08-22 B         TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 685398  2013-04-16 A         FALSE      </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> C82247  2004-09-10 A         FALSE      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 690B42  2011-07-12 C         FALSE      </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 317826  2010-05-14 B         FALSE      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 819096  2009-05-19 A         FALSE      </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 384779  2015-04-07 B         FALSE      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 871360  2004-07-02 B         TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 0F9638  2014-09-22 A         FALSE      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 1B0933  2003-09-28 A         FALSE      </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 329C35  2016-04-03 C         FALSE      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 474360  2016-04-29 A         FALSE      </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>
@ -266,19 +267,19 @@
 <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 [182]</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># Groups:   ward, patient [180]</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>    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: #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   2011-04-04 1D4C00          1 TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> Clinical 2005-02-25 6D7113          1 TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> Outpatient 2009-02-12 B13757          1 TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> ICU      2012-12-21 E4F322          1 TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Clinical   2016-03-27 960787          1 TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Clinical 2003-03-03 3704D2          1 TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> ICU        2005-04-18 904485          1 TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> ICU      2002-07-23 F35553          2 TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Outpatient 2005-08-22 6D6319          1 TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Clinical 2013-04-16 685398          1 TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> ICU        2004-09-10 C82247          1 TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> Clinical 2011-07-12 690B42          1 TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> ICU        2010-05-14 317826          1 TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> Clinical 2009-05-19 819096          1 TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> Clinical   2015-04-07 384779          1 TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> Clinical 2004-07-02 871360          1 TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> Clinical   2014-09-22 0F9638          1 TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> Clinical 2003-09-28 1B0933          1 TRUE       </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> Clinical   2016-04-03 329C35          1 TRUE       </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> ICU      2016-04-29 474360          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>
@ -293,9 +294,9 @@
 <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          111             14            49            76</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> Clinical          112             14            57            76</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> ICU                59             13            34            45</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> ICU                57             12            38            45</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> Outpatient         12              7            11            11</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> Outpatient         11              5             8             8</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>
@ -325,19 +326,19 @@
 <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 [192]</span></span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># Groups:   patient, mo, ward [189]</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>    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: #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> 1D4C00  B_KLBSL_AERG Clinical   TRUE        </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 6D7113  B_STPHY_CONS Clinical TRUE        </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> B13757  B_STPHY_CONS Outpatient TRUE        </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> E4F322  F_CANDD_GLBR ICU      TRUE        </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 960787  B_KLBSL_PNMN Clinical   TRUE        </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 3704D2  B_STPHY_CONS Clinical TRUE        </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 904485  B_STRPT_ANGN ICU        TRUE        </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> F35553  B_STPHY_AURS ICU      TRUE        </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 6D6319  B_STPHY_EPDR Outpatient TRUE        </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 685398  B_STPHY_CONS Clinical TRUE        </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> C82247  B_STPHY_CONS ICU        TRUE        </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 690B42  B_KLBSL_PNMN Clinical TRUE        </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 317826  B_ESCHR_COLI ICU        TRUE        </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 819096  B_STPHY_CONS Clinical TRUE        </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 384779  B_STRPT_PNMN Clinical   TRUE        </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 871360  B_STPHY_HMNS Clinical TRUE        </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 0F9638  B_ESCHR_COLI Clinical   TRUE        </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 1B0933  B_STPHY_AURS Clinical TRUE        </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 329C35  B_ESCHR_COLI Clinical   TRUE        </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 474360  B_MCRCCC     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>
--- a/reference/ggplot_pca.html
+++ b/reference/ggplot_pca.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/ggplot_rsi.html
+++ b/reference/ggplot_rsi.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/guess_ab_col.html
+++ b/reference/guess_ab_col.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/index.html
+++ b/reference/index.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/intrinsic_resistant.html
+++ b/reference/intrinsic_resistant.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/italicise_taxonomy.html
+++ b/reference/italicise_taxonomy.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/join.html
+++ b/reference/join.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/key_antimicrobials.html
+++ b/reference/key_antimicrobials.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/kurtosis.html
+++ b/reference/kurtosis.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
@ -167,9 +167,9 @@
    <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] 2.998077</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 2.930595</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] 0.004929511</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.03110201</span>
 </code></pre></div>
    </div>
  </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
--- a/reference/like.html
+++ b/reference/like.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/mdro.html
+++ b/reference/mdro.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/mean_amr_distance.html
+++ b/reference/mean_amr_distance.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
@ -195,10 +195,10 @@
    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="va">x</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">x</span></span></span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Class &lt;mic&gt;</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 256    0.005  0.25   0.001  0.005  8      0.0625 64     0.002  0.125 </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] &gt;=8   0.01  0.002 0.25  1     0.5   0.001 &gt;=8   2     4    </span>
 <span class="r-in"><span><span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">x</span><span class="op">)</span></span></span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1]  1.66607429 -0.78770118  0.09755088 -1.15190103 -0.78770118  0.88181258</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1]  1.017806264 -0.962121752 -1.438824265 -0.008716725  0.401892471</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [7] -0.21615380  1.35236960 -0.99504869 -0.05930146</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [6]  0.196587873 -1.644128863  1.017806264  0.607197068  0.812501666</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>
@ -208,38 +208,38 @@
 <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>    id amox    cipr gent tobr</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 1   A    8  0.5   16      2</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 1   A  &lt;=2     0.5  &lt;=1  0.5</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 2   B    8    1    2      8</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 2   B &gt;=64    0.25  &gt;=8    8</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 3   C    4    2   16      4</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 3   C &gt;=64    0.25    4    4</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 4   D   16 0.25    2 &lt;=0.25</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 4   D   16    0.25  &lt;=1  0.5</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 5   E   16    2    2 &lt;=0.25</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 5   E   32     &gt;=1  &gt;=8    8</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 6   F    8    2    4      4</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 6   F   16     &gt;=1  &lt;=1    1</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 7   G    4    2    1      4</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 7   G  &lt;=2     0.5  &lt;=1    8</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 8   H   16 0.25    1 &lt;=0.25</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 8   H  &lt;=2 &lt;=0.125    2  0.5</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 9   I   16 0.25    2 &lt;=0.25</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 9   I &gt;=64    0.25  &lt;=1    8</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 10  J    4  0.5    2      1</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 10  J &gt;=64    0.25  &lt;=1    8</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",</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span>   "id" and "tobr"</span>
 <span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>NAs introduced by coercion</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1]  0.39410626  0.30081422  0.60129626 -0.39562183  0.15997607  0.53807346</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] -0.7016722  0.7163537  0.3902942 -0.6197198  1.1177827  0.0265375</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [7] -0.09618958 -0.56999329 -0.39562183 -0.53683974</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [7] -0.1746259 -1.0218701  0.1334600  0.1334600</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 "amox", "cipr", "gent" and</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span>   "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>    id amox    cipr gent tobr amr_distance</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 8   H   16 0.25    1 &lt;=0.25  -0.56999329</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 8   H  &lt;=2 &lt;=0.125    2  0.5   -1.0218701</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 10  J    4  0.5    2      1  -0.53683974</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 1   A  &lt;=2     0.5  &lt;=1  0.5   -0.7016722</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 4   D   16 0.25    2 &lt;=0.25  -0.39562183</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 4   D   16    0.25  &lt;=1  0.5   -0.6197198</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 9   I   16 0.25    2 &lt;=0.25  -0.39562183</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 7   G  &lt;=2     0.5  &lt;=1    8   -0.1746259</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 7   G    4    2    1      4  -0.09618958</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 6   F   16     &gt;=1  &lt;=1    1    0.0265375</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 5   E   16    2    2 &lt;=0.25   0.15997607</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 9   I &gt;=64    0.25  &lt;=1    8    0.1334600</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 2   B    8    1    2      8   0.30081422</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 10  J &gt;=64    0.25  &lt;=1    8    0.1334600</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 1   A    8  0.5   16      2   0.39410626</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 3   C &gt;=64    0.25    4    4    0.3902942</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 6   F    8    2    4      4   0.53807346</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 2   B &gt;=64    0.25  &gt;=8    8    0.7163537</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 3   C    4    2   16      4   0.60129626</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 5   E   32     &gt;=1  &gt;=8    8    1.1177827</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>
@ -251,17 +251,17 @@
 <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>    id amox    cipr gent tobr amr_distance check_id_C</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 1   C    4    2   16      4   0.60129626  0.0000000</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 1   C &gt;=64    0.25    4    4    0.3902942  0.0000000</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 2   F    8    2    4      4   0.53807346  0.0632228</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 2   I &gt;=64    0.25  &lt;=1    8    0.1334600  0.2568343</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 3   A    8  0.5   16      2   0.39410626  0.2071900</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 3   J &gt;=64    0.25  &lt;=1    8    0.1334600  0.2568343</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 4   B    8    1    2      8   0.30081422  0.3004820</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 4   B &gt;=64    0.25  &gt;=8    8    0.7163537  0.3260595</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 5   E   16    2    2 &lt;=0.25   0.15997607  0.4413202</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 5   F   16     &gt;=1  &lt;=1    1    0.0265375  0.3637567</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 6   G    4    2    1      4  -0.09618958  0.6974858</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 6   G  &lt;=2     0.5  &lt;=1    8   -0.1746259  0.5649201</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 7   D   16 0.25    2 &lt;=0.25  -0.39562183  0.9969181</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 7   E   32     &gt;=1  &gt;=8    8    1.1177827  0.7274885</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 8   I   16 0.25    2 &lt;=0.25  -0.39562183  0.9969181</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 8   D   16    0.25  &lt;=1  0.5   -0.6197198  1.0100140</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 9   J    4  0.5    2      1  -0.53683974  1.1381360</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 9   A  &lt;=2     0.5  &lt;=1  0.5   -0.7016722  1.0919664</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> 10  H   16 0.25    1 &lt;=0.25  -0.56999329  1.1712895</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> 10  H  &lt;=2 &lt;=0.125    2  0.5   -1.0218701  1.4121643</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>
--- a/reference/microorganisms.codes.html
+++ b/reference/microorganisms.codes.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/microorganisms.html
+++ b/reference/microorganisms.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/mo_matching_score.html
+++ b/reference/mo_matching_score.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/mo_property.html
+++ b/reference/mo_property.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/mo_source.html
+++ b/reference/mo_source.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/pca.html
+++ b/reference/pca.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/plot-1.png
+++ b/reference/plot-1.png
--- a/reference/plot-2.png
+++ b/reference/plot-2.png
--- a/reference/plot-3.png
+++ b/reference/plot-3.png
--- a/reference/plot-4.png
+++ b/reference/plot-4.png
--- a/reference/plot-5.png
+++ b/reference/plot-5.png
--- a/reference/plot-6.png
+++ b/reference/plot-6.png
--- a/reference/plot-7.png
+++ b/reference/plot-7.png
--- a/reference/plot-8.png
+++ b/reference/plot-8.png
--- a/reference/plot-9.png
+++ b/reference/plot-9.png
--- a/reference/plot.html
+++ b/reference/plot.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/proportion.html
+++ b/reference/proportion.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/random.html
+++ b/reference/random.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
@ -178,42 +178,42 @@
    <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 &lt;mic&gt;</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 32      4       0.25    1       8       0.0625  0.025   32      2      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 4     16    1     128   16    32    0.005 8     4     0.005 0.5   8    </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [10] 0.5     0.5     0.002   &lt;=0.001 0.025   32      64      64      0.01   </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [13] 0.025 0.25  0.005 32    32    0.002 128   0.01  1     128   1     4    </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [19] 2       0.01    1       1       0.25    0.25    1      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [25] 0.125</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 &lt;disk&gt;</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 42 21 30 37 26 39 18 43 46 10 39 40 35 45 48 15 21 40 45 42 10  9  6 14 26</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 48 40 19 20 43 37 35 37  8  6 21 40 21 32 26 45 11 32 29 23 37 27 28 25 42</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 &lt;rsi&gt;</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] I I S S S R R R S R S I R R R R I I R R S I R S S</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] R I I I R R R R S R S R S R R S R I R R R I I I I</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 &lt;mic&gt;</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 32      0.002   128     0.002   16      0.002   16      128     0.01   </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 0.125  &gt;=128  0.01   0.0625 0.125  1      64     0.0625 16     4     </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [10] &lt;=0.001 0.002   0.25    0.0625  2       0.5     2       16      2      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [11] 2      0.5    0.025  0.01   0.0625 0.5    64     32     8      0.5   </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [19] 0.025   1       0.025   128     0.002   0.25    0.0625 </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [21] 16     16     64     32     0.25  </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 &lt;mic&gt;</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 0.25 0.25 2    0.25 0.25 1    0.25 1    0.25 16   0.5  2    1    0.5  0.5 </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 2    &gt;=32 &gt;=32 8    4    &gt;=32 &gt;=32 16   4    &lt;=1  16   4    &gt;=32 &gt;=32 16  </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [16] 0.25 1    8    4    0.25 0.5  16   1    1    0.25</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [16] 2    &gt;=32 8    2    4    2    &gt;=32 2    16   2   </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 &lt;mic&gt;</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] &gt;=4     0.5     2       0.25    1       0.25    &lt;=0.125 1       1      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] &lt;=0.025 1       0.25    1       0.125   0.25    &lt;=0.025 1       8      </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [10] &gt;=4     0.25    0.5     0.5     0.25    0.5     &lt;=0.125 0.5     2      </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [10] 1       0.0625  0.125   4       1       0.25    4       4       0.25   </span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> [19] 1       0.25    2       &lt;=0.125 0.5     0.25    0.25   </span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [19] 16      0.5     0.0625  0.5     16      16      8      </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 &lt;disk&gt;</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 39 13 39 41 42 49 49 43 42 43 50 43 21 34 21 34 13 23 12 18 26 49 46 45 23</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 48 35 40 32 18 32 38 50 20 46 48 40 11 24 27 46 14 41 38 24 13 19 17 45 10</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 &lt;disk&gt;</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 14 16 15 11 16 12 17 17 13 13 16 17 12 14 16 14 11 11 17 14 17 11 16 17 16</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 14 16 17 14 17 13 15 14 17 13 13 11 11 11 15 12 15 14 14 17 14 13 17 16 13</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 &lt;disk&gt;</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 27 19 22 23 17 20 17 20 25 20 16 18 27 24 16 16 27 20 17 27 20 26 20 18 22</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  [1] 23 27 17 16 26 20 21 22 18 23 27 23 27 17 16 25 25 17 21 17 17 17 22 16 27</span>
 <span class="r-in"><span><span class="co"># }</span></span></span>
 </code></pre></div>
    </div>
--- a/reference/resistance_predict.html
+++ b/reference/resistance_predict.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/rsi_translation.html
+++ b/reference/rsi_translation.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/reference/skewness.html
+++ b/reference/skewness.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
@ -166,7 +166,7 @@ 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] 0.04757599</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.02082872</span>
 </code></pre></div>
    </div>
  </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
--- a/reference/translate.html
+++ b/reference/translate.html
@ -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="">1.8.2.9021</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9022</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">
--- a/search.json
+++ b/search.json