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<a class="navbar-brand me-2" href="https://msberends.github.io/AMR/index.html">AMR (for R)</a>
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<a class="navbar-brand me-2" href="index.html">AMR (for R)</a>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
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@ -38,7 +38,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
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@ -325,53 +325,31 @@
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2014-10-24</td>
<td align="center">Z2</td>
<td align="center">Hospital D</td>
<td align="center">Escherichia coli</td>
<td align="center">R</td>
<td align="center">2015-07-10</td>
<td align="center">Q3</td>
<td align="center">Hospital C</td>
<td align="center">Streptococcus pneumoniae</td>
<td align="center">S</td>
<td align="center">I</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
</tr>
<tr class="even">
<td align="center">2013-05-29</td>
<td align="center">G1</td>
<td align="center">Hospital A</td>
<td align="center">Escherichia coli</td>
<td align="center">2016-09-20</td>
<td align="center">I5</td>
<td align="center">Hospital D</td>
<td align="center">Streptococcus pneumoniae</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
</tr>
<tr class="odd">
<td align="center">2012-08-07</td>
<td align="center">U2</td>
<td align="center">Hospital A</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
</tr>
<tr class="even">
<td align="center">2012-05-20</td>
<td align="center">V3</td>
<td align="center">Hospital D</td>
<td align="center">Staphylococcus aureus</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="odd">
<td align="center">2014-06-18</td>
<td align="center">M1</td>
<td align="center">Hospital D</td>
<td align="center">2010-04-28</td>
<td align="center">D3</td>
<td align="center">Hospital B</td>
<td align="center">Klebsiella pneumoniae</td>
<td align="center">R</td>
<td align="center">S</td>
@ -380,16 +358,38 @@
<td align="center">M</td>
</tr>
<tr class="even">
<td align="center">2016-02-29</td>
<td align="center">V8</td>
<td align="center">Hospital B</td>
<td align="center">Staphylococcus aureus</td>
<td align="center">2010-02-07</td>
<td align="center">T8</td>
<td align="center">Hospital A</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
</tr>
<tr class="odd">
<td align="center">2014-04-29</td>
<td align="center">L4</td>
<td align="center">Hospital D</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">M</td>
</tr>
<tr class="even">
<td align="center">2014-05-12</td>
<td align="center">C6</td>
<td align="center">Hospital B</td>
<td align="center">Escherichia coli</td>
<td align="center">I</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
</tr>
</tbody>
</table>
<p>Now, let’s start the cleaning and the analysis!</p>
@ -422,16 +422,16 @@ Longest: 1</p>
<tr class="odd">
<td align="left">1</td>
<td align="left">M</td>
<td align="right">10,349</td>
<td align="right">51.75%</td>
<td align="right">10,349</td>
<td align="right">51.75%</td>
<td align="right">10,372</td>
<td align="right">51.86%</td>
<td align="right">10,372</td>
<td align="right">51.86%</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">F</td>
<td align="right">9,651</td>
<td align="right">48.26%</td>
<td align="right">9,628</td>
<td align="right">48.14%</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 10,623 'phenotype-based' first isolates (53.1% of total where a</span></span>
<span><span class="co"># =&gt; Found 10,687 'phenotype-based' first isolates (53.4% of total where a</span></span>
<span><span class="co"># microbial ID was available)</span></span></code></pre></div>
<p>So only 53.1% 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 53.4% 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>
@ -499,10 +499,10 @@ 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 10,623 isolates for analysis. Now our data looks like:</p>
<p>So we end up with 10,687 isolates for analysis. Now our data looks like:</p>
<div class="sourceCode" id="cb17"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/utils/head.html" class="external-link">head</a></span><span class="op">(</span><span class="va">data_1st</span><span class="op">)</span></span></code></pre></div>
<table style="width:100%;" class="table">
<table class="table">
<colgroup>
<col width="2%">
<col width="9%">
@ -515,7 +515,7 @@ Longest: 1</p>
<col width="3%">
<col width="6%">
<col width="11%">
<col width="12%">
<col width="10%">
<col width="9%">
<col width="5%">
</colgroup>
@ -537,25 +537,9 @@ Longest: 1</p>
</tr></thead>
<tbody>
<tr class="odd">
<td align="left">2</td>
<td align="center">2013-05-29</td>
<td align="center">G1</td>
<td align="center">Hospital A</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="left">3</td>
<td align="center">2012-08-07</td>
<td align="center">U2</td>
<td align="left">4</td>
<td align="center">2010-02-07</td>
<td align="center">T8</td>
<td align="center">Hospital A</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">S</td>
@ -568,68 +552,84 @@ Longest: 1</p>
<td align="center">coli</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="left">5</td>
<td align="center">2014-04-29</td>
<td align="center">L4</td>
<td align="center">Hospital D</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">M</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="left">4</td>
<td align="center">2012-05-20</td>
<td align="center">V3</td>
<td align="center">Hospital D</td>
<td align="center">B_STPHY_AURS</td>
<td align="center">S</td>
<td align="left">7</td>
<td align="center">2016-10-13</td>
<td align="center">Z2</td>
<td align="center">Hospital B</td>
<td align="center">B_KLBSL_PNMN</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">F</td>
<td align="center">Gram-positive</td>
<td align="center">Staphylococcus</td>
<td align="center">aureus</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="left">5</td>
<td align="center">2014-06-18</td>
<td align="center">M1</td>
<td align="center">Hospital D</td>
<td align="center">B_KLBSL_PNMN</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">Gram-negative</td>
<td align="center">Klebsiella</td>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="left">6</td>
<td align="center">2016-02-29</td>
<td align="center">V8</td>
<tr class="even">
<td align="left">9</td>
<td align="center">2015-02-02</td>
<td align="center">C3</td>
<td align="center">Hospital B</td>
<td align="center">B_STPHY_AURS</td>
<td align="center">R</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="left">15</td>
<td align="center">2015-09-15</td>
<td align="center">G10</td>
<td align="center">Hospital D</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">F</td>
<td align="center">Gram-positive</td>
<td align="center">Staphylococcus</td>
<td align="center">aureus</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="left">7</td>
<td align="center">2010-05-10</td>
<td align="center">B9</td>
<td align="center">Hospital D</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="left">17</td>
<td align="center">2010-01-19</td>
<td align="center">M3</td>
<td align="center">Hospital A</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">M</td>
<td align="center">Gram-positive</td>
<td align="center">Streptococcus</td>
<td align="center">pneumoniae</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</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: 10,623<br>
Available: 10,623 (100.0%, NA: 0 = 0.0%)<br>
Length: 10,687<br>
Available: 10,687 (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">4,630</td>
<td align="right">43.58%</td>
<td align="right">4,630</td>
<td align="right">43.58%</td>
<td align="right">4,688</td>
<td align="right">43.87%</td>
<td align="right">4,688</td>
<td align="right">43.87%</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">Staphylococcus aureus</td>
<td align="right">2,710</td>
<td align="right">25.51%</td>
<td align="right">7,340</td>
<td align="right">2,697</td>
<td align="right">25.24%</td>
<td align="right">7,385</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">2,057</td>
<td align="right">19.36%</td>
<td align="right">9,397</td>
<td align="right">88.46%</td>
<td align="right">2,160</td>
<td align="right">20.21%</td>
<td align="right">9,545</td>
<td align="right">89.31%</td>
</tr>
<tr class="even">
<td align="left">4</td>
<td align="left">Klebsiella pneumoniae</td>
<td align="right">1,226</td>
<td align="right">11.54%</td>
<td align="right">10,623</td>
<td align="right">1,142</td>
<td align="right">10.69%</td>
<td align="right">10,687</td>
<td align="right">100.00%</td>
</tr>
</tbody>
@ -744,41 +744,11 @@ Longest: 24</p>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2010-05-10</td>
<td align="center">B9</td>
<td align="center">2014-04-29</td>
<td align="center">L4</td>
<td align="center">Hospital D</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">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">2017-02-28</td>
<td align="center">B6</td>
<td align="center">Hospital D</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">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="odd">
<td align="center">2016-03-07</td>
<td align="center">L6</td>
<td align="center">Hospital C</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
@ -789,24 +759,39 @@ Longest: 24</p>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="center">2011-02-04</td>
<td align="center">J2</td>
<td align="center">Hospital D</td>
<td align="center">2015-08-22</td>
<td align="center">P8</td>
<td align="center">Hospital A</td>
<td align="center">B_STRPT_PNMN</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">M</td>
<td align="center">F</td>
<td align="center">Gram-positive</td>
<td align="center">Streptococcus</td>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="odd">
<td align="center">2015-07-22</td>
<td align="center">X8</td>
<td align="center">2012-10-25</td>
<td align="center">Y2</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">F</td>
<td align="center">Gram-positive</td>
<td align="center">Streptococcus</td>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="center">2013-03-30</td>
<td align="center">R4</td>
<td align="center">Hospital D</td>
<td align="center">B_STPHY_AURS</td>
<td align="center">S</td>
<td align="center">S</td>
@ -818,14 +803,14 @@ Longest: 24</p>
<td align="center">aureus</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="center">2017-03-20</td>
<td align="center">P7</td>
<td align="center">Hospital D</td>
<tr class="odd">
<td align="center">2014-02-24</td>
<td align="center">V1</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">S</td>
<td align="center">R</td>
<td align="center">F</td>
<td align="center">Gram-positive</td>
@ -833,6 +818,21 @@ Longest: 24</p>
<td align="center">pneumoniae</td>
<td align="center">TRUE</td>
</tr>
<tr class="even">
<td align="center">2014-10-30</td>
<td align="center">J2</td>
<td align="center">Hospital D</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">M</td>
<td align="center">Gram-negative</td>
<td align="center">Escherichia</td>
<td align="center">coli</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">2159</td>
<td align="center">145</td>
<td align="center">2326</td>
<td align="center">4630</td>
<td align="center">2172</td>
<td align="center">146</td>
<td align="center">2370</td>
<td align="center">4688</td>
</tr>
<tr class="even">
<td align="center">E. coli</td>
<td align="center">AMC</td>
<td align="center">3398</td>
<td align="center">178</td>
<td align="center">1054</td>
<td align="center">4630</td>
<td align="center">3417</td>
<td align="center">158</td>
<td align="center">1113</td>
<td align="center">4688</td>
</tr>
<tr class="odd">
<td align="center">E. coli</td>
<td align="center">CIP</td>
<td align="center">3369</td>
<td align="center">3458</td>
<td align="center">0</td>
<td align="center">1261</td>
<td align="center">4630</td>
<td align="center">1230</td>
<td align="center">4688</td>
</tr>
<tr class="even">
<td align="center">E. coli</td>
<td align="center">GEN</td>
<td align="center">4053</td>
<td align="center">4071</td>
<td align="center">0</td>
<td align="center">577</td>
<td align="center">4630</td>
<td align="center">617</td>
<td align="center">4688</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">1226</td>
<td align="center">1226</td>
<td align="center">1142</td>
<td align="center">1142</td>
</tr>
<tr class="even">
<td align="center">K. pneumoniae</td>
<td align="center">AMC</td>
<td align="center">943</td>
<td align="center">48</td>
<td align="center">235</td>
<td align="center">1226</td>
<td align="center">904</td>
<td align="center">40</td>
<td align="center">198</td>
<td align="center">1142</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">4053</td>
<td align="center">4071</td>
<td align="center">0</td>
<td align="center">577</td>
<td align="center">4630</td>
<td align="center">617</td>
<td align="center">4688</td>
</tr>
<tr class="even">
<td align="center">K. pneumoniae</td>
<td align="center">GEN</td>
<td align="center">1092</td>
<td align="center">1034</td>
<td align="center">0</td>
<td align="center">134</td>
<td align="center">1226</td>
<td align="center">108</td>
<td align="center">1142</td>
</tr>
<tr class="odd">
<td align="center">S. aureus</td>
<td align="center">GEN</td>
<td align="center">2400</td>
<td align="center">2386</td>
<td align="center">0</td>
<td align="center">310</td>
<td align="center">2710</td>
<td align="center">311</td>
<td align="center">2697</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">2057</td>
<td align="center">2057</td>
<td align="center">2160</td>
<td align="center">2160</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] 0.5488092</span></span></code></pre></div>
<span><span class="co"># [1] 0.540844</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">0.5565721</td>
<td align="center">0.5347460</td>
</tr>
<tr class="even">
<td align="center">Hospital B</td>
<td align="center">0.5457235</td>
<td align="center">0.5486298</td>
</tr>
<tr class="odd">
<td align="center">Hospital C</td>
<td align="center">0.5533546</td>
<td align="center">0.5512224</td>
</tr>
<tr class="even">
<td align="center">Hospital D</td>
<td align="center">0.5385735</td>
<td align="center">0.5274779</td>
</tr>
</tbody>
</table>
@ -1008,23 +1008,23 @@ Longest: 24</p>
<tbody>
<tr class="odd">
<td align="center">Hospital A</td>
<td align="center">0.5565721</td>
<td align="center">3279</td>
<td align="center">0.5347460</td>
<td align="center">3209</td>
</tr>
<tr class="even">
<td align="center">Hospital B</td>
<td align="center">0.5457235</td>
<td align="center">3718</td>
<td align="center">0.5486298</td>
<td align="center">3722</td>
</tr>
<tr class="odd">
<td align="center">Hospital C</td>
<td align="center">0.5533546</td>
<td align="center">1565</td>
<td align="center">0.5512224</td>
<td align="center">1718</td>
</tr>
<tr class="even">
<td align="center">Hospital D</td>
<td align="center">0.5385735</td>
<td align="center">2061</td>
<td align="center">0.5274779</td>
<td align="center">2038</td>
</tr>
</tbody>
</table>
@ -1047,27 +1047,27 @@ Longest: 24</p>
<tbody>
<tr class="odd">
<td align="center">Escherichia</td>
<td align="center">0.7723542</td>
<td align="center">0.8753780</td>
<td align="center">0.9790497</td>
<td align="center">0.7625853</td>
<td align="center">0.8683874</td>
<td align="center">0.9769625</td>
</tr>
<tr class="even">
<td align="center">Klebsiella</td>
<td align="center">0.8083197</td>
<td align="center">0.8907015</td>
<td align="center">0.9787928</td>
<td align="center">0.8266200</td>
<td align="center">0.9054291</td>
<td align="center">0.9824869</td>
</tr>
<tr class="odd">
<td align="center">Staphylococcus</td>
<td align="center">0.7911439</td>
<td align="center">0.8856089</td>
<td align="center">0.9833948</td>
<td align="center">0.7997775</td>
<td align="center">0.8846867</td>
<td align="center">0.9818317</td>
</tr>
<tr class="even">
<td align="center">Streptococcus</td>
<td align="center">0.5333009</td>
<td align="center">0.5462963</td>
<td align="center">0.0000000</td>
<td align="center">0.5333009</td>
<td align="center">0.5462963</td>
</tr>
</tbody>
</table>
@ -1092,23 +1092,23 @@ Longest: 24</p>
<tbody>
<tr class="odd">
<td align="left">Hospital A</td>
<td align="right">55.7%</td>
<td align="right">28.5%</td>
<td align="right">53.5%</td>
<td align="right">26.7%</td>
</tr>
<tr class="even">
<td align="left">Hospital B</td>
<td align="right">54.6%</td>
<td align="right">25.6%</td>
<td align="right">54.9%</td>
<td align="right">27.3%</td>
</tr>
<tr class="odd">
<td align="left">Hospital C</td>
<td align="right">55.3%</td>
<td align="right">26.5%</td>
<td align="right">55.1%</td>
<td align="right">24.3%</td>
</tr>
<tr class="even">
<td align="left">Hospital D</td>
<td align="right">53.9%</td>
<td align="right">24.8%</td>
<td align="right">52.7%</td>
<td align="right">26.4%</td>
</tr>
</tbody>
</table>
@ -1206,16 +1206,18 @@ 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 'mic'</span></span>
<span><span class="co"># [1] 8 64 4 0.005 32 0.125 0.005 4 &gt;=256 0.005 </span></span>
<span><span class="co"># [11] 0.01 &gt;=256 0.01 0.5 8 0.125 0.01 4 0.125 0.5 </span></span>
<span><span class="co"># [21] 1 1 0.25 0.0625 8 128 8 64 &gt;=256 0.5 </span></span>
<span><span class="co"># [31] 0.25 8 2 32 0.125 0.0625 0.25 0.025 0.001 8 </span></span>
<span><span class="co"># [41] 128 2 64 0.25 &gt;=256 0.01 0.01 2 0.125 0.025 </span></span>
<span><span class="co"># [51] &gt;=256 0.25 0.025 8 0.005 0.125 0.025 16 0.01 0.025 </span></span>
<span><span class="co"># [61] 1 64 8 1 64 0.025 32 &gt;=256 8 2 </span></span>
<span><span class="co"># [71] 4 0.25 0.002 0.001 1 0.001 &gt;=256 16 4 2 </span></span>
<span><span class="co"># [81] 0.125 0.125 0.125 4 64 2 0.01 0.01 0.01 4 </span></span>
<span><span class="co"># [91] 16 32 0.005 0.005 4 0.0625 0.125 0.005 0.01 2</span></span></code></pre></div>
<span><span class="co"># [1] 0.125 0.005 128 0.25 16 0.5 0.002 4 256 </span></span>
<span><span class="co"># [10] 0.01 32 0.0625 64 0.5 0.005 0.125 0.01 4 </span></span>
<span><span class="co"># [19] 16 2 2 256 4 16 4 0.025 0.125 </span></span>
<span><span class="co"># [28] 2 0.0625 16 0.5 1 0.025 &lt;=0.001 0.5 0.5 </span></span>
<span><span class="co"># [37] 0.025 2 0.01 0.0625 16 8 &lt;=0.001 0.01 8 </span></span>
<span><span class="co"># [46] 0.005 0.125 0.002 0.0625 16 0.25 64 128 0.5 </span></span>
<span><span class="co"># [55] 64 2 0.125 0.0625 0.01 16 0.005 1 1 </span></span>
<span><span class="co"># [64] 64 0.002 4 16 64 0.125 0.01 0.01 8 </span></span>
<span><span class="co"># [73] 0.5 0.5 &lt;=0.001 256 256 64 0.01 4 32 </span></span>
<span><span class="co"># [82] 0.01 8 0.25 &lt;=0.001 &lt;=0.001 64 0.01 0.005 0.002 </span></span>
<span><span class="co"># [91] 2 0.01 0.002 0.5 2 0.125 1 0.5 0.0625 </span></span>
<span><span class="co"># [100] 0.005</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>
@ -1242,10 +1244,10 @@ 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 'disk'</span></span>
<span><span class="co"># [1] 22 18 29 23 26 26 22 22 17 28 29 31 25 28 22 27 28 30 27 26 28 29 31 19 26</span></span>
<span><span class="co"># [26] 25 25 24 25 30 17 21 25 21 18 17 30 23 30 19 18 29 25 29 27 23 28 21 17 25</span></span>
<span><span class="co"># [51] 27 23 17 29 28 25 30 23 21 22 20 21 28 25 23 31 29 25 31 17 22 20 21 17 19</span></span>
<span><span class="co"># [76] 17 21 21 18 18 20 29 30 21 18 23 18 29 25 22 27 22 22 24 24 25 27 31 26 18</span></span></code></pre></div>
<span><span class="co"># [1] 24 18 17 20 25 19 31 25 27 19 20 19 31 19 21 20 27 21 21 29 22 17 26 23 20</span></span>
<span><span class="co"># [26] 25 22 21 20 24 28 17 17 18 31 21 26 17 30 17 23 22 26 30 18 29 20 27 22 28</span></span>
<span><span class="co"># [51] 17 23 27 23 27 23 25 22 22 31 18 20 17 25 20 24 27 17 29 25 25 28 25 24 20</span></span>
<span><span class="co"># [76] 30 20 17 29 28 31 26 18 21 26 26 27 28 21 18 19 27 31 26 24 21 23 22 29 25</span></span></code></pre></div>
<div class="sourceCode" id="cb43"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="co"># base R:</span></span>
<span><span class="fu"><a href="../reference/plot.html">plot</a></span><span class="op">(</span><span class="va">disk_values</span>, mo <span class="op">=</span> <span class="st">"E. coli"</span>, ab <span class="op">=</span> <span class="st">"cipro"</span><span class="op">)</span></span></code></pre></div>

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articles/EUCAST.html
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@ -38,7 +38,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</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">

58
articles/MDR.html
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@ -38,7 +38,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</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 R R I R I</span></span>
<span><span class="co"># 2 R I I R I R</span></span>
<span><span class="co"># 3 I S I S I S</span></span>
<span><span class="co"># 4 I I I R I I</span></span>
<span><span class="co"># 5 S S R S R I</span></span>
<span><span class="co"># 6 I S R R I R</span></span>
<span><span class="co"># 1 I I S S S R</span></span>
<span><span class="co"># 2 I I I I I S</span></span>
<span><span class="co"># 3 R S I I R S</span></span>
<span><span class="co"># 4 I I I S S S</span></span>
<span><span class="co"># 5 I I I S S I</span></span>
<span><span class="co"># 6 R R R R I I</span></span>
<span><span class="co"># kanamycin</span></span>
<span><span class="co"># 1 R</span></span>
<span><span class="co"># 2 I</span></span>
<span><span class="co"># 3 I</span></span>
<span><span class="co"># 1 S</span></span>
<span><span class="co"># 2 R</span></span>
<span><span class="co"># 3 R</span></span>
<span><span class="co"># 4 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">3234</td>
<td align="right">64.68%</td>
<td align="right">3234</td>
<td align="right">64.68%</td>
<td align="right">3183</td>
<td align="right">63.66%</td>
<td align="right">3183</td>
<td align="right">63.66%</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">Negative</td>
<td align="right">984</td>
<td align="right">19.68%</td>
<td align="right">4218</td>
<td align="right">84.36%</td>
<td align="right">1007</td>
<td align="right">20.14%</td>
<td align="right">4190</td>
<td align="right">83.80%</td>
</tr>
<tr class="odd">
<td align="left">3</td>
<td align="left">Multi-drug-resistant</td>
<td align="right">447</td>
<td align="right">8.94%</td>
<td align="right">4665</td>
<td align="right">93.30%</td>
<td align="right">469</td>
<td align="right">9.38%</td>
<td align="right">4659</td>
<td align="right">93.18%</td>
</tr>
<tr class="even">
<td align="left">4</td>
<td align="left">Poly-resistant</td>
<td align="right">236</td>
<td align="right">4.72%</td>
<td align="right">4901</td>
<td align="right">98.02%</td>
<td align="right">241</td>
<td align="right">4.82%</td>
<td align="right">4900</td>
<td align="right">98.00%</td>
</tr>
<tr class="odd">
<td align="left">5</td>
<td align="left">Extensively drug-resistant</td>
<td align="right">99</td>
<td align="right">1.98%</td>
<td align="right">100</td>
<td align="right">2.00%</td>
<td align="right">5000</td>
<td align="right">100.00%</td>
</tr>

2
articles/PCA.html
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@ -38,7 +38,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
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@ -38,7 +38,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
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@ -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 21 October 2022 07:59:44 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 21 October 2022 13:14:53 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 21 October 2022 07:59:44 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 21 October 2022 13:14:53 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 21 October 2022 07:59:44 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 21 October 2022 13:14:53 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 21 October 2022 07:59:44 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 21 October 2022 13:14:53 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 21 October 2022 07:59:44 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 21 October 2022 13:14:53 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 21 October 2022 07:59:44 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 21 October 2022 13:14:53 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 21 October 2022 07:59:44 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 21 October 2022 13:14:53 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 21 October 2022 07:59:44 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 21 October 2022 13:14:53 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>

2
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
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@ -38,7 +38,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
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@ -38,7 +38,7 @@
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authors.html
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@ -10,7 +10,7 @@
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index.html
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@ -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="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</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="1.8.2.9024" id="amr-1829024">AMR 1.8.2.9024<a class="anchor" aria-label="anchor" href="#amr-1829024"></a></h2>
<h2 class="pkg-version" data-toc-text="1.8.2.9027" id="amr-1829027">AMR 1.8.2.9027<a class="anchor" aria-label="anchor" href="#amr-1829027"></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-1-8-2-9024">Breaking<a class="anchor" aria-label="anchor" href="#breaking-1-8-2-9024"></a></h4>
<h4 id="breaking-1-8-2-9027">Breaking<a class="anchor" aria-label="anchor" href="#breaking-1-8-2-9027"></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>
@ -141,7 +141,7 @@
<li>Argument <code>combine_IR</code> has been removed from this package (affecting all <code><a href="../reference/count.html">count_df()</a></code>, <code><a href="../reference/proportion.html">proportion_df()</a></code> and <code>rsi_all()</code>), since it was replaced with <code>combine_SI</code> three years ago</li>
</ul></div>
<div class="section level4">
<h4 id="new-1-8-2-9024">New<a class="anchor" aria-label="anchor" href="#new-1-8-2-9024"></a></h4>
<h4 id="new-1-8-2-9027">New<a class="anchor" aria-label="anchor" href="#new-1-8-2-9027"></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>
@ -158,11 +158,11 @@
<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>
<li>Added confidence intervals in AMR calculation. This is now included in <code><a href="../reference/proportion.html">rsi_df()</a></code> and <code><a href="../reference/proportion.html">proportion_df()</a></code> and manually available as <code><a href="../reference/proportion.html">rsi_confidence_interval()</a></code>
</li>
<li>Support for using antibiotic selectors in <code><a href="https://dplyr.tidyverse.org/reference/vars.html" class="external-link">dplyr::vars()</a></code>, such as in: <code>... %&gt;% summarise_at(vars(aminoglycosides()), resistance)</code>
<li>Support for using antibiotic selectors in scoped <code>dplyr</code> verbs (worh or without <code><a href="https://dplyr.tidyverse.org/reference/vars.html" class="external-link">vars()</a></code>), such as in: <code>... %&gt;% summarise_at(aminoglycosides(), resistance)</code>
</li>
</ul></div>
<div class="section level4">
<h4 id="changed-1-8-2-9024">Changed<a class="anchor" aria-label="anchor" href="#changed-1-8-2-9024"></a></h4>
<h4 id="changed-1-8-2-9027">Changed<a class="anchor" aria-label="anchor" href="#changed-1-8-2-9027"></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>
@ -187,7 +187,7 @@
<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-1-8-2-9024">Other<a class="anchor" aria-label="anchor" href="#other-1-8-2-9024"></a></h4>
<h4 id="other-1-8-2-9027">Other<a class="anchor" aria-label="anchor" href="#other-1-8-2-9027"></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>

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@ -11,7 +11,7 @@ articles:
datasets: datasets.html
resistance_predict: resistance_predict.html
welcome_to_AMR: welcome_to_AMR.html
last_built: 2022-10-21T08:02Z
last_built: 2022-10-21T13:16Z
urls:
reference: https://msberends.github.io/AMR/reference
article: https://msberends.github.io/AMR/articles

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@ -62,7 +62,7 @@ Principal component analysis for AMR
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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@ -10,7 +10,7 @@
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reference/ab_from_text.html
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@ -10,7 +10,7 @@
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@ -10,7 +10,7 @@
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@ -10,7 +10,7 @@
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reference/age.html
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@ -10,7 +10,7 @@
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@ -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 1988-08-03 34 34.21644 11</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 1950-05-28 72 72.40000 49</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 1968-12-14 53 53.85205 31</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 1949-07-10 73 73.28219 50</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 1969-05-24 53 53.41096 30</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 1966-11-13 55 55.93699 33</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 1997-02-11 25 25.69041 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 1937-09-19 85 85.08767 62</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 1989-04-24 33 33.49315 10</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 1985-08-22 37 37.16438 14</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 1990-03-23 32 32.58082 9</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 1954-01-12 68 68.77260 45</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 1978-05-22 44 44.41644 21</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 1956-12-03 65 65.88219 43</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 1988-11-21 33 33.91507 11</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 1960-03-29 62 62.56438 39</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 1992-01-29 30 30.72603 7</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 1976-10-13 46 46.02192 23</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 1973-08-31 49 49.13973 26</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 1974-05-30 48 48.39452 25</span>
</code></pre></div>
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@ -10,7 +10,7 @@
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@ -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> 2022-10-21 <span style="color: #949494;">08:03:03</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> 2022-10-21 <span style="color: #949494;">08:03:03</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> 2022-10-21 <span style="color: #949494;">08:03:03</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> 2022-10-21 <span style="color: #949494;">08:03:03</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> 2022-10-21 <span style="color: #949494;">08:03:04</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> 2022-10-21 <span style="color: #949494;">08:03:04</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> 2022-10-21 <span style="color: #949494;">08:03:05</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> 2022-10-21 <span style="color: #949494;">08:03:05</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> 2022-10-21 <span style="color: #949494;">08:03:05</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> 2022-10-21 <span style="color: #949494;">08:03:05</span> 4 AMX AMX B_STRP… B_STRPT_PNMN EUCAST…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 2022-10-21 <span style="color: #949494;">13:17:14</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> 2022-10-21 <span style="color: #949494;">13:17:15</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> 2022-10-21 <span style="color: #949494;">13:17:15</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> 2022-10-21 <span style="color: #949494;">13:17:15</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> 2022-10-21 <span style="color: #949494;">13:17:15</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> 2022-10-21 <span style="color: #949494;">13:17:15</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> 2022-10-21 <span style="color: #949494;">13:17:16</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> 2022-10-21 <span style="color: #949494;">13:17:16</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> 2022-10-21 <span style="color: #949494;">13:17:16</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> 2022-10-21 <span style="color: #949494;">13:17:16</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 ¹​ab_considered, ²​mo_input, ³​mo_considered,</span></span>

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@ -10,7 +10,7 @@
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@ -12,7 +12,7 @@ count_resistant() should be used to count resistant isolates, count_susceptible(
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@ -12,7 +12,7 @@ To improve the interpretation of the antibiogram before EUCAST rules are applied
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reference/get_episode.html
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
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@ -177,42 +177,39 @@
<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] 21 6 27 50 51 28 39 19 14 34 23 43 60 21 1 44 39 11 2 30 34 24 1 46 16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [26] 21 27 50 8 49 11 54 5 24 26 21 38 11 8 56 1 51 26 13 36 18 59 15 37 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [51] 63 39 37 52 1 60 17 4 53 42 62 42 47 6 30 15 25 61 44 24 11 43 60 65 59</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [76] 4 14 3 3 21 53 18 62 10 38 7 53 23 65 30 34 7 31 28 28 54 43 40 49 49</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [101] 21 64 64 63 39 44 46 56 25 63 21 37 2 49 44 13 4 1 1 6 56 9 35 11 14</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [126] 4 32 13 23 63 55 7 17 54 20 4 9 17 12 1 65 2 60 31 25 7 35 20 57 48</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [151] 45 13 15 42 17 60 56 17 3 34 22 56 55 23 58 48 28 39 29 44 27 61 15 25 56</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [176] 2 7 40 1 32 62 9 62 33 12 56 9 61 41 43 13 11 12 2 39 11 3 17 53 24</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 64 9 31 9 1 21 40 41 9 10 15 10 60 2 15 45 51 8 60 28 26 38 54 18 48</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [26] 49 2 66 1 20 22 68 12 43 20 61 64 14 14 65 29 37 68 1 53 67 6 24 27 68</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [51] 8 15 1 20 13 57 1 1 32 64 50 8 14 8 63 4 65 48 21 36 4 46 8 8 61</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [76] 36 10 43 58 11 48 32 24 38 16 12 35 21 25 2 66 9 45 61 22 36 11 21 56 44</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [101] 42 38 8 24 54 43 56 41 60 43 29 46 19 32 13 15 42 59 62 6 9 65 31 20 23</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [126] 19 36 24 12 5 64 42 17 34 15 51 19 68 5 24 17 27 63 53 25 39 62 13 63 47</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [151] 33 42 3 45 65 32 55 49 11 1 7 67 26 4 12 16 56 49 63 36 10 53 47 49 12</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [176] 59 49 33 57 61 52 43 30 40 11 22 17 62 39 66 50 56 53 41 1 10 46 29 31 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 FALSE TRUE FALSE FALSE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [13] TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE TRUE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [25] TRUE TRUE TRUE TRUE FALSE FALSE TRUE FALSE TRUE FALSE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [37] TRUE FALSE TRUE FALSE FALSE TRUE FALSE FALSE TRUE FALSE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [49] TRUE FALSE FALSE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [61] FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [73] FALSE TRUE TRUE FALSE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [85] FALSE FALSE FALSE TRUE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [97] FALSE TRUE FALSE TRUE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [109] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [121] FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [133] FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [145] TRUE FALSE FALSE TRUE TRUE TRUE TRUE TRUE FALSE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [157] FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [169] TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [181] FALSE FALSE FALSE TRUE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [193] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [13] FALSE FALSE FALSE TRUE TRUE FALSE FALSE TRUE FALSE FALSE TRUE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [25] FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [37] FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE TRUE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [49] FALSE TRUE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [61] FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [73] FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [85] TRUE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE TRUE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [97] TRUE FALSE FALSE TRUE FALSE TRUE FALSE TRUE FALSE FALSE FALSE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [109] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [121] FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [133] TRUE TRUE FALSE FALSE TRUE FALSE TRUE FALSE FALSE TRUE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [145] TRUE TRUE FALSE TRUE FALSE TRUE FALSE FALSE TRUE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [157] TRUE FALSE FALSE FALSE TRUE FALSE TRUE TRUE FALSE FALSE FALSE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [169] TRUE FALSE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE TRUE FALSE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [181] TRUE TRUE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE TRUE TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [193] FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE</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: 4 × 46</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> date patient age gender ward mo PEN OXA FLC AMX </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> 2002-07-28 F54261 69 M Clinical B_STPHY_CONS R NA S NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> 2002-07-16 241328 78 M Outpatie… B_STPHY_CONS R NA S R </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> 2002-08-19 A49852 70 M Clinical B_ESCHR_COLI R NA NA NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">4</span> 2002-07-21 955940 82 F Clinical B_PSDMN_AERG R NA NA R </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> date patient age gender ward mo PEN OXA FLC AMX </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span> <span style="color: #949494; font-style: italic;">&lt;rsi&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> 2002-06-19 402950 53 F Clinical B_STPHY_HMNS R 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>
@ -248,16 +245,16 @@
<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> 0E2483 2007-05-29 C FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 114570 2003-04-08 A TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 189795 2008-10-19 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> C48417 2014-02-07 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 658640 2014-05-30 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> B65162 2008-12-29 B TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> E53320 2011-07-04 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 418311 2006-11-10 B TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 2B1C03 2005-10-23 C FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 192353 2010-04-05 B FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> E84349 2016-11-25 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> F24801 2004-02-10 B FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 889500 2009-05-08 B FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> E32B78 2004-02-02 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 8FD3C4 2002-02-24 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 701066 2006-10-30 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 447543 2011-03-06 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> E27710 2011-05-19 B FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 984417 2004-01-09 A FALSE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 858515 2004-05-11 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>
@ -269,19 +266,19 @@
<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 [183]</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> ward date patient new_index new_logical</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> Clinical 2007-05-29 0E2483 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> ICU 2003-04-08 114570 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Clinical 2008-10-19 189795 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> Clinical 2014-02-07 C48417 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Clinical 2014-05-30 658640 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> Clinical 2008-12-29 B65162 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> Clinical 2011-07-04 E53320 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> ICU 2006-11-10 418311 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> Clinical 2005-10-23 2B1C03 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> Clinical 2010-04-05 192353 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> ICU 2016-11-25 E84349 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> ICU 2004-02-10 F24801 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Clinical 2009-05-08 889500 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> ICU 2004-02-02 E32B78 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Clinical 2002-02-24 8FD3C4 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> Clinical 2006-10-30 701066 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> Clinical 2011-03-06 447543 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> Clinical 2011-05-19 E27710 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> ICU 2004-01-09 984417 1 TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> ICU 2004-05-11 858515 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>
@ -296,9 +293,9 @@
<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 113 14 49 70</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> ICU 58 13 34 42</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> Outpatient 11 5 11 11</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> Clinical 112 15 56 74</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> ICU 59 14 35 42</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-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>
@ -317,7 +314,7 @@
<span class="r-in"><span> <span class="fu"><a href="https://rdrr.io/r/base/identical.html" class="external-link">identical</a></span><span class="op">(</span><span class="va">x</span>, <span class="va">y</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="op">}</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> Including isolates from ICU.</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] TRUE</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] FALSE</span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span></span></span>
<span class="r-in"><span> <span class="co"># but is_new_episode() has a lot more flexibility than first_isolate(),</span></span></span>
@ -328,19 +325,19 @@
<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 [193]</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> patient mo ward flag_episode</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 0E2483 B_ESCHR_COLI Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 114570 B_STRPT_PYGN ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 189795 B_AERCC_URNQ Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> C48417 B_LCTBC_DLBR_LCTS Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 658640 B_STPHY_AURS Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> B65162 B_STRPT_PNMN Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> E53320 B_ESCHR_COLI Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 418311 B_STPHY_CONS ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 2B1C03 B_STPHY_CONS Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 192353 B_STRPT_PNMN Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># Groups: patient, mo, ward [191]</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> patient mo ward flag_episode</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> E84349 B_ESCHR_COLI ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> F24801 B_STRPT_GRPB ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 889500 B_ESCHR_COLI Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> E32B78 B_GEMLL_HMLY ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 8FD3C4 B_STPHY_CONS Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 701066 B_STPHY_CONS Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 447543 B_STRPT_DYSG Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> E27710 B_STRPT_GRPB Clinical TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 984417 B_STPHY_AURS ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 858515 B_STPHY_CONS ICU TRUE </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># … with 190 more rows</span></span>
<span class="r-in"><span><span class="co"># }</span></span></span>
</code></pre></div>

2
reference/ggplot_pca.html
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/ggplot_rsi.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/guess_ab_col.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/index.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/intrinsic_resistant.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/italicise_taxonomy.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/join.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/key_antimicrobials.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

6
reference/kurtosis.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</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] 2.960986</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 2.928869</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] 0.03795045</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.01047731</span>
</code></pre></div>
</div>
</main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>

2
reference/like.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/mdro.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</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">

78
reference/mean_amr_distance.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</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 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.025 8 0.0625 16 16 1 0.125 &gt;=32 0.25 0.002 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 1 8 0.01 16 16 32 0.125 0.002 0.25 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] -0.9782837 0.7941806 -0.6967299 1.0071679 1.0071679 0.1552190</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -0.4837427 1.2201551 -0.2707555 -1.7543786</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.05443514 0.68021258 -1.33142330 0.88880505 0.88880505 1.09739753</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -0.57134230 -1.81576003 -0.36274982 0.47162010</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> 1 A 16 &lt;=0.0625 &lt;=0.25 &gt;=16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B &gt;=32 0.125 1 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C 4 &lt;=0.0625 &lt;=0.25 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D &gt;=32 &gt;=1 0.5 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E 8 0.125 2 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F 4 0.25 &lt;=0.25 &gt;=16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G 16 &lt;=0.0625 &lt;=0.25 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H 4 0.25 &gt;=4 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I 4 &gt;=1 &lt;=0.25 &gt;=16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J &lt;=2 &gt;=1 2 8</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 16 2 2 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B &gt;=64 &lt;=0.125 0.5 &lt;=1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C 1 2 1 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D &gt;=64 1 4 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E 8 0.25 1 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F &gt;=64 0.5 8 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G &gt;=64 &lt;=0.125 2 &lt;=1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H 32 1 8 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I 32 0.5 2 &lt;=1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J 2 0.25 8 2</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] -0.04787176 0.30260331 -0.98864537 0.73456530 0.25539334 -0.10496162</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -0.63509198 -0.05402839 0.19150191 0.34653525</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.293688592 -0.841354186 0.001879471 0.529439629 -0.499298613</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [6] 0.538022217 -0.488778815 0.930958554 -0.266952843 -0.197604006</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> 3 C 4 &lt;=0.0625 &lt;=0.25 1 -0.98864537</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G 16 &lt;=0.0625 &lt;=0.25 1 -0.63509198</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F 4 0.25 &lt;=0.25 &gt;=16 -0.10496162</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H 4 0.25 &gt;=4 1 -0.05402839</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A 16 &lt;=0.0625 &lt;=0.25 &gt;=16 -0.04787176</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I 4 &gt;=1 &lt;=0.25 &gt;=16 0.19150191</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E 8 0.125 2 8 0.25539334</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B &gt;=32 0.125 1 4 0.30260331</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J &lt;=2 &gt;=1 2 8 0.34653525</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D &gt;=32 &gt;=1 0.5 8 0.73456530</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> id amox cipr gent tobr amr_distance</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B &gt;=64 &lt;=0.125 0.5 &lt;=1 -0.841354186</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E 8 0.25 1 2 -0.499298613</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G &gt;=64 &lt;=0.125 2 &lt;=1 -0.488778815</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I 32 0.5 2 &lt;=1 -0.266952843</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J 2 0.25 8 2 -0.197604006</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C 1 2 1 4 0.001879471</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A 16 2 2 2 0.293688592</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D &gt;=64 1 4 2 0.529439629</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F &gt;=64 0.5 8 2 0.538022217</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H 32 1 8 4 0.930958554</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> 1 C 4 &lt;=0.0625 &lt;=0.25 1 -0.98864537 0.0000000</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 G 16 &lt;=0.0625 &lt;=0.25 1 -0.63509198 0.3535534</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 F 4 0.25 &lt;=0.25 &gt;=16 -0.10496162 0.8836838</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 H 4 0.25 &gt;=4 1 -0.05402839 0.9346170</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 A 16 &lt;=0.0625 &lt;=0.25 &gt;=16 -0.04787176 0.9407736</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 I 4 &gt;=1 &lt;=0.25 &gt;=16 0.19150191 1.1801473</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 E 8 0.125 2 8 0.25539334 1.2440387</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 B &gt;=32 0.125 1 4 0.30260331 1.2912487</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 J &lt;=2 &gt;=1 2 8 0.34653525 1.3351806</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 D &gt;=32 &gt;=1 0.5 8 0.73456530 1.7232107</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 1 2 1 4 0.001879471 0.0000000</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 J 2 0.25 8 2 -0.197604006 0.1994835</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 I 32 0.5 2 &lt;=1 -0.266952843 0.2688323</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 A 16 2 2 2 0.293688592 0.2918091</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 G &gt;=64 &lt;=0.125 2 &lt;=1 -0.488778815 0.4906583</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 E 8 0.25 1 2 -0.499298613 0.5011781</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 D &gt;=64 1 4 2 0.529439629 0.5275602</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 F &gt;=64 0.5 8 2 0.538022217 0.5361427</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 B &gt;=64 &lt;=0.125 0.5 &lt;=1 -0.841354186 0.8432337</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 H 32 1 8 4 0.930958554 0.9290791</span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span> <span class="co"># support for groups</span></span></span>
<span class="r-in"><span> <span class="va">example_isolates</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>

2
reference/microorganisms.codes.html
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/microorganisms.html
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/mo_matching_score.html
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/mo_property.html
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/mo_source.html
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@ -12,7 +12,7 @@ This is the fastest way to have your organisation (or analysis) specific codes p
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

2
reference/pca.html
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

BIN
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2
reference/plot.html
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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</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">

25
reference/proportion.html
View File

@ -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="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</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">
@ -362,6 +362,29 @@ 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: #BCBCBC;">3</span> Outpatient 0.161 0.093<span style="text-decoration: underline;">2</span> 0.252</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"># scoped dplyr verbs with antibiotic selectors</span></span></span>
<span class="r-in"><span> <span class="co"># (you could also use across() of course)</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>
<span class="r-in"><span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/group_by.html" class="external-link">group_by</a></span><span class="op">(</span><span class="va">ward</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
<span class="r-in"><span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/summarise_all.html" class="external-link">summarise_at</a></span><span class="op">(</span></span></span>
<span class="r-in"><span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fu"><a href="antibiotic_class_selectors.html">aminoglycosides</a></span><span class="op">(</span><span class="op">)</span>, <span class="fu"><a href="antibiotic_class_selectors.html">carbapenems</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span>,</span></span>
<span class="r-in"><span> <span class="va">resistance</span></span></span>
<span class="r-in"><span> <span class="op">)</span></span></span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="op">}</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ For `aminoglycosides()` using columns 'GEN' (gentamicin), 'TOB'</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> (tobramycin), 'AMK' (amikacin) and 'KAN' (kanamycin)</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ For `carbapenems()` using columns 'IPM' (imipenem) and 'MEM' (meropenem)</span>
<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>Introducing NA: only 23 results available for KAN in group: ward =</span>
<span class="r-wrn co"><span class="r-pr">#&gt;</span> "Outpatient" (`minimum` = 30).</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 3 × 7</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> ward GEN TOB AMK KAN IPM MEM</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;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> Clinical 0.229 0.315 0.626 1 0.049<span style="text-decoration: underline;">8</span> 0.045<span style="text-decoration: underline;">8</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> ICU 0.290 0.400 0.662 1 0.086<span style="text-decoration: underline;">2</span> 0.089<span style="text-decoration: underline;">4</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> Outpatient 0.2 0.368 0.605 <span style="color: #BB0000;">NA</span> 0.054<span style="text-decoration: underline;">1</span> 0.054<span style="text-decoration: underline;">1</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></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>
<span class="r-in"><span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/group_by.html" class="external-link">group_by</a></span><span class="op">(</span><span class="va">ward</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
<span class="r-in"><span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/summarise.html" class="external-link">summarise</a></span><span class="op">(</span></span></span>

35
reference/random.html
View File

@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</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">
@ -178,43 +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 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 2 1 0.025 0.002 64 0.005 1 &lt;=0.001 0.125 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [10] 0.5 0.5 &gt;=256 128 0.01 0.002 0.005 64 0.002 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [19] 1 32 &lt;=0.001 &gt;=256 32 0.5 0.5 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.0625 64 &gt;=256 32 32 128 0.01 32 2 32 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [11] 0.002 &gt;=256 128 0.5 0.5 128 1 0.25 16 64 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [21] 16 0.125 8 64 0.01 </span>
<span class="r-in"><span><span class="fu">random_disk</span><span class="op">(</span><span class="fl">25</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'disk'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 40 50 26 30 33 38 49 50 44 43 44 44 23 48 16 23 10 16 44 22 15 45 40 22 42</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 7 49 39 44 46 6 28 50 31 38 13 26 49 49 16 23 22 43 44 26 45 38 46 50 41</span>
<span class="r-in"><span><span class="fu">random_rsi</span><span class="op">(</span><span class="fl">25</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'rsi'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] I I S I R S R S R I I R S I R R R I I R I S I I R</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] S S I S S S S I S R I I S I R S I I S S S I S R 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 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.125 &gt;=256 0.25 0.002 4 16 0.125 0.5 8 0.002 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [11] 0.01 16 0.0625 128 2 0.5 0.0625 8 2 0.025 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [21] 16 32 1 &gt;=256 0.01 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 4 0.025 0.25 0.5 8 0.5 2 0.025 1 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [10] 0.002 &lt;=0.001 0.0625 0.125 0.005 4 16 &lt;=0.001 &lt;=0.001</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [19] 0.5 0.01 64 0.025 8 0.5 16 </span>
<span class="r-in"><span><span class="fu">random_mic</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Klebsiella pneumoniae"</span>, <span class="st">"meropenem"</span><span class="op">)</span> <span class="co"># range 0.0625-16</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 8 16 16 4 4 1 16 2 1 1 8 &lt;=0.5</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [13] 32 2 1 &lt;=0.5 1 4 4 1 2 2 8 &lt;=0.5</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [25] 8 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] &gt;=16 &gt;=16 8 4 1 4 0.5 1 1 0.5 4 4 &gt;=16 2 1 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [16] 0.5 &gt;=16 0.5 4 1 2 4 4 1 &gt;=16</span>
<span class="r-in"><span><span class="fu">random_mic</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Streptococcus pneumoniae"</span>, <span class="st">"meropenem"</span><span class="op">)</span> <span class="co"># range 0.0625-4</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 16 0.5 0.5 0.25 &lt;=0.125 8 4 2 8 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [10] 2 4 8 2 1 8 4 0.25 2 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [19] &lt;=0.125 &lt;=0.125 0.25 8 0.25 0.5 &lt;=0.125</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 1 1 1 &lt;=0.125 1 0.25 &gt;=16 1 &lt;=0.125</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [10] 4 &lt;=0.125 &gt;=16 8 8 0.25 8 0.25 2 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [19] 0.5 &lt;=0.125 0.25 2 0.25 4 1 </span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="fu">random_disk</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Klebsiella pneumoniae"</span><span class="op">)</span> <span class="co"># range 8-50</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'disk'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 44 47 50 45 9 46 47 39 36 41 45 22 49 50 28 50 28 13 16 44 17 10 15 44 23</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 46 29 40 23 36 28 16 26 47 44 26 47 47 42 47 47 13 25 47 42 43 38 44 50 31</span>
<span class="r-in"><span><span class="fu">random_disk</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Klebsiella pneumoniae"</span>, <span class="st">"ampicillin"</span><span class="op">)</span> <span class="co"># range 11-17</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'disk'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 11 14 11 11 14 16 16 11 11 12 14 15 13 14 16 12 17 15 11 12 15 14 11 16 12</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 16 16 17 11 16 15 16 13 15 15 12 13 17 16 11 12 13 11 14 13 12 16 12 17 17</span>
<span class="r-in"><span><span class="fu">random_disk</span><span class="op">(</span><span class="fl">25</span>, <span class="st">"Streptococcus pneumoniae"</span>, <span class="st">"ampicillin"</span><span class="op">)</span> <span class="co"># range 12-27</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'disk'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 23 25 15 17 25 18 22 20 24 17 15 24 22 23 15 16 27 19 24 21 25 15 15 23 23</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 27 26 15 16 18 21 20 23 24 19 20 20 27 24 16 24 19 19 18 16 25 24 22 21 22</span>
<span class="r-in"><span><span class="co"># }</span></span></span>
</code></pre></div>
</div>

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@ -10,7 +10,7 @@
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">

4
reference/skewness.html
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@ -12,7 +12,7 @@ When negative ('left-skewed'): the left tail is longer; the mass of the distribu
<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</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] -0.007945776</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.06410425</span>
</code></pre></div>
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9024</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">1.8.2.9027</small>
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