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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="">2.1.0.9001</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.1.0.9002</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">
@ -204,7 +204,7 @@
website update since they are based on randomly created values and the
page was written in <a href="https://rmarkdown.rstudio.com/" class="external-link">R
Markdown</a>. However, the methodology remains unchanged. This page was
generated on 20 July 2023.</p>
generated on 20 October 2023.</p>
<div class="section level2">
<h2 id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
</h2>
@ -260,21 +260,21 @@ make the structure of your data generally look like this:</p>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2023-07-20</td>
<td align="center">2023-10-20</td>
<td align="center">abcd</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">S</td>
</tr>
<tr class="even">
<td align="center">2023-07-20</td>
<td align="center">2023-10-20</td>
<td align="center">abcd</td>
<td align="center">Escherichia coli</td>
<td align="center">S</td>
<td align="center">R</td>
</tr>
<tr class="odd">
<td align="center">2023-07-20</td>
<td align="center">2023-10-20</td>
<td align="center">efgh</td>
<td align="center">Escherichia coli</td>
<td align="center">R</td>
@ -515,9 +515,9 @@ the methods on the <code><a href="../reference/first_isolate.html">first_isolate
<span><span class="co">#&gt; ℹ Using column 'patient_id' as input for col_patient_id.</span></span>
<span><span class="co">#&gt; ℹ Basing inclusion on all antimicrobial results, using a points threshold</span></span>
<span><span class="co">#&gt; of 2</span></span>
<span><span class="co">#&gt; =&gt; Found 2,626 'phenotype-based' first isolates (87.6% within scope and</span></span>
<span><span class="co">#&gt; 87.5% of total where a microbial ID was available)</span></span></code></pre></div>
<p>So only 88% is suitable for resistance analysis! We can now filter on
<span><span class="co">#&gt; =&gt; Found 2,712 'phenotype-based' first isolates (90.4% of total where a</span></span>
<span><span class="co">#&gt; microbial ID was available)</span></span></code></pre></div>
<p>So only 90% 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="cb9"><pre class="downlit sourceCode r">
@ -527,11 +527,11 @@ it with the <code><a href="https://dplyr.tidyverse.org/reference/filter.html" cl
<div class="sourceCode" id="cb10"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">our_data_1st</span> <span class="op">&lt;-</span> <span class="va">our_data</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="../reference/first_isolate.html">filter_first_isolate</a></span><span class="op">(</span><span class="op">)</span></span></code></pre></div>
<p>So we end up with 2 626 isolates for analysis. Now our data looks
<p>So we end up with 2 712 isolates for analysis. Now our data looks
like:</p>
<div class="sourceCode" id="cb11"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">our_data_1st</span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,626 × 9</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,712 × 9</span></span></span>
<span><span class="co">#&gt; patient_id hospital date bacteria AMX AMC CIP GEN first</span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> J3 A 2012-11-21 B_ESCHR_COLI R I S S TRUE </span></span>
@ -539,12 +539,12 @@ like:</p>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> P10 A 2015-12-10 B_ESCHR_COLI S I S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> B7 A 2015-03-02 B_ESCHR_COLI S S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> W3 A 2018-03-31 B_STPHY_AURS R S R S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> J8 A 2016-06-14 B_ESCHR_COLI R S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> M3 A 2015-10-25 B_ESCHR_COLI R S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> J3 A 2019-06-19 B_ESCHR_COLI S S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> G6 A 2015-04-27 B_STPHY_AURS S S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> P4 A 2011-06-21 B_ESCHR_COLI S S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 2,616 more rows</span></span></span></code></pre></div>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> M3 A 2015-10-25 B_ESCHR_COLI R S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> J3 A 2019-06-19 B_ESCHR_COLI S S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> G6 A 2015-04-27 B_STPHY_AURS S S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> P4 A 2011-06-21 B_ESCHR_COLI S S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> Z1 A 2014-09-05 B_ESCHR_COLI S S S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 2,702 more rows</span></span></span></code></pre></div>
<p>Time for the analysis.</p>
</div>
</div>
@ -557,44 +557,44 @@ impression, as it comes with support for the new <code>mo</code> and
<div class="sourceCode" id="cb12"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/base/summary.html" class="external-link">summary</a></span><span class="op">(</span><span class="va">our_data_1st</span><span class="op">)</span></span>
<span><span class="co">#&gt; patient_id hospital date </span></span>
<span><span class="co">#&gt; Length:2626 Length:2626 Min. :2011-01-01 </span></span>
<span><span class="co">#&gt; Class :character Class :character 1st Qu.:2013-04-14 </span></span>
<span><span class="co">#&gt; Mode :character Mode :character Median :2015-06-05 </span></span>
<span><span class="co">#&gt; Mean :2015-06-15 </span></span>
<span><span class="co">#&gt; 3rd Qu.:2017-08-23 </span></span>
<span><span class="co">#&gt; Max. :2020-01-01 </span></span>
<span><span class="co">#&gt; Length:2712 Length:2712 Min. :2011-01-01 </span></span>
<span><span class="co">#&gt; Class :character Class :character 1st Qu.:2013-05-03 </span></span>
<span><span class="co">#&gt; Mode :character Mode :character Median :2015-06-16 </span></span>
<span><span class="co">#&gt; Mean :2015-06-21 </span></span>
<span><span class="co">#&gt; 3rd Qu.:2017-08-24 </span></span>
<span><span class="co">#&gt; Max. :2019-12-27 </span></span>
<span><span class="co">#&gt; bacteria AMX AMC </span></span>
<span><span class="co">#&gt; Class :mo Class:sir Class:sir </span></span>
<span><span class="co">#&gt; &lt;NA&gt; :0 %R :43.2% (n=1134) %R :36.1% (n=947) </span></span>
<span><span class="co">#&gt; Unique:4 %SI :56.8% (n=1492) %SI :63.9% (n=1679) </span></span>
<span><span class="co">#&gt; #1 :B_ESCHR_COLI - %S :41.1% (n=1080) - %S :52.7% (n=1383) </span></span>
<span><span class="co">#&gt; #2 :B_STPHY_AURS - %I :15.7% (n=412) - %I :11.3% (n=296) </span></span>
<span><span class="co">#&gt; &lt;NA&gt; :0 %R :42.9% (n=1163) %R :36.1% (n=978) </span></span>
<span><span class="co">#&gt; Unique:4 %SI :57.1% (n=1549) %SI :63.9% (n=1734) </span></span>
<span><span class="co">#&gt; #1 :B_ESCHR_COLI - %S :41.0% (n=1112) - %S :52.0% (n=1409) </span></span>
<span><span class="co">#&gt; #2 :B_STPHY_AURS - %I :16.1% (n=437) - %I :12.0% (n=325) </span></span>
<span><span class="co">#&gt; #3 :B_STRPT_PNMN </span></span>
<span><span class="co">#&gt; CIP GEN first </span></span>
<span><span class="co">#&gt; Class:sir Class:sir Mode:logical </span></span>
<span><span class="co">#&gt; %R :42.0% (n=1102) %R :37.0% (n=971) TRUE:2626 </span></span>
<span><span class="co">#&gt; %SI :58.0% (n=1524) %SI :63.0% (n=1655) </span></span>
<span><span class="co">#&gt; - %S :51.9% (n=1362) - %S :59.9% (n=1574) </span></span>
<span><span class="co">#&gt; - %I : 6.2% (n=162) - %I : 3.1% (n=81) </span></span>
<span><span class="co">#&gt; %R :42.0% (n=1138) %R :37.3% (n=1011) TRUE:2712 </span></span>
<span><span class="co">#&gt; %SI :58.0% (n=1574) %SI :62.7% (n=1701) </span></span>
<span><span class="co">#&gt; - %S :51.5% (n=1396) - %S :59.6% (n=1616) </span></span>
<span><span class="co">#&gt; - %I : 6.6% (n=178) - %I : 3.1% (n=85) </span></span>
<span><span class="co">#&gt; </span></span>
<span></span>
<span><span class="fu"><a href="https://pillar.r-lib.org/reference/glimpse.html" class="external-link">glimpse</a></span><span class="op">(</span><span class="va">our_data_1st</span><span class="op">)</span></span>
<span><span class="co">#&gt; Rows: 2,626</span></span>
<span><span class="co">#&gt; Rows: 2,712</span></span>
<span><span class="co">#&gt; Columns: 9</span></span>
<span><span class="co">#&gt; $ patient_id <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> "J3", "R7", "P10", "B7", "W3", "J8", "M3", "J3", "G6", "P4"…</span></span>
<span><span class="co">#&gt; $ patient_id <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> "J3", "R7", "P10", "B7", "W3", "M3", "J3", "G6", "P4", "Z1"…</span></span>
<span><span class="co">#&gt; $ hospital <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A",…</span></span>
<span><span class="co">#&gt; $ date <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> 2012-11-21, 2018-04-03, 2015-12-10, 2015-03-02, 2018-03-31…</span></span>
<span><span class="co">#&gt; $ bacteria <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> "B_ESCHR_COLI", "B_KLBSL_PNMN", "B_ESCHR_COLI", "B_ESCHR_COL…</span></span>
<span><span class="co">#&gt; $ AMX <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> R, R, S, S, R, R, R, S, S, S, S, R, S, S, R, R, R, R, I, S,…</span></span>
<span><span class="co">#&gt; $ AMC <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> I, I, I, S, S, S, S, S, S, S, S, S, S, S, S, S, S, R, S, R,…</span></span>
<span><span class="co">#&gt; $ AMX <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> R, R, S, S, R, R, S, S, S, S, R, S, S, S, R, R, R, R, S, R,…</span></span>
<span><span class="co">#&gt; $ AMC <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> I, I, I, S, S, S, S, S, S, S, S, S, I, S, S, S, S, R, S, S,…</span></span>
<span><span class="co">#&gt; $ CIP <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> S, S, S, S, R, S, S, S, S, S, S, S, S, S, S, S, S, S, S, S,…</span></span>
<span><span class="co">#&gt; $ GEN <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> S, S, S, S, S, S, S, S, S, S, S, R, S, S, S, S, S, S, S, S,…</span></span>
<span><span class="co">#&gt; $ GEN <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> S, S, S, S, S, S, S, S, S, S, R, S, S, S, S, S, S, S, S, S,…</span></span>
<span><span class="co">#&gt; $ first <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, TRUE,…</span></span>
<span></span>
<span><span class="co"># number of unique values per column:</span></span>
<span><span class="fu"><a href="https://rdrr.io/r/base/lapply.html" class="external-link">sapply</a></span><span class="op">(</span><span class="va">our_data_1st</span>, <span class="va">n_distinct</span><span class="op">)</span></span>
<span><span class="co">#&gt; patient_id hospital date bacteria AMX AMC CIP </span></span>
<span><span class="co">#&gt; 260 3 1808 4 3 3 3 </span></span>
<span><span class="co">#&gt; 260 3 1852 4 3 3 3 </span></span>
<span><span class="co">#&gt; GEN first </span></span>
<span><span class="co">#&gt; 3 1</span></span></code></pre></div>
<div class="section level3">
@ -619,10 +619,10 @@ microorganisms:</p>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 4 × 2</span></span></span>
<span><span class="co">#&gt; `mo_name(bacteria)` n</span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">1</span> Escherichia coli <span style="text-decoration: underline;">1</span>250</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">2</span> Staphylococcus aureus 661</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">3</span> Streptococcus pneumoniae 399</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">4</span> Klebsiella pneumoniae 316</span></span></code></pre></div>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">1</span> Escherichia coli <span style="text-decoration: underline;">1</span>319</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">2</span> Staphylococcus aureus 676</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">3</span> Streptococcus pneumoniae 400</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">4</span> Klebsiella pneumoniae 317</span></span></code></pre></div>
</div>
<div class="section level3">
<h3 id="select-and-filter-with-antibiotic-selectors">Select and filter with antibiotic selectors<a class="anchor" aria-label="anchor" href="#select-and-filter-with-antibiotic-selectors"></a>
@ -634,7 +634,7 @@ in:</p>
<code class="sourceCode R"><span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/select.html" class="external-link">select</a></span><span class="op">(</span><span class="va">date</span>, <span class="fu"><a href="../reference/antibiotic_class_selectors.html">aminoglycosides</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; ℹ For aminoglycosides() using column 'GEN' (gentamicin)</span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,626 × 2</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,712 × 2</span></span></span>
<span><span class="co">#&gt; date GEN </span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> 2012-11-21 S </span></span>
@ -642,18 +642,18 @@ in:</p>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> 2015-12-10 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> 2015-03-02 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> 2018-03-31 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> 2016-06-14 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> 2015-10-25 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> 2019-06-19 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> 2015-04-27 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> 2011-06-21 S </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 2,616 more rows</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> 2015-10-25 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> 2019-06-19 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> 2015-04-27 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> 2011-06-21 S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> 2014-09-05 S </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 2,702 more rows</span></span></span>
<span></span>
<span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/select.html" class="external-link">select</a></span><span class="op">(</span><span class="va">bacteria</span>, <span class="fu"><a href="../reference/antibiotic_class_selectors.html">betalactams</a></span><span class="op">(</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; ℹ For betalactams() using columns 'AMX' (amoxicillin) and 'AMC'</span></span>
<span><span class="co">#&gt; (amoxicillin/clavulanic acid)</span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,626 × 3</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,712 × 3</span></span></span>
<span><span class="co">#&gt; bacteria AMX AMC </span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> B_ESCHR_COLI R I </span></span>
@ -662,15 +662,15 @@ in:</p>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> B_ESCHR_COLI S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> B_STPHY_AURS R S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> B_ESCHR_COLI R S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> B_ESCHR_COLI R S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> B_ESCHR_COLI S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> B_STPHY_AURS S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> B_ESCHR_COLI S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> B_STPHY_AURS S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> B_ESCHR_COLI S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> B_ESCHR_COLI S S </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 2,616 more rows</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 2,702 more rows</span></span></span>
<span></span>
<span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/select.html" class="external-link">select</a></span><span class="op">(</span><span class="va">bacteria</span>, <span class="fu"><a href="https://tidyselect.r-lib.org/reference/where.html" class="external-link">where</a></span><span class="op">(</span><span class="va">is.sir</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,626 × 5</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 2,712 × 5</span></span></span>
<span><span class="co">#&gt; bacteria AMX AMC CIP GEN </span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> B_ESCHR_COLI R I S S </span></span>
@ -679,17 +679,17 @@ in:</p>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> B_ESCHR_COLI S S S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> B_STPHY_AURS R S R S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> B_ESCHR_COLI R S S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> B_ESCHR_COLI R S S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> B_ESCHR_COLI S S S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> B_STPHY_AURS S S S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> B_ESCHR_COLI S S S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> B_STPHY_AURS S S S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> B_ESCHR_COLI S S S S </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> B_ESCHR_COLI S S S S </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 2,616 more rows</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 2,702 more rows</span></span></span>
<span></span>
<span><span class="co"># filtering using AB selectors is also possible:</span></span>
<span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/any.html" class="external-link">any</a></span><span class="op">(</span><span class="fu"><a href="../reference/antibiotic_class_selectors.html">aminoglycosides</a></span><span class="op">(</span><span class="op">)</span> <span class="op">==</span> <span class="st">"R"</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; ℹ For aminoglycosides() using column 'GEN' (gentamicin)</span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 971 × 9</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 1,011 × 9</span></span></span>
<span><span class="co">#&gt; patient_id hospital date bacteria AMX AMC CIP GEN first</span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> J5 A 2017-12-25 B_STRPT_PNMN R S S R TRUE </span></span>
@ -702,45 +702,45 @@ in:</p>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> P5 A 2019-03-09 B_STPHY_AURS S S S R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> Q8 A 2019-08-10 B_STPHY_AURS S S S R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> K5 A 2013-03-15 B_STRPT_PNMN S S S R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 961 more rows</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 1,001 more rows</span></span></span>
<span></span>
<span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span>
<span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/filter.html" class="external-link">filter</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/all.html" class="external-link">all</a></span><span class="op">(</span><span class="fu"><a href="../reference/antibiotic_class_selectors.html">betalactams</a></span><span class="op">(</span><span class="op">)</span> <span class="op">==</span> <span class="st">"R"</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="co">#&gt; ℹ For betalactams() using columns 'AMX' (amoxicillin) and 'AMC'</span></span>
<span><span class="co">#&gt; (amoxicillin/clavulanic acid)</span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 471 × 9</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 483 × 9</span></span></span>
<span><span class="co">#&gt; patient_id hospital date bacteria AMX AMC CIP GEN first</span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> M7 A 2013-07-22 B_STRPT_PNMN R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> R10 A 2013-12-20 B_STPHY_AURS R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> R7 A 2015-10-25 B_STPHY_AURS R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> R8 A 2019-10-25 B_STPHY_AURS R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> I7 A 2015-08-19 B_ESCHR_COLI R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> N3 A 2014-12-29 B_STRPT_PNMN R R R S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> Q2 A 2019-09-22 B_ESCHR_COLI R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> X7 A 2011-03-20 B_ESCHR_COLI R R S R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> C5 A 2015-08-30 B_KLBSL_PNMN R R S R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> W9 A 2013-10-02 B_ESCHR_COLI R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 461 more rows</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> B6 A 2016-11-20 B_ESCHR_COLI R R R R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> I7 A 2015-08-19 B_ESCHR_COLI R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> N3 A 2014-12-29 B_STRPT_PNMN R R R S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> Q2 A 2019-09-22 B_ESCHR_COLI R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> X7 A 2011-03-20 B_ESCHR_COLI R R S R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> V1 A 2018-08-07 B_STPHY_AURS R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 473 more rows</span></span></span>
<span></span>
<span><span class="co"># even works in base R (since R 3.0):</span></span>
<span><span class="va">our_data_1st</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/all.html" class="external-link">all</a></span><span class="op">(</span><span class="fu"><a href="../reference/antibiotic_class_selectors.html">betalactams</a></span><span class="op">(</span><span class="op">)</span> <span class="op">==</span> <span class="st">"R"</span><span class="op">)</span>, <span class="op">]</span></span>
<span><span class="co">#&gt; ℹ For betalactams() using columns 'AMX' (amoxicillin) and 'AMC'</span></span>
<span><span class="co">#&gt; (amoxicillin/clavulanic acid)</span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 471 × 9</span></span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 483 × 9</span></span></span>
<span><span class="co">#&gt; patient_id hospital date bacteria AMX AMC CIP GEN first</span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 1</span> M7 A 2013-07-22 B_STRPT_PNMN R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 2</span> R10 A 2013-12-20 B_STPHY_AURS R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 3</span> R7 A 2015-10-25 B_STPHY_AURS R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 4</span> R8 A 2019-10-25 B_STPHY_AURS R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> I7 A 2015-08-19 B_ESCHR_COLI R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> N3 A 2014-12-29 B_STRPT_PNMN R R R S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> Q2 A 2019-09-22 B_ESCHR_COLI R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> X7 A 2011-03-20 B_ESCHR_COLI R R S R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> C5 A 2015-08-30 B_KLBSL_PNMN R R S R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> W9 A 2013-10-02 B_ESCHR_COLI R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 461 more rows</span></span></span></code></pre></div>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 5</span> B6 A 2016-11-20 B_ESCHR_COLI R R R R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 6</span> I7 A 2015-08-19 B_ESCHR_COLI R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 7</span> N3 A 2014-12-29 B_STRPT_PNMN R R R S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 8</span> Q2 A 2019-09-22 B_ESCHR_COLI R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;"> 9</span> X7 A 2011-03-20 B_ESCHR_COLI R R S R TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">10</span> V1 A 2018-08-07 B_STPHY_AURS R R S S TRUE </span></span>
<span><span class="co">#&gt; <span style="color: #949494;"># ℹ 473 more rows</span></span></span></code></pre></div>
</div>
<div class="section level3">
<h3 id="generate-antibiograms">Generate antibiograms<a class="anchor" aria-label="anchor" href="#generate-antibiograms"></a>
@ -1352,7 +1352,7 @@ I (<code><a href="../reference/proportion.html">proportion_SI()</a></code>, equa
own:</p>
<div class="sourceCode" id="cb22"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">our_data_1st</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span> <span class="fu"><a href="../reference/proportion.html">resistance</a></span><span class="op">(</span><span class="va">AMX</span><span class="op">)</span></span>
<span><span class="co">#&gt; [1] 0.4318355</span></span></code></pre></div>
<span><span class="co">#&gt; [1] 0.4288348</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="cb23"><pre class="downlit sourceCode r">
@ -1362,9 +1362,9 @@ own:</p>
<span><span class="co">#&gt; <span style="color: #949494;"># A tibble: 3 × 2</span></span></span>
<span><span class="co">#&gt; hospital amoxicillin</span></span>
<span><span class="co">#&gt; <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span></span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">1</span> A 0.343</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">2</span> B 0.569</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">3</span> C 0.375</span></span></code></pre></div>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">1</span> A 0.342</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">2</span> B 0.564</span></span>
<span><span class="co">#&gt; <span style="color: #BCBCBC;">3</span> C 0.372</span></span></code></pre></div>
<hr>
<p><em>Author: Dr. Matthijs Berends, 26th Feb 2023</em></p>
</div>