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<img src="../logo.svg" class="logo" alt=""><h1>Determine Bug-Drug Combinations</h1>
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/R/bug_drug_combinations.R" class="external-link"><code>R/bug_drug_combinations.R</code></a></small>
<div class="d-none name"><code>bug_drug_combinations.Rd</code></div>
</div>
<div class="ref-description section level2">
<p>Determine antimicrobial resistance (AMR) of all bug-drug combinations in your data set where at least 30 (default) isolates are available per species. Use <code><a href="https://rdrr.io/r/base/format.html" class="external-link">format()</a></code> on the result to prettify it to a publishable/printable format, see <em>Examples</em>.</p>
</div>
<div class="section level2">
<h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
<div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">bug_drug_combinations</span><span class="op">(</span><span class="va">x</span>, col_mo <span class="op">=</span> <span class="cn">NULL</span>, FUN <span class="op">=</span> <span class="va">mo_shortname</span>, <span class="va">...</span><span class="op">)</span></span>
<span></span>
<span><span class="co"># S3 method for bug_drug_combinations</span></span>
<span><span class="fu"><a href="https://rdrr.io/r/base/format.html" class="external-link">format</a></span><span class="op">(</span></span>
<span> <span class="va">x</span>,</span>
<span> translate_ab <span class="op">=</span> <span class="st">"name (ab, atc)"</span>,</span>
<span> language <span class="op">=</span> <span class="fu"><a href="translate.html">get_AMR_locale</a></span><span class="op">(</span><span class="op">)</span>,</span>
<span> minimum <span class="op">=</span> <span class="fl">30</span>,</span>
<span> combine_SI <span class="op">=</span> <span class="cn">TRUE</span>,</span>
<span> add_ab_group <span class="op">=</span> <span class="cn">TRUE</span>,</span>
<span> remove_intrinsic_resistant <span class="op">=</span> <span class="cn">FALSE</span>,</span>
<span> decimal.mark <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/options.html" class="external-link">getOption</a></span><span class="op">(</span><span class="st">"OutDec"</span><span class="op">)</span>,</span>
<span> big.mark <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html" class="external-link">ifelse</a></span><span class="op">(</span><span class="va">decimal.mark</span> <span class="op">==</span> <span class="st">","</span>, <span class="st">"."</span>, <span class="st">","</span><span class="op">)</span>,</span>
<span> <span class="va">...</span></span>
<span><span class="op">)</span></span></code></pre></div>
</div>
<div class="section level2">
<h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
<dl><dt>x</dt>
<dd><p>a data set with antibiotic columns, such as <code>amox</code>, <code>AMX</code> and <code>AMC</code></p></dd>
<dt>col_mo</dt>
<dd><p>column name of the names or codes of the microorganisms (see <code><a href="as.mo.html">as.mo()</a></code>) - the default is the first column of class <code><a href="as.mo.html">mo</a></code>. Values will be coerced using <code><a href="as.mo.html">as.mo()</a></code>.</p></dd>
<dt>FUN</dt>
<dd><p>the function to call on the <code>mo</code> column to transform the microorganism codes - the default is <code><a href="mo_property.html">mo_shortname()</a></code></p></dd>
<dt>...</dt>
<dd><p>arguments passed on to <code>FUN</code></p></dd>
<dt>translate_ab</dt>
<dd><p>a <a href="https://rdrr.io/r/base/character.html" class="external-link">character</a> of length 1 containing column names of the <a href="antibiotics.html">antibiotics</a> data set</p></dd>
<dt>language</dt>
<dd><p>language of the returned text - the default is the current system language (see <code><a href="translate.html">get_AMR_locale()</a></code>) and can also be set with the <a href="AMR-options.html">package option</a> <code><a href="AMR-options.html">AMR_locale</a></code>. Use <code>language = NULL</code> or <code>language = ""</code> to prevent translation.</p></dd>
<dt>minimum</dt>
<dd><p>the minimum allowed number of available (tested) isolates. Any isolate count lower than <code>minimum</code> will return <code>NA</code> with a warning. The default number of <code>30</code> isolates is advised by the Clinical and Laboratory Standards Institute (CLSI) as best practice, see <em>Source</em>.</p></dd>
<dt>combine_SI</dt>
<dd><p>a <a href="https://rdrr.io/r/base/logical.html" class="external-link">logical</a> to indicate whether values S and I should be summed, so resistance will be based on only R - the default is <code>TRUE</code></p></dd>
<dt>add_ab_group</dt>
<dd><p>a <a href="https://rdrr.io/r/base/logical.html" class="external-link">logical</a> to indicate where the group of the antimicrobials must be included as a first column</p></dd>
<dt>remove_intrinsic_resistant</dt>
<dd><p><a href="https://rdrr.io/r/base/logical.html" class="external-link">logical</a> to indicate that rows and columns with 100% resistance for all tested antimicrobials must be removed from the table</p></dd>
<dt>decimal.mark</dt>
<dd><p>the character to be used to indicate the numeric
decimal point.</p></dd>
<dt>big.mark</dt>
<dd><p>character; if not empty used as mark between every
<code>big.interval</code> decimals <em>before</em> (hence <code>big</code>) the
decimal point.</p></dd>
</dl></div>
<div class="section level2">
<h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
<p>The function <code>bug_drug_combinations()</code> returns a <a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a> with columns "mo", "ab", "S", "I", "R" and "total".</p>
</div>
<div class="section level2">
<h2 id="details">Details<a class="anchor" aria-label="anchor" href="#details"></a></h2>
<p>The function <code><a href="https://rdrr.io/r/base/format.html" class="external-link">format()</a></code> calculates the resistance per bug-drug combination and returns a table ready for reporting/publishing. Use <code>combine_SI = TRUE</code> (default) to test R vs. S+I and <code>combine_SI = FALSE</code> to test R+I vs. S. This table can also directly be used in R Markdown / Quarto without the need for e.g. <code><a href="https://rdrr.io/pkg/knitr/man/kable.html" class="external-link">knitr::kable()</a></code>.</p>
</div>
<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="co"># example_isolates is a data set available in the AMR package.</span></span></span>
<span class="r-in"><span><span class="co"># run ?example_isolates for more info.</span></span></span>
<span class="r-in"><span><span class="va">example_isolates</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 2,000 × 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;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 class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 2002-01-02 A77334 65 F Clinical B_ESCHR_COLI R NA NA NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 2002-01-03 A77334 65 F Clinical B_ESCHR_COLI R NA NA NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 2002-01-07 067927 45 F ICU B_STPHY_EPDR R NA R NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 2002-01-07 067927 45 F ICU B_STPHY_EPDR R NA R NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 2002-01-13 067927 45 F ICU B_STPHY_EPDR R NA R NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 2002-01-13 067927 45 F ICU B_STPHY_EPDR R NA R NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 2002-01-14 462729 78 M Clinical B_STPHY_AURS R NA S R </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 2002-01-14 462729 78 M Clinical B_STPHY_AURS R NA S R </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 2002-01-16 067927 45 F ICU B_STPHY_EPDR R NA R NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 2002-01-17 858515 79 F ICU B_STPHY_EPDR R NA S NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 1,990 more rows</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 36 more variables: AMC &lt;sir&gt;, AMP &lt;sir&gt;, TZP &lt;sir&gt;, CZO &lt;sir&gt;, FEP &lt;sir&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># CXM &lt;sir&gt;, FOX &lt;sir&gt;, CTX &lt;sir&gt;, CAZ &lt;sir&gt;, CRO &lt;sir&gt;, GEN &lt;sir&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># TOB &lt;sir&gt;, AMK &lt;sir&gt;, KAN &lt;sir&gt;, TMP &lt;sir&gt;, SXT &lt;sir&gt;, NIT &lt;sir&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># FOS &lt;sir&gt;, LNZ &lt;sir&gt;, CIP &lt;sir&gt;, MFX &lt;sir&gt;, VAN &lt;sir&gt;, TEC &lt;sir&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># TCY &lt;sir&gt;, TGC &lt;sir&gt;, DOX &lt;sir&gt;, ERY &lt;sir&gt;, CLI &lt;sir&gt;, AZM &lt;sir&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># IPM &lt;sir&gt;, MEM &lt;sir&gt;, MTR &lt;sir&gt;, CHL &lt;sir&gt;, COL &lt;sir&gt;, MUP &lt;sir&gt;, …</span></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="va">x</span> <span class="op">&lt;-</span> <span class="fu">bug_drug_combinations</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">)</span></span></span>
<span class="r-in"><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">x</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 6 × 6</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> mo ab S I R total</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;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> (unknown species) AMC 15 0 0 15</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> (unknown species) AMK 0 0 0 0</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> (unknown species) AMP 15 0 1 16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">4</span> (unknown species) AMX 15 0 1 16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">5</span> (unknown species) AZM 3 0 3 6</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">6</span> (unknown species) CAZ 0 0 0 0</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> Use 'format()' on this result to get a publishable/printable format.</span>
<span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/base/format.html" class="external-link">format</a></span><span class="op">(</span><span class="va">x</span>, translate_ab <span class="op">=</span> <span class="st">"name (atc)"</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 39 × 12</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Group Drug CoNS `E. coli` `E. faecalis` `K. pneumoniae` `P. aeruginosa`</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;chr&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;chr&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>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> <span style="color: #949494;">"</span>Aminogl… Amik… <span style="color: #949494;">"</span>100… <span style="color: #949494;">"</span> 0.0% … <span style="color: #949494;">"</span>100.0% (39/… <span style="color: #949494;">""</span> <span style="color: #949494;">""</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> <span style="color: #949494;">""</span> Gent… <span style="color: #949494;">"</span> 13… <span style="color: #949494;">"</span> 2.0% … <span style="color: #949494;">"</span>100.0% (39/… <span style="color: #949494;">"</span> 10.3% (6/58)<span style="color: #949494;">"</span> <span style="color: #949494;">"</span> 0.0% (0/30)<span style="color: #949494;">"</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> <span style="color: #949494;">""</span> Kana… <span style="color: #949494;">"</span>100… <span style="color: #949494;">""</span> <span style="color: #949494;">"</span>100.0% (39/… <span style="color: #949494;">""</span> <span style="color: #949494;">"</span>100.0% (30/30…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> <span style="color: #949494;">""</span> Tobr… <span style="color: #949494;">"</span> 78… <span style="color: #949494;">"</span> 2.6% … <span style="color: #949494;">"</span>100.0% (39/… <span style="color: #949494;">"</span> 10.3% (6/58)<span style="color: #949494;">"</span> <span style="color: #949494;">"</span> 0.0% (0/30)<span style="color: #949494;">"</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> <span style="color: #949494;">"</span>Ampheni… Chlo… <span style="color: #949494;">""</span> <span style="color: #949494;">""</span> <span style="color: #949494;">""</span> <span style="color: #949494;">""</span> <span style="color: #949494;">"</span>100.0% (30/30…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> <span style="color: #949494;">"</span>Antimyc… Rifa… <span style="color: #949494;">""</span> <span style="color: #949494;">"</span>100.0% … <span style="color: #949494;">""</span> <span style="color: #949494;">"</span>100.0% (58/58… <span style="color: #949494;">"</span>100.0% (30/30…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> <span style="color: #949494;">"</span>Beta-la… Amox… <span style="color: #949494;">"</span> 93… <span style="color: #949494;">"</span> 50.0% … <span style="color: #949494;">""</span> <span style="color: #949494;">"</span>100.0% (58/58… <span style="color: #949494;">"</span>100.0% (30/30…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> <span style="color: #949494;">""</span> Amox… <span style="color: #949494;">"</span> 42… <span style="color: #949494;">"</span> 13.1% … <span style="color: #949494;">""</span> <span style="color: #949494;">"</span> 10.3% (6/58)<span style="color: #949494;">"</span> <span style="color: #949494;">"</span>100.0% (30/30…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> <span style="color: #949494;">""</span> Ampi… <span style="color: #949494;">"</span> 93… <span style="color: #949494;">"</span> 50.0% … <span style="color: #949494;">""</span> <span style="color: #949494;">"</span>100.0% (58/58… <span style="color: #949494;">"</span>100.0% (30/30…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> <span style="color: #949494;">""</span> Benz… <span style="color: #949494;">"</span> 77… <span style="color: #949494;">"</span>100.0% … <span style="color: #949494;">""</span> <span style="color: #949494;">"</span>100.0% (58/58… <span style="color: #949494;">"</span>100.0% (30/30…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 29 more rows</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 5 more variables: `P. mirabilis` &lt;chr&gt;, `S. aureus` &lt;chr&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># `S. epidermidis` &lt;chr&gt;, `S. hominis` &lt;chr&gt;, `S. pneumoniae` &lt;chr&gt;</span></span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co"># Use FUN to change to transformation of microorganism codes</span></span></span>
<span class="r-in"><span><span class="fu">bug_drug_combinations</span><span class="op">(</span><span class="va">example_isolates</span>,</span></span>
<span class="r-in"><span> FUN <span class="op">=</span> <span class="va">mo_gramstain</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: 80 × 6</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> mo ab S I R total</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">*</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;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> Gram-negative AMC 463 89 174 726</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> Gram-negative AMK 251 0 5 256</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Gram-negative AMP 226 0 405 631</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> Gram-negative AMX 226 0 405 631</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> Gram-negative AZM 1 2 696 699</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> Gram-negative CAZ 607 0 27 634</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> Gram-negative CHL 1 0 30 31</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> Gram-negative CIP 610 11 63 684</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> Gram-negative CLI 18 1 709 728</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> Gram-negative COL 309 0 78 387</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 70 more rows</span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> Use 'format()' on this result to get a publishable/printable format.</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="fu">bug_drug_combinations</span><span class="op">(</span><span class="va">example_isolates</span>,</span></span>
<span class="r-in"><span> FUN <span class="op">=</span> <span class="kw">function</span><span class="op">(</span><span class="va">x</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span> <span class="fu"><a href="https://rdrr.io/r/base/ifelse.html" class="external-link">ifelse</a></span><span class="op">(</span><span class="va">x</span> <span class="op">==</span> <span class="fu"><a href="as.mo.html">as.mo</a></span><span class="op">(</span><span class="st">"Escherichia coli"</span><span class="op">)</span>,</span></span>
<span class="r-in"><span> <span class="st">"E. coli"</span>,</span></span>
<span class="r-in"><span> <span class="st">"Others"</span></span></span>
<span class="r-in"><span> <span class="op">)</span></span></span>
<span class="r-in"><span> <span class="op">}</span></span></span>
<span class="r-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: 80 × 6</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> mo ab S I R total</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">*</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;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> E. coli AMC 332 74 61 467</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> E. coli AMK 171 0 0 171</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> E. coli AMP 196 0 196 392</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> E. coli AMX 196 0 196 392</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> E. coli AZM 0 0 467 467</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> E. coli CAZ 449 0 11 460</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> E. coli CHL 0 0 0 0</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> E. coli CIP 398 1 57 456</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> E. coli CLI 0 0 467 467</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> E. coli COL 240 0 0 240</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 70 more rows</span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> Use 'format()' on this result to get a publishable/printable format.</span>
<span class="r-in"><span><span class="co"># }</span></span></span>
</code></pre></div>
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