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@ -1,5 +1,5 @@
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<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Calculate the Mean AMR Distance — mean_amr_distance • AMR (for R)</title><!-- favicons --><link rel="icon" type="image/png" sizes="16x16" href="../favicon-16x16.png"><link rel="icon" type="image/png" sizes="32x32" href="../favicon-32x32.png"><link rel="apple-touch-icon" type="image/png" sizes="180x180" href="../apple-touch-icon.png"><link rel="apple-touch-icon" type="image/png" sizes="120x120" href="../apple-touch-icon-120x120.png"><link rel="apple-touch-icon" type="image/png" sizes="76x76" href="../apple-touch-icon-76x76.png"><link rel="apple-touch-icon" type="image/png" sizes="60x60" href="../apple-touch-icon-60x60.png"><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/Lato-0.4.10/font.css" rel="stylesheet"><link href="../deps/Fira_Code-0.4.10/font.css" rel="stylesheet"><link href="../deps/font-awesome-6.5.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.5.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><link href="../extra.css" rel="stylesheet"><script src="../extra.js"></script><meta property="og:title" content="Calculate the Mean AMR Distance — mean_amr_distance"><meta name="description" content="Calculates a normalised mean for antimicrobial resistance between multiple observations, to help to identify similar isolates without comparing antibiograms by hand."><meta property="og:description" content="Calculates a normalised mean for antimicrobial resistance between multiple observations, to help to identify similar isolates without comparing antibiograms by hand."><meta property="og:image" content="https://amr-for-r.org/logo.svg"><link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex@0.16.11/dist/katex.min.css" integrity="sha384-nB0miv6/jRmo5UMMR1wu3Gz6NLsoTkbqJghGIsx//Rlm+ZU03BU6SQNC66uf4l5+" crossorigin="anonymous"><script defer src="https://cdn.jsdelivr.net/npm/katex@0.16.11/dist/katex.min.js" integrity="sha384-7zkQWkzuo3B5mTepMUcHkMB5jZaolc2xDwL6VFqjFALcbeS9Ggm/Yr2r3Dy4lfFg" crossorigin="anonymous"></script><script defer src="https://cdn.jsdelivr.net/npm/katex@0.16.11/dist/contrib/auto-render.min.js" integrity="sha384-43gviWU0YVjaDtb/GhzOouOXtZMP/7XUzwPTstBeZFe/+rCMvRwr4yROQP43s0Xk" crossorigin="anonymous" onload="renderMathInElement(document.body);"></script></head><body>
<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><title>Calculate the Mean AMR Distance — mean_amr_distance • AMR (for R)</title><!-- favicons --><link rel="icon" type="image/png" sizes="96x96" href="../favicon-96x96.png"><link rel="icon" type="image/svg+xml”" href="../favicon.svg"><link rel="apple-touch-icon" sizes="180x180" href="../apple-touch-icon.png"><link rel="icon" sizes="any" href="../favicon.ico"><link rel="manifest" href="../site.webmanifest"><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.3.1/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.1/bootstrap.bundle.min.js"></script><link href="../deps/Lato-0.4.10/font.css" rel="stylesheet"><link href="../deps/Fira_Code-0.4.10/font.css" rel="stylesheet"><link href="../deps/font-awesome-6.5.2/css/all.min.css" rel="stylesheet"><link href="../deps/font-awesome-6.5.2/css/v4-shims.min.css" rel="stylesheet"><script src="../deps/headroom-0.11.0/headroom.min.js"></script><script src="../deps/headroom-0.11.0/jQuery.headroom.min.js"></script><script src="../deps/bootstrap-toc-1.0.1/bootstrap-toc.min.js"></script><script src="../deps/clipboard.js-2.0.11/clipboard.min.js"></script><script src="../deps/search-1.0.0/autocomplete.jquery.min.js"></script><script src="../deps/search-1.0.0/fuse.min.js"></script><script src="../deps/search-1.0.0/mark.min.js"></script><!-- pkgdown --><script src="../pkgdown.js"></script><link href="../extra.css" rel="stylesheet"><script src="../extra.js"></script><meta property="og:title" content="Calculate the Mean AMR Distance — mean_amr_distance"><meta name="description" content="Calculates a normalised mean for antimicrobial resistance between multiple observations, to help to identify similar isolates without comparing antibiograms by hand."><meta property="og:description" content="Calculates a normalised mean for antimicrobial resistance between multiple observations, to help to identify similar isolates without comparing antibiograms by hand."><meta property="og:image" content="https://amr-for-r.org/logo.svg"><link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex@0.16.11/dist/katex.min.css" integrity="sha384-nB0miv6/jRmo5UMMR1wu3Gz6NLsoTkbqJghGIsx//Rlm+ZU03BU6SQNC66uf4l5+" crossorigin="anonymous"><script defer src="https://cdn.jsdelivr.net/npm/katex@0.16.11/dist/katex.min.js" integrity="sha384-7zkQWkzuo3B5mTepMUcHkMB5jZaolc2xDwL6VFqjFALcbeS9Ggm/Yr2r3Dy4lfFg" crossorigin="anonymous"></script><script defer src="https://cdn.jsdelivr.net/npm/katex@0.16.11/dist/contrib/auto-render.min.js" integrity="sha384-43gviWU0YVjaDtb/GhzOouOXtZMP/7XUzwPTstBeZFe/+rCMvRwr4yROQP43s0Xk" crossorigin="anonymous" onload="renderMathInElement(document.body);"></script></head><body>
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@ -7,7 +7,7 @@
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">2.1.1.9259</small>
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@ -110,31 +110,30 @@
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="va">sir</span> <span class="op">&lt;-</span> <span class="fu"><a href="random.html">random_sir</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">sir</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'sir'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] S S I I I R R S I S</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] S R S R S S I R R R</span>
<span class="r-in"><span><span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">sir</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.4743416 -0.4743416 -0.4743416 -0.4743416 -0.4743416 1.8973666</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 1.8973666 -0.4743416 -0.4743416 -0.4743416</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.9486833 0.9486833 -0.9486833 0.9486833 -0.9486833 -0.9486833</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -0.9486833 0.9486833 0.9486833 0.9486833</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="va">mic</span> <span class="op">&lt;-</span> <span class="fu"><a href="random.html">random_mic</a></span><span class="op">(</span><span class="fl">10</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="va">mic</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'mic'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] &gt;=128 0.125 0.01 64 64 8 0.002 1 &gt;=128 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [10] &lt;=0.001</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5 0.01 0.001 &gt;=64 2 0.25 0.001 32 0.025 0.125</span>
<span class="r-in"><span><span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">mic</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 1.02853908 -0.44976893 -0.98844311 0.88070828 0.88070828 0.43721587</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -1.33169561 -0.00627653 1.02853908 -1.47952641</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.28499921 -0.72680104 -1.32233848 1.53992165 0.64354848 0.10572458</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -1.32233848 1.36064701 -0.48981287 -0.07355006</span>
<span class="r-in"><span><span class="co"># equal to the Z-score of their log2:</span></span></span>
<span class="r-in"><span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/Log.html" class="external-link">log2</a></span><span class="op">(</span><span class="va">mic</span><span class="op">)</span> <span class="op">-</span> <span class="fu"><a href="https://rdrr.io/r/base/mean.html" class="external-link">mean</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/Log.html" class="external-link">log2</a></span><span class="op">(</span><span class="va">mic</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="op">/</span> <span class="fu"><a href="https://rdrr.io/r/stats/sd.html" class="external-link">sd</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/Log.html" class="external-link">log2</a></span><span class="op">(</span><span class="va">mic</span><span class="op">)</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 1.02853908 -0.44976893 -0.98844311 0.88070828 0.88070828 0.43721587</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -1.33169561 -0.00627653 1.02853908 -1.47952641</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.28499921 -0.72680104 -1.32233848 1.53992165 0.64354848 0.10572458</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -1.32233848 1.36064701 -0.48981287 -0.07355006</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="va">disk</span> <span class="op">&lt;-</span> <span class="fu"><a href="random.html">random_disk</a></span><span class="op">(</span><span class="fl">10</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="va">disk</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> Class 'disk'</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 39 35 46 27 13 50 30 49 41 20</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 36 38 46 21 46 7 16 40 16 16</span>
<span class="r-in"><span><span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">disk</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.3216338 0.0000000 0.8844928 -0.6432675 -1.7689857 1.2061266</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -0.4020422 1.1257182 0.4824506 -1.2061266</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5400256 0.6784937 1.2323660 -0.4984851 1.2323660 -1.4677618</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -0.8446554 0.8169618 -0.8446554 -0.8446554</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>
@ -145,35 +144,35 @@
<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 R 23 &gt;=4 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B I 26 &lt;=1 0.5</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C S 20 &gt;=4 &gt;=16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D R 27 &gt;=4 0.5</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E S 31 &gt;=4 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F I 27 &gt;=4 &gt;=16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G I 31 &lt;=1 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H R 30 &gt;=4 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I S 27 &gt;=4 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J I 20 &gt;=4 0.5</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A R 19 &gt;=8 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B I 18 4 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C S 18 4 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D R 29 2 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E R 18 &lt;=1 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 20 &lt;=1 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G S 23 &gt;=8 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H S 17 4 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I R 30 &gt;=8 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J I 21 &gt;=8 8</span>
<span class="r-in"><span><span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">y</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> <span style="color: #0000BB;"> Calculating mean AMR distance based on columns "amox", "cipr", "gent",</span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> <span style="color: #0000BB;"> and "tobr"</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.12237407 -0.92897174 -0.07982527 0.24282355 0.22020411 0.34940813</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -0.12306945 0.80126097 0.09975463 -0.70395902</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.21589554 -0.30783546 -0.09484977 0.54682437 -0.46411403 0.06897288</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -0.04421504 -0.78736460 0.59204530 0.27464080</span>
<span class="r-in"><span><span class="va">y</span><span class="op">$</span><span class="va">amr_distance</span> <span class="op">&lt;-</span> <span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">y</span>, <span class="fu"><a href="as.mic.html">is.mic</a></span><span class="op">(</span><span class="va">y</span><span class="op">)</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> <span style="color: #0000BB;"> Calculating mean AMR distance based on columns "gent" and "tobr"</span></span>
<span class="r-in"><span><span class="va">y</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/order.html" class="external-link">order</a></span><span class="op">(</span><span class="va">y</span><span class="op">$</span><span class="va">amr_distance</span><span class="op">)</span>, <span class="op">]</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> id amox cipr gent tobr amr_distance</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B I 26 &lt;=1 0.5 -1.52288635</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G I 31 &lt;=1 8 -0.52427235</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D R 27 &gt;=4 0.5 -0.33703222</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J I 20 &gt;=4 0.5 -0.33703222</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A R 23 &gt;=4 1 -0.08737872</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E S 31 &gt;=4 2 0.16227477</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H R 30 &gt;=4 4 0.41192827</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I S 27 &gt;=4 4 0.41192827</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C S 20 &gt;=4 &gt;=16 0.91123527</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F I 27 &gt;=4 &gt;=16 0.91123527</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E R 18 &lt;=1 2 -1.0490884</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H S 17 4 1 -0.6397907</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I R 30 &gt;=8 1 -0.2221562</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D R 29 2 4 -0.2054825</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 20 &lt;=1 8 -0.1971457</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A R 19 &gt;=8 2 0.2038152</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G S 23 &gt;=8 2 0.2038152</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B I 18 4 4 0.2121520</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C S 18 4 8 0.6381234</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J I 21 &gt;=8 8 1.0557579</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>
@ -186,16 +185,16 @@
<span class="r-msg co"><span class="r-pr">#&gt;</span> <span style="color: #0000BB;"> Calculating mean AMR distance based on columns "amox", "cipr", "gent",</span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> <span style="color: #0000BB;"> and "tobr"</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> id amox cipr gent tobr amr_distance check_id_C</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 C S 20 &gt;=4 &gt;=16 -0.07982527 0.00000000</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 G I 31 &lt;=1 8 -0.12306945 0.04324419</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 I S 27 &gt;=4 4 0.09975463 0.17957990</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 A R 23 &gt;=4 1 0.12237407 0.20219934</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E S 31 &gt;=4 2 0.22020411 0.30002938</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 D R 27 &gt;=4 0.5 0.24282355 0.32264882</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 F I 27 &gt;=4 &gt;=16 0.34940813 0.42923340</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 J I 20 &gt;=4 0.5 -0.70395902 0.62413375</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 B I 26 &lt;=1 0.5 -0.92897174 0.84914647</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 H R 30 &gt;=4 4 0.80126097 0.88108624</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 C S 18 4 8 -0.09484977 0.00000000</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 G S 23 &gt;=8 2 -0.04421504 0.05063473</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 F R 20 &lt;=1 8 0.06897288 0.16382265</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 B I 18 4 4 -0.30783546 0.21298569</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 A R 19 &gt;=8 2 0.21589554 0.31074531</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 E R 18 &lt;=1 2 -0.46411403 0.36926426</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 J I 21 &gt;=8 8 0.27464080 0.36949057</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 D R 29 2 4 0.54682437 0.64167414</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I R 30 &gt;=8 1 0.59204530 0.68689506</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 H S 17 4 1 -0.78736460 0.69251483</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>