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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="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>
<!-- 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-5.3.8/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.3.8/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 @@
<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="">3.0.1.9057</small>
<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9061</small>
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@@ -110,31 +110,31 @@
<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 <span style="color: #0000BB;">&lt;sir&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] S R S R I I R R R S</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] S S I S I S I S I 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] -0.9486833 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-out co"><span class="r-pr">#&gt;</span> [1] -0.3162278 -0.3162278 -0.3162278 -0.3162278 -0.3162278 -0.3162278</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -0.3162278 -0.3162278 -0.3162278 2.8460499</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 <span style="color: #0000BB;">&lt;mic&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5 &lt;=0.0001 0.25 0.0005 0.001 0.0002 8 &lt;=0.0001</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [9] &lt;=0.0001 0.004 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] &lt;=0.0001 0.0002 0.5 0.0005 0.004 0.001 0.016 0.0002 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [9] 0.032 1 </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] 1.18999891 -0.86809178 1.02250714 -0.47918793 -0.31169616 -0.70060001</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 1.85996599 -0.86809178 -0.86809178 0.02328738</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -1.13933320 -0.92906618 1.44436742 -0.65110831 -0.02030726 -0.44084129</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 0.40022677 -0.92906618 0.61049379 1.65463443</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] 1.18999891 -0.86809178 1.02250714 -0.47918793 -0.31169616 -0.70060001</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 1.85996599 -0.86809178 -0.86809178 0.02328738</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -1.13933320 -0.92906618 1.44436742 -0.65110831 -0.02030726 -0.44084129</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 0.40022677 -0.92906618 0.61049379 1.65463443</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 <span style="color: #0000BB;">&lt;disk&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 20 45 31 26 23 38 44 41 20 49</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 49 30 42 50 16 27 12 13 28 32</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] -1.2414143 1.0239402 -0.2446583 -0.6977292 -0.9695717 0.3896410</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 0.9333261 0.6614835 -1.2414143 1.3863970</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 1.37726856 0.00721083 0.87251045 1.44937686 -1.00230539 -0.20911407</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] -1.29073860 -1.21863029 -0.13700577 0.15142743</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 +145,35 @@
<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 33 16 &lt;=1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B S 32 &lt;=8 32</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C S 27 16 32</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D I 33 &lt;=8 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E I 22 &lt;=8 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 32 &lt;=8 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G S 31 16 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H I 31 &lt;=8 &lt;=1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I R 28 16 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J S 22 16 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A I 32 4 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B R 32 4 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C I 30 8 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D S 16 4 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E S 33 4 16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 32 4 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G I 29 8 8</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H I 31 8 16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I I 30 4 16</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J R 20 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: #00BBBB;"></span> Calculating mean AMR distance based on columns <span style="color: #0000BB;">"amox"</span>, <span style="color: #0000BB;">"cipr"</span>, <span style="color: #0000BB;">"gent"</span>, and</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> <span style="color: #0000BB;">"tobr"</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.52677313 0.16501937 0.34372779 -0.05155946 -0.97765805 0.26901032</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [7] 0.30452889 -0.58337098 0.36899264 -0.36546366</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] -0.351732344 0.165816825 0.045278388 -1.048629829 0.209372918</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [6] 0.165816825 0.001722296 0.606383651 0.078704640 0.127266630</span>
<span class="r-in"><span><span class="va">y</span><span class="op">$</span><span class="va">amr_distance</span> <span class="op">&lt;-</span> <span class="fu">mean_amr_distance</span><span class="op">(</span><span class="va">y</span>, <span class="fu"><a href="as.mic.html">is.mic</a></span><span class="op">(</span><span class="va">y</span><span class="op">)</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;"></span> Calculating mean AMR distance based on columns <span style="color: #0000BB;">"gent"</span> and <span style="color: #0000BB;">"tobr"</span></span>
<span class="r-in"><span><span class="va">y</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/order.html" class="external-link">order</a></span><span class="op">(</span><span class="va">y</span><span class="op">$</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> 8 H I 31 &lt;=8 &lt;=1 -1.0808937</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E I 22 &lt;=8 2 -0.8051882</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 32 &lt;=8 4 -0.5294827</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D I 33 &lt;=8 8 -0.2537773</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A R 33 16 &lt;=1 -0.1322104</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I R 28 16 2 0.1434951</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B S 32 &lt;=8 32 0.2976337</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J S 22 16 4 0.4192006</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G S 31 16 8 0.6949060</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C S 27 16 32 1.2463170</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 A I 32 4 8 -0.6978278</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 B R 32 4 8 -0.6978278</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 D S 16 4 8 -0.6978278</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 32 4 8 -0.6978278</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 C I 30 8 8 0.2704180</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 G I 29 8 8 0.2704180</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 J R 20 8 8 0.2704180</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 E S 33 4 16 0.3372705</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 I I 30 4 16 0.3372705</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 H I 31 8 16 1.3055163</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 +186,16 @@
<span class="r-msg co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;"></span> Calculating mean AMR distance based on columns <span style="color: #0000BB;">"amox"</span>, <span style="color: #0000BB;">"cipr"</span>, <span style="color: #0000BB;">"gent"</span>, and</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> <span style="color: #0000BB;">"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 27 16 32 0.34372779 0.00000000</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 I R 28 16 2 0.36899264 0.02526485</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 G S 31 16 8 0.30452889 0.03919890</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 F R 32 &lt;=8 4 0.26901032 0.07471748</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 B S 32 &lt;=8 32 0.16501937 0.17870842</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 A R 33 16 &lt;=1 0.52677313 0.18304534</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 D I 33 &lt;=8 8 -0.05155946 0.39528726</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 J S 22 16 4 -0.36546366 0.70919145</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 H I 31 &lt;=8 &lt;=1 -0.58337098 0.92709877</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 E I 22 &lt;=8 2 -0.97765805 1.32138584</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 1 C I 30 8 8 0.045278388 0.00000000</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 2 I I 30 4 16 0.078704640 0.03342625</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 3 G I 29 8 8 0.001722296 0.04355609</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 4 J R 20 8 8 0.127266630 0.08198824</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 5 B R 32 4 8 0.165816825 0.12053844</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 6 F R 32 4 8 0.165816825 0.12053844</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 7 E S 33 4 16 0.209372918 0.16409453</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 8 A I 32 4 8 -0.351732344 0.39701073</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 9 H I 31 8 16 0.606383651 0.56110526</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> 10 D S 16 4 8 -1.048629829 1.09390822</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>