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@ -204,7 +204,7 @@
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website update since they are based on randomly created values and the
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page was written in <a href="https://rmarkdown.rstudio.com/" class="external-link">R
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Markdown</a>. However, the methodology remains unchanged. This page was
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generated on 12 July 2023.</p>
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generated on 13 July 2023.</p>
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<div class="section level2">
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<h2 id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
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</h2>
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@ -260,21 +260,21 @@ make the structure of your data generally look like this:</p>
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</tr></thead>
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<tbody>
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<tr class="odd">
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<td align="center">2023-07-12</td>
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<td align="center">2023-07-13</td>
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<td align="center">abcd</td>
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<td align="center">Escherichia coli</td>
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<td align="center">S</td>
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<td align="center">S</td>
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</tr>
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<tr class="even">
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<td align="center">2023-07-12</td>
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<td align="center">2023-07-13</td>
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<td align="center">abcd</td>
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<td align="center">Escherichia coli</td>
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<td align="center">S</td>
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<td align="center">R</td>
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</tr>
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<tr class="odd">
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<td align="center">2023-07-12</td>
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<td align="center">2023-07-13</td>
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<td align="center">efgh</td>
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<td align="center">Escherichia coli</td>
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<td align="center">R</td>
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@ -402,19 +402,19 @@ names or codes, this would have worked exactly the same way:</p>
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<div class="sourceCode" id="cb8"><pre class="downlit sourceCode r">
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<code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/utils/head.html" class="external-link">head</a></span><span class="op">(</span><span class="va">my_TB_data</span><span class="op">)</span></span>
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<span><span class="co">#> rifampicin isoniazid gatifloxacin ethambutol pyrazinamide moxifloxacin</span></span>
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<span><span class="co">#> 1 S R S I R R</span></span>
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<span><span class="co">#> 2 S R I I S S</span></span>
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<span><span class="co">#> 3 R S R S R I</span></span>
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<span><span class="co">#> 4 S I I S S R</span></span>
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<span><span class="co">#> 5 S I I I R R</span></span>
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<span><span class="co">#> 6 I S S R I S</span></span>
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<span><span class="co">#> 1 R I R S R S</span></span>
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<span><span class="co">#> 2 R S I S S S</span></span>
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<span><span class="co">#> 3 R R I R I R</span></span>
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<span><span class="co">#> 4 I S I R R I</span></span>
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<span><span class="co">#> 5 R I R I R S</span></span>
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<span><span class="co">#> 6 I I I I S I</span></span>
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<span><span class="co">#> kanamycin</span></span>
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<span><span class="co">#> 1 I</span></span>
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<span><span class="co">#> 1 S</span></span>
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<span><span class="co">#> 2 I</span></span>
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<span><span class="co">#> 3 I</span></span>
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<span><span class="co">#> 3 S</span></span>
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<span><span class="co">#> 4 I</span></span>
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<span><span class="co">#> 5 I</span></span>
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<span><span class="co">#> 6 R</span></span></code></pre></div>
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<span><span class="co">#> 5 S</span></span>
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<span><span class="co">#> 6 I</span></span></code></pre></div>
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<p>We can now add the interpretation of MDR-TB to our data set. You can
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use:</p>
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<div class="sourceCode" id="cb9"><pre class="downlit sourceCode r">
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@ -455,40 +455,40 @@ Unique: 5</p>
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<tr class="odd">
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<td align="left">1</td>
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<td align="left">Mono-resistant</td>
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<td align="right">3194</td>
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<td align="right">63.88%</td>
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<td align="right">3194</td>
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<td align="right">63.88%</td>
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<td align="right">3216</td>
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<td align="right">64.32%</td>
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<td align="right">3216</td>
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<td align="right">64.32%</td>
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</tr>
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<tr class="even">
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<td align="left">2</td>
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<td align="left">Negative</td>
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<td align="right">1012</td>
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<td align="right">20.24%</td>
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<td align="right">4206</td>
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<td align="right">84.12%</td>
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<td align="right">988</td>
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<td align="right">19.76%</td>
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<td align="right">4204</td>
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<td align="right">84.08%</td>
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</tr>
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<tr class="odd">
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<td align="left">3</td>
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<td align="left">Multi-drug-resistant</td>
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<td align="right">448</td>
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<td align="right">8.96%</td>
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<td align="right">4654</td>
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<td align="right">93.08%</td>
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<td align="right">464</td>
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<td align="right">9.28%</td>
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<td align="right">4668</td>
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<td align="right">93.36%</td>
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</tr>
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<tr class="even">
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<td align="left">4</td>
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<td align="left">Poly-resistant</td>
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<td align="right">247</td>
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<td align="right">4.94%</td>
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<td align="right">4901</td>
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<td align="right">98.02%</td>
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<td align="right">235</td>
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<td align="right">4.70%</td>
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<td align="right">4903</td>
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<td align="right">98.06%</td>
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</tr>
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<tr class="odd">
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<td align="left">5</td>
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<td align="left">Extensively drug-resistant</td>
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<td align="right">99</td>
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<td align="right">1.98%</td>
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<td align="right">97</td>
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<td align="right">1.94%</td>
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<td align="right">5000</td>
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<td align="right">100.00%</td>
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</tr>
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|
|
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@ -307,7 +307,7 @@ function:</p>
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<span><span class="co">#> [1] "Caryophanales" "Enterobacterales" "Lactobacillales" "Pseudomonadales"</span></span>
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<span><span class="co">#> Importance of components:</span></span>
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<span><span class="co">#> PC1 PC2 PC3 PC4 PC5 PC6 PC7</span></span>
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<span><span class="co">#> Standard deviation 2.1539 1.6807 0.6138 0.33879 0.20808 0.03140 9.577e-17</span></span>
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<span><span class="co">#> Standard deviation 2.1539 1.6807 0.6138 0.33879 0.20808 0.03140 1.232e-16</span></span>
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<span><span class="co">#> Proportion of Variance 0.5799 0.3531 0.0471 0.01435 0.00541 0.00012 0.000e+00</span></span>
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<span><span class="co">#> Cumulative Proportion 0.5799 0.9330 0.9801 0.99446 0.99988 1.00000 1.000e+00</span></span></code></pre></div>
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<pre><code><span><span class="co">#> Groups (n=4, named as 'order'):</span></span>
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|
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@ -193,7 +193,7 @@
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<main id="main" class="col-md-9"><div class="page-header">
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<img src="../logo.svg" class="logo" alt=""><h1>Data sets for download / own use</h1>
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<h4 data-toc-skip class="date">12 July 2023</h4>
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<h4 data-toc-skip class="date">13 July 2023</h4>
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<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/vignettes/datasets.Rmd" class="external-link"><code>vignettes/datasets.Rmd</code></a></small>
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<div class="d-none name"><code>datasets.Rmd</code></div>
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|
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@ -200,10 +200,10 @@
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<p>Note: to keep the package size as small as possible, we only included
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<p>Note: to keep the package size as small as possible, we only include
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this vignette on CRAN. You can read more vignettes on our website about
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how to conduct AMR data analysis, determine MDROs, find explanation of
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EUCAST rules, and much more: <a href="https://msberends.github.io/AMR/articles/" class="uri">https://msberends.github.io/AMR/articles/</a>.</p>
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EUCAST and CLSI breakpoints, and much more: <a href="https://msberends.github.io/AMR/articles/" class="uri">https://msberends.github.io/AMR/articles/</a>.</p>
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<hr>
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<p>The <code>AMR</code> package is a <a href="https://msberends.github.io/AMR/#copyright">free and
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open-source</a> R package with <a href="https://en.wikipedia.org/wiki/Dependency_hell" class="external-link">zero
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|
|
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@ -11,7 +11,7 @@ articles:
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other_pkg: other_pkg.html
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resistance_predict: resistance_predict.html
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welcome_to_AMR: welcome_to_AMR.html
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last_built: 2023-07-12T19:31Z
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last_built: 2023-07-13T08:47Z
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urls:
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reference: https://msberends.github.io/AMR/reference
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article: https://msberends.github.io/AMR/articles
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|
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@ -222,16 +222,16 @@
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<span class="r-in"><span></span></span>
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<span class="r-in"><span><span class="va">df</span></span></span>
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<span class="r-out co"><span class="r-pr">#></span> birth_date age age_exact age_at_y2k</span>
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<span class="r-out co"><span class="r-pr">#></span> 1 1991-09-27 31 31.78904 8</span>
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<span class="r-out co"><span class="r-pr">#></span> 2 1933-12-04 89 89.60274 66</span>
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<span class="r-out co"><span class="r-pr">#></span> 3 1999-06-14 24 24.07671 0</span>
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<span class="r-out co"><span class="r-pr">#></span> 4 1954-04-25 69 69.21370 45</span>
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<span class="r-out co"><span class="r-pr">#></span> 5 1964-10-08 58 58.75890 35</span>
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<span class="r-out co"><span class="r-pr">#></span> 6 1939-10-12 83 83.74795 60</span>
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<span class="r-out co"><span class="r-pr">#></span> 7 1980-07-31 42 42.94795 19</span>
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<span class="r-out co"><span class="r-pr">#></span> 8 1941-07-11 82 82.00274 58</span>
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<span class="r-out co"><span class="r-pr">#></span> 9 1951-04-21 72 72.22466 48</span>
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<span class="r-out co"><span class="r-pr">#></span> 10 1965-10-03 57 57.77260 34</span>
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<span class="r-out co"><span class="r-pr">#></span> 1 1974-07-20 48 48.98082 25</span>
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<span class="r-out co"><span class="r-pr">#></span> 2 1985-06-21 38 38.06027 14</span>
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<span class="r-out co"><span class="r-pr">#></span> 3 1985-06-04 38 38.10685 14</span>
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<span class="r-out co"><span class="r-pr">#></span> 4 1942-11-20 80 80.64384 57</span>
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<span class="r-out co"><span class="r-pr">#></span> 5 1958-04-27 65 65.21096 41</span>
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<span class="r-out co"><span class="r-pr">#></span> 6 1942-12-21 80 80.55890 57</span>
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<span class="r-out co"><span class="r-pr">#></span> 7 1960-02-09 63 63.42192 39</span>
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<span class="r-out co"><span class="r-pr">#></span> 8 1968-07-27 54 54.96164 31</span>
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<span class="r-out co"><span class="r-pr">#></span> 9 1980-11-10 42 42.67123 19</span>
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<span class="r-out co"><span class="r-pr">#></span> 10 1953-04-23 70 70.22192 46</span>
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</code></pre></div>
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</div>
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</main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
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@ -628,7 +628,7 @@ In short, if you have a column name that resembles an antimicrobial drug, it wil
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><sir></span> </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">1</span> S </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">2</span> R </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">3</span> R </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">3</span> S </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">4</span> I </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">5</span> R </span>
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<span class="r-in"><span></span></span>
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|
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@ -567,19 +567,19 @@ A microorganism is categorised as "Resistant" when there is a high likelihood of
|
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 13 × 13</span></span>
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<span class="r-out co"><span class="r-pr">#></span> datetime index ab_user mo_user ab mo input</span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><dttm></span> <span style="color: #949494; font-style: italic;"><int></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><ab></span> <span style="color: #949494; font-style: italic;"><mo></span> <span style="color: #949494; font-style: italic;"><dbl></span></span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> 2023-07-12 <span style="color: #949494;">19:32:13</span> 1 TOB Escherich… TOB B_[ORD]_ENTRBCTR 16 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> 2023-07-12 <span style="color: #949494;">19:32:13</span> 1 GEN Escherich… GEN B_[ORD]_ENTRBCTR 18 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> 2023-07-12 <span style="color: #949494;">19:32:13</span> 1 CIP Escherich… CIP B_[ORD]_ENTRBCTR 0.256</span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> 2023-07-12 <span style="color: #949494;">19:32:13</span> 1 AMP Escherich… AMP B_[ORD]_ENTRBCTR 8 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> 2023-07-12 <span style="color: #949494;">19:32:05</span> 1 AMX B_STRPT_P… AMX B_STRPT_PNMN 0.01 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> 2023-07-12 <span style="color: #949494;">19:32:05</span> 2 AMX B_STRPT_P… AMX B_STRPT_PNMN 2 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> 2023-07-12 <span style="color: #949494;">19:32:05</span> 3 AMX B_STRPT_P… AMX B_STRPT_PNMN 4 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> 2023-07-12 <span style="color: #949494;">19:32:05</span> 4 AMX B_STRPT_P… AMX B_STRPT_PNMN 8 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> 2023-07-12 <span style="color: #949494;">19:32:05</span> 1 AMX B_STRPT_P… AMX B_STRPT_PNMN 2 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> 2023-07-12 <span style="color: #949494;">19:32:04</span> 1 TOB Escherich… TOB B_[ORD]_ENTRBCTR 16 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">11</span> 2023-07-12 <span style="color: #949494;">19:32:04</span> 1 GEN Escherich… GEN B_[ORD]_ENTRBCTR 18 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">12</span> 2023-07-12 <span style="color: #949494;">19:32:04</span> 1 AMP Escherich… AMP B_[ORD]_ENTRBCTR 20 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">13</span> 2023-07-12 <span style="color: #949494;">19:32:03</span> 1 ampicillin Strep pneu AMP B_STRPT_PNMN 18 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> 2023-07-13 <span style="color: #949494;">08:48:10</span> 1 TOB Escherich… TOB B_[ORD]_ENTRBCTR 16 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> 2023-07-13 <span style="color: #949494;">08:48:10</span> 1 GEN Escherich… GEN B_[ORD]_ENTRBCTR 18 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> 2023-07-13 <span style="color: #949494;">08:48:10</span> 1 CIP Escherich… CIP B_[ORD]_ENTRBCTR 0.256</span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> 2023-07-13 <span style="color: #949494;">08:48:10</span> 1 AMP Escherich… AMP B_[ORD]_ENTRBCTR 8 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> 2023-07-13 <span style="color: #949494;">08:48:01</span> 1 AMX B_STRPT_P… AMX B_STRPT_PNMN 0.01 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> 2023-07-13 <span style="color: #949494;">08:48:01</span> 2 AMX B_STRPT_P… AMX B_STRPT_PNMN 2 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> 2023-07-13 <span style="color: #949494;">08:48:01</span> 3 AMX B_STRPT_P… AMX B_STRPT_PNMN 4 </span>
|
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> 2023-07-13 <span style="color: #949494;">08:48:01</span> 4 AMX B_STRPT_P… AMX B_STRPT_PNMN 8 </span>
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<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> 2023-07-13 <span style="color: #949494;">08:48:00</span> 1 AMX B_STRPT_P… AMX B_STRPT_PNMN 2 </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> 2023-07-13 <span style="color: #949494;">08:48:00</span> 1 TOB Escherich… TOB B_[ORD]_ENTRBCTR 16 </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">11</span> 2023-07-13 <span style="color: #949494;">08:47:59</span> 1 GEN Escherich… GEN B_[ORD]_ENTRBCTR 18 </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">12</span> 2023-07-13 <span style="color: #949494;">08:47:59</span> 1 AMP Escherich… AMP B_[ORD]_ENTRBCTR 20 </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">13</span> 2023-07-13 <span style="color: #949494;">08:47:59</span> 1 ampicillin Strep pneu AMP B_STRPT_PNMN 18 </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 6 more variables: outcome <sir>, method <chr>, breakpoint_S_R <chr>,</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># guideline <chr>, ref_table <chr>, uti <lgl></span></span>
|
||||
<span class="r-in"><span></span></span>
|
||||
|
|
|
|||
|
|
@ -263,28 +263,27 @@
|
|||
<span class="r-in"><span><span class="va">df</span> <span class="op"><-</span> <span class="va">example_isolates</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/sample.html" class="external-link">sample</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/seq.html" class="external-link">seq_len</a></span><span class="op">(</span><span class="fl">2000</span><span class="op">)</span>, size <span class="op">=</span> <span class="fl">100</span><span class="op">)</span>, <span class="op">]</span></span></span>
|
||||
<span class="r-in"><span></span></span>
|
||||
<span class="r-in"><span><span class="fu">get_episode</span><span class="op">(</span><span class="va">df</span><span class="op">$</span><span class="va">date</span>, episode_days <span class="op">=</span> <span class="fl">60</span><span class="op">)</span> <span class="co"># indices</span></span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [1] 11 44 49 50 1 41 11 13 38 22 50 5 31 35 38 43 9 37 48 39 3 7 26 25 20</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [26] 9 21 49 30 7 46 25 22 48 14 46 32 24 37 2 18 11 13 47 46 47 13 6 34 12</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [51] 8 28 21 31 36 11 41 26 41 10 19 16 26 37 29 14 19 47 51 50 15 40 4 1 17</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [76] 42 36 43 31 49 9 25 9 7 27 23 14 1 49 46 33 25 41 1 45 1 17 17 10 3</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [1] 21 49 50 40 33 47 39 43 8 18 31 32 43 36 17 29 4 17 12 15 50 30 28 33 45</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [26] 12 19 44 22 2 38 2 12 11 46 40 12 46 6 16 7 6 20 26 1 4 37 5 34 35</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [51] 25 50 47 22 14 17 37 12 36 42 36 10 13 48 15 3 15 9 28 7 25 31 20 26 1</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [76] 31 41 13 17 31 22 39 29 27 9 5 27 23 26 13 29 34 37 13 24 33 22 22 40 51</span>
|
||||
<span class="r-in"><span><span class="fu">is_new_episode</span><span class="op">(</span><span class="va">df</span><span class="op">$</span><span class="va">date</span>, episode_days <span class="op">=</span> <span class="fl">60</span><span class="op">)</span> <span class="co"># TRUE/FALSE</span></span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [1] TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE TRUE FALSE TRUE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [13] TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [25] TRUE FALSE TRUE FALSE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [37] TRUE TRUE FALSE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE TRUE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [49] TRUE TRUE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [61] TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE TRUE TRUE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [73] TRUE FALSE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [85] TRUE TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [97] FALSE FALSE FALSE FALSE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [1] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [13] FALSE TRUE TRUE TRUE TRUE FALSE TRUE TRUE FALSE TRUE TRUE FALSE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [25] TRUE FALSE TRUE TRUE TRUE TRUE TRUE FALSE FALSE TRUE TRUE FALSE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [37] FALSE FALSE TRUE TRUE TRUE FALSE TRUE TRUE TRUE FALSE TRUE TRUE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [49] TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [61] FALSE TRUE TRUE TRUE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [73] FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE TRUE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [85] FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [97] FALSE FALSE FALSE TRUE</span>
|
||||
<span class="r-in"><span></span></span>
|
||||
<span class="r-in"><span><span class="co"># filter on results from the third 60-day episode only, using base R</span></span></span>
|
||||
<span class="r-in"><span><span class="va">df</span><span class="op">[</span><span class="fu"><a href="https://rdrr.io/r/base/which.html" class="external-link">which</a></span><span class="op">(</span><span class="fu">get_episode</span><span class="op">(</span><span class="va">df</span><span class="op">$</span><span class="va">date</span>, <span class="fl">60</span><span class="op">)</span> <span class="op">==</span> <span class="fl">3</span><span class="op">)</span>, <span class="op">]</span></span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 2 × 46</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> date patient age gender ward mo PEN OXA FLC AMX </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><date></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><mo></span> <span style="color: #949494; font-style: italic;"><sir></span> <span style="color: #949494; font-style: italic;"><sir></span> <span style="color: #949494; font-style: italic;"><sir></span> <span style="color: #949494; font-style: italic;"><sir></span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">1</span> 2002-10-20 F35553 51 M ICU B_STPHY_AURS S NA S NA </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">2</span> 2002-10-11 974319 78 M Outpatie… B_MCRCCC S NA S NA </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 1 × 46</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> date patient age gender ward mo PEN OXA FLC AMX </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><date></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><mo></span> <span style="color: #949494; font-style: italic;"><sir></span> <span style="color: #949494; font-style: italic;"><sir></span> <span style="color: #949494; font-style: italic;"><sir></span> <span style="color: #949494; font-style: italic;"><sir></span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">1</span> 2002-06-23 798871 82 M Clinical B_ENTRC_FCLS NA NA NA NA </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 36 more variables: AMC <sir>, AMP <sir>, TZP <sir>, CZO <sir>, FEP <sir>,</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># CXM <sir>, FOX <sir>, CTX <sir>, CAZ <sir>, CRO <sir>, GEN <sir>,</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># TOB <sir>, AMK <sir>, KAN <sir>, TMP <sir>, SXT <sir>, NIT <sir>,</span></span>
|
||||
|
|
@ -318,19 +317,19 @@
|
|||
<span class="r-in"><span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/arrange.html" class="external-link">arrange</a></span><span class="op">(</span><span class="va">patient</span>, <span class="va">condition</span>, <span class="va">date</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">#></span> <span style="color: #949494;"># A tibble: 100 × 4</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># Groups: patient, condition [97]</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># Groups: patient, condition [100]</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> patient date condition new_episode</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><date></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><lgl></span> </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> 005088 2007-08-22 A TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> 067927 2002-02-05 A TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> 067927 2002-01-13 C TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> 067927 2002-02-14 C FALSE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> 092034 2006-06-12 A TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> 0DBB93 2003-10-02 B TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> 0DBF93 2015-10-12 B TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> 174209 2011-10-03 C TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> 192790 2008-02-15 C TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> 195736 2008-08-29 B TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> 006606 2011-10-30 A TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> 011307 2011-09-20 C TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> 060287 2007-03-11 B TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> 066601 2013-10-30 C TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> 067927 2002-01-29 A TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> 067927 2002-02-05 C TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> 078381 2014-07-17 A TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> 0DBB93 2003-10-01 A TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> 0E2483 2007-05-29 A TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> 113236 2006-11-21 B TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 90 more rows</span></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>
|
||||
|
|
@ -344,19 +343,19 @@
|
|||
<span class="r-in"><span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/arrange.html" class="external-link">arrange</a></span><span class="op">(</span><span class="va">patient</span>, <span class="va">ward</span>, <span class="va">date</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">#></span> <span style="color: #949494;"># A tibble: 100 × 5</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># Groups: ward, patient [93]</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> ward date patient new_index new_logical</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><date></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><int></span> <span style="color: #949494; font-style: italic;"><lgl></span> </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> Clinical 2007-08-22 005088 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> ICU 2002-01-13 067927 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> ICU 2002-02-05 067927 1 FALSE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> ICU 2002-02-14 067927 1 FALSE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> ICU 2006-06-12 092034 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> ICU 2003-10-02 0DBB93 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> Clinical 2015-10-12 0DBF93 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> Outpatient 2011-10-03 174209 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> Outpatient 2008-02-15 192790 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> Clinical 2008-08-29 195736 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># Groups: ward, patient [94]</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> ward date patient new_index new_logical</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><date></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><int></span> <span style="color: #949494; font-style: italic;"><lgl></span> </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> Clinical 2011-10-30 006606 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> Clinical 2011-09-20 011307 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> Clinical 2007-03-11 060287 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> Clinical 2013-10-30 066601 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> ICU 2002-01-29 067927 1 FALSE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> ICU 2002-02-05 067927 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> ICU 2014-07-17 078381 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> Clinical 2003-10-01 0DBB93 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> Clinical 2007-05-29 0E2483 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> Clinical 2006-11-21 113236 1 TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 90 more rows</span></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>
|
||||
|
|
@ -372,9 +371,9 @@
|
|||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 3 × 5</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> ward n_patients n_episodes_365 n_episodes_60 n_episodes_30</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><int></span> <span style="color: #949494; font-style: italic;"><int></span> <span style="color: #949494; font-style: italic;"><int></span> <span style="color: #949494; font-style: italic;"><int></span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">1</span> Clinical 52 12 34 40</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">2</span> ICU 33 10 25 31</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">3</span> Outpatient 8 5 8 8</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">1</span> Clinical 52 11 32 42</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">2</span> ICU 34 12 27 31</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">3</span> Outpatient 8 6 8 8</span>
|
||||
<span class="r-in"><span></span></span>
|
||||
<span class="r-in"><span><span class="co"># grouping on patients and microorganisms leads to the same</span></span></span>
|
||||
<span class="r-in"><span><span class="co"># results as first_isolate() when using 'episode-based':</span></span></span>
|
||||
|
|
@ -403,19 +402,19 @@
|
|||
<span class="r-in"><span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/select.html" class="external-link">select</a></span><span class="op">(</span><span class="fu"><a href="https://dplyr.tidyverse.org/reference/group_data.html" class="external-link">group_vars</a></span><span class="op">(</span><span class="va">.</span><span class="op">)</span>, <span class="va">flag_episode</span><span class="op">)</span></span></span>
|
||||
<span class="r-in"><span><span class="op">}</span></span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 100 × 4</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># Groups: patient, mo, ward [99]</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># Groups: patient, mo, ward [97]</span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> patient mo ward flag_episode</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><mo></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><lgl></span> </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> 400169 B_STPHY_EPDR ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> D41749 B_ESCHR_COLI Clinical TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> 423709 B_ESCHR_COLI Clinical TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> BF4515 B_ESCHR_COLI Clinical TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> 8FD3C4 B_STPHY_CONS Clinical TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> 972724 B_STPHY_HMLY ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> 753036 B_STPHY_EPDR Clinical TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> 838434 B_STPHY_CONS Clinical TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> 729574 B_STRPT_GRPB ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> 7A1065 B_ESCHR_COLI ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> 207752 B_ESCHR_COLI ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> D80438 B_CRYNB_STRT ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> 12CB58 B_STPHY_EPDR ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> A56264 B_STPHY_CPTS ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> 5B78D5 B_STPHY_AURS Clinical TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> 59F400 B_STRPT_PNMN ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> 2F9056 B_HAFNI_ALVE ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> 208305 B_PROTS_MRBL Clinical TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> 734274 B_MRGNL_MRGN ICU TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> 403631 B_ESCHR_COLI Clinical TRUE </span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 90 more rows</span></span>
|
||||
<span class="r-in"><span><span class="co"># }</span></span></span>
|
||||
</code></pre></div>
|
||||
|
|
|
|||
|
|
@ -199,9 +199,9 @@
|
|||
<div class="section level2">
|
||||
<h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
|
||||
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu">kurtosis</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/stats/Normal.html" class="external-link">rnorm</a></span><span class="op">(</span><span class="fl">10000</span><span class="op">)</span><span class="op">)</span></span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [1] 2.982626</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [1] 2.947971</span>
|
||||
<span class="r-in"><span><span class="fu">kurtosis</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/stats/Normal.html" class="external-link">rnorm</a></span><span class="op">(</span><span class="fl">10000</span><span class="op">)</span>, excess <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [1] 0.05770506</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [1] 0.03641562</span>
|
||||
</code></pre></div>
|
||||
</div>
|
||||
</main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
|
||||
|
|
|
|||
|
|
@ -198,7 +198,7 @@ When negative ('left-skewed'): the left tail is longer; the mass of the distribu
|
|||
<div class="section level2">
|
||||
<h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
|
||||
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu">skewness</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/stats/Uniform.html" class="external-link">runif</a></span><span class="op">(</span><span class="fl">1000</span><span class="op">)</span><span class="op">)</span></span></span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [1] 0.03141918</span>
|
||||
<span class="r-out co"><span class="r-pr">#></span> [1] 0.06066287</span>
|
||||
</code></pre></div>
|
||||
</div>
|
||||
</main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
|
||||
|
|
|
|||
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Reference in New Issue