mirror of https://github.com/msberends/AMR.git
200 lines
16 KiB
HTML
200 lines
16 KiB
HTML
<!DOCTYPE html>
|
||
<!-- 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"><meta name="description" content="A data set containing 2,000 microbial isolates with their full antibiograms. The data set reflects reality and can be used to practice AMR data analysis. For examples, please read the tutorial on our website."><title>Data Set with 2,000 Example Isolates — example_isolates • 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-5.1.3/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.1.3/bootstrap.bundle.min.js"></script><link href="../deps/Fira_Code-0.4.2/font.css" rel="stylesheet"><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- bootstrap-toc --><script src="https://cdn.rawgit.com/afeld/bootstrap-toc/v1.0.1/dist/bootstrap-toc.min.js"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- search --><script src="https://cdnjs.cloudflare.com/ajax/libs/fuse.js/6.4.6/fuse.js" integrity="sha512-zv6Ywkjyktsohkbp9bb45V6tEMoWhzFzXis+LrMehmJZZSys19Yxf1dopHx7WzIKxr5tK2dVcYmaCk2uqdjF4A==" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/autocomplete.js/0.38.0/autocomplete.jquery.min.js" integrity="sha512-GU9ayf+66Xx2TmpxqJpliWbT5PiGYxpaG8rfnBEk1LL8l1KGkRShhngwdXK1UgqhAzWpZHSiYPc09/NwDQIGyg==" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mark.js/8.11.1/mark.min.js" integrity="sha512-5CYOlHXGh6QpOFA/TeTylKLWfB3ftPsde7AnmhuitiTX4K5SqCLBeKro6sPS8ilsz1Q4NRx3v8Ko2IBiszzdww==" crossorigin="anonymous"></script><!-- pkgdown --><script src="../pkgdown.js"></script><link href="../extra.css" rel="stylesheet"><script src="../extra.js"></script><meta property="og:title" content="Data Set with 2,000 Example Isolates — example_isolates"><meta property="og:description" content="A data set containing 2,000 microbial isolates with their full antibiograms. The data set reflects reality and can be used to practice AMR data analysis. For examples, please read the tutorial on our website."><meta property="og:image" content="https://msberends.github.io/AMR/logo.svg"><meta name="twitter:card" content="summary_large_image"><meta name="twitter:creator" content="@msberends"><meta name="twitter:site" content="@univgroningen"><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
|
||
<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
|
||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||
<![endif]--></head><body>
|
||
<a href="#main" class="visually-hidden-focusable">Skip to contents</a>
|
||
|
||
|
||
<nav class="navbar fixed-top navbar-dark navbar-expand-lg bg-primary"><div class="container">
|
||
|
||
<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="">1.8.1.9026</small>
|
||
|
||
|
||
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
|
||
<span class="navbar-toggler-icon"></span>
|
||
</button>
|
||
|
||
<div id="navbar" class="collapse navbar-collapse ms-3">
|
||
<ul class="navbar-nav me-auto"><li class="nav-item">
|
||
<a class="nav-link" href="../index.html">
|
||
<span class="fa fa-home"></span>
|
||
|
||
Home
|
||
</a>
|
||
</li>
|
||
<li class="nav-item dropdown">
|
||
<a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown--how-to">
|
||
<span class="fa fa-question-circle"></span>
|
||
|
||
How to
|
||
</a>
|
||
<div class="dropdown-menu" aria-labelledby="dropdown--how-to">
|
||
<a class="dropdown-item" href="../articles/AMR.html">
|
||
<span class="fa fa-directions"></span>
|
||
|
||
Conduct AMR analysis
|
||
</a>
|
||
<a class="dropdown-item" href="../articles/resistance_predict.html">
|
||
<span class="fa fa-dice"></span>
|
||
|
||
Predict antimicrobial resistance
|
||
</a>
|
||
<a class="dropdown-item" href="../articles/datasets.html">
|
||
<span class="fa fa-database"></span>
|
||
|
||
Data sets for download / own use
|
||
</a>
|
||
<a class="dropdown-item" href="../articles/PCA.html">
|
||
<span class="fa fa-compress"></span>
|
||
|
||
Conduct principal component analysis for AMR
|
||
</a>
|
||
<a class="dropdown-item" href="../articles/MDR.html">
|
||
<span class="fa fa-skull-crossbones"></span>
|
||
|
||
Determine multi-drug resistance (MDR)
|
||
</a>
|
||
<a class="dropdown-item" href="../articles/WHONET.html">
|
||
<span class="fa fa-globe-americas"></span>
|
||
|
||
Work with WHONET data
|
||
</a>
|
||
<a class="dropdown-item" href="../articles/SPSS.html">
|
||
<span class="fa fa-file-upload"></span>
|
||
|
||
Import data from SPSS/SAS/Stata
|
||
</a>
|
||
<a class="dropdown-item" href="../articles/EUCAST.html">
|
||
<span class="fa fa-exchange-alt"></span>
|
||
|
||
Apply EUCAST rules
|
||
</a>
|
||
<a class="dropdown-item" href="../reference/mo_property.html">
|
||
<span class="fa fa-bug"></span>
|
||
|
||
Get properties of a microorganism
|
||
</a>
|
||
<a class="dropdown-item" href="../reference/ab_property.html">
|
||
<span class="fa fa-capsules"></span>
|
||
|
||
Get properties of an antibiotic
|
||
</a>
|
||
</div>
|
||
</li>
|
||
<li class="active nav-item">
|
||
<a class="nav-link" href="../reference/index.html">
|
||
<span class="fa fa-book-open"></span>
|
||
|
||
Manual
|
||
</a>
|
||
</li>
|
||
<li class="nav-item">
|
||
<a class="nav-link" href="../authors.html">
|
||
<span class="fa fa-users"></span>
|
||
|
||
Authors
|
||
</a>
|
||
</li>
|
||
<li class="nav-item">
|
||
<a class="nav-link" href="../news/index.html">
|
||
<span class="far fa far fa-newspaper"></span>
|
||
|
||
Changelog
|
||
</a>
|
||
</li>
|
||
</ul><form class="form-inline my-2 my-lg-0" role="search">
|
||
<input type="search" class="form-control me-sm-2" aria-label="Toggle navigation" name="search-input" data-search-index="../search.json" id="search-input" placeholder="Search for" autocomplete="off"></form>
|
||
|
||
<ul class="navbar-nav"><li class="nav-item">
|
||
<a class="external-link nav-link" href="https://github.com/msberends/AMR">
|
||
<span class="fab fa fab fa-github"></span>
|
||
|
||
Source Code
|
||
</a>
|
||
</li>
|
||
</ul></div>
|
||
|
||
|
||
</div>
|
||
</nav><div class="container template-reference-topic">
|
||
<div class="row">
|
||
<main id="main" class="col-md-9"><div class="page-header">
|
||
<img src="../logo.svg" class="logo" alt=""><h1>Data Set with 2,000 Example Isolates</h1>
|
||
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/R/data.R" class="external-link"><code>R/data.R</code></a></small>
|
||
<div class="d-none name"><code>example_isolates.Rd</code></div>
|
||
</div>
|
||
|
||
<div class="ref-description section level2">
|
||
<p>A data set containing 2,000 microbial isolates with their full antibiograms. The data set reflects reality and can be used to practice AMR data analysis. For examples, please read <a href="https://msberends.github.io/AMR/articles/AMR.html">the tutorial on our website</a>.</p>
|
||
</div>
|
||
|
||
<div class="section level2">
|
||
<h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
|
||
<div class="sourceCode"><pre class="sourceCode r"><code><span><span class="va">example_isolates</span></span></code></pre></div>
|
||
</div>
|
||
|
||
<div class="section level2">
|
||
<h2 id="format">Format<a class="anchor" aria-label="anchor" href="#format"></a></h2>
|
||
<p>A <a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a> with 2,000 observations and 49 variables:</p><ul><li><p><code>date</code><br> date of receipt at the laboratory</p></li>
|
||
<li><p><code>hospital_id</code><br> ID of the hospital, from A to D</p></li>
|
||
<li><p><code>ward_icu</code><br><a href="https://rdrr.io/r/base/logical.html" class="external-link">logical</a> to determine if ward is an intensive care unit</p></li>
|
||
<li><p><code>ward_clinical</code><br><a href="https://rdrr.io/r/base/logical.html" class="external-link">logical</a> to determine if ward is a regular clinical ward</p></li>
|
||
<li><p><code>ward_outpatient</code><br><a href="https://rdrr.io/r/base/logical.html" class="external-link">logical</a> to determine if ward is an outpatient clinic</p></li>
|
||
<li><p><code>age</code><br> age of the patient</p></li>
|
||
<li><p><code>gender</code><br> gender of the patient</p></li>
|
||
<li><p><code>patient_id</code><br> ID of the patient</p></li>
|
||
<li><p><code>mo</code><br> ID of microorganism created with <code><a href="as.mo.html">as.mo()</a></code>, see also <a href="microorganisms.html">microorganisms</a></p></li>
|
||
<li><p><code>PEN:RIF</code><br> 40 different antibiotics with class <code><a href="as.rsi.html">rsi</a></code> (see <code><a href="as.rsi.html">as.rsi()</a></code>); these column names occur in the <a href="antibiotics.html">antibiotics</a> data set and can be translated with <code><a href="ab_property.html">ab_name()</a></code></p></li>
|
||
</ul></div>
|
||
<div class="section level2">
|
||
<h2 id="reference-data-publicly-available">Reference Data Publicly Available<a class="anchor" aria-label="anchor" href="#reference-data-publicly-available"></a></h2>
|
||
|
||
|
||
<p>All reference data sets (about microorganisms, antibiotics, R/SI interpretation, EUCAST rules, etc.) in this <code>AMR</code> package are publicly and freely available. We continually export our data sets to formats for use in R, SPSS, SAS, Stata and Excel. We also supply flat files that are machine-readable and suitable for input in any software program, such as laboratory information systems. Please find <a href="https://msberends.github.io/AMR/articles/datasets.html">all download links on our website</a>, which is automatically updated with every code change.</p>
|
||
</div>
|
||
|
||
<div class="section level2">
|
||
<h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
|
||
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/utils/head.html" class="external-link">head</a></span><span class="op">(</span><span class="va">example_isolates</span><span class="op">)</span></span></span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 6 × 49</span></span>
|
||
<span class="r-out co"><span class="r-pr">#></span> date hospita…¹ ward_…² ward_…³ ward_…⁴ age gender patie…⁵ mo </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;"><fct></span> <span style="color: #949494; font-style: italic;"><lgl></span> <span style="color: #949494; font-style: italic;"><lgl></span> <span style="color: #949494; font-style: italic;"><lgl></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>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">1</span> 2002-01-02 D FALSE TRUE FALSE 65 F A77334 B_ESCHR_COLI</span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">2</span> 2002-01-03 D FALSE TRUE FALSE 65 F A77334 B_ESCHR_COLI</span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">3</span> 2002-01-07 B TRUE FALSE FALSE 45 F 067927 B_STPHY_EPDR</span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">4</span> 2002-01-07 B TRUE FALSE FALSE 45 F 067927 B_STPHY_EPDR</span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">5</span> 2002-01-13 B TRUE FALSE FALSE 45 F 067927 B_STPHY_EPDR</span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">6</span> 2002-01-13 B TRUE FALSE FALSE 45 F 067927 B_STPHY_EPDR</span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># … with 40 more variables: PEN <rsi>, OXA <rsi>, FLC <rsi>, AMX <rsi>,</span></span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># AMC <rsi>, AMP <rsi>, TZP <rsi>, CZO <rsi>, FEP <rsi>, CXM <rsi>,</span></span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># FOX <rsi>, CTX <rsi>, CAZ <rsi>, CRO <rsi>, GEN <rsi>, TOB <rsi>,</span></span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># AMK <rsi>, KAN <rsi>, TMP <rsi>, SXT <rsi>, NIT <rsi>, FOS <rsi>,</span></span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># LNZ <rsi>, CIP <rsi>, MFX <rsi>, VAN <rsi>, TEC <rsi>, TCY <rsi>,</span></span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># TGC <rsi>, DOX <rsi>, ERY <rsi>, CLI <rsi>, AZM <rsi>, IPM <rsi>,</span></span>
|
||
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># MEM <rsi>, MTR <rsi>, CHL <rsi>, COL <rsi>, MUP <rsi>, RIF <rsi>, and …</span></span>
|
||
</code></pre></div>
|
||
</div>
|
||
</main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
|
||
</nav></aside></div>
|
||
|
||
|
||
<footer><div class="pkgdown-footer-left">
|
||
<p></p><p><code>AMR</code> (for R). Developed at the <a target="_blank" href="https://www.rug.nl" class="external-link">University of Groningen</a> in collaboration with non-profit organisations<br><a target="_blank" href="https://www.certe.nl" class="external-link">Certe Medical Diagnostics and Advice Foundation</a> and <a target="_blank" href="https://www.umcg.nl" class="external-link">University Medical Center Groningen</a>.</p>
|
||
</div>
|
||
|
||
<div class="pkgdown-footer-right">
|
||
<p></p><p><a target="_blank" href="https://www.rug.nl" class="external-link"><img src="https://github.com/msberends/AMR/raw/main/pkgdown/logos/logo_rug.png" style="max-width: 200px;"></a></p>
|
||
</div>
|
||
|
||
</footer></div>
|
||
|
||
|
||
|
||
|
||
|
||
</body></html>
|
||
|