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@@ -30,7 +30,7 @@
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9041</small>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9042</small>
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
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@@ -91,7 +91,7 @@
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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 30 March 2026.</p>
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generated on 02 April 2026.</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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@@ -147,21 +147,21 @@ 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">2026-03-30</td>
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<td align="center">2026-04-02</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">2026-03-30</td>
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<td align="center">2026-04-02</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">2026-03-30</td>
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<td align="center">2026-04-02</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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@@ -3,7 +3,7 @@
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**Note:** values on this page will change with every website update
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since they are based on randomly created values and the page was written
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in [R Markdown](https://rmarkdown.rstudio.com/). However, the
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methodology remains unchanged. This page was generated on 30 March 2026.
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methodology remains unchanged. This page was generated on 02 April 2026.
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## Introduction
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@@ -51,9 +51,9 @@ structure of your data generally look like this:
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| date | patient_id | mo | AMX | CIP |
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|:----------:|:----------:|:----------------:|:---:|:---:|
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| 2026-03-30 | abcd | Escherichia coli | S | S |
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| 2026-03-30 | abcd | Escherichia coli | S | R |
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| 2026-03-30 | efgh | Escherichia coli | R | S |
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| 2026-04-02 | abcd | Escherichia coli | S | S |
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| 2026-04-02 | abcd | Escherichia coli | S | R |
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| 2026-04-02 | efgh | Escherichia coli | R | S |
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### Needed R packages
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@@ -30,7 +30,7 @@
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9041</small>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9042</small>
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
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@@ -30,7 +30,7 @@
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9041</small>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9042</small>
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
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@@ -30,7 +30,7 @@
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9041</small>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9042</small>
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
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@@ -30,7 +30,7 @@
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9041</small>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9042</small>
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
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@@ -188,8 +188,10 @@ that contain numeric values in all selected variables, so we now only
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need to do:</p>
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<div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
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<code class="sourceCode R"><span><span class="va">pca_result</span> <span class="op"><-</span> <span class="fu"><a href="../reference/pca.html">pca</a></span><span class="op">(</span><span class="va">resistance_data</span><span class="op">)</span></span>
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<span><span class="co">#> <span style="color: #00BBBB;">ℹ</span> Columns selected for PCA: "<span style="font-weight: bold;">AMC</span>", "<span style="font-weight: bold;">CAZ</span>", "<span style="font-weight: bold;">CTX</span>", "<span style="font-weight: bold;">CXM</span>", "<span style="font-weight: bold;">GEN</span>", "<span style="font-weight: bold;">SXT</span>", "<span style="font-weight: bold;">TMP</span>",</span></span>
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<span><span class="co">#> and "<span style="font-weight: bold;">TOB</span>". Total observations available: 7.</span></span></code></pre></div>
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<span><span class="co">#> <span style="color: #00BBBB;">ℹ</span> Columns selected for PCA: <span style="color: #0000BB;">"\033[1mAMC\033[22m"</span>, <span style="color: #0000BB;">"\033[1mCAZ\033[22m"</span>,</span></span>
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<span><span class="co">#> <span style="color: #0000BB;">"\033[1mCTX\033[22m"</span>, <span style="color: #0000BB;">"\033[1mCXM\033[22m"</span>, <span style="color: #0000BB;">"\033[1mGEN\033[22m"</span>,</span></span>
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<span><span class="co">#> <span style="color: #0000BB;">"\033[1mSXT\033[22m"</span>, <span style="color: #0000BB;">"\033[1mTMP\033[22m"</span>, and <span style="color: #0000BB;">"\033[1mTOB\033[22m"</span>. Total</span></span>
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<span><span class="co">#> observations available: 7.</span></span></code></pre></div>
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<p>The result can be reviewed with the good old <code><a href="https://rdrr.io/r/base/summary.html" class="external-link">summary()</a></code>
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function:</p>
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<div class="sourceCode" id="cb4"><pre class="downlit sourceCode r">
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``` r
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pca_result <- pca(resistance_data)
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#> ℹ Columns selected for PCA: "AMC", "CAZ", "CTX", "CXM", "GEN", "SXT", "TMP",
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#> and "TOB". Total observations available: 7.
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#> ℹ Columns selected for PCA: "\033[1mAMC\033[22m", "\033[1mCAZ\033[22m",
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#> "\033[1mCTX\033[22m", "\033[1mCXM\033[22m", "\033[1mGEN\033[22m",
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#> "\033[1mSXT\033[22m", "\033[1mTMP\033[22m", and "\033[1mTOB\033[22m". Total
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#> observations available: 7.
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```
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The result can be reviewed with the good old
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@@ -30,7 +30,7 @@
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9041</small>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9042</small>
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
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@@ -30,7 +30,7 @@
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9041</small>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9042</small>
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
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@@ -30,7 +30,7 @@
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9041</small>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9042</small>
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
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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>Download data sets for download / own use</h1>
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<h4 data-toc-skip class="date">30 March 2026</h4>
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<h4 data-toc-skip class="date">02 April 2026</h4>
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<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/main/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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<code>clinical_breakpoints</code>: Interpretation from MIC values
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& disk diameters to SIR<a class="anchor" aria-label="anchor" href="#clinical_breakpoints-interpretation-from-mic-values-disk-diameters-to-sir"></a>
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</h2>
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<p>A data set with 45 797 rows and 14 columns, containing the following
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<p>A data set with 45 730 rows and 14 columns, containing the following
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column names:<br><em>guideline</em>, <em>type</em>, <em>host</em>, <em>method</em>,
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<em>site</em>, <em>mo</em>, <em>rank_index</em>, <em>ab</em>,
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<em>ref_tbl</em>, <em>disk_dose</em>, <em>breakpoint_S</em>,
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<em>breakpoint_R</em>, <em>uti</em>, and <em>is_SDD</em>.</p>
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<p>This data set is in R available as <code>clinical_breakpoints</code>,
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after you load the <code>AMR</code> package.</p>
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<p>It was last updated on 30 March 2026 08:01:49 UTC. Find more info
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<p>It was last updated on 2 April 2026 09:42:19 UTC. Find more info
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about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/clinical_breakpoints.html">data
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set here</a>.</p>
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<p><strong>Direct download links:</strong></p>
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@@ -620,7 +620,7 @@ Excel workbook</a> (2.7 MB)<br>
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Feather file</a> (2 MB)<br>
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</li>
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<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.parquet" class="external-link">Apache
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Parquet file</a> (0.1 MB)<br>
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Parquet file</a> (0.2 MB)<br>
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</li>
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<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.sav" class="external-link">IBM
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SPSS Statistics data file</a> (7.5 MB)<br>
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## `clinical_breakpoints`: Interpretation from MIC values & disk diameters to SIR
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A data set with 45 797 rows and 14 columns, containing the following
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A data set with 45 730 rows and 14 columns, containing the following
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column names:
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*guideline*, *type*, *host*, *method*, *site*, *mo*, *rank_index*, *ab*,
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*ref_tbl*, *disk_dose*, *breakpoint_S*, *breakpoint_R*, *uti*, and
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@@ -156,7 +156,7 @@ column names:
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This data set is in R available as `clinical_breakpoints`, after you
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load the `AMR` package.
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It was last updated on 30 March 2026 08:01:49 UTC. Find more info about
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It was last updated on 2 April 2026 09:42:19 UTC. Find more info about
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the contents, (scientific) source, and structure of this [data set
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here](https://amr-for-r.org/reference/clinical_breakpoints.html).
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@@ -176,7 +176,7 @@ here](https://amr-for-r.org/reference/clinical_breakpoints.html).
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(2 MB)
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- Download as [Apache Parquet
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file](https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.parquet)
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(0.1 MB)
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(0.2 MB)
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- Download as [IBM SPSS Statistics data
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file](https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.sav)
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(7.5 MB)
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@@ -7,7 +7,7 @@
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<a class="navbar-brand me-2" href="../index.html">AMR (for R)</a>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9041</small>
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<small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">3.0.1.9042</small>
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<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
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