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<img src="../logo.svg" class="logo" alt=""><h1>Data sets for download / own use</h1>
<h4 data-toc-skip class="date">12 April 2025</h4>
<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>
<div class="d-none name"><code>datasets.Rmd</code></div>
</div>
<p>All reference data (about microorganisms, antimicrobials, SIR
interpretation, EUCAST rules, etc.) in this <code>AMR</code> package are
reliable, up-to-date and freely available. We continually export our
data sets to formats for use in R, MS Excel, Apache Feather, Apache
Parquet, SPSS, and Stata. We also provide tab-separated text files that
are machine-readable and suitable for input in any software program,
such as laboratory information systems.</p>
<blockquote>
<p>If you are working in Python, be sure to use our <a href="https://amr-for-r.org/articles/AMR_for_Python.html">AMR for
Python</a> package. It allows all relevant AMR data sets to be natively
available in Python.</p>
</blockquote>
<div class="section level2">
<h2 id="microorganisms-full-microbial-taxonomy">
<code>microorganisms</code>: Full Microbial Taxonomy<a class="anchor" aria-label="anchor" href="#microorganisms-full-microbial-taxonomy"></a>
</h2>
<p>A data set with 78 679 rows and 26 columns, containing the following
column names:<br><em>mo</em>, <em>fullname</em>, <em>status</em>, <em>kingdom</em>,
<em>phylum</em>, <em>class</em>, <em>order</em>, <em>family</em>,
<em>genus</em>, <em>species</em>, <em>subspecies</em>, <em>rank</em>,
<em>ref</em>, <em>oxygen_tolerance</em>, <em>source</em>, <em>lpsn</em>,
<em>lpsn_parent</em>, <em>lpsn_renamed_to</em>, <em>mycobank</em>,
<em>mycobank_parent</em>, <em>mycobank_renamed_to</em>, <em>gbif</em>,
<em>gbif_parent</em>, <em>gbif_renamed_to</em>, <em>prevalence</em>, and
<em>snomed</em>.</p>
<p>This data set is in R available as <code>microorganisms</code>, after
you load the <code>AMR</code> package.</p>
<p>It was last updated on 26 March 2025 16:19:17 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/microorganisms.html">data set
here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.rds" class="external-link">original
R Data Structure (RDS) file</a> (1.8 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.txt" class="external-link">tab-separated
text file</a> (17.7 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.xlsx" class="external-link">Microsoft
Excel workbook</a> (8.7 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.feather" class="external-link">Apache
Feather file</a> (8.3 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.parquet" class="external-link">Apache
Parquet file</a> (3.8 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.sav" class="external-link">IBM
SPSS Statistics data file</a> (28.4 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.dta" class="external-link">Stata
DTA file</a> (89.5 MB)</li>
</ul>
<p><strong>NOTE: The exported files for SPSS and Stata contain only the
first 50 SNOMED codes per record, as their file size would otherwise
exceed 100 MB; the file size limit of GitHub.</strong> Their file
structures and compression techniques are very inefficient. Advice? Use
R instead. It’s free and much better in many ways.</p>
<p>The tab-separated text file and Microsoft Excel workbook both contain
all SNOMED codes as comma separated values.</p>
<p><strong>Example content</strong></p>
<p>Included (sub)species per taxonomic kingdom:</p>
<table class="table">
<thead><tr class="header">
<th align="center">Kingdom</th>
<th align="center">Number of (sub)species</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">(unknown kingdom)</td>
<td align="center">1</td>
</tr>
<tr class="even">
<td align="center">Animalia</td>
<td align="center">1 628</td>
</tr>
<tr class="odd">
<td align="center">Archaea</td>
<td align="center">1 419</td>
</tr>
<tr class="even">
<td align="center">Bacteria</td>
<td align="center">39 249</td>
</tr>
<tr class="odd">
<td align="center">Chromista</td>
<td align="center">178</td>
</tr>
<tr class="even">
<td align="center">Fungi</td>
<td align="center">28 137</td>
</tr>
</tbody>
</table>
<p>First 6 rows when filtering on genus <em>Escherichia</em>:</p>
<table style="width:100%;" class="table">
<colgroup>
<col width="4%">
<col width="6%">
<col width="2%">
<col width="2%">
<col width="3%">
<col width="4%">
<col width="4%">
<col width="4%">
<col width="2%">
<col width="3%">
<col width="2%">
<col width="2%">
<col width="5%">
<col width="6%">
<col width="1%">
<col width="1%">
<col width="2%">
<col width="3%">
<col width="2%">
<col width="3%">
<col width="4%">
<col width="2%">
<col width="2%">
<col width="3%">
<col width="2%">
<col width="10%">
</colgroup>
<thead><tr class="header">
<th align="center">mo</th>
<th align="center">fullname</th>
<th align="center">status</th>
<th align="center">kingdom</th>
<th align="center">phylum</th>
<th align="center">class</th>
<th align="center">order</th>
<th align="center">family</th>
<th align="center">genus</th>
<th align="center">species</th>
<th align="center">subspecies</th>
<th align="center">rank</th>
<th align="center">ref</th>
<th align="center">oxygen_tolerance</th>
<th align="center">source</th>
<th align="center">lpsn</th>
<th align="center">lpsn_parent</th>
<th align="center">lpsn_renamed_to</th>
<th align="center">mycobank</th>
<th align="center">mycobank_parent</th>
<th align="center">mycobank_renamed_to</th>
<th align="center">gbif</th>
<th align="center">gbif_parent</th>
<th align="center">gbif_renamed_to</th>
<th align="center">prevalence</th>
<th align="center">snomed</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">B_ESCHR</td>
<td align="center">Escherichia</td>
<td align="center">accepted</td>
<td align="center">Bacteria</td>
<td align="center">Pseudomonadota</td>
<td align="center">Gammaproteobacteria</td>
<td align="center">Enterobacterales</td>
<td align="center">Enterobacteriaceae</td>
<td align="center">Escherichia</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">genus</td>
<td align="center">Castellani et al., 1919</td>
<td align="center">facultative anaerobe</td>
<td align="center">LPSN</td>
<td align="center">515602</td>
<td align="center">482</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">11158430</td>
<td align="center"></td>
<td align="center">1</td>
<td align="center">407310004, 407251000, 407281008, …</td>
</tr>
<tr class="even">
<td align="center">B_ESCHR_ADCR</td>
<td align="center">Escherichia adecarboxylata</td>
<td align="center">synonym</td>
<td align="center">Bacteria</td>
<td align="center">Pseudomonadota</td>
<td align="center">Gammaproteobacteria</td>
<td align="center">Enterobacterales</td>
<td align="center">Enterobacteriaceae</td>
<td align="center">Escherichia</td>
<td align="center">adecarboxylata</td>
<td align="center"></td>
<td align="center">species</td>
<td align="center">Leclerc, 1962</td>
<td align="center">likely facultative anaerobe</td>
<td align="center">LPSN</td>
<td align="center">776052</td>
<td align="center">515602</td>
<td align="center">777447</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">1</td>
<td align="center"></td>
</tr>
<tr class="odd">
<td align="center">B_ESCHR_ALBR</td>
<td align="center">Escherichia albertii</td>
<td align="center">accepted</td>
<td align="center">Bacteria</td>
<td align="center">Pseudomonadota</td>
<td align="center">Gammaproteobacteria</td>
<td align="center">Enterobacterales</td>
<td align="center">Enterobacteriaceae</td>
<td align="center">Escherichia</td>
<td align="center">albertii</td>
<td align="center"></td>
<td align="center">species</td>
<td align="center">Huys et al., 2003</td>
<td align="center">facultative anaerobe</td>
<td align="center">LPSN</td>
<td align="center">776053</td>
<td align="center">515602</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">5427575</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">1</td>
<td align="center">419388003</td>
</tr>
<tr class="even">
<td align="center">B_ESCHR_BLTT</td>
<td align="center">Escherichia blattae</td>
<td align="center">synonym</td>
<td align="center">Bacteria</td>
<td align="center">Pseudomonadota</td>
<td align="center">Gammaproteobacteria</td>
<td align="center">Enterobacterales</td>
<td align="center">Enterobacteriaceae</td>
<td align="center">Escherichia</td>
<td align="center">blattae</td>
<td align="center"></td>
<td align="center">species</td>
<td align="center">Burgess et al., 1973</td>
<td align="center">likely facultative anaerobe</td>
<td align="center">LPSN</td>
<td align="center">776056</td>
<td align="center">515602</td>
<td align="center">788468</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">1</td>
<td align="center"></td>
</tr>
<tr class="odd">
<td align="center">B_ESCHR_COLI</td>
<td align="center">Escherichia coli</td>
<td align="center">accepted</td>
<td align="center">Bacteria</td>
<td align="center">Pseudomonadota</td>
<td align="center">Gammaproteobacteria</td>
<td align="center">Enterobacterales</td>
<td align="center">Enterobacteriaceae</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center"></td>
<td align="center">species</td>
<td align="center">Castellani et al., 1919</td>
<td align="center">facultative anaerobe</td>
<td align="center">LPSN</td>
<td align="center">776057</td>
<td align="center">515602</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">11286021</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">1</td>
<td align="center">1095001000112106, 715307006, 737528008, …</td>
</tr>
<tr class="even">
<td align="center">B_ESCHR_COLI_COLI</td>
<td align="center">Escherichia coli coli</td>
<td align="center">accepted</td>
<td align="center">Bacteria</td>
<td align="center">Pseudomonadota</td>
<td align="center">Gammaproteobacteria</td>
<td align="center">Enterobacterales</td>
<td align="center">Enterobacteriaceae</td>
<td align="center">Escherichia</td>
<td align="center">coli</td>
<td align="center">coli</td>
<td align="center">subspecies</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">GBIF</td>
<td align="center"></td>
<td align="center">776057</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">12233256</td>
<td align="center">11286021</td>
<td align="center"></td>
<td align="center">1</td>
<td align="center"></td>
</tr>
</tbody>
</table>
</div>
<div class="section level2">
<h2 id="antimicrobials-antibiotic-and-antifungal-drugs">
<code>antimicrobials</code>: Antibiotic and Antifungal Drugs<a class="anchor" aria-label="anchor" href="#antimicrobials-antibiotic-and-antifungal-drugs"></a>
</h2>
<p>A data set with 496 rows and 14 columns, containing the following
column names:<br><em>ab</em>, <em>cid</em>, <em>name</em>, <em>group</em>, <em>atc</em>,
<em>atc_group1</em>, <em>atc_group2</em>, <em>abbreviations</em>,
<em>synonyms</em>, <em>oral_ddd</em>, <em>oral_units</em>,
<em>iv_ddd</em>, <em>iv_units</em>, and <em>loinc</em>.</p>
<p>This data set is in R available as <code>antimicrobials</code>, after
you load the <code>AMR</code> package.</p>
<p>It was last updated on 19 March 2025 15:05:24 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/antimicrobials.html">data set
here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antimicrobials.rds" class="external-link">original
R Data Structure (RDS) file</a> (44 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antimicrobials.txt" class="external-link">tab-separated
text file</a> (0.1 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antimicrobials.xlsx" class="external-link">Microsoft
Excel workbook</a> (75 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antimicrobials.feather" class="external-link">Apache
Feather file</a> (0.1 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antimicrobials.parquet" class="external-link">Apache
Parquet file</a> (0.1 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antimicrobials.sav" class="external-link">IBM
SPSS Statistics data file</a> (0.3 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antimicrobials.dta" class="external-link">Stata
DTA file</a> (10 kB)</li>
</ul>
<p>The tab-separated text, Microsoft Excel, SPSS, and Stata files all
contain the ATC codes, common abbreviations, trade names and LOINC codes
as comma separated values.</p>
<p><strong>Example content</strong></p>
<table class="table">
<colgroup>
<col width="1%">
<col width="2%">
<col width="8%">
<col width="7%">
<col width="7%">
<col width="12%">
<col width="17%">
<col width="6%">
<col width="16%">
<col width="2%">
<col width="3%">
<col width="2%">
<col width="2%">
<col width="9%">
</colgroup>
<thead><tr class="header">
<th align="center">ab</th>
<th align="center">cid</th>
<th align="center">name</th>
<th align="center">group</th>
<th align="center">atc</th>
<th align="center">atc_group1</th>
<th align="center">atc_group2</th>
<th align="center">abbreviations</th>
<th align="center">synonyms</th>
<th align="center">oral_ddd</th>
<th align="center">oral_units</th>
<th align="center">iv_ddd</th>
<th align="center">iv_units</th>
<th align="center">loinc</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">AMK</td>
<td align="center">37768</td>
<td align="center">Amikacin</td>
<td align="center">Aminoglycosides</td>
<td align="center">D06AX12, J01GB06, S01AA21</td>
<td align="center">Aminoglycoside antibacterials</td>
<td align="center">Other aminoglycosides</td>
<td align="center">ak, ami, amik, …</td>
<td align="center">amicacin, amikacillin, amikacina, …</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">1.0</td>
<td align="center">g</td>
<td align="center">101493-5, 11-7, 12-5, …</td>
</tr>
<tr class="even">
<td align="center">AMX</td>
<td align="center">33613</td>
<td align="center">Amoxicillin</td>
<td align="center">Beta-lactams/penicillins</td>
<td align="center">J01CA04</td>
<td align="center">Beta-lactam antibacterials, penicillins</td>
<td align="center">Penicillins with extended spectrum</td>
<td align="center">ac, amox, amx</td>
<td align="center">acuotricina, alfamox, alfida, …</td>
<td align="center">1.5</td>
<td align="center">g</td>
<td align="center">3.0</td>
<td align="center">g</td>
<td align="center">101498-4, 15-8, 16-6, …</td>
</tr>
<tr class="odd">
<td align="center">AMC</td>
<td align="center">23665637</td>
<td align="center">Amoxicillin/clavulanic acid</td>
<td align="center">Beta-lactams/penicillins</td>
<td align="center">J01CR02</td>
<td align="center">Beta-lactam antibacterials, penicillins</td>
<td align="center">Combinations of penicillins, incl. beta-lactamase
inhibitors</td>
<td align="center">a/c, amcl, aml, …</td>
<td align="center">amocla, amoclan, amoclav, …</td>
<td align="center">1.5</td>
<td align="center">g</td>
<td align="center">3.0</td>
<td align="center">g</td>
<td align="center"></td>
</tr>
<tr class="even">
<td align="center">AMP</td>
<td align="center">6249</td>
<td align="center">Ampicillin</td>
<td align="center">Beta-lactams/penicillins</td>
<td align="center">J01CA01, S01AA19</td>
<td align="center">Beta-lactam antibacterials, penicillins</td>
<td align="center">Penicillins with extended spectrum</td>
<td align="center">am, amp, ampi</td>
<td align="center">acillin, adobacillin, alpen, …</td>
<td align="center">2.0</td>
<td align="center">g</td>
<td align="center">6.0</td>
<td align="center">g</td>
<td align="center">101477-8, 101478-6, 18864-9, …</td>
</tr>
<tr class="odd">
<td align="center">AZM</td>
<td align="center">447043</td>
<td align="center">Azithromycin</td>
<td align="center">Macrolides/lincosamides</td>
<td align="center">J01FA10, S01AA26</td>
<td align="center">Macrolides, lincosamides and streptogramins</td>
<td align="center">Macrolides</td>
<td align="center">az, azi, azit, …</td>
<td align="center">aritromicina, aruzilina, azasite, …</td>
<td align="center">0.3</td>
<td align="center">g</td>
<td align="center">0.5</td>
<td align="center">g</td>
<td align="center">100043-9, 16420-2, 16421-0, …</td>
</tr>
<tr class="even">
<td align="center">PEN</td>
<td align="center">5904</td>
<td align="center">Benzylpenicillin</td>
<td align="center">Beta-lactams/penicillins</td>
<td align="center">J01CE01, S01AA14</td>
<td align="center">Combinations of antibacterials</td>
<td align="center">Combinations of antibacterials</td>
<td align="center">bepe, pen, peni, …</td>
<td align="center">bencilpenicilina, benzopenicillin, benzylpenicilline,
…</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">3.6</td>
<td align="center">g</td>
<td align="center"></td>
</tr>
</tbody>
</table>
</div>
<div class="section level2">
<h2 id="clinical_breakpoints-interpretation-from-mic-values-disk-diameters-to-sir">
<code>clinical_breakpoints</code>: Interpretation from MIC values
&amp; disk diameters to SIR<a class="anchor" aria-label="anchor" href="#clinical_breakpoints-interpretation-from-mic-values-disk-diameters-to-sir"></a>
</h2>
<p>A data set with 34 376 rows and 14 columns, containing the following
column names:<br><em>guideline</em>, <em>type</em>, <em>host</em>, <em>method</em>,
<em>site</em>, <em>mo</em>, <em>rank_index</em>, <em>ab</em>,
<em>ref_tbl</em>, <em>disk_dose</em>, <em>breakpoint_S</em>,
<em>breakpoint_R</em>, <em>uti</em>, and <em>is_SDD</em>.</p>
<p>This data set is in R available as <code>clinical_breakpoints</code>,
after you load the <code>AMR</code> package.</p>
<p>It was last updated on 13 March 2025 14:38:39 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/clinical_breakpoints.html">data
set here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.rds" class="external-link">original
R Data Structure (RDS) file</a> (76 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.txt" class="external-link">tab-separated
text file</a> (3.1 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.xlsx" class="external-link">Microsoft
Excel workbook</a> (2 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.feather" class="external-link">Apache
Feather file</a> (1.5 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.parquet" class="external-link">Apache
Parquet file</a> (0.1 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.sav" class="external-link">IBM
SPSS Statistics data file</a> (5.6 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/clinical_breakpoints.dta" class="external-link">Stata
DTA file</a> (9.6 MB)</li>
</ul>
<p><strong>Example content</strong></p>
<table class="table">
<colgroup>
<col width="6%">
<col width="3%">
<col width="3%">
<col width="3%">
<col width="2%">
<col width="7%">
<col width="13%">
<col width="5%">
<col width="2%">
<col width="14%">
<col width="8%">
<col width="9%">
<col width="6%">
<col width="6%">
<col width="3%">
<col width="3%">
</colgroup>
<thead><tr class="header">
<th align="center">guideline</th>
<th align="center">type</th>
<th align="center">host</th>
<th align="center">method</th>
<th align="center">site</th>
<th align="center">mo</th>
<th align="center">mo_name</th>
<th align="center">rank_index</th>
<th align="center">ab</th>
<th align="center">ab_name</th>
<th align="center">ref_tbl</th>
<th align="center">disk_dose</th>
<th align="center">breakpoint_S</th>
<th align="center">breakpoint_R</th>
<th align="center">uti</th>
<th align="center">is_SDD</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">EUCAST 2024</td>
<td align="center">human</td>
<td align="center">human</td>
<td align="center">DISK</td>
<td align="center"></td>
<td align="center">B_ACHRMB_XYLS</td>
<td align="center">Achromobacter xylosoxidans</td>
<td align="center">2</td>
<td align="center">MEM</td>
<td align="center">Meropenem</td>
<td align="center">A. xylosoxidans</td>
<td align="center">10 mcg</td>
<td align="center">26.000</td>
<td align="center">20.000</td>
<td align="center">FALSE</td>
<td align="center">FALSE</td>
</tr>
<tr class="even">
<td align="center">EUCAST 2024</td>
<td align="center">human</td>
<td align="center">human</td>
<td align="center">MIC</td>
<td align="center"></td>
<td align="center">B_ACHRMB_XYLS</td>
<td align="center">Achromobacter xylosoxidans</td>
<td align="center">2</td>
<td align="center">MEM</td>
<td align="center">Meropenem</td>
<td align="center">A. xylosoxidans</td>
<td align="center"></td>
<td align="center">1.000</td>
<td align="center">4.000</td>
<td align="center">FALSE</td>
<td align="center">FALSE</td>
</tr>
<tr class="odd">
<td align="center">EUCAST 2024</td>
<td align="center">human</td>
<td align="center">human</td>
<td align="center">DISK</td>
<td align="center"></td>
<td align="center">B_ACHRMB_XYLS</td>
<td align="center">Achromobacter xylosoxidans</td>
<td align="center">2</td>
<td align="center">SXT</td>
<td align="center">Trimethoprim/sulfamethoxazole</td>
<td align="center">A. xylosoxidans</td>
<td align="center">1.25 mcg/23.75 mcg</td>
<td align="center">26.000</td>
<td align="center">26.000</td>
<td align="center">FALSE</td>
<td align="center">FALSE</td>
</tr>
<tr class="even">
<td align="center">EUCAST 2024</td>
<td align="center">human</td>
<td align="center">human</td>
<td align="center">MIC</td>
<td align="center"></td>
<td align="center">B_ACHRMB_XYLS</td>
<td align="center">Achromobacter xylosoxidans</td>
<td align="center">2</td>
<td align="center">SXT</td>
<td align="center">Trimethoprim/sulfamethoxazole</td>
<td align="center">A. xylosoxidans</td>
<td align="center"></td>
<td align="center">0.125</td>
<td align="center">0.125</td>
<td align="center">FALSE</td>
<td align="center">FALSE</td>
</tr>
<tr class="odd">
<td align="center">EUCAST 2024</td>
<td align="center">human</td>
<td align="center">human</td>
<td align="center">DISK</td>
<td align="center"></td>
<td align="center">B_ACHRMB_XYLS</td>
<td align="center">Achromobacter xylosoxidans</td>
<td align="center">2</td>
<td align="center">TZP</td>
<td align="center">Piperacillin/tazobactam</td>
<td align="center">A. xylosoxidans</td>
<td align="center">30 mcg/6 mcg</td>
<td align="center">26.000</td>
<td align="center">26.000</td>
<td align="center">FALSE</td>
<td align="center">FALSE</td>
</tr>
<tr class="even">
<td align="center">EUCAST 2024</td>
<td align="center">human</td>
<td align="center">human</td>
<td align="center">MIC</td>
<td align="center"></td>
<td align="center">B_ACHRMB_XYLS</td>
<td align="center">Achromobacter xylosoxidans</td>
<td align="center">2</td>
<td align="center">TZP</td>
<td align="center">Piperacillin/tazobactam</td>
<td align="center">A. xylosoxidans</td>
<td align="center"></td>
<td align="center">4.000</td>
<td align="center">4.000</td>
<td align="center">FALSE</td>
<td align="center">FALSE</td>
</tr>
</tbody>
</table>
</div>
<div class="section level2">
<h2 id="microorganisms-groups-species-groups-and-microbiological-complexes">
<code>microorganisms.groups</code>: Species Groups and
Microbiological Complexes<a class="anchor" aria-label="anchor" href="#microorganisms-groups-species-groups-and-microbiological-complexes"></a>
</h2>
<p>A data set with 534 rows and 4 columns, containing the following
column names:<br><em>mo_group</em>, <em>mo</em>, <em>mo_group_name</em>, and
<em>mo_name</em>.</p>
<p>This data set is in R available as
<code>microorganisms.groups</code>, after you load the <code>AMR</code>
package.</p>
<p>It was last updated on 26 March 2025 16:19:17 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/microorganisms.groups.html">data
set here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.groups.rds" class="external-link">original
R Data Structure (RDS) file</a> (6 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.groups.txt" class="external-link">tab-separated
text file</a> (50 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.groups.xlsx" class="external-link">Microsoft
Excel workbook</a> (20 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.groups.feather" class="external-link">Apache
Feather file</a> (19 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.groups.parquet" class="external-link">Apache
Parquet file</a> (13 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.groups.sav" class="external-link">IBM
SPSS Statistics data file</a> (65 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.groups.dta" class="external-link">Stata
DTA file</a> (83 kB)</li>
</ul>
<p><strong>Example content</strong></p>
<table class="table">
<colgroup>
<col width="17%">
<col width="15%">
<col width="35%">
<col width="31%">
</colgroup>
<thead><tr class="header">
<th align="center">mo_group</th>
<th align="center">mo</th>
<th align="center">mo_group_name</th>
<th align="center">mo_name</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">B_ACNTB_BMNN-C</td>
<td align="center">B_ACNTB_BMNN</td>
<td align="center">Acinetobacter baumannii complex</td>
<td align="center">Acinetobacter baumannii</td>
</tr>
<tr class="even">
<td align="center">B_ACNTB_BMNN-C</td>
<td align="center">B_ACNTB_CLCC</td>
<td align="center">Acinetobacter baumannii complex</td>
<td align="center">Acinetobacter calcoaceticus</td>
</tr>
<tr class="odd">
<td align="center">B_ACNTB_BMNN-C</td>
<td align="center">B_ACNTB_LCTC</td>
<td align="center">Acinetobacter baumannii complex</td>
<td align="center">Acinetobacter dijkshoorniae</td>
</tr>
<tr class="even">
<td align="center">B_ACNTB_BMNN-C</td>
<td align="center">B_ACNTB_NSCM</td>
<td align="center">Acinetobacter baumannii complex</td>
<td align="center">Acinetobacter nosocomialis</td>
</tr>
<tr class="odd">
<td align="center">B_ACNTB_BMNN-C</td>
<td align="center">B_ACNTB_PITT</td>
<td align="center">Acinetobacter baumannii complex</td>
<td align="center">Acinetobacter pittii</td>
</tr>
<tr class="even">
<td align="center">B_ACNTB_BMNN-C</td>
<td align="center">B_ACNTB_SFRT</td>
<td align="center">Acinetobacter baumannii complex</td>
<td align="center">Acinetobacter seifertii</td>
</tr>
</tbody>
</table>
</div>
<div class="section level2">
<h2 id="intrinsic_resistant-intrinsic-bacterial-resistance">
<code>intrinsic_resistant</code>: Intrinsic Bacterial
Resistance<a class="anchor" aria-label="anchor" href="#intrinsic_resistant-intrinsic-bacterial-resistance"></a>
</h2>
<p>A data set with 271 905 rows and 2 columns, containing the following
column names:<br><em>mo</em> and <em>ab</em>.</p>
<p>This data set is in R available as <code>intrinsic_resistant</code>,
after you load the <code>AMR</code> package.</p>
<p>It was last updated on 28 March 2025 10:17:49 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/intrinsic_resistant.html">data set
here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/intrinsic_resistant.rds" class="external-link">original
R Data Structure (RDS) file</a> (0.1 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/intrinsic_resistant.txt" class="external-link">tab-separated
text file</a> (10.1 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/intrinsic_resistant.xlsx" class="external-link">Microsoft
Excel workbook</a> (2.9 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/intrinsic_resistant.feather" class="external-link">Apache
Feather file</a> (2.3 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/intrinsic_resistant.parquet" class="external-link">Apache
Parquet file</a> (0.3 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/intrinsic_resistant.sav" class="external-link">IBM
SPSS Statistics data file</a> (14.8 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/intrinsic_resistant.dta" class="external-link">Stata
DTA file</a> (22.6 MB)</li>
</ul>
<p><strong>Example content</strong></p>
<p>Example rows when filtering on <em>Enterobacter cloacae</em>:</p>
<table class="table">
<thead><tr class="header">
<th align="center">microorganism</th>
<th align="center">antibiotic</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Acetylmidecamycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Acetylspiramycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Amoxicillin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Amoxicillin/clavulanic acid</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Ampicillin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Ampicillin/sulbactam</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Avoparcin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Azithromycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Benzylpenicillin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Bleomycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Cadazolid</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Cefadroxil</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Cefalexin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Cefalotin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Cefazolin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Cefoxitin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Clarithromycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Clindamycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Cycloserine</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Dalbavancin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Dirithromycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Erythromycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Flurithromycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Fusidic acid</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Gamithromycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Josamycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Kitasamycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Lincomycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Linezolid</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Meleumycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Midecamycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Miocamycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Nafithromycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Norvancomycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Oleandomycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Oritavancin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Pirlimycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Pristinamycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Quinupristin/dalfopristin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Ramoplanin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Rifampicin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Rokitamycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Roxithromycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Solithromycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Spiramycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Tedizolid</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Teicoplanin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Telavancin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Telithromycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Thiacetazone</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Tildipirosin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Tilmicosin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Troleandomycin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Tulathromycin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Tylosin</td>
</tr>
<tr class="even">
<td align="center">Enterobacter cloacae</td>
<td align="center">Tylvalosin</td>
</tr>
<tr class="odd">
<td align="center">Enterobacter cloacae</td>
<td align="center">Vancomycin</td>
</tr>
</tbody>
</table>
</div>
<div class="section level2">
<h2 id="dosage-dosage-guidelines-from-eucast">
<code>dosage</code>: Dosage Guidelines from EUCAST<a class="anchor" aria-label="anchor" href="#dosage-dosage-guidelines-from-eucast"></a>
</h2>
<p>A data set with 503 rows and 9 columns, containing the following
column names:<br><em>ab</em>, <em>name</em>, <em>type</em>, <em>dose</em>,
<em>dose_times</em>, <em>administration</em>, <em>notes</em>,
<em>original_txt</em>, and <em>eucast_version</em>.</p>
<p>This data set is in R available as <code>dosage</code>, after you
load the <code>AMR</code> package.</p>
<p>It was last updated on 22 June 2023 13:10:59 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/dosage.html">data set
here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/dosage.rds" class="external-link">original
R Data Structure (RDS) file</a> (3 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/dosage.txt" class="external-link">tab-separated
text file</a> (43 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/dosage.xlsx" class="external-link">Microsoft
Excel workbook</a> (25 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/dosage.feather" class="external-link">Apache
Feather file</a> (21 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/dosage.parquet" class="external-link">Apache
Parquet file</a> (9 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/dosage.sav" class="external-link">IBM
SPSS Statistics data file</a> (64 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/dosage.dta" class="external-link">Stata
DTA file</a> (0.1 MB)</li>
</ul>
<p><strong>Example content</strong></p>
<table class="table">
<colgroup>
<col width="4%">
<col width="10%">
<col width="15%">
<col width="10%">
<col width="9%">
<col width="13%">
<col width="5%">
<col width="16%">
<col width="13%">
</colgroup>
<thead><tr class="header">
<th align="center">ab</th>
<th align="center">name</th>
<th align="center">type</th>
<th align="center">dose</th>
<th align="center">dose_times</th>
<th align="center">administration</th>
<th align="center">notes</th>
<th align="center">original_txt</th>
<th align="center">eucast_version</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">AMK</td>
<td align="center">Amikacin</td>
<td align="center">standard_dosage</td>
<td align="center">25-30 mg/kg</td>
<td align="center">1</td>
<td align="center">iv</td>
<td align="center"></td>
<td align="center">25-30 mg/kg x 1 iv</td>
<td align="center">13</td>
</tr>
<tr class="even">
<td align="center">AMX</td>
<td align="center">Amoxicillin</td>
<td align="center">high_dosage</td>
<td align="center">2 g</td>
<td align="center">6</td>
<td align="center">iv</td>
<td align="center"></td>
<td align="center">2 g x 6 iv</td>
<td align="center">13</td>
</tr>
<tr class="odd">
<td align="center">AMX</td>
<td align="center">Amoxicillin</td>
<td align="center">standard_dosage</td>
<td align="center">1 g</td>
<td align="center">3</td>
<td align="center">iv</td>
<td align="center"></td>
<td align="center">1 g x 3-4 iv</td>
<td align="center">13</td>
</tr>
<tr class="even">
<td align="center">AMX</td>
<td align="center">Amoxicillin</td>
<td align="center">high_dosage</td>
<td align="center">0.75-1 g</td>
<td align="center">3</td>
<td align="center">oral</td>
<td align="center"></td>
<td align="center">0.75-1 g x 3 oral</td>
<td align="center">13</td>
</tr>
<tr class="odd">
<td align="center">AMX</td>
<td align="center">Amoxicillin</td>
<td align="center">standard_dosage</td>
<td align="center">0.5 g</td>
<td align="center">3</td>
<td align="center">oral</td>
<td align="center"></td>
<td align="center">0.5 g x 3 oral</td>
<td align="center">13</td>
</tr>
<tr class="even">
<td align="center">AMX</td>
<td align="center">Amoxicillin</td>
<td align="center">uncomplicated_uti</td>
<td align="center">0.5 g</td>
<td align="center">3</td>
<td align="center">oral</td>
<td align="center"></td>
<td align="center">0.5 g x 3 oral</td>
<td align="center">13</td>
</tr>
</tbody>
</table>
</div>
<div class="section level2">
<h2 id="example_isolates-example-data-for-practice">
<code>example_isolates</code>: Example Data for Practice<a class="anchor" aria-label="anchor" href="#example_isolates-example-data-for-practice"></a>
</h2>
<p>A data set with 2 000 rows and 46 columns, containing the following
column names:<br><em>date</em>, <em>patient</em>, <em>age</em>, <em>gender</em>,
<em>ward</em>, <em>mo</em>, <em>PEN</em>, <em>OXA</em>, <em>FLC</em>,
<em>AMX</em>, <em>AMC</em>, <em>AMP</em>, <em>TZP</em>, <em>CZO</em>,
<em>FEP</em>, <em>CXM</em>, <em>FOX</em>, <em>CTX</em>, <em>CAZ</em>,
<em>CRO</em>, <em>GEN</em>, <em>TOB</em>, <em>AMK</em>, <em>KAN</em>,
<em>TMP</em>, <em>SXT</em>, <em>NIT</em>, <em>FOS</em>, <em>LNZ</em>,
<em>CIP</em>, <em>MFX</em>, <em>VAN</em>, <em>TEC</em>, <em>TCY</em>,
<em>TGC</em>, <em>DOX</em>, <em>ERY</em>, <em>CLI</em>, <em>AZM</em>,
<em>IPM</em>, <em>MEM</em>, <em>MTR</em>, <em>CHL</em>, <em>COL</em>,
<em>MUP</em>, and <em>RIF</em>.</p>
<p>This data set is in R available as <code>example_isolates</code>,
after you load the <code>AMR</code> package.</p>
<p>It was last updated on 15 June 2024 13:33:49 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/example_isolates.html">data set
here</a>.</p>
<p><strong>Example content</strong></p>
<table class="table">
<colgroup>
<col width="4%">
<col width="3%">
<col width="1%">
<col width="3%">
<col width="3%">
<col width="5%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
<col width="1%">
</colgroup>
<thead><tr class="header">
<th align="center">date</th>
<th align="center">patient</th>
<th align="center">age</th>
<th align="center">gender</th>
<th align="center">ward</th>
<th align="center">mo</th>
<th align="center">PEN</th>
<th align="center">OXA</th>
<th align="center">FLC</th>
<th align="center">AMX</th>
<th align="center">AMC</th>
<th align="center">AMP</th>
<th align="center">TZP</th>
<th align="center">CZO</th>
<th align="center">FEP</th>
<th align="center">CXM</th>
<th align="center">FOX</th>
<th align="center">CTX</th>
<th align="center">CAZ</th>
<th align="center">CRO</th>
<th align="center">GEN</th>
<th align="center">TOB</th>
<th align="center">AMK</th>
<th align="center">KAN</th>
<th align="center">TMP</th>
<th align="center">SXT</th>
<th align="center">NIT</th>
<th align="center">FOS</th>
<th align="center">LNZ</th>
<th align="center">CIP</th>
<th align="center">MFX</th>
<th align="center">VAN</th>
<th align="center">TEC</th>
<th align="center">TCY</th>
<th align="center">TGC</th>
<th align="center">DOX</th>
<th align="center">ERY</th>
<th align="center">CLI</th>
<th align="center">AZM</th>
<th align="center">IPM</th>
<th align="center">MEM</th>
<th align="center">MTR</th>
<th align="center">CHL</th>
<th align="center">COL</th>
<th align="center">MUP</th>
<th align="center">RIF</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">2002-01-02</td>
<td align="center">A77334</td>
<td align="center">65</td>
<td align="center">F</td>
<td align="center">Clinical</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">I</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">I</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
</tr>
<tr class="even">
<td align="center">2002-01-03</td>
<td align="center">A77334</td>
<td align="center">65</td>
<td align="center">F</td>
<td align="center">Clinical</td>
<td align="center">B_ESCHR_COLI</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">I</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">I</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
</tr>
<tr class="odd">
<td align="center">2002-01-07</td>
<td align="center">067927</td>
<td align="center">45</td>
<td align="center">F</td>
<td align="center">ICU</td>
<td align="center">B_STPHY_EPDR</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">S</td>
<td align="center"></td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr class="even">
<td align="center">2002-01-07</td>
<td align="center">067927</td>
<td align="center">45</td>
<td align="center">F</td>
<td align="center">ICU</td>
<td align="center">B_STPHY_EPDR</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">S</td>
<td align="center"></td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr class="odd">
<td align="center">2002-01-13</td>
<td align="center">067927</td>
<td align="center">45</td>
<td align="center">F</td>
<td align="center">ICU</td>
<td align="center">B_STPHY_EPDR</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">S</td>
<td align="center"></td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr class="even">
<td align="center">2002-01-13</td>
<td align="center">067927</td>
<td align="center">45</td>
<td align="center">F</td>
<td align="center">ICU</td>
<td align="center">B_STPHY_EPDR</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">S</td>
<td align="center"></td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
<td align="center">R</td>
<td align="center"></td>
<td align="center"></td>
</tr>
</tbody>
</table>
</div>
<div class="section level2">
<h2 id="example_isolates_unclean-example-data-for-practice">
<code>example_isolates_unclean</code>: Example Data for
Practice<a class="anchor" aria-label="anchor" href="#example_isolates_unclean-example-data-for-practice"></a>
</h2>
<p>A data set with 3 000 rows and 8 columns, containing the following
column names:<br><em>patient_id</em>, <em>hospital</em>, <em>date</em>,
<em>bacteria</em>, <em>AMX</em>, <em>AMC</em>, <em>CIP</em>, and
<em>GEN</em>.</p>
<p>This data set is in R available as
<code>example_isolates_unclean</code>, after you load the
<code>AMR</code> package.</p>
<p>It was last updated on 27 August 2022 18:49:37 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/example_isolates_unclean.html">data
set here</a>.</p>
<p><strong>Example content</strong></p>
<table style="width:100%;" class="table">
<colgroup>
<col width="17%">
<col width="14%">
<col width="17%">
<col width="21%">
<col width="7%">
<col width="7%">
<col width="7%">
<col width="7%">
</colgroup>
<thead><tr class="header">
<th align="center">patient_id</th>
<th align="center">hospital</th>
<th align="center">date</th>
<th align="center">bacteria</th>
<th align="center">AMX</th>
<th align="center">AMC</th>
<th align="center">CIP</th>
<th align="center">GEN</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">J3</td>
<td align="center">A</td>
<td align="center">2012-11-21</td>
<td align="center">E. coli</td>
<td align="center">R</td>
<td align="center">I</td>
<td align="center">S</td>
<td align="center">S</td>
</tr>
<tr class="even">
<td align="center">R7</td>
<td align="center">A</td>
<td align="center">2018-04-03</td>
<td align="center">K. pneumoniae</td>
<td align="center">R</td>
<td align="center">I</td>
<td align="center">S</td>
<td align="center">S</td>
</tr>
<tr class="odd">
<td align="center">P3</td>
<td align="center">A</td>
<td align="center">2014-09-19</td>
<td align="center">E. coli</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
</tr>
<tr class="even">
<td align="center">P10</td>
<td align="center">A</td>
<td align="center">2015-12-10</td>
<td align="center">E. coli</td>
<td align="center">S</td>
<td align="center">I</td>
<td align="center">S</td>
<td align="center">S</td>
</tr>
<tr class="odd">
<td align="center">B7</td>
<td align="center">A</td>
<td align="center">2015-03-02</td>
<td align="center">E. coli</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
<td align="center">S</td>
</tr>
<tr class="even">
<td align="center">W3</td>
<td align="center">A</td>
<td align="center">2018-03-31</td>
<td align="center">S. aureus</td>
<td align="center">R</td>
<td align="center">S</td>
<td align="center">R</td>
<td align="center">S</td>
</tr>
</tbody>
</table>
</div>
<div class="section level2">
<h2 id="microorganisms-codes-common-laboratory-codes">
<code>microorganisms.codes</code>: Common Laboratory Codes<a class="anchor" aria-label="anchor" href="#microorganisms-codes-common-laboratory-codes"></a>
</h2>
<p>A data set with 4 971 rows and 2 columns, containing the following
column names:<br><em>code</em> and <em>mo</em>.</p>
<p>This data set is in R available as <code>microorganisms.codes</code>,
after you load the <code>AMR</code> package.</p>
<p>It was last updated on 29 September 2024 20:17:56 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/microorganisms.codes.html">data
set here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.codes.rds" class="external-link">original
R Data Structure (RDS) file</a> (22 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.codes.txt" class="external-link">tab-separated
text file</a> (0.1 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.codes.xlsx" class="external-link">Microsoft
Excel workbook</a> (82 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.codes.feather" class="external-link">Apache
Feather file</a> (85 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.codes.parquet" class="external-link">Apache
Parquet file</a> (56 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.codes.sav" class="external-link">IBM
SPSS Statistics data file</a> (0.1 MB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/microorganisms.codes.dta" class="external-link">Stata
DTA file</a> (0.1 MB)</li>
</ul>
<p><strong>Example content</strong></p>
<table class="table">
<thead><tr class="header">
<th align="center">code</th>
<th align="center">mo</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">1011</td>
<td align="center">B_GRAMP</td>
</tr>
<tr class="even">
<td align="center">1012</td>
<td align="center">B_GRAMP</td>
</tr>
<tr class="odd">
<td align="center">1013</td>
<td align="center">B_GRAMN</td>
</tr>
<tr class="even">
<td align="center">1014</td>
<td align="center">B_GRAMN</td>
</tr>
<tr class="odd">
<td align="center">1015</td>
<td align="center">F_YEAST</td>
</tr>
<tr class="even">
<td align="center">103</td>
<td align="center">B_ESCHR_COLI</td>
</tr>
</tbody>
</table>
</div>
<div class="section level2">
<h2 id="antivirals-antiviral-drugs">
<code>antivirals</code>: Antiviral Drugs<a class="anchor" aria-label="anchor" href="#antivirals-antiviral-drugs"></a>
</h2>
<p>A data set with 120 rows and 11 columns, containing the following
column names:<br><em>av</em>, <em>name</em>, <em>atc</em>, <em>cid</em>,
<em>atc_group</em>, <em>synonyms</em>, <em>oral_ddd</em>,
<em>oral_units</em>, <em>iv_ddd</em>, <em>iv_units</em>, and
<em>loinc</em>.</p>
<p>This data set is in R available as <code>antivirals</code>, after you
load the <code>AMR</code> package.</p>
<p>It was last updated on 20 October 2023 12:51:48 UTC. Find more info
about the contents, (scientific) source, and structure of this <a href="https://amr-for-r.org/reference/antimicrobials.html">data set
here</a>.</p>
<p><strong>Direct download links:</strong></p>
<ul>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antivirals.rds" class="external-link">original
R Data Structure (RDS) file</a> (6 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antivirals.txt" class="external-link">tab-separated
text file</a> (17 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antivirals.xlsx" class="external-link">Microsoft
Excel workbook</a> (16 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antivirals.feather" class="external-link">Apache
Feather file</a> (16 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antivirals.parquet" class="external-link">Apache
Parquet file</a> (13 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antivirals.sav" class="external-link">IBM
SPSS Statistics data file</a> (32 kB)<br>
</li>
<li>Download as <a href="https://github.com/msberends/AMR/raw/main/data-raw/datasets/antivirals.dta" class="external-link">Stata
DTA file</a> (78 kB)</li>
</ul>
<p>The tab-separated text, Microsoft Excel, SPSS, and Stata files all
contain the trade names and LOINC codes as comma separated values.</p>
<p><strong>Example content</strong></p>
<table class="table">
<colgroup>
<col width="2%">
<col width="8%">
<col width="3%">
<col width="4%">
<col width="28%">
<col width="23%">
<col width="4%">
<col width="4%">
<col width="3%">
<col width="4%">
<col width="13%">
</colgroup>
<thead><tr class="header">
<th align="center">av</th>
<th align="center">name</th>
<th align="center">atc</th>
<th align="center">cid</th>
<th align="center">atc_group</th>
<th align="center">synonyms</th>
<th align="center">oral_ddd</th>
<th align="center">oral_units</th>
<th align="center">iv_ddd</th>
<th align="center">iv_units</th>
<th align="center">loinc</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="center">ABA</td>
<td align="center">Abacavir</td>
<td align="center">J05AF06</td>
<td align="center">441300</td>
<td align="center">Nucleoside and nucleotide reverse transcriptase
inhibitors</td>
<td align="center">abacavir sulfate, avacavir, ziagen</td>
<td align="center">0.6</td>
<td align="center">g</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">29113-8, 30273-7, 30287-7, …</td>
</tr>
<tr class="even">
<td align="center">ACI</td>
<td align="center">Aciclovir</td>
<td align="center">J05AB01</td>
<td align="center">135398513</td>
<td align="center">Nucleosides and nucleotides excl. reverse
transcriptase inhibitors</td>
<td align="center">acicloftal, aciclovier, aciclovirum, …</td>
<td align="center">4.0</td>
<td align="center">g</td>
<td align="center">4</td>
<td align="center">g</td>
<td align="center"></td>
</tr>
<tr class="odd">
<td align="center">ADD</td>
<td align="center">Adefovir dipivoxil</td>
<td align="center">J05AF08</td>
<td align="center">60871</td>
<td align="center">Nucleoside and nucleotide reverse transcriptase
inhibitors</td>
<td align="center">adefovir di, adefovir di ester, adefovir dipivoxyl,
…</td>
<td align="center">10.0</td>
<td align="center">mg</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr class="even">
<td align="center">AME</td>
<td align="center">Amenamevir</td>
<td align="center">J05AX26</td>
<td align="center">11397521</td>
<td align="center">Other antivirals</td>
<td align="center">amenalief</td>
<td align="center">0.4</td>
<td align="center">g</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
<tr class="odd">
<td align="center">AMP</td>
<td align="center">Amprenavir</td>
<td align="center">J05AE05</td>
<td align="center">65016</td>
<td align="center">Protease inhibitors</td>
<td align="center">agenerase, carbamate, prozei</td>
<td align="center">1.2</td>
<td align="center">g</td>
<td align="center"></td>
<td align="center"></td>
<td align="center">29114-6, 30296-8, 30297-6, …</td>
</tr>
<tr class="even">
<td align="center">ASU</td>
<td align="center">Asunaprevir</td>
<td align="center">J05AP06</td>
<td align="center">16076883</td>
<td align="center">Antivirals for treatment of HCV infections</td>
<td align="center">sunvepra, sunvepratrade</td>
<td align="center">0.2</td>
<td align="center">g</td>
<td align="center"></td>
<td align="center"></td>
<td align="center"></td>
</tr>
</tbody>
</table>
</div>
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