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README.html
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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
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}
.sourceLine {
display: inline-block;
}
code .kw { color: #000000; }
code .dt { color: #ed6a43; }
code .dv { color: #009999; }
code .bn { color: #009999; }
code .fl { color: #009999; }
code .ch { color: #009999; }
code .st { color: #183691; }
code .co { color: #969896; }
code .ot { color: #0086b3; }
code .al { color: #a61717; }
code .fu { color: #63a35c; }
code .er { color: #a61717; background-color: #e3d2d2; }
code .wa { color: #000000; }
code .cn { color: #008080; }
code .sc { color: #008080; }
code .vs { color: #183691; }
code .ss { color: #183691; }
code .im { color: #000000; }
code .va {color: #008080; }
code .cf { color: #000000; }
code .op { color: #000000; }
code .bu { color: #000000; }
code .ex { color: #000000; }
code .pp { color: #999999; }
code .at { color: #008080; }
code .do { color: #969896; }
code .an { color: #008080; }
code .cv { color: #008080; }
code .in { color: #008080; }
</style>
<style>
body {
box-sizing: border-box;
min-width: 200px;
max-width: 980px;
margin: 0 auto;
padding: 45px;
padding-top: 0px;
}
</style>
</head>
<body>
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" align="center" alt="logo" width="750" height="85" style="border: solid white 10px;">
<h6 id="version--0239-copyright-c-2014-2023-icar-nbpgr-license-gpl-2gpl-3">Version
: <a href="https://aravind-j.github.io/PGRdup/articles/Introduction.html#version-history">0.2.3.9</a>;
Copyright (C) 2014-2023: <a href="http://www.nbpgr.ernet.in/">ICAR-NBPGR</a>; License: <a href="https://www.r-project.org/Licenses/">GPL-2|GPL-3</a></h6>
<h5 id="aravind-j1-radhamani-j1-kalyani-srinivasan1-ananda-subhash-b2-and-tyagi-r-k1"><em>Aravind,
J.<sup>1</sup>, Radhamani, J.<sup>1</sup>, Kalyani
Srinivasan<sup>1</sup>, Ananda Subhash, B.<sup>2</sup>, and Tyagi, R.
K.<sup>1</sup></em></h5>
<ol style="list-style-type: decimal">
<li>ICAR-National Bureau of Plant Genetic Resources, New Delhi,
India</li>
<li>Centre for Development of Advanced Computing, Thiruvananthapuram,
Kerala, India</li>
</ol>
<hr />
<p><a href="https://cran.r-project.org/"><img 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alt="minimal R version" /></a> <a href="https://www.gnu.org/licenses/gpl-3.0"><img 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alt="License: GPL v3" /></a> <a href="https://cran.r-project.org/package=PGRdup"><img src="data:image/svg+xml; 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alt="CRAN_Status_Badge" /></a> <a href="https://cran.r-project.org/package=PGRdup"><img 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alt="Dependencies" /></a> <a href="https://CRAN.R-project.org/package=PGRdup"><img src="data:image/svg+xml; charset=utf-8;base64,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" alt="rstudio mirror downloads" /></a> <a href="https://github.com/aravind-j/PGRdup"><img 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alt="develVersion" /></a> <a href="https://github.com/aravind-j/PGRdup"><img 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alt="Github Code Size" /></a> <a href="https://github.com/aravind-j/PGRdup/actions"><img src="data:image/svg+xml; 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alt="R-CMD-check" /></a> <a href="https://www.repostatus.org/#inactive"><img 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alt="Project Status: Inactive" /></a> <a href="https://lifecycle.r-lib.org/articles/stages.html#stable"><img 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alt="lifecycle" /></a> <a href="https://github.com/aravind-j/PGRdup"><img src="data:image/svg+xml;charset=utf-8;base64,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" alt="Last-changedate" /></a> <a href="https://rdocumentation.org/packages/PGRdup/"><img src="data:image/svg+xml; charset=utf-8;base64,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" alt="Rdoc" /></a> <a href="https://doi.org/10.5281/zenodo.841963"><img src="data:image/svg+xml; charset=utf-8;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciCiAgICAgd2lkdGg9IjE3OSIgaGVpZ2h0PSIyMCI+CiAgICAgICAgPGxpbmVhckdyYWRpZW50IGlkPSJiIiB4Mj0iMCIgeTI9IjEwMCUiPgogICAgICAgICAgICA8c3RvcCBvZmZzZXQ9IjAiIHN0b3AtY29sb3I9IiNiYmIiIHN0b3Atb3BhY2l0eT0iLjEiLz4KICAgICAgICAgICAgPHN0b3Agb2Zmc2V0PSIxIiBzdG9wLW9wYWNpdHk9Ii4xIi8+CiAgICAgICAgPC9saW5lYXJHcmFkaWVudD4KICAgICAgICA8bWFzayBpZD0iYSIgd2lkdGg9IjE3OSIgaGVpZ2h0PSIyMCI+CiAgICAgICAgICAgIDxyZWN0IHdpZHRoPSIxNzkiIGhlaWdodD0iMjAiIHJ4PSIzIgogICAgICAgICAgICBmaWxsPSIjZmZmIi8+CiAgICAgICAgPC9tYXNrPgogICAgICAgIDxnIG1hc2s9InVybCgjYSkiPgogICAgICAgICAgICA8cGF0aCBmaWxsPSIjNTU1IiBkPSJNMCAwaDMxdjIwSDB6IiAvPgogICAgICAgICAgICA8cGF0aCBmaWxsPSIjMDA3ZWM2IgogICAgICAgICAgICBkPSJNMzEgMGgxNDh2MjBIMzF6IgogICAgICAgICAgICAvPgogICAgICAgICAgICA8cGF0aCBmaWxsPSJ1cmwoI2IpIiBkPSJNMCAwaDE3OXYyMEgweiIgLz4KICAgICAgICA8L2c+CiAgICAgICAgPGcgZmlsbD0iI2ZmZiIgdGV4dC1hbmNob3I9Im1pZGRsZSIgZm9udC1mYW1pbHk9IkRlamFWdSBTYW5zLAogICAgICAgIFZlcmRhbmEsR2VuZXZhLHNhbnMtc2VyaWYiIGZvbnQtc2l6ZT0iMTEiPgogICAgICAgICAgICA8dGV4dCB4PSIxNiIgeT0iMTUiIGZpbGw9IiMwMTAxMDEiCiAgICAgICAgICAgIGZpbGwtb3BhY2l0eT0iLjMiPgogICAgICAgICAgICAgICAgRE9JCiAgICAgICAgICAgIDwvdGV4dD4KICAgICAgICAgICAgPHRleHQgeD0iMTYiIHk9IjE0Ij4KICAgICAgICAgICAgICAgIERPSQogICAgICAgICAgICA8L3RleHQ+CiAgICAgICAgICAgIDx0ZXh0IHg9IjEwNCIKICAgICAgICAgICAgeT0iMTUiIGZpbGw9IiMwMTAxMDEiIGZpbGwtb3BhY2l0eT0iLjMiPgogICAgICAgICAgICAgICAgMTAuNTI4MS96ZW5vZG8uODQxOTYzCiAgICAgICAgICAgIDwvdGV4dD4KICAgICAgICAgICAgPHRleHQgeD0iMTA0IiB5PSIxNCI+CiAgICAgICAgICAgICAgICAxMC41MjgxL3plbm9kby44NDE5NjMKICAgICAgICAgICAgPC90ZXh0PgogICAgICAgIDwvZz4KICAgIDwvc3ZnPg==" alt="Zenodo DOI" /></a> <a href="https://aravind-j.github.io/PGRdup/"><img src="data:image/svg+xml;charset=utf-8;base64,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" alt="Website - pkgdown" /></a> <a href="https://github.com/aravind-j/google-analytics-beacon"><img src="data:text/html; charset=UTF-8;charset=utf-8,%0A%3Chtml%3E%3Chead%3E%0A%3Cmeta%20http%2Dequiv%3D%22content%2Dtype%22%20content%3D%22text%2Fhtml%3Bcharset%3Dutf%2D8%22%3E%0A%3Ctitle%3E500%20Server%20Error%3C%2Ftitle%3E%0A%3C%2Fhead%3E%0A%3Cbody%20text%3D%23000000%20bgcolor%3D%23ffffff%3E%0A%3Ch1%3EError%3A%20Server%20Error%3C%2Fh1%3E%0A%3Ch2%3EThe%20server%20encountered%20an%20error%20and%20could%20not%20complete%20your%20request%2E%3Cp%3EPlease%20try%20again%20in%2030%20seconds%2E%3C%2Fh2%3E%0A%3Ch2%3E%3C%2Fh2%3E%0A%3C%2Fbody%3E%3C%2Fhtml%3E%0A" alt="." /></a></p>
<!-- [](https://github.com/aravind-j/PGRdup) -->
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<hr />
<h2 id="introduction-">Introduction
<img src="data:image/png;base64,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" 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<p>The <code>R</code> package <code>PGRdup</code> was developed as a
tool to aid genebank managers in the identification of probable
duplicate accessions from plant genetic resources (PGR) passport
databases.</p>
<p>This package primarily implements a workflow designed to fetch groups
or sets of germplasm accessions with similar passport data particularly
in fields associated with accession names within or across PGR passport
databases.</p>
<p>The functions in this package are primarily built using the following
R packages:</p>
<ul>
<li><a href="https://cran.r-project.org/package=data.table"><code>data.table</code></a></li>
<li><a href="https://cran.r-project.org/package=igraph"><code>igraph</code></a></li>
<li><a href="https://cran.r-project.org/package=stringdist"><code>stringdist</code></a></li>
<li><a href="https://cran.r-project.org/package=stringi"><code>stringi</code></a></li>
</ul>
<h2 id="installation">Installation</h2>
<p>The package can be installed from CRAN as follows:</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Install from CRAN</span></span>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">install.packages</span>(<span class="st">'PGRdup'</span>, <span class="at">dependencies=</span><span class="cn">TRUE</span>)</span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a>The development version can be installed from github as follows<span class="sc">:</span></span>
<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="co"># Install development version from Github</span></span>
<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a>devtools<span class="sc">::</span><span class="fu">install_github</span>(<span class="st">"aravind-j/PGRdup"</span>)</span></code></pre></div>
<h2 id="workflow">Workflow</h2>
<p>The series of steps involve in the workflow along with the associated
functions are are illustrated below:</p>
<h4 id="step-1">Step 1</h4>
<p><strong>Function(s) :</strong></p>
<ul>
<li><code>DataClean</code></li>
<li><code>MergeKW</code></li>
<li><code>MergePrefix</code></li>
<li><code>MergeSuffix</code></li>
</ul>
<p>Use these functions for the appropriate data standardisation of the
relevant fields in the passport databases to harmonize punctuation,
leading zeros, prefixes, suffixes etc. associated with accession
names.</p>
<h4 id="step-2">Step 2</h4>
<p><strong>Function(s) :</strong></p>
<ul>
<li><code>KWIC</code></li>
</ul>
<p>Use this function to extract the information in the relevant fields
as keywords or text strings in the form of a searchable Keyword in
Context (KWIC) index.</p>
<h4 id="step-3">Step 3</h4>
<p><strong>Function(s) :</strong></p>
<ul>
<li><code>ProbDup</code></li>
</ul>
<p>Execute fuzzy, phonetic and semantic matching of keywords to identify
probable duplicate sets either within a single KWIC index or between two
indexes using this function. For fuzzy matching the levenshtein edit
distance is used, while for phonetic matching, the double metaphone
algorithm is used. For semantic matching, synonym sets or ‘synsets’ of
accession names can be supplied as an input and the text strings in such
sets will be treated as being identical for matching. Various options to
tweak the matching strategies used are also available in this
function.</p>
<h4 id="step-4">Step 4</h4>
<p><strong>Function(s) :</strong></p>
<ul>
<li><code>DisProbDup</code></li>
<li><code>ReviewProbDup</code></li>
<li><code>ReconstructProbDup</code></li>
</ul>
<p>Inspect, revise and improve the retrieved sets using these functions.
If considerable intersections exist between the initially identified
sets, then <code>DisProbDup</code> may be used to get the disjoint sets.
The identified sets may be subjected to clerical review after
transforming them into an appropriate spreadsheet format which contains
the raw data from the original database(s) using
<code>ReviewProbDup</code> and subsequently converted back using
<code>ReconstructProbDup</code>.</p>
<h4 id="adjuncts">Adjuncts</h4>
<p><strong>Function(s) :</strong></p>
<ul>
<li><code>ValidatePrimKey</code></li>
<li><code>DoubleMetaphone</code></li>
<li><code>ParseProbDup</code></li>
<li><code>AddProbDup</code></li>
<li><code>SplitProbDup</code></li>
<li><code>MergeProbDup</code></li>
<li><code>ViewProbDup</code></li>
<li><code>KWCounts</code></li>
<li><code>read.genesys</code></li>
</ul>
<p>Use these helper functions if needed. <code>ValidatePrimKey</code>
can be used to check whether a column chosen in a data.frame as the
primary primary key/ID confirms to the constraints of absence of
duplicates and NULL values.</p>
<p><code>DoubleMetaphone</code> is an implementation of the Double
Metaphone phonetic algorithm in <code>R</code> and is used for phonetic
matching.</p>
<p><code>ParseProbDup</code> and <code>AddProbDup</code> work with
objects of class <code>ProbDup</code>. The former can be used to parse
the probable duplicate sets in a <code>ProbDup</code> object to a
<code>data.frame</code> while the latter can be used to add these sets
data fields to the passport databases. <code>SplitProbDup</code> can be
used to split an object of class <code>ProbDup</code> according to set
counts. <code>MergeProbDup</code> can be used to merge together two
objects of class <code>ProbDup</code>. <code>ViewProbDup</code> can be
used to plot the summary visualizations of probable duplicate sets
retrieved in an object of class <code>ProbDup</code>.</p>
<p><code>KWCounts</code> can be used to compute keyword counts from PGR
passport database fields(columns), which can give a rough indication of
the completeness of the data.</p>
<p><code>read.genesys</code> can be used to import PGR data in a Darwin
Core - germplasm zip archive downloaded from genesys database into the R
environment.</p>
<h2 id="tips">Tips</h2>
<ul>
<li>Use <a href="https://rdrr.io/cran/data.table/man/fread.html"><code>fread</code></a>
to rapidly read large files instead of <code>read.csv</code> or
<code>read.table</code> in <code>base</code>.</li>
<li>In case the PGR passport data is in any DBMS, use the appropriate <a href="https://www.burns-stat.com/r-database-interfaces/"><code>R</code>-database
interface packages</a> to get the required table as a
<code>data.frame</code> in <code>R</code>.</li>
</ul>
<h2 id="note">Note</h2>
<ul>
<li>The <code>ProbDup</code> function can be memory hungry with large
passport databases. In such cases, ensure that the system has sufficient
memory for smooth functioning (See <code>?ProbDup</code>).</li>
</ul>
<h2 id="detailed-tutorial">Detailed tutorial</h2>
<p>For a detailed tutorial (vignette) on how to used this package
type:</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">browseVignettes</span>(<span class="at">package =</span> <span class="st">'PGRdup'</span>)</span></code></pre></div>
<p>The vignette for the latest version is also available <a href="https://aravind-j.github.io/PGRdup/articles/Introduction.html">online</a>.</p>
<h2 id="whats-new">What’s new</h2>
<p>To know whats new in this version type:</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">news</span>(<span class="at">package=</span><span class="st">'PGRdup'</span>)</span></code></pre></div>
<h2 id="links">Links</h2>
<p><a href="https://cran.r-project.org/package=PGRdup">CRAN page</a></p>
<p><a href="https://github.com/aravind-j/PGRdup">Github page</a></p>
<p><a href="https://aravind-j.github.io/PGRdup/">Documentation
website</a></p>
<p><a href="https://doi.org/10.5281/zenodo.841963">Zenodo DOI</a></p>
<h2 id="cran-checks">CRAN checks</h2>
<p><a href="https://cran.r-project.org/web/checks/check_results_germinationmetrics.html"><img src="data:image/svg+xml;charset=utf-8;base64,<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="86.25" height="28" role="img" aria-label="LINUX"><title>LINUX</title><g shape-rendering="crispEdges"><rect width="86.25" height="28" fill="#fcc624"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="100"><image x="9" y="7" width="14" height="14" 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"/><text transform="scale(.1)" x="531.25" y="175" textLength="422.5" fill="#333" font-weight="bold">LINUX</text></g></svg>" alt="Linux" /></a></p>
<table>
<tbody>
<tr class="odd">
<td align="left">r-devel-linux-x86_64-debian-clang</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:image/svg+xml;base64,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" alt="CRAN check - r-devel-linux-x86_64-debian-clang" /></a></td>
</tr>
<tr class="even">
<td align="left">r-devel-linux-x86_64-debian-gcc</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:image/svg+xml;base64,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" alt="CRAN check - r-devel-linux-x86_64-debian-gcc" /></a></td>
</tr>
<tr class="odd">
<td align="left">r-devel-linux-x86_64-fedora-clang</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:image/svg+xml;base64,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" alt="CRAN check - r-devel-linux-x86_64-fedora-clang" /></a></td>
</tr>
<tr class="even">
<td align="left">r-devel-linux-x86_64-fedora-gcc</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:image/svg+xml;base64,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" alt="CRAN check - r-devel-linux-x86_64-fedora-gcc" /></a></td>
</tr>
<tr class="odd">
<td align="left">r-patched-linux-x86_64</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:image/svg+xml;base64,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" alt="CRAN check - r-patched-linux-x86_64" /></a></td>
</tr>
<tr class="even">
<td align="left">r-release-linux-x86_64</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:image/svg+xml;base64,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" alt="CRAN check - r-release-linux-x86_64" /></a></td>
</tr>
</tbody>
</table>
<p><a href="https://cran.r-project.org/web/checks/check_results_germinationmetrics.html"><img src="data:image/svg+xml;charset=utf-8;base64,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" alt="Windows" /></a></p>
<table>
<tbody>
<tr class="odd">
<td align="left">r-devel-windows-x86_64</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:text/html; charset=UTF-8;charset=utf-8,%3Ch1%3ECRAN%20Checks%20Badges%3C%2Fh1%3E%0A%3Ch2%3ERoutes%3C%2Fh2%3E%0A%3Cp%3EMake%20sure%20to%20add%20the%20%3Ccode%3E%2Esvg%3C%2Fcode%3E%20at%20the%20end%20of%20your%20URL%3C%2Fp%3E%0A%3Cul%3E%0A%09%3Cli%3E%2Fsummary%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fworst%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fwindows%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Flinux%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fmacos%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fsolaris%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fdevel%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Frelease%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Ddebian%2Dclang%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Ddebian%2Dgcc%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Dfedora%2Dclang%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Dfedora%2Dgcc%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dwindows%2Dix86%2Bx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Doldrel%2Dmacos%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Doldrel%2Dwindows%2Dix86%2Bx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Dpatched%2Dlinux%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Drelease%2Dlinux%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Drelease%2Dmacos%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Drelease%2Dwindows%2Dix86%2Bx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%3C%2Ful%3E%0A%0A%3Cp%3ESome%20example%20routes%3A%3C%2Fp%3E%0A%3Cul%3E%0A%09%3Cli%3Ehttps%3A%2F%2Fbadges%2Ecranchecks%2Einfo%2Fsummary%2Ftaxize%2Esvg%3C%2Fli%3E%0A%09%3Cli%3Ehttps%3A%2F%2Fbadges%2Ecranchecks%2Einfo%2Fworst%2Fdplyr%2Esvg%3C%2Fli%3E%0A%09%3Cli%3Ehttps%3A%2F%2Fbadges%2Ecranchecks%2Einfo%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Dfedora%2Dclang%2FDT%2Esvg%3C%2Fli%3E%0A%3C%2Ful%3E%0A%0A%3Ch2%3ESource%20code%3A%20%3Ca%20href%3D%22https%3A%2F%2Fgithub%2Ecom%2Fr%2Dhub%2Fcchecksbadges%22%3Egithub%2Ecom%2Fr%2Dhub%2Fcchecksbadges%3C%2Fa%3E%3C%2Fh2%3E%0A" alt="CRAN check - r-devel-windows-x86_64" /></a></td>
</tr>
<tr class="even">
<td align="left">r-release-windows-x86_64</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:text/html; charset=UTF-8;charset=utf-8,%3Ch1%3ECRAN%20Checks%20Badges%3C%2Fh1%3E%0A%3Ch2%3ERoutes%3C%2Fh2%3E%0A%3Cp%3EMake%20sure%20to%20add%20the%20%3Ccode%3E%2Esvg%3C%2Fcode%3E%20at%20the%20end%20of%20your%20URL%3C%2Fp%3E%0A%3Cul%3E%0A%09%3Cli%3E%2Fsummary%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fworst%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fwindows%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Flinux%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fmacos%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fsolaris%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fdevel%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Frelease%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Ddebian%2Dclang%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Ddebian%2Dgcc%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Dfedora%2Dclang%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Dfedora%2Dgcc%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dwindows%2Dix86%2Bx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Doldrel%2Dmacos%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Doldrel%2Dwindows%2Dix86%2Bx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Dpatched%2Dlinux%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Drelease%2Dlinux%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Drelease%2Dmacos%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Drelease%2Dwindows%2Dix86%2Bx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%3C%2Ful%3E%0A%0A%3Cp%3ESome%20example%20routes%3A%3C%2Fp%3E%0A%3Cul%3E%0A%09%3Cli%3Ehttps%3A%2F%2Fbadges%2Ecranchecks%2Einfo%2Fsummary%2Ftaxize%2Esvg%3C%2Fli%3E%0A%09%3Cli%3Ehttps%3A%2F%2Fbadges%2Ecranchecks%2Einfo%2Fworst%2Fdplyr%2Esvg%3C%2Fli%3E%0A%09%3Cli%3Ehttps%3A%2F%2Fbadges%2Ecranchecks%2Einfo%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Dfedora%2Dclang%2FDT%2Esvg%3C%2Fli%3E%0A%3C%2Ful%3E%0A%0A%3Ch2%3ESource%20code%3A%20%3Ca%20href%3D%22https%3A%2F%2Fgithub%2Ecom%2Fr%2Dhub%2Fcchecksbadges%22%3Egithub%2Ecom%2Fr%2Dhub%2Fcchecksbadges%3C%2Fa%3E%3C%2Fh2%3E%0A" alt="CRAN check - r-release-windows-x86_64" /></a></td>
</tr>
<tr class="odd">
<td align="left">r-oldrel-windows-x86_64</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:text/html; charset=UTF-8;charset=utf-8,%3Ch1%3ECRAN%20Checks%20Badges%3C%2Fh1%3E%0A%3Ch2%3ERoutes%3C%2Fh2%3E%0A%3Cp%3EMake%20sure%20to%20add%20the%20%3Ccode%3E%2Esvg%3C%2Fcode%3E%20at%20the%20end%20of%20your%20URL%3C%2Fp%3E%0A%3Cul%3E%0A%09%3Cli%3E%2Fsummary%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fworst%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fwindows%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Flinux%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fmacos%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fsolaris%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fdevel%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Frelease%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Ddebian%2Dclang%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Ddebian%2Dgcc%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Dfedora%2Dclang%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Dfedora%2Dgcc%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Ddevel%2Dwindows%2Dix86%2Bx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Doldrel%2Dmacos%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Doldrel%2Dwindows%2Dix86%2Bx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Dpatched%2Dlinux%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Drelease%2Dlinux%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Drelease%2Dmacos%2Dx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%09%3Cli%3E%2Fflavor%2Fr%2Drelease%2Dwindows%2Dix86%2Bx86%5F64%2F%3Apkg%2Esvg%3C%2Fli%3E%0A%3C%2Ful%3E%0A%0A%3Cp%3ESome%20example%20routes%3A%3C%2Fp%3E%0A%3Cul%3E%0A%09%3Cli%3Ehttps%3A%2F%2Fbadges%2Ecranchecks%2Einfo%2Fsummary%2Ftaxize%2Esvg%3C%2Fli%3E%0A%09%3Cli%3Ehttps%3A%2F%2Fbadges%2Ecranchecks%2Einfo%2Fworst%2Fdplyr%2Esvg%3C%2Fli%3E%0A%09%3Cli%3Ehttps%3A%2F%2Fbadges%2Ecranchecks%2Einfo%2Fflavor%2Fr%2Ddevel%2Dlinux%2Dx86%5F64%2Dfedora%2Dclang%2FDT%2Esvg%3C%2Fli%3E%0A%3C%2Ful%3E%0A%0A%3Ch2%3ESource%20code%3A%20%3Ca%20href%3D%22https%3A%2F%2Fgithub%2Ecom%2Fr%2Dhub%2Fcchecksbadges%22%3Egithub%2Ecom%2Fr%2Dhub%2Fcchecksbadges%3C%2Fa%3E%3C%2Fh2%3E%0A" alt="CRAN check - r-oldrel-windows-x86_64" /></a></td>
</tr>
</tbody>
</table>
<p><a href="https://cran.r-project.org/web/checks/check_results_germinationmetrics.html"><img src="data:image/svg+xml;charset=utf-8;base64,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" alt="MacOS" /></a></p>
<table>
<tbody>
<tr class="odd">
<td align="left">r-release-macos-x86_64</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:image/svg+xml;base64,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" alt="CRAN check - r-release-macos-x86_64" /></a></td>
</tr>
<tr class="even">
<td align="left">r-oldrel-macos-x86_64</td>
<td><a href="https://cran.r-project.org/web/checks/check_results_PGRdup.html"><img src="data:image/svg+xml;base64,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" alt="CRAN check - r-oldrel-macos-x86_64" /></a></td>
</tr>
</tbody>
</table>
<h2 id="citing-pgrdup">Citing <code>PGRdup</code></h2>
<p>To cite the methods in the package use:</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">citation</span>(<span class="st">"PGRdup"</span>)</span></code></pre></div>
<pre><code>To cite the R package 'PGRdup' in publications use:
Aravind, J., Radhamani, J., Kalyani Srinivasan, Ananda Subhash, B.,
and Tyagi, R. K. (). PGRdup: Discover Probable Duplicates in Plant
Genetic Resources Collections. R package version 0.2.3.9,
https://github.com/aravind-j/PGRdup,https://cran.r-project.org/package=PGRdup.
A BibTeX entry for LaTeX users is
@Manual{,
title = {PGRdup: Discover Probable Duplicates in Plant Genetic Resources Collections},
author = {J. Aravind and J. Radhamani and {Kalyani Srinivasan} and B. {Ananda Subhash} and Rishi Kumar Tyagi},
note = {R package version 0.2.3.9 https://github.com/aravind-j/PGRdup, https://cran.r-project.org/package=PGRdup},
}
This free and open-source software implements academic research by the
authors and co-workers. If you use it, please support the project by
citing the package.</code></pre>
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