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<img src="../logo.png" class="logo" alt=""><h1>Extract data from stata file for data dictionary</h1>
<small class="dont-index">Source: <a href="https://github.com/agdamsbo/REDCapCAST/blob/HEAD/R/ds2dd_detailed.R" class="external-link"><code>R/ds2dd_detailed.R</code></a></small>
<div class="d-none name"><code>ds2dd_detailed.Rd</code></div>
</div>
<div class="ref-description section level2">
<p>Extract data from stata file for data dictionary</p>
</div>
<div class="section level2">
<h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
<div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">ds2dd_detailed</span><span class="op">(</span></span>
<span> <span class="va">data</span>,</span>
<span> add.auto.id <span class="op">=</span> <span class="cn">FALSE</span>,</span>
<span> date.format <span class="op">=</span> <span class="st">"dmy"</span>,</span>
<span> form.name <span class="op">=</span> <span class="cn">NULL</span>,</span>
<span> form.sep <span class="op">=</span> <span class="cn">NULL</span>,</span>
<span> form.prefix <span class="op">=</span> <span class="cn">TRUE</span>,</span>
<span> field.type <span class="op">=</span> <span class="cn">NULL</span>,</span>
<span> field.label <span class="op">=</span> <span class="cn">NULL</span>,</span>
<span> field.label.attr <span class="op">=</span> <span class="st">"label"</span>,</span>
<span> field.validation <span class="op">=</span> <span class="cn">NULL</span>,</span>
<span> metadata <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/names.html" class="external-link">names</a></span><span class="op">(</span><span class="fu">REDCapCAST</span><span class="fu">::</span><span class="va"><a href="redcapcast_meta.html">redcapcast_meta</a></span><span class="op">)</span>,</span>
<span> validate.time <span class="op">=</span> <span class="cn">FALSE</span>,</span>
<span> time.var.sel.pos <span class="op">=</span> <span class="st">"[Tt]i[d(me)]"</span>,</span>
<span> time.var.sel.neg <span class="op">=</span> <span class="st">"[Dd]at[eo]"</span></span>
<span><span class="op">)</span></span></code></pre></div>
</div>
<div class="section level2">
<h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
<dl><dt>data</dt>
<dd><p>data frame</p></dd>
<dt>add.auto.id</dt>
<dd><p>flag to add id column</p></dd>
<dt>date.format</dt>
<dd><p>date format, character string. ymd/dmy/mdy. dafault is
dmy.</p></dd>
<dt>form.name</dt>
<dd><p>manually specify form name(s). Vector of length 1 or
ncol(data). Default is NULL and "data" is used.</p></dd>
<dt>form.sep</dt>
<dd><p>If supplied dataset has form names as suffix or prefix to the
column/variable names, the seperator can be specified. If supplied, the
form.sep is ignored. Default is NULL.</p></dd>
<dt>form.prefix</dt>
<dd><p>Flag to set if form is prefix (TRUE) or suffix (FALSE) to
the column names. Assumes all columns have pre- or suffix if specified.</p></dd>
<dt>field.type</dt>
<dd><p>manually specify field type(s). Vector of length 1 or
ncol(data). Default is NULL and "text" is used for everything but factors,
which wil get "radio".</p></dd>
<dt>field.label</dt>
<dd><p>manually specify field label(s). Vector of length 1 or
ncol(data). Default is NULL and colnames(data) is used or attribute
`field.label.attr` for haven_labelled data set (imported .dta file with
`haven::read_dta()`).</p></dd>
<dt>field.label.attr</dt>
<dd><p>attribute name for named labels for haven_labelled
data set (imported .dta file with `haven::read_dta()`. Default is "label"</p></dd>
<dt>field.validation</dt>
<dd><p>manually specify field validation(s). Vector of
length 1 or ncol(data). Default is NULL and `levels()` are used for factors
or attribute `factor.labels.attr` for haven_labelled data set (imported .dta
file with `haven::read_dta()`).</p></dd>
<dt>metadata</dt>
<dd><p>redcap metadata headings. Default is
REDCapCAST:::metadata_names.</p></dd>
<dt>validate.time</dt>
<dd><p>Flag to validate guessed time columns</p></dd>
<dt>time.var.sel.pos</dt>
<dd><p>Positive selection regex string passed to
`gues_time_only_filter()` as sel.pos.</p></dd>
<dt>time.var.sel.neg</dt>
<dd><p>Negative selection regex string passed to
`gues_time_only_filter()` as sel.neg.</p></dd>
</dl></div>
<div class="section level2">
<h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
<p>list of length 2</p>
</div>
<div class="section level2">
<h2 id="details">Details<a class="anchor" aria-label="anchor" href="#details"></a></h2>
<p>This function is a natural development of the ds2dd() function. It assumes
that the first column is the ID-column. No checks.
Please, do always inspect the data dictionary before upload.</p>
<p>Ensure, that the data set is formatted with as much information as possible.</p>
<p>`field.type` can be supplied</p>
</div>
<div class="section level2">
<h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-examples"></a></h2>
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="fu">REDCapCAST</span><span class="fu">::</span><span class="va"><a href="redcapcast_data.html">redcapcast_data</a></span></span></span>
<span class="r-in"><span><span class="va">data</span> <span class="op">|&gt;</span> <span class="fu">ds2dd_detailed</span><span class="op">(</span>validate.time <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $is.POSIX</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 19 × 2</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> inclusion_time event_datetime </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;time&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dttm&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 12<span style="color: #949494;">:</span>38<span style="color: #949494;">:</span>49 <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 10<span style="color: #949494;">:</span>38<span style="color: #949494;">:</span>57 <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> <span style="color: #BB0000;">NA</span> 2024-01-18 <span style="color: #949494;">12:49:42</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 12<span style="color: #949494;">:</span>01<span style="color: #949494;">:</span>07 <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> <span style="color: #BB0000;">NA</span> 2024-01-18 <span style="color: #949494;">12:49:58</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> <span style="color: #BB0000;">NA</span> 2024-01-18 <span style="color: #949494;">12:50:01</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> <span style="color: #BB0000;">NA</span> 2024-01-18 <span style="color: #949494;">12:50:05</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">11</span> <span style="color: #BB0000;">NA</span> 2024-01-18 <span style="color: #949494;">12:50:07</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">12</span> <span style="color: #BB0000;">NA</span> 2024-01-18 <span style="color: #949494;">12:50:09</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">13</span> 20<span style="color: #949494;">:</span>39<span style="color: #949494;">:</span>19 <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">14</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">15</span> <span style="color: #BB0000;">NA</span> 2024-01-18 <span style="color: #949494;">12:50:19</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">16</span> <span style="color: #BB0000;">NA</span> 2024-01-18 <span style="color: #949494;">12:50:22</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">17</span> <span style="color: #BB0000;">NA</span> 2024-01-18 <span style="color: #949494;">12:50:24</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">18</span> 08<span style="color: #949494;">:</span>50<span style="color: #949494;">:</span>31 <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">19</span> 08<span style="color: #949494;">:</span>49<span style="color: #949494;">:</span>28 <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $is.datetime</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 19 × 1</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> event_datetime </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dttm&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 2024-01-18 <span style="color: #949494;">12:49:42</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 2024-01-18 <span style="color: #949494;">12:49:58</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 2024-01-18 <span style="color: #949494;">12:50:01</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 2024-01-18 <span style="color: #949494;">12:50:05</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">11</span> 2024-01-18 <span style="color: #949494;">12:50:07</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">12</span> 2024-01-18 <span style="color: #949494;">12:50:09</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">13</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">14</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">15</span> 2024-01-18 <span style="color: #949494;">12:50:19</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">16</span> 2024-01-18 <span style="color: #949494;">12:50:22</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">17</span> 2024-01-18 <span style="color: #949494;">12:50:24</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">18</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">19</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $is.time_only</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 19 × 1</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> inclusion_time</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;time&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 12<span style="color: #949494;">:</span>38<span style="color: #949494;">:</span>49 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 10<span style="color: #949494;">:</span>38<span style="color: #949494;">:</span>57 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 12<span style="color: #949494;">:</span>01<span style="color: #949494;">:</span>07 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">11</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">12</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">13</span> 20<span style="color: #949494;">:</span>39<span style="color: #949494;">:</span>19 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">14</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">15</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">16</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">17</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">18</span> 08<span style="color: #949494;">:</span>50<span style="color: #949494;">:</span>31 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">19</span> 08<span style="color: #949494;">:</span>49<span style="color: #949494;">:</span>28 </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-in"><span><span class="va">data</span> <span class="op">|&gt;</span> <span class="fu">ds2dd_detailed</span><span class="op">(</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $data</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 19 × 24</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> record_id redcap_event_name redcap_repeat_instrument redcap_repeat_instance</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 1 inclusion <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 2 inclusion <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 2 follow1 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 2 follow1 New Event (?) 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 3 inclusion <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 3 follow1 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 3 follow2 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 3 follow1 New Event (?) 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 3 follow1 New Event (?) 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 3 follow2 New Event (?) 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">11</span> 3 follow2 New Event (?) 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">12</span> 3 follow2 New Event (?) 3</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">13</span> 4 inclusion <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">14</span> 4 follow2 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">15</span> 4 follow2 New Event (?) 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">16</span> 4 follow2 New Event (?) 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">17</span> 4 follow2 New Event (?) 3</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">18</span> 5 inclusion <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">19</span> 6 inclusion <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 20 more variables: cpr &lt;chr&gt;, inclusion &lt;date&gt;, inclusion_time &lt;chr&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># dob &lt;date&gt;, age &lt;dbl&gt;, age_integer &lt;dbl&gt;, sex &lt;chr&gt;, cohabitation &lt;chr&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># hypertension &lt;chr&gt;, diabetes &lt;chr&gt;, region &lt;chr&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># baseline_data_start_complete &lt;chr&gt;, mrs_assessed &lt;chr&gt;, mrs_date &lt;date&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># mrs_score &lt;dbl&gt;, mrs_complete &lt;chr&gt;, event_datetime &lt;dttm&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># event_age &lt;lgl&gt;, event_type &lt;chr&gt;, new_event_complete &lt;chr&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $meta</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 24 × 18</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> field_name form_name section_header field_type field_label </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> record_id <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text record_id </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> redcap_event_name <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text redcap_event_na…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> redcap_repeat_instrument <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text redcap_repeat_i…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> redcap_repeat_instance <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text redcap_repeat_i…</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> cpr <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text cpr </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> inclusion <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text inclusion </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> inclusion_time <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text inclusion_time </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> dob <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text dob </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> age <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text age </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> age_integer <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text age_integer </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 14 more rows</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 13 more variables: select_choices_or_calculations &lt;lgl&gt;, field_note &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># text_validation_type_or_show_slider_number &lt;chr&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># text_validation_min &lt;lgl&gt;, text_validation_max &lt;lgl&gt;, identifier &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># branching_logic &lt;lgl&gt;, required_field &lt;lgl&gt;, custom_alignment &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># question_number &lt;lgl&gt;, matrix_group_name &lt;lgl&gt;, matrix_ranking &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># field_annotation &lt;lgl&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-in"><span><span class="va">iris</span> <span class="op">|&gt;</span> <span class="fu">ds2dd_detailed</span><span class="op">(</span>add.auto.id <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> A default id column has been added</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $data</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 150 × 6</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> record_id sepal.length sepal.width petal.length petal.width species</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;fct&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 1 5.1 3.5 1.4 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 2 4.9 3 1.4 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 3 4.7 3.2 1.3 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 4 4.6 3.1 1.5 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 5 5 3.6 1.4 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 6 5.4 3.9 1.7 0.4 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 7 4.6 3.4 1.4 0.3 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 8 5 3.4 1.5 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 9 4.4 2.9 1.4 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 10 4.9 3.1 1.5 0.1 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 140 more rows</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $meta</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 6 × 18</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> field_name form_name section_header field_type field_label </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> record_id <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text record_id </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> sepal.length <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text sepal.length</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> sepal.width <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text sepal.width </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">4</span> petal.length <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text petal.length</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">5</span> petal.width <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text petal.width </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">6</span> species <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> radio species </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 13 more variables: select_choices_or_calculations &lt;chr&gt;, field_note &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># text_validation_type_or_show_slider_number &lt;chr&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># text_validation_min &lt;lgl&gt;, text_validation_max &lt;lgl&gt;, identifier &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># branching_logic &lt;lgl&gt;, required_field &lt;lgl&gt;, custom_alignment &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># question_number &lt;lgl&gt;, matrix_group_name &lt;lgl&gt;, matrix_ranking &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># field_annotation &lt;lgl&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-in"><span><span class="va">mtcars</span> <span class="op">|&gt;</span> <span class="fu">ds2dd_detailed</span><span class="op">(</span>add.auto.id <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> A default id column has been added</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $data</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 32 × 12</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> record_id mpg cyl disp hp drat wt qsec vs am gear carb</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 1 21 6 160 110 3.9 2.62 16.5 0 1 4 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 2 21 6 160 110 3.9 2.88 17.0 0 1 4 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 3 22.8 4 108 93 3.85 2.32 18.6 1 1 4 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 4 21.4 6 258 110 3.08 3.22 19.4 1 0 3 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 5 18.7 8 360 175 3.15 3.44 17.0 0 0 3 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 6 18.1 6 225 105 2.76 3.46 20.2 1 0 3 1</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 7 14.3 8 360 245 3.21 3.57 15.8 0 0 3 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 8 24.4 4 147. 62 3.69 3.19 20 1 0 4 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 9 22.8 4 141. 95 3.92 3.15 22.9 1 0 4 2</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 10 19.2 6 168. 123 3.92 3.44 18.3 1 0 4 4</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 22 more rows</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $meta</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 12 × 18</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> field_name form_name section_header field_type field_label</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> record_id <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text record_id </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> mpg <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text mpg </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> cyl <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text cyl </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> disp <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text disp </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> hp <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text hp </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> drat <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text drat </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> wt <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text wt </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> qsec <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text qsec </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> vs <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text vs </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> am <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text am </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">11</span> gear <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text gear </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">12</span> carb <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> text carb </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 13 more variables: select_choices_or_calculations &lt;lgl&gt;, field_note &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># text_validation_type_or_show_slider_number &lt;chr&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># text_validation_min &lt;lgl&gt;, text_validation_max &lt;lgl&gt;, identifier &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># branching_logic &lt;lgl&gt;, required_field &lt;lgl&gt;, custom_alignment &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># question_number &lt;lgl&gt;, matrix_group_name &lt;lgl&gt;, matrix_ranking &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># field_annotation &lt;lgl&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-in"><span><span class="va">data</span> <span class="op">&lt;-</span> <span class="va">iris</span> <span class="op">|&gt;</span></span></span>
<span class="r-in"><span> <span class="fu">ds2dd_detailed</span><span class="op">(</span>add.auto.id <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span> <span class="op">|&gt;</span></span></span>
<span class="r-in"><span> <span class="fu">purrr</span><span class="fu">::</span><span class="fu"><a href="https://purrr.tidyverse.org/reference/pluck.html" class="external-link">pluck</a></span><span class="op">(</span><span class="st">"data"</span><span class="op">)</span></span></span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> A default id column has been added</span>
<span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/base/names.html" class="external-link">names</a></span><span class="op">(</span><span class="va">data</span><span class="op">)</span> <span class="op">&lt;-</span> <span class="fu">glue</span><span class="fu">::</span><span class="fu"><a href="https://glue.tidyverse.org/reference/glue.html" class="external-link">glue</a></span><span class="op">(</span><span class="st">"{sample(x = c('a','b'),size = length(names(data)),</span></span></span>
<span class="r-in"><span><span class="st">replace=TRUE,prob = rep(x=.5,2))}__{names(data)}"</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="va">data</span> <span class="op">|&gt;</span> <span class="fu">ds2dd_detailed</span><span class="op">(</span>form.sep<span class="op">=</span><span class="st">"__"</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $data</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 150 × 6</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> record_id sepal.length sepal.width petal.length petal.width species</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;fct&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 1 5.1 3.5 1.4 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 2 4.9 3 1.4 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 3 4.7 3.2 1.3 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 4 4.6 3.1 1.5 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 5 5 3.6 1.4 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 6 5.4 3.9 1.7 0.4 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 7 4.6 3.4 1.4 0.3 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 8 5 3.4 1.5 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 9 4.4 2.9 1.4 0.2 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 10 4.9 3.1 1.5 0.1 setosa </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 140 more rows</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> $meta</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 6 × 18</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> field_name form_name section_header field_type field_label </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;lgl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> record_id b <span style="color: #BB0000;">NA</span> text record_id </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> sepal.length b <span style="color: #BB0000;">NA</span> text sepal.length</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> sepal.width b <span style="color: #BB0000;">NA</span> text sepal.width </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">4</span> petal.length a <span style="color: #BB0000;">NA</span> text petal.length</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">5</span> petal.width a <span style="color: #BB0000;">NA</span> text petal.width </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">6</span> species a <span style="color: #BB0000;">NA</span> radio species </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># 13 more variables: select_choices_or_calculations &lt;chr&gt;, field_note &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># text_validation_type_or_show_slider_number &lt;chr&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># text_validation_min &lt;lgl&gt;, text_validation_max &lt;lgl&gt;, identifier &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># branching_logic &lt;lgl&gt;, required_field &lt;lgl&gt;, custom_alignment &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># question_number &lt;lgl&gt;, matrix_group_name &lt;lgl&gt;, matrix_ranking &lt;lgl&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># field_annotation &lt;lgl&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> </span>
</code></pre></div>
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