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<h1>Extract data from stata file for data dictionary</h1>
<small class="dont-index">Source: <a href="https://github.com/agdamsbo/REDCapCAST/blob/v25.3.1/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> convert.logicals <span class="op">=</span> <span class="cn">FALSE</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 id="arg-data">data<a class="anchor" aria-label="anchor" href="#arg-data"></a></dt>
<dd><p>data frame</p></dd>
<dt id="arg-add-auto-id">add.auto.id<a class="anchor" aria-label="anchor" href="#arg-add-auto-id"></a></dt>
<dd><p>flag to add id column</p></dd>
<dt id="arg-date-format">date.format<a class="anchor" aria-label="anchor" href="#arg-date-format"></a></dt>
<dd><p>date format, character string. ymd/dmy/mdy. dafault is
dmy.</p></dd>
<dt id="arg-form-name">form.name<a class="anchor" aria-label="anchor" href="#arg-form-name"></a></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 id="arg-form-sep">form.sep<a class="anchor" aria-label="anchor" href="#arg-form-sep"></a></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.name is ignored. Default is NULL.</p></dd>
<dt id="arg-form-prefix">form.prefix<a class="anchor" aria-label="anchor" href="#arg-form-prefix"></a></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 id="arg-field-type">field.type<a class="anchor" aria-label="anchor" href="#arg-field-type"></a></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 id="arg-field-label">field.label<a class="anchor" aria-label="anchor" href="#arg-field-label"></a></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 id="arg-field-label-attr">field.label.attr<a class="anchor" aria-label="anchor" href="#arg-field-label-attr"></a></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 id="arg-field-validation">field.validation<a class="anchor" aria-label="anchor" href="#arg-field-validation"></a></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 id="arg-metadata">metadata<a class="anchor" aria-label="anchor" href="#arg-metadata"></a></dt>
<dd><p>redcap metadata headings. Default is
names(REDCapCAST::redcapcast_meta).</p></dd>
<dt id="arg-convert-logicals">convert.logicals<a class="anchor" aria-label="anchor" href="#arg-convert-logicals"></a></dt>
<dd><p>convert logicals to factor. Default is TRUE.</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="co">## Basic parsing with default options</span></span></span>
<span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/base/ns-load.html" class="external-link">requireNamespace</a></span><span class="op">(</span><span class="st">"REDCapCAST"</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="va">redcapcast_data</span> <span class="op">|></span></span></span>
<span class="r-in"><span> <span class="fu">dplyr</span><span class="fu">::</span><span class="fu"><a href="https://dplyr.tidyverse.org/reference/select.html" class="external-link">select</a></span><span class="op">(</span><span class="op">-</span><span class="fu">dplyr</span><span class="fu">::</span><span class="fu"><a href="https://tidyselect.r-lib.org/reference/starts_with.html" class="external-link">starts_with</a></span><span class="op">(</span><span class="st">"redcap_"</span><span class="op">)</span><span class="op">)</span> <span class="op">|></span></span></span>
<span class="r-in"><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">#></span> $data</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 25 × 24</span></span>
<span class="r-out co"><span class="r-pr">#></span> record_id cpr inclusion inclusion_time dob age age_integer sex </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><date></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><date></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><chr></span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> 1 12034… 2023-03-13 12:38:49 1940-03-12 83.0 83 fema…</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> 2 01023… 2023-03-01 10:38:57 1934-02-01 89.1 89 male </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> 2 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> 2 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> 3 23015… 2022-03-08 12:01:07 1956-01-23 66.1 66 male </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> 3 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> 3 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> 3 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> 3 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> 3 <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> <span style="color: #BB0000;">NA</span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 15 more rows</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 16 more variables: cohabitation <chr>, hypertension <chr>, diabetes <chr>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># region <chr>, baseline_data_start_complete <chr>, mrs_assessed <chr>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># mrs_date <date>, mrs_score <dbl>, mrs_complete <chr>, con_mrs <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># con_calc <lgl>, consensus_complete <chr>, event_datetime <dttm>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># event_age <dbl>, event_type <chr>, new_event_complete <chr></span></span>
<span class="r-out co"><span class="r-pr">#></span> </span>
<span class="r-out co"><span class="r-pr">#></span> $meta</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 24 × 18</span></span>
<span class="r-out co"><span class="r-pr">#></span> field_name form_name section_header field_type field_label </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><lgl></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> record_id data <span style="color: #BB0000;">NA</span> text record_id </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> cpr data <span style="color: #BB0000;">NA</span> text cpr </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> inclusion data <span style="color: #BB0000;">NA</span> text inclusion </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> inclusion_time data <span style="color: #BB0000;">NA</span> text inclusion_time</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> dob data <span style="color: #BB0000;">NA</span> text dob </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> age data <span style="color: #BB0000;">NA</span> text age </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> age_integer data <span style="color: #BB0000;">NA</span> text age_integer </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> sex data <span style="color: #BB0000;">NA</span> text sex </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> cohabitation data <span style="color: #BB0000;">NA</span> text cohabitation </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> hypertension data <span style="color: #BB0000;">NA</span> text hypertension </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 14 more rows</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 13 more variables: select_choices_or_calculations <lgl>, field_note <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># text_validation_type_or_show_slider_number <chr>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># text_validation_min <lgl>, text_validation_max <lgl>, identifier <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># branching_logic <lgl>, required_field <lgl>, custom_alignment <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># question_number <lgl>, matrix_group_name <lgl>, matrix_ranking <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># field_annotation <lgl></span></span>
<span class="r-out co"><span class="r-pr">#></span> </span>
<span class="r-out co"><span class="r-pr">#></span> attr(,"class")</span>
<span class="r-out co"><span class="r-pr">#></span> [1] "REDCapCAST" "list" </span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co">## Adding a record_id field</span></span></span>
<span class="r-in"><span><span class="va">iris</span> <span class="op">|></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-out co"><span class="r-pr">#></span> $data</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 150 × 6</span></span>
<span class="r-out co"><span class="r-pr">#></span> record_id sepallength sepalwidth petallength petalwidth species</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><int></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> 1 5.1 3.5 1.4 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> 2 4.9 3 1.4 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> 3 4.7 3.2 1.3 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> 4 4.6 3.1 1.5 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> 5 5 3.6 1.4 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> 6 5.4 3.9 1.7 0.4 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> 7 4.6 3.4 1.4 0.3 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> 8 5 3.4 1.5 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> 9 4.4 2.9 1.4 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> 10 4.9 3.1 1.5 0.1 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 140 more rows</span></span>
<span class="r-out co"><span class="r-pr">#></span> </span>
<span class="r-out co"><span class="r-pr">#></span> $meta</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 6 × 18</span></span>
<span class="r-out co"><span class="r-pr">#></span> field_name form_name section_header field_type field_label </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><lgl></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">1</span> record_id data <span style="color: #BB0000;">NA</span> text record_id </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">2</span> sepallength data <span style="color: #BB0000;">NA</span> text Sepal.Length</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">3</span> sepalwidth data <span style="color: #BB0000;">NA</span> text Sepal.Width </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">4</span> petallength data <span style="color: #BB0000;">NA</span> text Petal.Length</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">5</span> petalwidth data <span style="color: #BB0000;">NA</span> text Petal.Width </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">6</span> species data <span style="color: #BB0000;">NA</span> radio Species </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 13 more variables: select_choices_or_calculations <chr>, field_note <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># text_validation_type_or_show_slider_number <chr>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># text_validation_min <lgl>, text_validation_max <lgl>, identifier <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># branching_logic <lgl>, required_field <lgl>, custom_alignment <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># question_number <lgl>, matrix_group_name <lgl>, matrix_ranking <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># field_annotation <lgl></span></span>
<span class="r-out co"><span class="r-pr">#></span> </span>
<span class="r-out co"><span class="r-pr">#></span> attr(,"class")</span>
<span class="r-out co"><span class="r-pr">#></span> [1] "REDCapCAST" "list" </span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co">## Passing form name information to function</span></span></span>
<span class="r-in"><span><span class="va">iris</span> <span class="op">|></span></span></span>
<span class="r-in"><span> <span class="fu">ds2dd_detailed</span><span class="op">(</span></span></span>
<span class="r-in"><span> add.auto.id <span class="op">=</span> <span class="cn">TRUE</span>,</span></span>
<span class="r-in"><span> form.name <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/sample.html" class="external-link">sample</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"b"</span>, <span class="st">"c"</span><span class="op">)</span>, size <span class="op">=</span> <span class="fl">6</span>, replace <span class="op">=</span> <span class="cn">TRUE</span>, prob <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/rep.html" class="external-link">rep</a></span><span class="op">(</span><span class="fl">.5</span>, <span class="fl">2</span><span class="op">)</span><span class="op">)</span></span></span>
<span class="r-in"><span> <span class="op">)</span> <span class="op">|></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">"meta"</span><span class="op">)</span></span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 6 × 18</span></span>
<span class="r-out co"><span class="r-pr">#></span> field_name form_name section_header field_type field_label </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><lgl></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> </span>
<span class="r-out co"><span class="r-pr">#></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">#></span> <span style="color: #BCBCBC;">2</span> sepallength b <span style="color: #BB0000;">NA</span> text Sepal.Length</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">3</span> sepalwidth c <span style="color: #BB0000;">NA</span> text Sepal.Width </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">4</span> petallength c <span style="color: #BB0000;">NA</span> text Petal.Length</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">5</span> petalwidth b <span style="color: #BB0000;">NA</span> text Petal.Width </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">6</span> species c <span style="color: #BB0000;">NA</span> radio Species </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 13 more variables: select_choices_or_calculations <chr>, field_note <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># text_validation_type_or_show_slider_number <chr>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># text_validation_min <lgl>, text_validation_max <lgl>, identifier <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># branching_logic <lgl>, required_field <lgl>, custom_alignment <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># question_number <lgl>, matrix_group_name <lgl>, matrix_ranking <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># field_annotation <lgl></span></span>
<span class="r-in"><span><span class="va">mtcars</span> <span class="op">|></span></span></span>
<span class="r-in"><span> <span class="fu">dplyr</span><span class="fu">::</span><span class="fu"><a href="https://dplyr.tidyverse.org/reference/mutate.html" class="external-link">mutate</a></span><span class="op">(</span>unknown <span class="op">=</span> <span class="cn">NA</span><span class="op">)</span> <span class="op">|></span></span></span>
<span class="r-in"><span> <span class="fu"><a href="numchar2fct.html">numchar2fct</a></span><span class="op">(</span><span class="op">)</span> <span class="op">|></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></span>
<span class="r-out co"><span class="r-pr">#></span> $data</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 32 × 13</span></span>
<span class="r-out co"><span class="r-pr">#></span> record_id mpg cyl disp hp drat wt qsec vs am gear carb</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><int></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> 1 21 2 160 110 3.9 2.62 16.5 1 2 2 4</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> 2 21 2 160 110 3.9 2.88 17.0 1 2 2 4</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> 3 22.8 1 108 93 3.85 2.32 18.6 2 2 2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> 4 21.4 2 258 110 3.08 3.22 19.4 2 1 1 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> 5 18.7 3 360 175 3.15 3.44 17.0 1 1 1 2</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> 6 18.1 2 225 105 2.76 3.46 20.2 2 1 1 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> 7 14.3 3 360 245 3.21 3.57 15.8 1 1 1 4</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> 8 24.4 1 147. 62 3.69 3.19 20 2 1 2 2</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> 9 22.8 1 141. 95 3.92 3.15 22.9 2 1 2 2</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> 10 19.2 2 168. 123 3.92 3.44 18.3 2 1 2 4</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 22 more rows</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 1 more variable: unknown <lgl></span></span>
<span class="r-out co"><span class="r-pr">#></span> </span>
<span class="r-out co"><span class="r-pr">#></span> $meta</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 13 × 18</span></span>
<span class="r-out co"><span class="r-pr">#></span> field_name form_name section_header field_type field_label</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><lgl></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> record_id data <span style="color: #BB0000;">NA</span> text record_id </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> mpg data <span style="color: #BB0000;">NA</span> text mpg </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> cyl data <span style="color: #BB0000;">NA</span> radio cyl </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> disp data <span style="color: #BB0000;">NA</span> text disp </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> hp data <span style="color: #BB0000;">NA</span> text hp </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> drat data <span style="color: #BB0000;">NA</span> text drat </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> wt data <span style="color: #BB0000;">NA</span> text wt </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> qsec data <span style="color: #BB0000;">NA</span> text qsec </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> vs data <span style="color: #BB0000;">NA</span> radio vs </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> am data <span style="color: #BB0000;">NA</span> radio am </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">11</span> gear data <span style="color: #BB0000;">NA</span> radio gear </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">12</span> carb data <span style="color: #BB0000;">NA</span> radio carb </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">13</span> unknown data <span style="color: #BB0000;">NA</span> truefalse unknown </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 13 more variables: select_choices_or_calculations <chr>, field_note <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># text_validation_type_or_show_slider_number <chr>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># text_validation_min <lgl>, text_validation_max <lgl>, identifier <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># branching_logic <lgl>, required_field <lgl>, custom_alignment <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># question_number <lgl>, matrix_group_name <lgl>, matrix_ranking <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># field_annotation <lgl></span></span>
<span class="r-out co"><span class="r-pr">#></span> </span>
<span class="r-out co"><span class="r-pr">#></span> attr(,"class")</span>
<span class="r-out co"><span class="r-pr">#></span> [1] "REDCapCAST" "list" </span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co">## Using column name suffix to carry form name</span></span></span>
<span class="r-in"><span><span class="va">data</span> <span class="op"><-</span> <span class="va">iris</span> <span class="op">|></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">|></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-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"><-</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">|></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">#></span> $data</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 150 × 6</span></span>
<span class="r-out co"><span class="r-pr">#></span> record_id sepallength sepalwidth petallength petalwidth species</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><int></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span> <span style="color: #949494; font-style: italic;"><dbl></span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 1</span> 1 5.1 3.5 1.4 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 2</span> 2 4.9 3 1.4 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 3</span> 3 4.7 3.2 1.3 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 4</span> 4 4.6 3.1 1.5 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 5</span> 5 5 3.6 1.4 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 6</span> 6 5.4 3.9 1.7 0.4 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 7</span> 7 4.6 3.4 1.4 0.3 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 8</span> 8 5 3.4 1.5 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;"> 9</span> 9 4.4 2.9 1.4 0.2 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">10</span> 10 4.9 3.1 1.5 0.1 1</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 140 more rows</span></span>
<span class="r-out co"><span class="r-pr">#></span> </span>
<span class="r-out co"><span class="r-pr">#></span> $meta</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># A tibble: 6 × 18</span></span>
<span class="r-out co"><span class="r-pr">#></span> field_name form_name section_header field_type field_label</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><lgl></span> <span style="color: #949494; font-style: italic;"><chr></span> <span style="color: #949494; font-style: italic;"><chr></span> </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">1</span> record_id a <span style="color: #BB0000;">NA</span> text record_id </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">2</span> sepallength a <span style="color: #BB0000;">NA</span> text sepallength</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">3</span> sepalwidth b <span style="color: #BB0000;">NA</span> text sepalwidth </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">4</span> petallength b <span style="color: #BB0000;">NA</span> text petallength</span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">5</span> petalwidth a <span style="color: #BB0000;">NA</span> text petalwidth </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #BCBCBC;">6</span> species a <span style="color: #BB0000;">NA</span> text species </span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># ℹ 13 more variables: select_choices_or_calculations <lgl>, field_note <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># text_validation_type_or_show_slider_number <chr>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># text_validation_min <lgl>, text_validation_max <lgl>, identifier <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># branching_logic <lgl>, required_field <lgl>, custom_alignment <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># question_number <lgl>, matrix_group_name <lgl>, matrix_ranking <lgl>,</span></span>
<span class="r-out co"><span class="r-pr">#></span> <span style="color: #949494;"># field_annotation <lgl></span></span>
<span class="r-out co"><span class="r-pr">#></span> </span>
<span class="r-out co"><span class="r-pr">#></span> attr(,"class")</span>
<span class="r-out co"><span class="r-pr">#></span> [1] "REDCapCAST" "list" </span>
</code></pre></div>
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