Generates a comprehensive summary of categorical variables including frequency counts, percentages, missing value information, and optional visual summaries. Supports multiple output formats and sorting options for enhanced data exploration. Automatically handles edge cases like missing values, single categories, and variable conversion.
Usage
reportcat2(
data,
vars,
sumvar_style = FALSE,
show_proportions = TRUE,
sort_by_frequency = FALSE
)Arguments
- data
The data as a data frame containing the categorical variables to be analyzed. The data frame should have at least one row and the specified variables should exist in the dataset.
- vars
A character vector specifying the variable names to summarize. These variables will be automatically converted to factors if they aren't already. Character, numeric, and logical variables are all acceptable and will be treated as categorical.
- sumvar_style
Logical (default: FALSE). If TRUE, provides comprehensive categorical analysis similar to the sumvar package's tab1() function, including enhanced frequency tables, percentage breakdowns, and cumulative statistics for each category.
- show_proportions
Logical (default: TRUE). If TRUE, displays cumulative counts and percentages alongside individual category statistics when using sumvar_style format. Ignored when sumvar_style is FALSE.
- sort_by_frequency
Logical (default: FALSE). If TRUE, categories within each variable are sorted by frequency (most common first) rather than alphabetically. This applies to both output formats.
Examples
# \donttest{
# Example 1: Basic categorical summary
data <- data.frame(
treatment = factor(c("A", "B", "A", "C", "B", "A")),
grade = factor(c("High", "Low", "Medium", "High", "Low", "Medium"))
)
result <- reportcat(data = data, vars = c("treatment", "grade"))
#> New names:
#> • `` -> `...1`
#> New names:
#> • `` -> `...1`
#> <div id="ezrqnslryj" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>@import url("https://fonts.googleapis.com/css2?family=Lato:ital,wght@0,100;0,200;0,300;0,400;0,500;0,600;0,700;0,800;0,900;1,100;1,200;1,300;1,400;1,500;1,600;1,700;1,800;1,900&display=swap");
#> #ezrqnslryj table {
#> font-family: Lato, system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #ezrqnslryj thead, #ezrqnslryj tbody, #ezrqnslryj tfoot, #ezrqnslryj tr, #ezrqnslryj td, #ezrqnslryj th {
#> border-style: none;
#> }
#>
#> #ezrqnslryj p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #ezrqnslryj .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 3px;
#> border-top-color: #FFFFFF;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #ezrqnslryj .gt_title {
#> color: #333333;
#> font-size: 24px;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #ezrqnslryj .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
#> font-weight: initial;
#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-color: #FFFFFF;
#> border-top-width: 0;
#> }
#>
#> #ezrqnslryj .gt_heading {
#> background-color: #FFFFFF;
#> text-align: left;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 0px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_col_headings {
#> border-top-style: solid;
#> border-top-width: 0px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_col_heading {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 80%;
#> font-weight: bolder;
#> text-transform: uppercase;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
#> }
#>
#> #ezrqnslryj .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 80%;
#> font-weight: bolder;
#> text-transform: uppercase;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #ezrqnslryj .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #ezrqnslryj .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #ezrqnslryj .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 5px;
#> overflow-x: hidden;
#> display: inline-block;
#> width: 100%;
#> }
#>
#> #ezrqnslryj .gt_spanner_row {
#> border-bottom-style: hidden;
#> }
#>
#> #ezrqnslryj .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 80%;
#> font-weight: bolder;
#> text-transform: uppercase;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> text-align: left;
#> }
#>
#> #ezrqnslryj .gt_empty_group_heading {
#> padding: 0.5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 80%;
#> font-weight: bolder;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: middle;
#> }
#>
#> #ezrqnslryj .gt_from_md > :first-child {
#> margin-top: 0;
#> }
#>
#> #ezrqnslryj .gt_from_md > :last-child {
#> margin-bottom: 0;
#> }
#>
#> #ezrqnslryj .gt_row {
#> padding-top: 7px;
#> padding-bottom: 7px;
#> padding-left: 5px;
#> padding-right: 5px;
#> margin: 10px;
#> border-top-style: solid;
#> border-top-width: 1px;
#> border-top-color: #F6F7F7;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> overflow-x: hidden;
#> }
#>
#> #ezrqnslryj .gt_stub {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 80%;
#> font-weight: bolder;
#> text-transform: uppercase;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #ezrqnslryj .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> vertical-align: top;
#> }
#>
#> #ezrqnslryj .gt_row_group_first td {
#> border-top-width: 2px;
#> }
#>
#> #ezrqnslryj .gt_row_group_first th {
#> border-top-width: 2px;
#> }
#>
#> #ezrqnslryj .gt_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #ezrqnslryj .gt_first_summary_row {
#> border-top-style: solid;
#> border-top-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_first_summary_row.thick {
#> border-top-width: 2px;
#> }
#>
#> #ezrqnslryj .gt_last_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #ezrqnslryj .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_last_grand_summary_row_top {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: double;
#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_striped {
#> background-color: #FAFAFA;
#> }
#>
#> #ezrqnslryj .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #ezrqnslryj .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #ezrqnslryj .gt_sourcenote {
#> font-size: 12px;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #ezrqnslryj .gt_left {
#> text-align: left;
#> }
#>
#> #ezrqnslryj .gt_center {
#> text-align: center;
#> }
#>
#> #ezrqnslryj .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
#> }
#>
#> #ezrqnslryj .gt_font_normal {
#> font-weight: normal;
#> }
#>
#> #ezrqnslryj .gt_font_bold {
#> font-weight: bold;
#> }
#>
#> #ezrqnslryj .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #ezrqnslryj .gt_super {
#> font-size: 65%;
#> }
#>
#> #ezrqnslryj .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
#> position: initial;
#> }
#>
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#> font-size: 100%;
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#>
#> #ezrqnslryj .gt_indent_1 {
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#>
#> #ezrqnslryj .gt_indent_2 {
#> text-indent: 10px;
#> }
#>
#> #ezrqnslryj .gt_indent_3 {
#> text-indent: 15px;
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#>
#> #ezrqnslryj .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #ezrqnslryj .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #ezrqnslryj .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #ezrqnslryj div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <thead>
#> <tr class="gt_heading">
#> <td colspan="4" class="gt_heading gt_title gt_font_normal" style>.</td>
#> </tr>
#> <tr class="gt_heading">
#> <td colspan="4" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style>6 rows x 2 cols</td>
#> </tr>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="type"></th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="name">Column</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="value">Plot Overview</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="n_missing">Missing</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="type" class="gt_row gt_left"><svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:20px;width:20px;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#4e79a7;overflow:visible;position:relative;"><path d="M40 48C26.7 48 16 58.7 16 72v48c0 13.3 10.7 24 24 24H88c13.3 0 24-10.7 24-24V72c0-13.3-10.7-24-24-24H40zM192 64c-17.7 0-32 14.3-32 32s14.3 32 32 32H480c17.7 0 32-14.3 32-32s-14.3-32-32-32H192zm0 160c-17.7 0-32 14.3-32 32s14.3 32 32 32H480c17.7 0 32-14.3 32-32s-14.3-32-32-32H192zm0 160c-17.7 0-32 14.3-32 32s14.3 32 32 32H480c17.7 0 32-14.3 32-32s-14.3-32-32-32H192zM16 232v48c0 13.3 10.7 24 24 24H88c13.3 0 24-10.7 24-24V232c0-13.3-10.7-24-24-24H40c-13.3 0-24 10.7-24 24zM40 368c-13.3 0-24 10.7-24 24v48c0 13.3 10.7 24 24 24H88c13.3 0 24-10.7 24-24V392c0-13.3-10.7-24-24-24H40z"/></svg></td>
#> <td headers="name" class="gt_row gt_left" style="font-weight: bold;"><div style='max-width: 150px;'>
#> <details style='font-weight: normal !important;'>
#> <summary style='font-weight: bold !important;'>treatment</summary>
#> A, B and C
#> </details></div></td>
#> <td headers="value" class="gt_row gt_center"><?xml version='1.0' encoding='UTF-8' ?><svg xmlns='http://www.w3.org/2000/svg' xmlns:xlink='http://www.w3.org/1999/xlink' width='141.73pt' height='34.02pt' viewBox='0 0 141.73 34.02'><g class='svglite'><defs> <style type='text/css'><![CDATA[ .svglite line, .svglite polyline, .svglite polygon, .svglite path, .svglite rect, .svglite circle { fill: none; stroke: #000000; stroke-linecap: round; stroke-linejoin: round; stroke-miterlimit: 10.00; } .svglite text { white-space: pre; } .svglite g.glyphgroup path { fill: inherit; stroke: none; } ]]></style></defs><rect width='100%' height='100%' style='stroke: none; fill: none;'/><defs> <clipPath id='cpMC4wMHwxNDEuNzN8MC4wMHwzNC4wMg=='> <rect x='0.00' y='0.00' width='141.73' height='34.02' /> </clipPath></defs><g clip-path='url(#cpMC4wMHwxNDEuNzN8MC4wMHwzNC4wMg==)'></g><defs> <clipPath id='cpMS4wMHwxNDAuNzR8Mi45OXwyMy42MQ=='> <rect x='1.00' y='2.99' width='139.74' height='20.62' /> </clipPath></defs><g clip-path='url(#cpMS4wMHwxNDAuNzR8Mi45OXwyMy42MQ==)'><rect x='117.45' y='3.93' width='23.29' height='18.75' style='stroke-width: 1.07; stroke: none; stroke-linecap: butt; stroke-linejoin: miter; fill: #DDEAF7;' /><rect x='70.87' y='3.93' width='46.58' height='18.75' style='stroke-width: 1.07; stroke: none; stroke-linecap: butt; stroke-linejoin: miter; fill: #91B4DA;' /><rect x='1.00' y='3.93' width='69.87' height='18.75' style='stroke-width: 1.07; stroke: none; stroke-linecap: butt; stroke-linejoin: miter; fill: #3181BD;' /></g><g clip-path='url(#cpMC4wMHwxNDEuNzN8MC4wMHwzNC4wMg==)'><text x='1.00' y='30.18' style='font-size: 8.00px; font-family: "Arial";' textLength='43.61px' lengthAdjust='spacingAndGlyphs'>3 categories</text></g></g></svg></td>
#> <td headers="n_missing" class="gt_row gt_right">0.0%</td></tr>
#> <tr><td headers="type" class="gt_row gt_left gt_striped"><svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:20px;width:20px;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#4e79a7;overflow:visible;position:relative;"><path d="M40 48C26.7 48 16 58.7 16 72v48c0 13.3 10.7 24 24 24H88c13.3 0 24-10.7 24-24V72c0-13.3-10.7-24-24-24H40zM192 64c-17.7 0-32 14.3-32 32s14.3 32 32 32H480c17.7 0 32-14.3 32-32s-14.3-32-32-32H192zm0 160c-17.7 0-32 14.3-32 32s14.3 32 32 32H480c17.7 0 32-14.3 32-32s-14.3-32-32-32H192zm0 160c-17.7 0-32 14.3-32 32s14.3 32 32 32H480c17.7 0 32-14.3 32-32s-14.3-32-32-32H192zM16 232v48c0 13.3 10.7 24 24 24H88c13.3 0 24-10.7 24-24V232c0-13.3-10.7-24-24-24H40c-13.3 0-24 10.7-24 24zM40 368c-13.3 0-24 10.7-24 24v48c0 13.3 10.7 24 24 24H88c13.3 0 24-10.7 24-24V392c0-13.3-10.7-24-24-24H40z"/></svg></td>
#> <td headers="name" class="gt_row gt_left gt_striped" style="font-weight: bold;"><div style='max-width: 150px;'>
#> <details style='font-weight: normal !important;'>
#> <summary style='font-weight: bold !important;'>grade</summary>
#> High, Low and Medium
#> </details></div></td>
#> <td headers="value" class="gt_row gt_center gt_striped"><?xml version='1.0' encoding='UTF-8' ?><svg xmlns='http://www.w3.org/2000/svg' xmlns:xlink='http://www.w3.org/1999/xlink' width='141.73pt' height='34.02pt' viewBox='0 0 141.73 34.02'><g class='svglite'><defs> <style type='text/css'><![CDATA[ .svglite line, .svglite polyline, .svglite polygon, .svglite path, .svglite rect, .svglite circle { fill: none; stroke: #000000; stroke-linecap: round; stroke-linejoin: round; stroke-miterlimit: 10.00; } .svglite text { white-space: pre; } .svglite g.glyphgroup path { fill: inherit; stroke: none; } ]]></style></defs><rect width='100%' height='100%' style='stroke: none; fill: none;'/><defs> <clipPath id='cpMC4wMHwxNDEuNzN8MC4wMHwzNC4wMg=='> <rect x='0.00' y='0.00' width='141.73' height='34.02' /> </clipPath></defs><g clip-path='url(#cpMC4wMHwxNDEuNzN8MC4wMHwzNC4wMg==)'></g><defs> <clipPath id='cpMS4wMHwxNDAuNzR8Mi45OXwyMy42MQ=='> <rect x='1.00' y='2.99' width='139.74' height='20.62' /> </clipPath></defs><g clip-path='url(#cpMS4wMHwxNDAuNzR8Mi45OXwyMy42MQ==)'><rect x='94.16' y='3.93' width='46.58' height='18.75' style='stroke-width: 1.07; stroke: none; stroke-linecap: butt; stroke-linejoin: miter; fill: #DDEAF7;' /><rect x='47.58' y='3.93' width='46.58' height='18.75' style='stroke-width: 1.07; stroke: none; stroke-linecap: butt; stroke-linejoin: miter; fill: #91B4DA;' /><rect x='1.00' y='3.93' width='46.58' height='18.75' style='stroke-width: 1.07; stroke: none; stroke-linecap: butt; stroke-linejoin: miter; fill: #3181BD;' /></g><g clip-path='url(#cpMC4wMHwxNDEuNzN8MC4wMHwzNC4wMg==)'><text x='1.00' y='30.18' style='font-size: 8.00px; font-family: "Arial";' textLength='43.61px' lengthAdjust='spacingAndGlyphs'>3 categories</text></g></g></svg></td>
#> <td headers="n_missing" class="gt_row gt_right gt_striped">0.0%</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
# Example 2: Enhanced summary with cumulative percentages
result_enhanced <- reportcat(
data = data,
vars = "treatment",
sumvar_style = TRUE,
show_proportions = TRUE
)
#> Error in reportcat(data = data, vars = "treatment", sumvar_style = TRUE, show_proportions = TRUE): unused arguments (sumvar_style = TRUE, show_proportions = TRUE)
# Example 3: Sort categories by frequency
result_sorted <- reportcat(
data = data,
vars = "grade",
sort_by_frequency = TRUE
)
#> Error in reportcat(data = data, vars = "grade", sort_by_frequency = TRUE): unused argument (sort_by_frequency = TRUE)
# }