Analyze missing values and special values (e.g. "unknown", "blank", "n/a")
for each variable. Outputs a styled gt table with conditional
formatting based on severity.
Arguments
- data
A data.frame.
- ...
Variable selection using
dplyr::selectsyntax.- pattern
Optional regex pattern for matching variable names.
- show_all
Logical. If
FALSE(default), only variables with issues are shown.
See also
Other inspect:
check_size(),
check_system(),
count_packages_in_libpaths(),
lv()
Examples
# \donttest{
# Analyze all variables
check_na(airquality)
#> ====== ℹ Data quality analysis: 2 variables with data quality issues ℹ =====
#> <div id="koubyfanpq" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#koubyfanpq table {
#> font-family: 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;
#> }
#>
#> #koubyfanpq thead, #koubyfanpq tbody, #koubyfanpq tfoot, #koubyfanpq tr, #koubyfanpq td, #koubyfanpq th {
#> border-style: none;
#> }
#>
#> #koubyfanpq p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #koubyfanpq .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 12px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> 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;
#> }
#>
#> #koubyfanpq .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #koubyfanpq .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #koubyfanpq .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;
#> }
#>
#> #koubyfanpq .gt_heading {
#> background-color: #F0F8FF;
#> text-align: center;
#> 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;
#> }
#>
#> #koubyfanpq .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #koubyfanpq .gt_col_headings {
#> 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;
#> }
#>
#> #koubyfanpq .gt_col_heading {
#> color: #333333;
#> background-color: #E8F4FD;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> 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;
#> }
#>
#> #koubyfanpq .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #E8F4FD;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #koubyfanpq .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #koubyfanpq .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #koubyfanpq .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%;
#> }
#>
#> #koubyfanpq .gt_spanner_row {
#> border-bottom-style: hidden;
#> }
#>
#> #koubyfanpq .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> 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;
#> }
#>
#> #koubyfanpq .gt_empty_group_heading {
#> padding: 0.5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> 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;
#> }
#>
#> #koubyfanpq .gt_from_md > :first-child {
#> margin-top: 0;
#> }
#>
#> #koubyfanpq .gt_from_md > :last-child {
#> margin-bottom: 0;
#> }
#>
#> #koubyfanpq .gt_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> margin: 10px;
#> border-top-style: solid;
#> border-top-width: 1px;
#> border-top-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;
#> overflow-x: hidden;
#> }
#>
#> #koubyfanpq .gt_stub {
#> 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;
#> }
#>
#> #koubyfanpq .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;
#> }
#>
#> #koubyfanpq .gt_row_group_first td {
#> border-top-width: 2px;
#> }
#>
#> #koubyfanpq .gt_row_group_first th {
#> border-top-width: 2px;
#> }
#>
#> #koubyfanpq .gt_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #koubyfanpq .gt_first_summary_row {
#> border-top-style: solid;
#> border-top-color: #D3D3D3;
#> }
#>
#> #koubyfanpq .gt_first_summary_row.thick {
#> border-top-width: 2px;
#> }
#>
#> #koubyfanpq .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;
#> }
#>
#> #koubyfanpq .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #koubyfanpq .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;
#> }
#>
#> #koubyfanpq .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;
#> }
#>
#> #koubyfanpq .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
#> }
#>
#> #koubyfanpq .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;
#> }
#>
#> #koubyfanpq .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;
#> }
#>
#> #koubyfanpq .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #koubyfanpq .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;
#> }
#>
#> #koubyfanpq .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #koubyfanpq .gt_left {
#> text-align: left;
#> }
#>
#> #koubyfanpq .gt_center {
#> text-align: center;
#> }
#>
#> #koubyfanpq .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
#> }
#>
#> #koubyfanpq .gt_font_normal {
#> font-weight: normal;
#> }
#>
#> #koubyfanpq .gt_font_bold {
#> font-weight: bold;
#> }
#>
#> #koubyfanpq .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #koubyfanpq .gt_super {
#> font-size: 65%;
#> }
#>
#> #koubyfanpq .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
#> position: initial;
#> }
#>
#> #koubyfanpq .gt_asterisk {
#> font-size: 100%;
#> vertical-align: 0;
#> }
#>
#> #koubyfanpq .gt_indent_1 {
#> text-indent: 5px;
#> }
#>
#> #koubyfanpq .gt_indent_2 {
#> text-indent: 10px;
#> }
#>
#> #koubyfanpq .gt_indent_3 {
#> text-indent: 15px;
#> }
#>
#> #koubyfanpq .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #koubyfanpq .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #koubyfanpq .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #koubyfanpq 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><span class='gt_from_md'><strong>Missing & Special Value Analysis</strong></span></td>
#> </tr>
#> <tr class="gt_heading">
#> <td colspan="4" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style><span class='gt_from_md'>Dataset: <em>153</em> observations, <em>6</em> variables, <em>2</em> missing, <em>0</em> Unknown/Blank/N/A</span></td>
#> </tr>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="variable"><span class='gt_from_md'><strong>Variable</strong></span></th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="missing_combined"><span class='gt_from_md'><strong>Missing</strong></span></th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="special_combined"><span class='gt_from_md'><strong>Unknown/Blank/N/A</strong></span></th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="data_type"><span class='gt_from_md'><strong>Data Type</strong></span></th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="variable" class="gt_row gt_left" style="background-color: #FFF3E0;">Ozone</td>
#> <td headers="missing_combined" class="gt_row gt_right" style="text-align: center; background-color: #FFCC80;">37 (24.2%)</td>
#> <td headers="special_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="data_type" class="gt_row gt_left" style="background-color: #FFF3E0;">integer</td></tr>
#> <tr><td headers="variable" class="gt_row gt_left" style="background-color: #FEF9E7;">Solar.R</td>
#> <td headers="missing_combined" class="gt_row gt_right" style="text-align: center; background-color: #FFF176;">7 (4.6%)</td>
#> <td headers="special_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="data_type" class="gt_row gt_left" style="background-color: #FEF9E7;">integer</td></tr>
#> </tbody>
#> <tfoot>
#> <tr class="gt_sourcenotes">
#> <td class="gt_sourcenote" colspan="4"><span class='gt_from_md'><strong>Summary:</strong> 44 missing values (4.79%), 0 special values (0.00%) out of 918 total data points</span></td>
#> </tr>
#> </tfoot>
#> </table>
#> </div>
# Select specific columns
check_na(airquality, Ozone, Solar.R)
#> ====== ℹ Data quality analysis: 2 variables with data quality issues ℹ =====
#> <div id="bnpdxuxftu" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#bnpdxuxftu table {
#> font-family: 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;
#> }
#>
#> #bnpdxuxftu thead, #bnpdxuxftu tbody, #bnpdxuxftu tfoot, #bnpdxuxftu tr, #bnpdxuxftu td, #bnpdxuxftu th {
#> border-style: none;
#> }
#>
#> #bnpdxuxftu p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #bnpdxuxftu .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 12px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> 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;
#> }
#>
#> #bnpdxuxftu .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #bnpdxuxftu .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #bnpdxuxftu .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;
#> }
#>
#> #bnpdxuxftu .gt_heading {
#> background-color: #F0F8FF;
#> text-align: center;
#> 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;
#> }
#>
#> #bnpdxuxftu .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #bnpdxuxftu .gt_col_headings {
#> 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;
#> }
#>
#> #bnpdxuxftu .gt_col_heading {
#> color: #333333;
#> background-color: #E8F4FD;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> 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;
#> }
#>
#> #bnpdxuxftu .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #E8F4FD;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #bnpdxuxftu .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #bnpdxuxftu .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
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#> border-right-width: 2px;
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#> #bnpdxuxftu .gt_footnote {
#> margin: 0px;
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#> border-right-style: none;
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#>
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#> display: inline-flex !important;
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#> }
#>
#> #bnpdxuxftu 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><span class='gt_from_md'><strong>Missing & Special Value Analysis</strong></span></td>
#> </tr>
#> <tr class="gt_heading">
#> <td colspan="4" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style><span class='gt_from_md'>Dataset: <em>153</em> observations, <em>2</em> variables, <em>2</em> missing, <em>0</em> Unknown/Blank/N/A</span></td>
#> </tr>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="variable"><span class='gt_from_md'><strong>Variable</strong></span></th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="missing_combined"><span class='gt_from_md'><strong>Missing</strong></span></th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="special_combined"><span class='gt_from_md'><strong>Unknown/Blank/N/A</strong></span></th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="data_type"><span class='gt_from_md'><strong>Data Type</strong></span></th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="variable" class="gt_row gt_left" style="background-color: #FFF3E0;">Ozone</td>
#> <td headers="missing_combined" class="gt_row gt_right" style="text-align: center; background-color: #FFCC80;">37 (24.2%)</td>
#> <td headers="special_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="data_type" class="gt_row gt_left" style="background-color: #FFF3E0;">integer</td></tr>
#> <tr><td headers="variable" class="gt_row gt_left" style="background-color: #FEF9E7;">Solar.R</td>
#> <td headers="missing_combined" class="gt_row gt_right" style="text-align: center; background-color: #FFF176;">7 (4.6%)</td>
#> <td headers="special_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="data_type" class="gt_row gt_left" style="background-color: #FEF9E7;">integer</td></tr>
#> </tbody>
#> <tfoot>
#> <tr class="gt_sourcenotes">
#> <td class="gt_sourcenote" colspan="4"><span class='gt_from_md'><strong>Summary:</strong> 44 missing values (14.38%), 0 special values (0.00%) out of 306 total data points</span></td>
#> </tr>
#> </tfoot>
#> </table>
#> </div>
# Show all variables including those without issues
check_na(airquality, show_all = TRUE)
#> ============ ℹ Data quality analysis: showing all 6 variables ℹ ============
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#> padding-left: 5px;
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#> padding-top: 8px;
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#> padding-right: 5px;
#> border-top-style: double;
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#> <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><span class='gt_from_md'><strong>Missing & Special Value Analysis</strong></span></td>
#> </tr>
#> <tr class="gt_heading">
#> <td colspan="4" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style><span class='gt_from_md'>Dataset: <em>153</em> observations, <em>6</em> variables, <em>2</em> missing, <em>0</em> Unknown/Blank/N/A</span></td>
#> </tr>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="variable"><span class='gt_from_md'><strong>Variable</strong></span></th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="missing_combined"><span class='gt_from_md'><strong>Missing</strong></span></th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="special_combined"><span class='gt_from_md'><strong>Unknown/Blank/N/A</strong></span></th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="font-weight: bold;" scope="col" id="data_type"><span class='gt_from_md'><strong>Data Type</strong></span></th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="variable" class="gt_row gt_left" style="background-color: #FFF3E0;">Ozone</td>
#> <td headers="missing_combined" class="gt_row gt_right" style="text-align: center; background-color: #FFCC80;">37 (24.2%)</td>
#> <td headers="special_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="data_type" class="gt_row gt_left" style="background-color: #FFF3E0;">integer</td></tr>
#> <tr><td headers="variable" class="gt_row gt_left" style="background-color: #FEF9E7;">Solar.R</td>
#> <td headers="missing_combined" class="gt_row gt_right" style="text-align: center; background-color: #FFF176;">7 (4.6%)</td>
#> <td headers="special_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="data_type" class="gt_row gt_left" style="background-color: #FEF9E7;">integer</td></tr>
#> <tr><td headers="variable" class="gt_row gt_left">Wind</td>
#> <td headers="missing_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="special_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="data_type" class="gt_row gt_left">numeric</td></tr>
#> <tr><td headers="variable" class="gt_row gt_left">Temp</td>
#> <td headers="missing_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="special_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="data_type" class="gt_row gt_left">integer</td></tr>
#> <tr><td headers="variable" class="gt_row gt_left">Month</td>
#> <td headers="missing_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="special_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="data_type" class="gt_row gt_left">integer</td></tr>
#> <tr><td headers="variable" class="gt_row gt_left">Day</td>
#> <td headers="missing_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="special_combined" class="gt_row gt_right" style="text-align: center;">0 (0.0%)</td>
#> <td headers="data_type" class="gt_row gt_left">integer</td></tr>
#> </tbody>
#> <tfoot>
#> <tr class="gt_sourcenotes">
#> <td class="gt_sourcenote" colspan="4"><span class='gt_from_md'><strong>Summary:</strong> 44 missing values (4.79%), 0 special values (0.00%) out of 918 total data points</span></td>
#> </tr>
#> </tfoot>
#> </table>
#> </div>
# }