NEWS
teal.modules.general 0.6.0 (2025-12-03)
Enhancements
- Modules now return a
teal_report object that contains the data, code and reporter. All the reporter buttons were removed from the modules' UI.
- Support case when both variables are categorical in association and bivariate plots.
- Improve
tm_missing_data visualization (#495).
teal.modules.general 0.5.1 (2025-10-22)
- Removed ggmosaic package dependency to avoid being archived on CRAN (#932).
teal.modules.general 0.5.0 (2025-08-20)
Breaking changes
- Removed the
table object decoration in tm_missing_data and tm_outliers (#899).
- Removed the
summary_table and test_table object decoration in tm_g_distribution (#897).
Bug fixes
- Fixed "Add to Report" functionality in
tm_outliers, tm_missing_data and tm_g_distribution modules (#899 and #897).
- Fixes a bug in
tm_outliers that fails when data has no join keys (#650).
Enhancements
- Improved the layout and appearance of the app using
bslib components.
- Fixed deprecation warning for
tern::stack_grobs in tm_g_association (#903).
- Allow search feature in
tm_file_viewer (#152).
- Added
remove_zero_columns to tm_t_crosstable to add an option to remove empty columns (#890)
teal.modules.general 0.4.1 (2025-04-01)
Bug fixes
- Fixes output is not updated when filter is added for the modules:
tm_a_pca, tm_a_regression, tm_g_scatterplot, tm_g_association, tm_g_bivariate, tm_g_distribution, tm_g_response, tm_t_crosstable (#870)
teal.modules.general 0.4.0 (2025-02-28)
Enhancements
- Introduced
transformators and decorators argument to modules (#863).
- Modules' Show R Code widgets include library calls to boost reproducibility (#786).
- Removed
Show Warnings modals from modules.
Miscellaneous
- Soft deprecated
datasets_selected argument of modules in favor of datanames.
- Soft deprecated
show_metadata argument of tm_front_page() in favor of datanames.
- Added
teal.logger functionality for logging changes in shiny inputs in all modules.
- All example data is now sourced from
teal.data.
- Update
tm_g_distribution to not start with validation error (#823).
Bug fixes
- Fixed a bug in
tm_missing_data in "Group by Subject" that was not using reactive data call (#772).
- Fixed out-of-bound labels for
tm_g_regression (#66).
- Fixed a bug in
tm_g_association where the app would crash when a selected categorical variable was a factor instead of a character (#645).
teal.modules.general 0.3.0 (2024-03-05)
Enhancements
- Updated the package docs and vignettes with the new way of specifying data for
teal::init(). The data argument will accept a teal_data object.
Bug fixes
- Outlier labels no longer appear out of bounds in
tm_a_regression.
- Fixed a bug in
tm_outliers when changing the selected variable would cause a popup.
Miscellaneous
- Removed
teal.slice dependencies.
- Specified minimal version of package dependencies.
teal.modules.general 0.2.16
Breaking changes
- Replaced
chunks with simpler qenv class.
- Replaced
datasets argument containing FilteredData with the new arguments data (tdata object) and filter_panel_api (FilterPanelAPI).
Enhancements
- Added
parent_dataname argument to tm_variable_browser and tm_missing_data to allow specification of parent dataset for these modules.
- Improved
UI labels and plot panel title in tm_g_association.
- Added inputs
tm_variable_browser module for text size and plot theme.
- Forced
ggplot theme to be always selected in all modules.
- Updated encodings input checks to use
shinyvalidate::InputValidator instead of shiny::validate for better UI experience.
Bug fixes
- Fixed a bug in
tm_g_scatterplot when selected x and y facets were the same.
- Fixed a bug in
tm_g_distribution to plot the theoretical distribution with newer ggplot2 version.
- Fixed a bug in
tm_g_bivariate when adding lines checkbox was available if one of x or y was deselected.
- Fixed a bug in
tm_variable_browser when changing filters would reset the selected variable to the first on the list.
Miscellaneous
- Removed
scda package dependency from examples.
- Replaced deprecated
ggplot2 functions ..count.., ..density.. and ..prop...
- Version bump on
forcats dependency.
- Replaced
scda data generation functions with random.cdisc.data
teal.modules.general 0.2.15
Enhancements
- Added the
teal.reporter functionality to all modules.
- Implemented
nestcolor in the examples, refactored tm_a_pca and tm_missing_data to allow using nestcolor.
- Added log transformation options to
tm_g_scatterplot.
- Added
server_rendering flag to tm_data_table to control whether the table is rendered server or client side.
Bug fixes
- Fixed the overflow of very wide
tm_a_pca tables.
- Fixed the join type functionality in
tm_t_crosstable.
- Fixed a bug in
tm_missing_data when selecting only variables with missings.
- Fixed a bug in
tm_missing_data when using any_na.
Miscellaneous
- Moved packages only used in one module from
Imports to Suggests in the DESCRIPTION file.
- Moved
magrittr package from Depends to Imports in the DESCRIPTION file.
teal.modules.general 0.2.14
Enhancements
- New
teal module tm_front_page to simplify creating a front page for teal apps.
- Added a slider widget to control the font size of the label in
tm_g_scatterplot.
- Output integers without decimal places when selecting points in
tm_g_scatterplot.
- Improved the names of the code chunks shown in
Debug Info.
- Improved a validation message when the number of regressors is too big in
tm_a_regression.R.
Bug fixes
- Fixed a wrong validation in
tm_a_pca.
- Fixed a crash when deselecting the categorical factor in
tm_outliers.
Miscellaneous
- Added a template to the
pkgdown site.
- Updated package authors.
teal.modules.general 0.2.13
Enhancements
- Rewrote modules to use
moduleServer and updated call to plot_with_settings_srv after changes in teal.devel.
- Fixed tracking of the selection order in
data_extract_ui. All selectors can return ordered selection if one specifies ordered = TRUE in select_spec.
- Switched order of
tm_missing_data combination plot to show data in descending order.
- Changed
By variable levels output in tm_missing_data to allow numerical sorting.
Miscellaneous
- Removed unneeded
n row in tm_t_crosstable.
- Replaced calls to
teal::root_modules with teal::modules following deprecation of teal::root_modules.
- Adjusted package imports to take into account changes to the
teal framework.
- Added the "Getting started with teal.modules.general" vignette.
- Updated
README file.
- Moved the
ggmosaic package from Depends to Imports in the DESCRIPTION file.
teal.modules.general 0.2.12
Enhancements
- Added support for logging with the
logger package and added info level logs upon initialization of a module.
- Added support for custom arguments for
ggplot2::labs and ggplot2::theme in plot based modules.
- Added support for custom arguments for
rtables::basic_table in tm_t_crosstable.
- Updated
tm_outliers, tm_g_scatterplotmatrix, tm_g_association, and tm_t_crosstable modules to adopt the new teal.transform::data_merge_srv and teal.transform::data_extract_multiple_srv modules.
- Distinguished bars representing
NA in plot depicting counts of tm_variable_browser with a different color fill.
- Modified the summary statistics table for numeric columns in
tm_variable_browser to reflect the plot after outliers are removed.
- Added an option to remove missing values in a
tm_variable_browser histogram for factor like variables.
- Added ability to sort by
Variable and Type in tm_variable_browser by separating the variable type icons into their own column.
- Updated the
Grouped by Subject tab of the tm_missing_data module to present data the same way the Summary tab does.
- Added support for
NA level in grouping variable in By variable levels table in tm_missing_data module.
- Added informative labels for each level of grouping variable in
By variable levels table in tm_missing_data module.
- Added a checkbox to
tm_g_scatterplot to toggle the option to free up the x and y axis scales whenever faceting arguments are provided.
- Used browser-side processing in
tm_data_table so that Buttons extension could download full table. Added example for advanced usage of DT in the module.
Bug fixes
- Fixed an error in
tm_variable_browser when the selected column is logical(1).
- Fixed bugs in the modules' vignette examples.
Miscellaneous
- Added R version requirement
R >= 3.6.
- Removed
input_id argument from teal.transform::data_merge_module calls in all modules.
- Refactored the defunct
teal.devel::data_extract_input into its replacement teal.transform::data_extract_ui.
- Updated
teal.transform::data_merge_srv to use dplyr::inner_join instead of dplyr::left_join in tm_outliers module.
- Removed the overlay statistics table in
tm_g_distribution module.
- Removed dependency on
test.nest package.
- Removed dependency on
utils.nest package and replaced its functions with equivalents from the checkmate package.
teal.modules.general 0.2.11
New features
- A new module,
tm_file_viewer, was added for the visualization of static files.
- A new module,
tm_g_distribution, was added for distribution analysis.
Bug fixes
- Fixed the bar plot order for factor variables in
tm_variable_browser.
Enhancements
tm_variable_browser
- Added
sparkline support for Date/POSIXct/POSIXlt variable types.
- Fixed histograms to contain at least two bars.
tm_outliers
- Added
filter_spec support.
- Simplified returned R code.
- Support
select_spec for categorical variables.
tm_g_scatterplotmatrix
- Added ordered select input support.
- Decoupled the dataset list from the variables list parameters.
tm_g_association
- Added ordered select input support.
tm_t_crosstable
- Added ordered select input support.
tm_g_scatterplot
- Modified the trend line feature of the scatterplot to display the raw equation that will equal the actual
y value when the actual x values are plugged in.
Miscellaneous
- Updated
LICENCE and README with new package references.
- Added
error_on_lint: TRUE to .lintr.
- Updated quantile
type = 2 argument in tm_variable_browser to be in line with STREAM.
teal.modules.general 0.2.10
Enhancements
- Refactored the internal code of all the modules to optimize their performance.
- Refactored
tm_g_scatterplot to compute trend line statistics using ggpmisc::stat_poly_eq to simplify code and to have labels for each group on the plot.
- Refactored
tm_g_scatterplot to enable filtering via the Encoding Panel using the new filter_spec functionality.
- Added support for logical variables in
tm_variable_browser.
- Updated
tm_outliers to handle non-CDISC datasets.
- Updated
UI of tm_variable_browser for factor and character variables with more than 30 levels.
- Updated
sparklines to remove NA values for numeric variables.
- Added checkbox to display number of observations on plot to
tm_g_scatterplot.
- Added validation statements to
tm_g_scatterplot handling users choosing more than one facet variable.
- Improved performance of
tm_variable_browser by a more efficient sparkline generation.
- Added the html code type for all datasets labels inside
tm_missing_data.
- Improved the styling of tool tips in
tm_a_regression, tm_missing_data and tm_variable_browser.
teal.modules.general 0.2.9
Enhancements
- Added download, enlarge and resize graph options to
tm_variable_browser module.
- Added download and expand options to the table in
tm_t_crosstable.
- Enabled selection of custom datasets for
tm_variable_browser with datasets_selected argument.
- Allowed all dataset variables to be used as grouping variables in
by variable levels tab of tm_missing_data, not just those selected to be displayed as rows in the table.
- Enabled the brushing of points in NA categories when facetting in
tm_g_scatterplot.
Bug fixes
- Added persistence for the number of entries displayed in data tables.
- Removed 'treat variable as factor' checkbox in
tm_variable_browser if no graph shown.
- Fixed
DT length reset in tm_variable_browser on "Show parent dataset variables" checkbox tick.
teal.modules.general 0.2.8
New Module
tm_outliers
- Added new module
tm_outliers to analyze outliers in datasets.
Enhancements
tm_g_scatterplot
- Added
max_deg optional argument to scatterplot to allow users to choose the maximum smoothing degree for the trend line.
- Added column and row facetting functionality to the scatterplot.
- Added possibility to specify type of join in
tm_t_crosstable. Incorporate missings resulting from non inner join.
Bug Fixes
- Fixed edge case errors in
tm_missing_data caused by input dataset not having categorical variables or being a data.frame instead of tibble.
- Fixed
tm_a_pca biplot plot when coloring with a factor/character/numeric with < 6 values variable.
- Fixed typo in outlier definition in
tm_variable_browser.
Miscellaneous
Sparklines no longer shown for numeric variables with more than 100000 rows.
- Colors legend for each plot.
- Replaced
"Show variables other than in ADSL" checkbox to more general "Show parent dataset variables".
- Capitalize default module labels.
- Some of the outputs of
tm_missing_data are conditional to the data being a CDISC data.
- Added
pre_output and post_output arguments to tm_data_table, tm_missing_data, tm_variable_browser.
- Fixed issue in
tm_data_table when selecting "show distinct rows" if variable names had non-alphanumeric characters.
teal.modules.general 0.2.7
Enhancements
tm_variable_browser
- Introduced
sparklines for quick, inline variable summaries.
- Added option to remove outliers.
- Histograms and statistics tables are now displayed for variables of type
Date, POSIXct and POSIXlt.
- Character variable summary statistics tables are now displayed in decreasing order of occurrences instead of alphabetical.
- Display number of non-missing rows
n in statistics table for numeric variables.
- Added ability to treat numeric variables as categorical.
tm_variable_browser shows from 30 up to 50 levels divided in 2 columns for character/factor variables with more than 30 unique levels.
tm_a_regression
- Added support for outlier labels to
tm_a_regression and provided an additional optional argument, default_outlier_label which can be used to specify the default column used to label outliers.
tm_g_scatterplot
- Implemented trend line.
- Added marginal density plots.
- Added option to display rug plot to both axes.
- Added
shape and point color arguments. The latter users colourpicker::colourInput.
- Added
size_by variable to scatterplot and allowed for point size to be mapped to a numeric variable.
tm_missing_data
- Added bar chart to missing data combination plot.
- Removed keys from missing data combinations plot in when they have not been selected.
tm_g_bivariate
- Bivariate plots with two continuous variables now allow adding lines.
- Show labels on x axis when selecting a categorical variable and fixed issues when deselecting variables and datasets in the encodings panel (including the addition of meaningful warnings).
tm_a_pca
- Updated to include
Plot settings and Plot specific settings.
Miscellaneous
- Integrated
is_single_dataset argument for data_extract_input function calls to simplify encodings panel UI.
- Moved
code argument to cdisc_dataset (from cdisc_data) in examples and vignettes.
- Require
ggmosaic version >= 0.3.0.
teal.modules.general 0.2.6
- Adds additional plot settings such as themes for
tm_g_association, tm_g_response, and tm_g_scatterplot, as well as point size and opacity settings for tm_g_association and tm_g_scatterplot.
- Replace
pickerInput with optionalSelectInput for tm_data_table.
- Adds new
facet parameter to tm_g_bivariate to specify whether the facet encodings elements should be visible to the user by default.
- Replace
plot_with_height module with new plot_with_settings module.
- Missing data module now uses chunks to get reproducible R code.
- New theme for missing data module and new label positioning.
tm_data_table: allow developers to pass arguments to DT::dataTable and use pickerInput to select variables.
tm_g_response a new argument count_labels. Counts might be assessed for the frequency plot too.
- Moved missing data module summary plot footer elements to tool tip in encodings panels.
- Replaced
base plots in tm_a_regression with ggplot2.
- Added optional slider to adjust
width in plot_with_settings.
- Handle
Inf in data gracefully.
tm_variable_browser now outputs the summary table for factors with all missing values.
teal.modules.general 0.2.5
- Adds
ggplot call inside chunks in modules.
- Pass on
dataname to get_rcode_srv.
- Uses utils function to standardize plot label generation.
- Improved handling of variable labels.
- Removed "Add as filter variable" button from variable browser module.
- Scatterplot matrix module now automatically converts characters to factors with a message.
teal.modules.general 0.2.4
- New PCA module.
- Documentation fix for cross table module.
- Display variable labels in drop-down menu of data table (#393).
- Optional subsetting and ordering datasets for
tm_data_table.
- Use
teal.code::chunks_push_data_merge to include merge code into reproducibility code.
- More consistent coloring behavior between bivariate plots.
- Updates to missing data module.
- Updated graph axis labels for the following modules: bivariate plot, missing data, response plot, regression module, scatterplot, scatterplot matrix.
- Simplify scatterplot matrix to display plot within one dataset only.
teal.modules.general 0.2.3
- Fixed naming in
tm_variable_browser.
- Correlation added to Scatter Plot Matrix.
- Opacity slider added to
tm_bivariate.
- Fixes due to bug in teal.devel#313.
- Performance enhancements to missing data module.
- Fix bug with reactivity in scatterplot matrix module.
teal.modules.general 0.2.2
- New module to summarize missing data.
- Refactor of variable browser module.
- Correct display of density / frequency option in bivariate plot.
teal.modules.general 0.2.1
- Fix
magrittr loading in reproducible code.
teal.modules.general 0.2.0
- Refactor functions with data extract and data merge.
- Create sample_app.R demonstrating teal.modules.general modules.
- Rename
tm_table on tm_cross_table.
- Include show R code in all modules.
- Merge
tm_cross_table and tm_t_percentage_table into one module.
teal.modules.general 0.1.0