-
Updated
tbl_regression()
to be compatible with models created with the {parsnip} and {workflows} packages (#890, #647) -
Added the
modify_table_styling(text_format = "indent2")
option to double indent a row. (#864) -
Messaging update when
inline_text.gtsummary()
suspects a variable has been repeated in the gtsummary table. (#855) -
Bug fix in
add_p.tbl_summary()
for columns that are allNA
. These variables no longer error; rather, a message is printed indicating the p-value is not possible to calculate. (#889) -
Updated
tbl_svysummary()
to be compatible with {srvyr} package (#886) -
Updated default header when using
tbl_uvregression(x=)
to"**Outcome**"
(#867) -
The
tbl_summary(by=)
variable is now added toinclude=
by default (#871) -
Variables are converted to numeric before being passed to
wilcox.test()
inadd_p()
. This avoids an error when a date difference is passed. (#880) -
Bug fix for {Hmisc} labeled data with
tbl_summary()
(#876) -
Updates to the default formatting functions in the
add_glance_*()
functions. P-values are now styled withstyle_pvalue()
and No. Obs. and degrees of freedom withstyle_number()
(#870)
-
Added new function
add_glance_table()
as a companion toadd_glance_source_note()
. Function adds model statistics, such as R-squared, to the bottom of the model summary table. -
Added new function
add_significance_stars()
adding star indicators to significant estimates and an explanatory footnote. -
Added new function
tbl_strata()
. The function aids prepares gtsummary tables stratified by one or more variables (#679) -
Adding coefficient
plot()
methods fortbl_regression()
andtbl_uvregression()
. Function creates a forest plot of model coefficients viaGGally::ggcoef_plot()
. -
New function
modify_fmt_fun()
has been introduced to help update the functions that format numeric columns and rows in.x$table_body
. -
New function introduced,
modify_table_styling()
, to update printing instructions of tables. This function replacesmodify_table_header()
, which is now soft deprecated. -
Added function
add_vif()
to include variance inflation factors intbl_regression()
output. (#717) -
Added a generic function
inline_text.gtsummary()
that can report results from any gtsummary table. (#398)
-
Print infrastructure has been updated to allow for both row and column specification when formatting data or table styling. The
x$table_header
object has been replaced with a more generalx$table_styling
. Review the updated vignette"gtsummary_definition.Rmd"
for details. Thex$table_body
is no longer grouped aftertbl_stack()
; rather, the grouping variable is specified ingt::gt(groupname_col=)
-
tbl_summary()
now accepts any class as input. Previously only non-date base classes were accepted. For non-base R classes, the summary type must be specified usingtbl_summary(type=)
. The default summary statistic for dates/times is the minimum and maximum. (#488) -
The
add_stat()
function may now return multiple columns of new statistics. Some arguments have been deprecated in the update. (#746) -
tbl_uvregression()
now accepts both data frames and survey design objects as input. (#742) -
If the default
tidy_fun = broom::tidy
fails,parameters::model_parameters()
attempts to tidy the model, if {parameters} is installed. (#854) -
Added a custom tidier for
mgcv::gam()
models (tidy_gam()
) and a method function (tbl_regression.gam()
) that uses the new tidier by default. (#745) -
Added default support for
brmsfit
model intbl_regression()
with new method function. (#751) -
Functions
modify_footnote()
andmodify_spanning_header()
now include thetext_interpret=
argument indicating whether to usegt::md()
orgt::html()
to format text. Default isgt::md()
. -
Added/updated functions
add_n()
andadd_nevent()
to work withtbl_regression
andtbl_uvregression
objects. Each function now has an argument to place Ns on the label or level rows. (#744) -
Added The Quarterly Journal of Economics to
theme_gtsummary_journal()
. This journal theme will be updated again after the gt package updatescols_merge()
with a rows argument and allows for line breaks within cell. -
Korean and Icelandic language translations added for
theme_gtsummary_language()
. -
Ability to merge two or more columns with
modify_table_styling(cols_merge_pattern=)
argument. -
Added theme element
"pkgwide-fun:pre_conversion"
. The function specified here will be executed on the gtsummary object before it is printed or converted with theas_gt()
,as_flex_table()
, etc functions. (#773) -
The
modify_table_body(fun=)
argument has been generalized to accept formula shortcut notation. -
Added exploratory data analysis theme that shows more details by default,
theme_gtsummary_eda()
.
-
Updated
tbl_merge()
andtbl_stack()
to capture the first source note and caption in the merged/stacked tables. Previously, any captions and source notes were lost. -
Added messaging when table caption requested via
modify_caption()
for a gt table when using a version of gt that does not support captions. -
Updates to the table gallery vignette reflecting changes in the package. (#775)
-
Improved error messaging when there is a problem constructing one of the univariate regression models in
tbl_uvregression()
. -
Added variable-specific formatting to
add_difference(estimate_fun=)
allowing a single table to show, for example, mean and rate differences that are formatted/rounded differently. -
Improved handling and messaging to users when columns with
"haven_labelled"
class are passed to gtsummary functions. (#805) -
Improved handling of ordered factors as the
by=
variable (#569, #540) -
Removed {usethis} package dependency and replaced with {cli}. (#768)
-
Added the survey-adapted t-test to
theme_gtsummary_mean_sd()
for continuous variables inadd_p.tbl_svysummary()
(#758) -
Allowing for tidyverse shortcut notation in
tbl_survfit(estimate_fun=)
specification, e.g.tbl_survfit(estimate_fun= ~style_sigfig(.x * 100))
(#761) -
The JAMA journal theme has been updated to merge the coefficient and confidence interval columns.
-
Updated other
inline_text()
functions to wrapinline_text.gtsummary()
-
The
label=
argument for unstratified models was being ignored intbl_survfit()
(#842) -
Preserve ordering for factor variables in
tbl_survfit()
. (#764) -
Bug fix for spanning headers with kableExtra output. The spanning header was misplaced when the header text was sandwiched between two blank spanning headers.
-
Bug fix when displaying an unobserved level of a factor variable dichotomously in
tbl_summary()
. (#780) -
Bug fix in
add_p()
where test name footnote was not being translated withtheme_gtsummary_language()
.
-
tbl_survival()
has moved from questioning to deprecated. This function maintains the oldx$table_header
format (instead of the more flexiblex$table_styling
). The"level_label"
column was renamed to"groupname_col"
and thex$table_body
is no longer grouped withgroup_by(level_label)
-
The back-end implementation of
add_stat_label(location = "row")
has been updated. The function now merges columns"label"
and"stat_label"
instead of modifying the"label"
column directly. This could be a breaking change if users had manually updated results, for example, from atbl_regression()
table to merge withtbl_summary()
usingtbl_merge()
-
The function
add_stat_label()
no longer auto-switcheslocation = "column"
requests to"row"
in the presence of"continuous2"
variables.
- No changes. Resubmitting to resolve CRAN quirk.
-
Added function
add_difference()
, which adds difference between groups, confidence interval and p-value. (#617) -
Added function
modify_caption()
that includes table captions. For gt output, requires gt version > 0.2.2 (#701) -
Added function
modify_table_body()
allowing users to more easily make changes to gtsummary tables -
Added function
remove_row_type()
for removing header, reference, or missing rows from a gtsummary tables. (#678) -
Added selecting function
all_stat_cols()
that selects columns fromtbl_summary
/tbl_svysummary
object with summary statistics (i.e."stat_0"
,"stat_1"
,"stat_2"
, etc.). -
New selecting function was added
all_tests()
to make it easier to select variables based on the test used to calculate the p-value, e.g.add_p(test = c(age, marker) ~ "t.test", test.args = all_tests("t.test") ~ list(var.equal = TRUE))
-
Added functions
modify_column_hide()
andmodify_column_unhide()
to hide and unhide columns in.$table_body
. Simple wrappers formodify_table_header()
.
-
Previously, the
tbl_summary(digits=)
only accepted integer values specifying the number of decimal places to round a statistic. The argument now accepts both integers or functions, e.g.digits = age ~ style_sigfig
. (#708) -
The
add_stat()
function now supportstbl_svysummary()
objects in addition totbl_summary()
(#688) -
The
add_stat()
function can now place statistics on the label row, or the level rows for categorical variables. (#714) -
inline_text.tbl_survfit()
updated to allow users to select p-value (and other) columns. (#589)
-
modify_header()
has been updated so users may more easily access internal data while defining headers and so that it no longer adds its call to the gtsummary.$call_list
(#719) -
The default value for
include=
argument for theadd_global_p.tbl_regression()
andadd_global_p.tbl_uvregression()
methods have been made the same withinclude = everything()
, and the help files for these methods have been brought together in a single file. (#721) -
Introducing new package dependency {broom.helpers}
-
The tidying and preparation of
tbl_regression()
tables are now being performed by {broom.helpers} (#636, #607) -
All select helper functions and the utility functions that make them possible, have been cleaned up and migrated to {broom.helpers}. (#648, #680)
-
Importing
.generic_selector()
,.select_to_varnames()
, and.formula_list_to_named_list()
from {broom.helpers}: this is a function that makes it easy to create selecting functions likeall_continuous()
. The internals allow for it to be used in {broom.helpers} and {gtsummary} seamlessly. (#680) -
Theme element has been added for controlling the other
tidy_plus_plus()
arguments. (#692) -
Variables that do not follow standard naming conventions are now parsed correctly and presented in the regression tables.
-
-
The
tbl_regression()
function is now an S3 method. The new interface allows for special handling of different model types using S3 methods:tbl_regression.default()
,tbl_regression.lmer()
,tbl_regression.glmer()
,tbl_regression.survreg()
-
tbl_regression(add_estimate_to_reference_rows=)
argument has been added. Also added totbl_uvregression()
. (#692) -
Theme element for
tbl_regression(add_estimate_to_reference_rows=)
has been added. (#677) -
Removed
"Statistics presented:"
and"Statistical tests performed:"
prefixes from thetbl_summary() %>% add_p()
footnotes. -
The codebase powering
add_p()
and related methods has been refactored for better performance, organization, and customizability. (#622)-
For clarity, a help file listing each test available within gtsummary and the pseudo code for calculating the p-value has been added (see
?tests
) -
Each
add_p()
method now has thetest.args=
argument. Use this argument to pass additional arguments to the statistical method, e.g.add_p(test = c(age, marker) ~ "t.test", test.args = c(age, marker) ~ list(var.equal = TRUE))
-
Additional tests have been added: paired t-test, signed rank test, and more. See
?tests
for full list. -
More robust unit testing implemented for all
add_p()
methods.
-
-
Added messaging to
tbl_stack()
to inform users that the attributes from the first table passed take precedent over the others'. (#699) -
In the
modfiy_*()
functions, if users did not select any columns, they encountered an error. Now, if no columns are selected, instructions are printed for how to correctly select columns in a gtsummary table. Moreover, if no columns are selected, the gtsummary object is now returned unaltered. (#699) -
The
add_glance_source_note()
function has been generalized so users may pass any glance function. Previously,broom::glance()
was being used with no option to change it. (#699) -
The
...
arguments have been added toas_gt()
. These dots are subsequently passed togt::gt(...)
. (#701) -
Multiple imputation models created with {mice}, and multinomial regression models created with {nnet} are now supported in
tbl_regression()
(#645) -
Updates to
add_global_p.tbl_regression()
allowing for variable names with spaces and special characters (#682) -
Added
digits=
argument tostyle_percent()
(#690) -
Users may now choose which
tbl_regression()
columns to report with a theme element. they can choose among the"estimate"
,"std.error"
,"statistic"
,"ci"
,"conf.low"
,"conf.high"
and"p.value"
(#637) -
Allow users to include the reference value in
tbl_regression()
via a theme element -
Users may change the symbol with a reference row symbol with a theme element. (#628)
-
Bug fix when a default statistic is set using themes for
"continuous2"
variables that has length larger than one -
Bug fix when missing/non-missing percentages requested in
add_n.tbl_summary()
-
The default test for 2-by-2 tables with expected cell counts has been updated from the chi-squared test with continuity correction to the original chi-squared test for
add_p.tbl_summary()
(#721) -
Experimental function
add_p.tbl_survfit(test.args=)
in addition to accepting the formula list notation, also accepted a single string naming a test that was interpreted aseverything() ~ "test_name"
. The single string is no longer accepted, and users must use the formula notation. -
Removed theme element
N_fun
that was previously marked as questioning and likely to be removed from the package.
-
New summary type
continuous2
allows adding labelled statistic rows to tables intbl_summary()
andtbl_svysummary()
. You can report several lines of statistics with this type. (#620)- The
all_continuous()
function now selects summary typescontinuous
andcontinuous2
by default. - Added
all_continuous2()
function for selecting summary typecontinuous2
exclusively. - Added
theme_gtsummary_continuous2()
to makecontinuous2
the default summary type for all continuous variables.
- The
-
New function
add_glance_source_note()
adds the statistics returned inbroom::glance()
as a source note on atbl_regression()
(#434) -
Exporting the
modify_table_header()
function, which is an advanced-use function used to make modifications to the.$table_header
object to update printing instructions for the gtsummary object. -
Added two custom tidiers for use in
tbl_regression()
andtbl_uvregression()
. (#635)tidy_standardize()
returns standardized coefficients using the {effectsize} packagetidy_bootstrap()
gives bootstrapped parameter estimates, calculated using the {parameters} package
-
Bug fix where
estimate_fun=
andpvalue_fun=
were not being passed totbl_regression()
intbl_uvregression()
-
There was an environments bug when evaluating the LHS of the formula inputs. In some complex situations, a stored character vector of column names could not properly evaluate (#604)
-
Fixed
style_ratio()
bug where there were rounding errors near one (#651) -
Fixed
style_sigfig()
bug where there were rounding errors near thresholds (#638) -
Adding the footnote from the stat columns describing the statistics presented to the overall column (#643)
-
Refresh of vignettes to use recently released functions (#649)
-
Moved the nevent column to after the N column when
add_nevent()
is called on atbl_regression()
object (#439) -
gtsummary themes updates
- Add
theme_gtsummary_mean_sd()
theme to report mean and SD by default and use t-tests and ANOVA inadd_p()
(#654) - Added first draft of the NEJM theme
- Added the mid-point decimal separator for the Lancet theme
- Add
-
Added a copy of tidyselect's
where()
function to allow users to use predicate select helpers (#632) -
Fixed
tbl_cross()
bug where function defaulted to'column'
whenmargin = NULL
. Now it defaults to display no margins whenNULL
. (#624) -
Changed default of
tbl_survfit()
missing
argument from'\U2014'
(em dash) to NULL (CRAN issue). Em dash is still displayed by default in tables but it is set later in function.
-
The {flextable} has graduated from Experimental status! Introducing
as_flex_table()
, which replacesas_flextable()
. The updated function includes improvements to the default aesthetics of the tables, and improved consistency for spanning header rows. -
Added
tbl_svysummary()
function to summarize complex and weighted survey designs.tbl_svysummary
is now its own class that works withadd_n()
,add_p()
,add_q()
,add_stat_label()
,add_overall()
,inline_text()
,tbl_merge()
andtbl_stack()
(#460). -
The family of
tbl_survfit()
functions has been greatly expanded!tbl_survfit.survfit()
,tbl_survfit.list()
, andtbl_survfit.data.frame()
have been added that accept a single survfit object, list of survfit objects, or a data frame for more flexible creation of univariate survival tables.add_p.tbl_survfit()
,add_n.tbl_survfit()
,add_nevent.tbl_survfit()
have been added to include additional information intbl_survfit()
tables.
-
Adding
as_hux_table()
after the huxtable 5.0.0 release. -
Added
show_header_names()
function to assist when updating table headers, footnotes, and spanning headers. The function prints the current underlying column names along with their labels easing the process of identifying the column names needed to make updates. (#539) -
Added a language theme,
theme_gtsummary_language()
for translating tables into Spanish, French, Portuguese, German, Chinese (Traditional and Simplified), Hindi, Marathi, Gujarati, Japanese and Swedish (#511) -
Added
style_number()
function which allows for granular control of how numbers are formatted throughout the package. Thestyle_percent()
,style_pvalue()
,style_sigfig()
, andstyle_ratio()
functions have been updated to usestyle_number()
in the background. The implication is that users can now control how every number in a gtsummary table appears. For example, formatting can be updated to use the comma as the decimal mark and also specify the big mark using the gtsummary themes. (#458)
-
Added support for competing risk cumulative incidence estimates to
tbl_survfit()
(#64, #448) -
Updated API for
set_gtsummary_theme()
. Users no longer need callset_gtsummary_theme(theme_gtsummary_journal())
; rather, they calltheme_gtsummary_journal()
. Each built-in theme now has an argumentset_theme = TRUE
. WhenFALSE
, the theme function will invisibly return the named list the theme elements, and the theme will not be set. (#522) -
Users can now specify how many decimal places to round statistics for categorical variables in
tbl_summary()
, e.g.45 / 100 (45.0%)
. (#458) -
Added the 'The Lancet' theme to
theme_gtsummary_journal()
-
Updated the handling for arguments that accept functions to allow users to pass anonymous functions using the tidyverse shortcut notation, e.g.
~style_pvalue(.x, digits = 2)
. -
The header for the
tbl_stack(group_header=)
column is now integrated into a typical gtsummary framework, meaning that all standard functions can be executed on it, e.g.modify_header()
for non-gt output. -
Added
type=
argument toadd_global_p()
, and addedinclude=
andkeep=
arguments toadd_global_p.tbl_uvregression()
(#554)
-
Updated
add_n()
internals to be more efficient without recalculating statistics previously saved intbl_summary()
-
{survival} package moved from Imports to Suggests
-
The
add_overall()
function is now a method function, andadd_overall.tbl_summary
andadd_overall.tbl_svysummary
added (#460). -
Updated the variable labels for age and marker in the trial dataset.
-
Removed large *.gif files out of the package to reduce build size (#485)
-
Fixed bug where source note was not made smaller font size with compact theme when table was printed with {flextable} (#584)
-
Bug fix for
tbl_summary()
when a data frame contained an ordered factor column (#567) -
Bug fix when only categorical summary statistics were requested for continuous variables in
tbl_summary()
andtbl_svysummary()
(#528) -
Bug fix when named list of {gtsummary} objects is passed to
tbl_merge(x=)
(#541) -
Bug fix when for
tbl_uvregression()
when adjustment variables were included informula = "{y} ~ {x} + age"
. The adjustment variables were being printed in the resulting table. (#555)
-
All
lifecycle::deprecate_warn()
have been upgraded tolifecycle::deprecate_stop()
for <= v1.2.0 (released Aug 2019) -
Removing
as_flextable()
and replacing withas_flex_table()
due to a name conflict withflextable::as_flextable
(#462)
-
Now returning all columns from
broom::tidy()
in.$table_body()
(#516) -
tbl_stack()
now accepts a named list of gtsummary tables when using thegroup_header=
argument (#524) -
add_p.tbl_summary()
bug fix for Wilcoxon rank-sum p-value calculation introduced in the last release (#525) -
Delaying the release of
as_huxtable()
until the next {huxtable} release.
-
Introducing themes in {gtsummary}. Use the function
set_gtsummary_theme()
to set new themes, and review the themes vignette for details on setting and creating personalized themes. (#424) -
New functions
modify_footnote()
andmodify_spanning_header()
give users control over table footnotes and spanning headers. (#464) -
Introducing
as_huxtable()
! The function converts gtsummary objects to {huxtable} objects. {huxtable} supports indentation, footnotes, and spanning headers with Word, HTML, and PDF output. (#469) -
New function
add_stat()
! Add a new column of any statistic to atbl_summary()
table (#495)
-
The following columns in
tbl_summary()
are now available to print for both continuous and categorical variables: total number of observations{N_obs}
, number of missing observations{N_miss}
, number of non-missing observations{N_nomiss}
, proportion of missing observations{p_miss}
, proportion of non-missing observations{p_nomiss}
. (#473) -
Improved appearance of default
as_flextable()
output (#499) -
Added
tbl_cross(margin=)
argument to control which margins are shown in the output table. (#444) -
The missing values are now included in the calculation of p-values in
tbl_cross()
. -
Messaging about statistical methods used has been added for
add_global_p()
,add_q()
, andcombine_terms()
. (#471) -
Added
include=
argument totbl_summary()
. The preferred syntax for p-values with correlated data is nowtbl_summary(..., include = -group_var) %>% add_p(group = group_var)
. The group variable is now no longer removed from the table summary. (#477) -
add_stat_label()
function updated withlocation=
andlabel=
arguments to change the location of the statistic labels and to modify the text of the labels.location = "row"
is now the default. (#467) -
tbl_stack()
function added thegroup_header=
argument that groups the stacked tables and adds a horizontal header row between them. (#468) -
Updated handling for interaction terms in
tbl_regression()
. Interaction terms may now be specified in theshow_single_row=
andlabel=
arguments. (#451, #452)
-
Improved error messaging when invalid statistics are requested in
tbl_summary(statistic=)
(#502) -
All columns in
as_tibble()
are now styled and converted to character. Previously, styling was applied to most columns, but there were a few that relied on default printing for the type of underlying data. This was ok to rely on this default behavior foras_kable()
, but with the introduction ofas_flextable()
we needed to style and format each column to character. Potential to break some code in edge cases. (#493) -
Handling of passed custom p-value functions in
add_p.tbl_summary()
has been improved with more careful handling of the environments from which the functions were passed. Other related updates were also made:- Users may pass their custom p-value function as a quoted string or bare.
- The basic functions for calculating p-values, such as
t.test()
can now be passed directly e.g.test = age ~ t.test
. We now perform a check match check for functions passed. If it is passed, we replace it with our internal version that returns the p-value and assigns the test name. - If a user passes a custom function, and it's not the proper form (i.e. a named list return object) AND the function returns a single numeric value, we assume that is the p-value and it's added to the gtsummary table.
-
Updated the gtsummary core script,
utils-gtsummary_core.R
, to refer to all non-base R functions with thepkg::
prefix, so other packages that copy the file don't need to import the same functions as {gtsummary} in the NAMESPACE. Now they just need to depend on the same packages. (#454)
-
Bug fix for
inline_text.tbl_summary()
when categorical variable contained levels with empty strings. There is still an issue if a user tries to select the empty string, however. -
Fixed bug where some variables in
tbl_cross()
defaulted to dichotomous instead of showing as categorical (#506) -
Bug fix when using a
tbl_summary(by=)
with missing observations inby=
followed byadd_overall()
-
Bug fix where values
">0.9"
were incorrectly made bold usingbold_p()
. (#489) -
Bug fix for
as_flextable()
. (#482)- Added a formatting function to all numeric columns to force conversion to character.
- Spanning headers were being printed in alphabetical order! Update to preserve the ordering.
-
Introducing
tbl_cross()
,add_p.tbl_cross()
, andinline_text.tbl_cross()
! Easily construct cross tabulations of two variables. -
Introducing
tbl_survfit()
andinline_text.tbl_survfit()
! These will eventually replacetbl_survival()
, which will no longer be encouraged. The new functions follow the structural guidelines of a {gtsummary} object and can be merged and stacked with any other {gtsummary} object (#280) -
Introducing
as_flextable()
! The function converts gtsummary objects to {flextable} objects. {flextable} is a great option when using R markdown with Microsoft Word output. {flextable} supports indentation, footnotes, and spanning headers with Word, HTML, and PDF output. -
Introducing
as_kable_extra()
! The function converts gtsummary objects to {kableExtra} objects. {kableExtra} supports indentation, footnotes, and spanning headers with HTML and PDF output. (#394)
-
Updated default print engine for {gtsummary} objects. {gt} is the default printer for the R console and R markdown documents with HTML output. PDF, RTF, and Word output default to using {kable} with a note referring users to a new vignette explaining why {gt} was not used. (#395, #396)
-
Updated
add_p()
custom p-value description to NOT require double escape characters for quotation marks (#361) -
Created structure and enumerated list of unit tests each vetted model must pass, and added the tests (#383)
-
Each gtsummary object has an associated
.$table_header
. The code needed to print a table with either gt or kable was previously a mix of information stored in thetable_header
, and code manually added to thegt_calls
orkable_calls
object. Now, all the information needed to print a table is stored intable_header
. This has the advantage that any updates to the printing will now require an update totable_header
only, and we no longer need to update the tibble, kable and gt calls. (#412, #414) -
The {gt} package is now released on CRAN, and we've updated to depend on the CRAN version instead of the version on GitHub. This also resulted in significant updates throughout the documentation and code. For example, we no longer provide instructions for installing {gt}, or include internal checks if {gt} is installed. (#420)
-
Several functions have been made general, and may now be applied to any {gtsummary}-like object. Functions updated are
add_q()
,bold_p()
,sort_p()
,tbl_merge()
,tbl_stack()
,bold_labels()
,bold_levels()
,italicize_labels()
, anditalicize_levels()
. (#434, #429, #373) -
In
tbl_regression()
we previously printed the estimate, confidence interval, and p-value for all models. But some models don't have associated methods for calculating the p-value or the confidence intervals. In this update, we now print the p-value iftidy()
returns a"p.value"
column. Similarly, the confidence interval is printed iftidy()
returns"conf.low"
and"conf.high"
columns. (#391, #404)
-
Bug fix when data frame passed to
tbl_summary()
with a single column (#389) -
In
tbl_summary()
passing an ordered factor in theby=
argument no longer causes as error. (#453)
- Bug fix for random effects regression model where coefficients were not exponentiated when requested. Using
broom.mixed::tidy()
rather thanbroom::tidy()
resolved issue.
-
Updated documentation and README to improve readability, added more cross-linking across pages, added search terms to help users find our package, and added gif demonstrations (#340)
-
README images now build differently for website vs GitHub markdown to accommodate different output formats
-
Removed deprecated
fmt*_()
andcols_label_summary()
functions (#365) -
Functions
tbl_summary_()
andadd_p_()
have been deprecated because theby=
andgroup=
arguments now accept strings (#250)
-
Package-wide update allowing arguments that accept variable names to accept bare/symbol inputs, character inputs, stored character inputs, and tidyselect helpers. When passing a single variable, the
vars()
function wrapper is no longer required. (#250)tbl_summary(trial, label = age ~ "NEW LABEL")) tbl_summary(trial, label = "age" ~ "NEW LABEL")) tbl_summary(trial, label = c("age", "trt") ~ "NEW LABEL")) tbl_summary(trial, label = c(age, trt) ~ "NEW LABEL")) tbl_summary(trial, label = vars(age, trt) ~ "NEW LABEL")) tbl_summary(trial, label = vars(everything(), -age, -trt) ~ "NEW LABEL")) age_column = "age" tbl_summary(trial, label = age_column ~ "NEW LABEL")) tbl_summary(trial, label = vars(age_column) ~ "NEW LABEL") purrr::map(c("trt", "grade"), ~tbl_summary(trial, by = .x))
-
Updated
tbl_uvregression()
to allow flexible tidyselect inputs and improved error messaging for argumentsx
andy
(#249) -
After the input updates in #250, the
exclude=
argument appearing inadd_p()
,tbl_regression()
,tbl_uvregression()
,as_gt()
,as_kable()
, andas_tibble()
was redundant. Theexclude=
argument is now deprecated. Useinclude=
instead, with tidyselect syntax. (#331) -
Functions
all_categorical()
,all_dichotomous()
, andall_continuous()
may now be used intbl_summary()
argumenttype=
(#256)
-
New
pattern=
argument ininline_text.tbl_summary()
. Previously, we could only grab the entire cell from atbl_summary()
withinline_text()
, and now we can get any single statistic reported (#254) -
Improved messaging for users who use
knitr::kable()
to print gtsummary tables, and users who have not yet installed the {gt} package (#347) -
New function
combine_terms()
allows users to combine multiple independent variables in a regression model into a single line aftertbl_regression()
. The single line does not report regression coefficients, rather a single p-value from theanova()
function. (#310) -
In the regression modeling functions
tbl_regression()
andtbl_uvregression()
, the users are presented an informative error message when the tidier fails (e.g.broom::tidy()
) alerting them to the location of the error so they may address the issue (#337, #338) -
For each release of gtsummary, we now can make reference to the version of gt our release coincides with. The commit SHA for gt is now saved in an object called
gt_sha
, and the version of gt can be installed withremotes::install_github("rstudio/gt", ref = gt_sha)
(#329) -
Created "style" family of functions
-
Improved error messaging in
tidyselect_to_list()
(#300)
-
Updated class detection to use
inherits()
, and added secondary class of"gtsummary"
to all objects. This allows users to create their own cobbled/custom gtsummary objects while utilizing the gtsummary print functions (#249) -
tbl_summary()
will now summarize columns of classdifftime
(#343) -
Infrastructure update to the way styling/formatting functions are returned. Styling functions are now returned as a column in the
.$table_header
tibble. The update simplifies handling of these styling functions intbl_merge()
andtbl_stack()
. (#298, #299) -
Bug fix for
tbl_summary()
when variables were all NA (#344) -
The data summary function
add_p()
now uses probabilities rather than counts to calculate expected cell counts to avoid an error when working with large data sets. (#341) -
Cubic spline terms are now accurately matched to a variable name/term (#312)
-
Bug fix when non-standard evaluation arguments were passed in
method.args=
argument oftbl_uvregression()
(#322) -
Updates after the gt package deprecated
gt::cells_data()
in favor ofgt::cells_body()
. Check added toas_gt()
ensuring a version of gt withgt::cells_body()
in its NAMESPACE -
Lowered minimum required version of R to v3.4 (#356)
-
Removed {broom.mixed} dependency as the {broom} package contained all necessary tidiers (#354)
-
Bug fix in
as_kable()
where column header did not match statistics presented when certain levels of theby=
variable are entirely missing intbl_summary()
(#304) -
Updated the trial example data set
"trt"
variable to be"Drug A"
and"Drug B"
instead of"Placebo"
and"Drug"
-
Improved messaging to users when an error or warning occurs while calculating a p-value in
add_p()
. Also, p-values are no longer omitted from output when a warning is encountered during their calculation (#283) -
Added
tidy_fun=
argument totbl_regression()
andtbl_uvregression()
allowing users to pass tidiers that are not in the {broom} and {broom.mixed} packages (#247)
-
tbl_uvregression()
now accepts anx=
argument to build univariate regression models where the covariatex
remains the same while models are built the with remaining variables as the outcome (#294) -
Internal updates to the way {gt} is installed during CRAN checks.
-
Bug fix when stacking
tbl_summary
objects with calculated p-values.
-
tbl_summary
objects may be stacked and merged withtbl_stack()
andtbl_merge()
(#230, #255) -
The
add_n()
function now reports additional statistics: total N, non-missing N, missing N, and their percentages. Themissing =
argument has been deprecated in favor of thestatistic =
argument. (#237) -
Users may now pass a list of formulas, named lists, or a combination of both (#251)
-
Users can add an option to their script to append any {gt} calls when a {gtsummary} object is printed:
gtsummary.as_gt.addl_cmds
-
Added
include =
andexclude =
arguments totbl_uvregression()
(#240) -
Added standard evaluation variants,
tbl_summary_()
andadd_p_()
(#223) -
Added
as_tibble()
function that converts any {gtsummary} table to a tibble (#245) -
New
show_single_row
argument intbl_regression()
andtbl_uvregression()
allows any binary variable to be printed on a single row. Previous argumentshow_yesno
is now deprecated. (#220)
-
Added a gallery of tables possible by merging, stacking, and modifying {gtsummary} arguments (#258)
-
Added a vignette documenting each global option that can be set in {gtsummary} (#289)
-
Added {lifecycle} badges to mark deprecated and experimental functions (#225)
-
The
by =
column intbl_summary()
now has missing variables dropped rather than halting with error (#279) -
Bug fix in
vars()
selection where only first variable listed was being selected (#259) -
Bug fix where logical variable labels printed as
NA
intbl_regression()
(#248) -
tbl_merge()
now interpretstab_spanner =
text withgt::md()
(#253) -
No longer checking outcome variable name for consistency in
tbl_regression()
---only checking independent variable names (#287) -
Improved error messaging for
add_global_p()
(#243) -
Removed
gt::cols_merge()
function ahead of the {gt} package PR 355 that changes thecols_merge()
API (#222) -
Updated API for using custom functions to calculate p-values in
add_p()
. User now may reference a custom function by its name. (#226) -
Removed legacy support for tidyr version less than 1.0.0 (#235)
-
Vignettes no longer install the {gt} package (required for CRAN check) (#217)
-
Added ability to name custom
add_p()
tests (#213)
-
Users can pass variable names in backticks (#212)
-
The
group =
argument intbl_summary()
has been moved toadd_p()
(#208) -
Users can now write custom functions to calculate p-values in
add_p()
(#194) -
In
tbl_summary()
theby =
argument accepts a bare variable name instead of the variable name passed as a string (#193) -
Added support for column, row, and cell percentages in
tbl_summary()
(#181) -
Users can now set default p-value formatting functions, regression coefficient formatting functions, default level for confidence intervals, and formatting functions in
tbl_survival()
(#120) -
The {gt} package is no longer a required dependency. If {gt} is not installed, tables will be printed with
knitr::kable()
. Theas_kable()
function was added to the package as well. (#180) -
The function
as_gt()
now hasinclude =
andexclude =
arguments -
Updated some function names to be the same as they were in the first version
bold_p() <- tab_style_bold_p()
bold_labels() <- tab_style_bold_labels()
bold_levels() <- tab_style_bold_levels()
italicize_labels() <- tab_style_italicize_labels()
italicize_levels() <- tab_style_italicize_levels()
-
Passing named lists in
tbl_summary()
is now defunct. -
tbl_stack()
fix fortbl_uvregression
objects (#175) -
Option to exclude some variables from testing when using
add_p()
(#164) -
Updates after {gt} package renamed
cells_style()
tocell_text()
(#78)
-
Modified
tbl_merge()
to accommodatetbl_stack()
object (#167) -
Bug fix with incorrect column order in
tbl_summary()
with 10+ levels of by variable (#166)
-
Added {tidyselect} and {gtsummary} variable select functions (#146)
-
Added
tbl_stack()
function (#152) -
Bug fix for dichotomous yes/no variables in
tbl_summary
(#158) -
Changed
add_comparison()
andadd_global()
toadd_p()
andadd_global_p()
(#143) -
Added
sort_p()
function (#105) -
Allow unobserved values to serve as the level for dichotomous variables (#149)
-
Bug fix in
add_nevent()
when formula was passed toglm()
as a string (#148) -
Added returned
call_list
to some functions without it previously (#137) -
Corrected name of call list in returned
tbl_regression()
results (#128) -
tbl_survival()
: bug fix when upper bound of CI was not able to be estimated (#134) -
tbl_survival()
: thegroupname
column name has been changed tolabel_level
(#133)
First release since major re-factoring. The {gt} package is now used as the print engine to create all tables. Some function names have been modified to be more in line with other {gt} function calls, and additional functions have been added. The API for some functions has also been updated. Review documentation and vignettes for details.
tbl_summary() <- fmt_table1()
tbl_regression() <- fmt_regression()
tbl_uvregression() <- fmt_uni_regression()
style_pvalue() <- fmt_pvalue()
style_percent <- fmt_percent()
style_ratio <- fmt_beta()
tbl_survival() as_gt()
tbl_merge() style_sigfig()
add_nevent() gtsummary_logo()
First version of package available here.