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# FreesearchR
The [***FreesearchR***](https://app.freesearchr.org) is a simple,
clinical health data exploration and analysis tool to democratise
clinical research by assisting any researcher to easily evaluate and
analyse data and export publication ready results.
[***FreesearchR***](https://app.freesearchr.org) is free and
open-source, and is [accessible in your web browser through this
link](https://app.freesearchr.org). The app can also run locally, please
[see below](#run-locally-on-your-own-machine-sec-run-locally).
All feedback is welcome and can be shared as a GitHub issue. Any
suggestions on collaboration is much welcomed. Please reach out!
![FreesearchR demo](./reference/figures/demo.gif)
FreesearchR demo
## Motivation
This app has the following simple goals:
1. help the health clinician getting an overview of data in quality
improvement projects and clinical research
2. help learners get a good start analysing data and coding in *R*
3. ease quick data overview and basic visualisations for any clinical
researcher
Here’s a polished and restructured version of your README section for
clarity, conciseness, and user-friendliness:
## Run Locally on Your Own Machine
The **FreesearchR** app can be run locally on your machine, ensuring no
data is transmitted externally. Below are the available options for
setup and configuration.
### Configuration & Data Loading
The app can be configured either by passing a named list to `run_app()`
or by setting environment variables in a **Docker Compose** file. The
following variables control data access and display behavior. If no
values are provided, the app will use the defaults listed below.
**Configuration Variables**
| Variable | Description | Default |
|----------------------|-------------------------------------------------------------------------------------------------------------|-----------|
| `INCLUDE_GLOBALENV` | Load datasets already present in the global R environment into the app | `FALSE` |
| `DATA_LIMIT_DEFAULT` | Default number of observations for previewing or working with a dataset | `10,000` |
| `DATA_LIMIT_UPPER` | Maximum number of observations a user can set for the upper limit. If set to 0, no uppper limit is applied. | `100,000` |
| `DATA_LIMIT_LOWER` | Minimum number of observations a user can set for the lower limit | `1` |
| `CHECK_APP_VERSION` | Always print version check results. Checks app version against latest release on GitHub. | `FALSE` |
### Run from R (or RStudio)
If you’re working with data in R, **FreesearchR** is a quick and easy
tool for exploratory analysis.
1. **Requirement:** Ensure you have [R](https://www.r-project.org/)
installed, and optionally an editor like
[RStudio](https://posit.co/download/rstudio-desktop/).
2. Open the **R console** and run the following code to install the
[FreesearchR](https://github.com/agdamsbo/FreesearchR) package and
launch the app:
``` r
if (!require("devtools")) install.packages("devtools")
devtools::install_github("agdamsbo/FreesearchR")
library(FreesearchR)
# Load sample data (e.g., mtcars) to make it available in the app
data(mtcars)
launch_FreesearchR(INCLUDE_GLOBALENV=TRUE,CHECK_APP_VERSION=TRUE)
```
All the variables specified above can also be passed to the app on
launch from R. Set DATA_LIMIT_UPPER=0 to remove upper data limit. This
limit is set to protect the online app version from choking and crashing
on large data sets.
### Running with Docker Compose
For advanced users, you can deploy **FreesearchR** using Docker. A data
folder can be mounted to `/app/data` to automatically load supported
file types (`.csv`, `.tsv`, `.txt`, `.xls`, `.xlsx`, `.ods`, `.dta`,
`.rds`) at startup.
To mount a local data folder, add a `volumes` entry to your
`docker-compose.yml` file:
``` yaml
services:
shiny:
image: ghcr.io/agdamsbo/freesearchr:latest
volumes:
- ./data:/app/data:ro
environment:
- INCLUDE_GLOBALENV=FALSE
- DATA_LIMIT_DEFAULT=10000
- DATA_LIMIT_UPPER=100000
- DATA_LIMIT_LOWER=1
ports:
- '3838:3838'
restart: on-failure
```
- The `:ro` flag mounts the folder as **read-only**, preventing the app
from modifying your original data files.
- If no volume is mounted, the app will start without any preloaded
datasets.
## Code of Conduct
Please note that the ***FreesearchR*** project is published with a
[Contributor Code of
Conduct](https://contributor-covenant.org/version/2/1/CODE_OF_CONDUCT.html).
By contributing to this project, you agree to abide by its terms.
## Translators
Thank you very much to all translators having helped to translate and
validate translation drafts.
## Acknowledgements
Like any other project, this project was never possible without the
great work of others. These are some of the sources and packages I have
used:
- The ***FreesearchR*** app is built with
[Shiny](https://shiny.posit.co/) and based on
[*R*](https://www.r-project.org/).
- [gtsummary](https://www.danieldsjoberg.com/gtsummary/): superb and
flexible way to create publication-ready analytical and summary
tables.
- [dreamRs](https://github.com/dreamRs): maintainers of a broad
selection of great extensions and tools for
[Shiny](https://shiny.posit.co/).
- [easystats](https://easystats.github.io/easystats/): the
[`performance::check_model()`](https://easystats.github.io/performance/articles/check_model.html)
function was central in sparking the idea to create a data analysis
tool.
- [IDEAfilter](https://biogen-inc.github.io/IDEAFilter/): a visually
appealing data filter function based on the
[{shinyDataFilter}](https://github.com/dgkf/shinyDataFilter).
This project was all written by a human and not by any AI-based tools.
The online ***FreesearchR*** app contains a tracking script,
transmitting minimal data on usage. No uploaded data is transmitted
anywhere. Have a look at the [tracking data
here](https://analytics.gdamsbo.dk/share/2i4BNpMcDMB9lJvF/agdamsbo.shinyapps.io).
No tracking data is sent running the app locally (see above).
# Package index
## All functions
- [`FreesearchR_palette()`](https://agdamsbo.github.io/FreesearchR/reference/FreesearchR_palette.md)
: Use the FreesearchR colors
- [`FreesearchR_theme()`](https://agdamsbo.github.io/FreesearchR/reference/FreesearchR_theme.md)
: Custom theme based on unity
- [`add_class_icon()`](https://agdamsbo.github.io/FreesearchR/reference/add_class_icon.md)
: Convert class grid column to icon
- [`add_sparkline()`](https://agdamsbo.github.io/FreesearchR/reference/add_sparkline.md)
: Add sparkline to datagrid
- [`align_axes()`](https://agdamsbo.github.io/FreesearchR/reference/align_axes.md)
: Aligns axes between plots
- [`all_but()`](https://agdamsbo.github.io/FreesearchR/reference/all_but.md)
: Select all from vector but
- [`append_column()`](https://agdamsbo.github.io/FreesearchR/reference/append_column.md)
: Append a column to a data.frame
- [`append_list()`](https://agdamsbo.github.io/FreesearchR/reference/append_list.md)
: Append list with named index
- [`apply_labels()`](https://agdamsbo.github.io/FreesearchR/reference/apply_labels.md)
: Apply a named label vector to a data frame
- [`argsstring2list()`](https://agdamsbo.github.io/FreesearchR/reference/argsstring2list.md)
: Convert string of arguments to list of arguments
- [`baseline_table()`](https://agdamsbo.github.io/FreesearchR/reference/baseline_table.md)
: Print a flexible baseline characteristics table
- [`check_app_version()`](https://agdamsbo.github.io/FreesearchR/reference/check_app_version.md)
: Run a startup version check and return a banner UI element
- [`class_icons()`](https://agdamsbo.github.io/FreesearchR/reference/class_icons.md)
: Get data class icons
- [`clean_common_axis()`](https://agdamsbo.github.io/FreesearchR/reference/clean_common_axis.md)
: Extract and clean axis ranges
- [`clean_date()`](https://agdamsbo.github.io/FreesearchR/reference/clean_date.md)
: Attempts at applying uniform date format
- [`clean_sep()`](https://agdamsbo.github.io/FreesearchR/reference/clean_sep.md)
: gsub wrapper for piping with default values for separator
substituting
- [`collapse_spaces()`](https://agdamsbo.github.io/FreesearchR/reference/collapse_spaces.md)
: Substitue spaces/tabs with single space excluding text within quotes
- [`colorSelectInput()`](https://agdamsbo.github.io/FreesearchR/reference/colorSelectInput.md)
:
A selectizeInput customized for named vectors of color names supported
by `generate_colors`
- [`columnSelectInput()`](https://agdamsbo.github.io/FreesearchR/reference/columnSelectInput.md)
: A selectizeInput customized for data frames with column labels
- [`compare_missings()`](https://agdamsbo.github.io/FreesearchR/reference/compare_missings.md)
: Pairwise comparison of missings across covariables
- [`continuous_colors()`](https://agdamsbo.github.io/FreesearchR/reference/continuous_colors.md)
: Create a Continuous Color Function from a Palette
- [`contrast_text()`](https://agdamsbo.github.io/FreesearchR/reference/contrast_text.md)
: Contrast Text Color
- [`corr_pairs_validate()`](https://agdamsbo.github.io/FreesearchR/reference/corr_pairs_validate.md)
: Correlation pairs validation
- [`correlation_pairs()`](https://agdamsbo.github.io/FreesearchR/reference/correlation_pairs.md)
: Determine significant correlations in the data set
- [`create_column_ui()`](https://agdamsbo.github.io/FreesearchR/reference/create-column.md)
[`create_column_server()`](https://agdamsbo.github.io/FreesearchR/reference/create-column.md)
[`allowed_operations()`](https://agdamsbo.github.io/FreesearchR/reference/create-column.md)
[`modal_create_column()`](https://agdamsbo.github.io/FreesearchR/reference/create-column.md)
[`winbox_create_column()`](https://agdamsbo.github.io/FreesearchR/reference/create-column.md)
: Create new column
- [`create_baseline()`](https://agdamsbo.github.io/FreesearchR/reference/create_baseline.md)
: Create a baseline table
- [`create_log_tics()`](https://agdamsbo.github.io/FreesearchR/reference/create_log_tics.md)
: Create summetric log ticks
- [`create_overview_datagrid()`](https://agdamsbo.github.io/FreesearchR/reference/create_overview_datagrid.md)
: Create a data overview datagrid
- [`cut_variable_ui()`](https://agdamsbo.github.io/FreesearchR/reference/cut-variable.md)
[`cut_variable_server()`](https://agdamsbo.github.io/FreesearchR/reference/cut-variable.md)
[`modal_cut_variable()`](https://agdamsbo.github.io/FreesearchR/reference/cut-variable.md)
: Module to Convert Numeric to Factor
- [`cut_methods()`](https://agdamsbo.github.io/FreesearchR/reference/cut_methods.md)
: Library of cut methods with descriptions
- [`cut_var()`](https://agdamsbo.github.io/FreesearchR/reference/cut_var.md)
: Extended cutting function with fall-back to the native base::cut
- [`data_correlations_ui()`](https://agdamsbo.github.io/FreesearchR/reference/data-correlations.md)
[`data_correlations_server()`](https://agdamsbo.github.io/FreesearchR/reference/data-correlations.md)
: Data correlations evaluation module
- [`data_missings_ui()`](https://agdamsbo.github.io/FreesearchR/reference/data-missings.md)
[`data_missings_server()`](https://agdamsbo.github.io/FreesearchR/reference/data-missings.md)
: Data correlations evaluation module
- [`data_visuals_ui()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`data_visuals_server()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`create_plot()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`plot_bar_single()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`plot_box()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`plot_box_single()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`plot_hbars()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`plot_ridge()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`sankey_ready()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`plot_sankey()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`plot_scatter()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
[`plot_violin()`](https://agdamsbo.github.io/FreesearchR/reference/data-plots.md)
: Data correlations evaluation module
- [`data_summary_ui()`](https://agdamsbo.github.io/FreesearchR/reference/data-summary.md)
[`data_summary_server()`](https://agdamsbo.github.io/FreesearchR/reference/data-summary.md)
: Data summary module
- [`data_description()`](https://agdamsbo.github.io/FreesearchR/reference/data_description.md)
: Ultra short data dascription
- [`data_summary_gather()`](https://agdamsbo.github.io/FreesearchR/reference/data_summary_gather.md)
: Data summary for printing visual summary
- [`data_type()`](https://agdamsbo.github.io/FreesearchR/reference/data_type.md)
: Data type assessment.
- [`data_type_filter()`](https://agdamsbo.github.io/FreesearchR/reference/data_type_filter.md)
: Filter function to filter data set by variable type
- [`data_types()`](https://agdamsbo.github.io/FreesearchR/reference/data_types.md)
: Recognised data types from data_type
- [`default_format_arguments()`](https://agdamsbo.github.io/FreesearchR/reference/default_format_arguments.md)
: Defaults qmd formats
- [`default_parsing()`](https://agdamsbo.github.io/FreesearchR/reference/default_parsing.md)
: Default data parsing
- [`detect_delimiter()`](https://agdamsbo.github.io/FreesearchR/reference/detect_delimiter.md)
: Detect delimiters in string based on allowed delimiters
- [`dim_change_call()`](https://agdamsbo.github.io/FreesearchR/reference/dim_change_call.md)
: Dimensions validation
- [`.build_version_alert()`](https://agdamsbo.github.io/FreesearchR/reference/dot-build_version_alert.md)
: Build a shinyWidgets::alert() UI element for the version banner
- [`.get_latest_github_version()`](https://agdamsbo.github.io/FreesearchR/reference/dot-get_latest_github_version.md)
: Fetch the latest release version from a GitHub repository
- [`.has_internet()`](https://agdamsbo.github.io/FreesearchR/reference/dot-has_internet.md)
: Check internet connectivity
- [`.resolve_app_version()`](https://agdamsbo.github.io/FreesearchR/reference/dot-resolve_app_version.md)
: Resolve the current app version
- [`drop_empty_event()`](https://agdamsbo.github.io/FreesearchR/reference/drop_empty_event.md)
: Drop empty events from REDCap export
- [`expression_string()`](https://agdamsbo.github.io/FreesearchR/reference/expression_string.md)
: Deparses expression as string, substitutes native pipe and adds
assign
- [`extract_labels()`](https://agdamsbo.github.io/FreesearchR/reference/extract_labels.md)
: Extract column labels from a data frame
- [`factor_new_levels_labels()`](https://agdamsbo.github.io/FreesearchR/reference/factor_new_levels_labels.md)
: Simple function to apply new levels and/or labels to factor
- [`factorize()`](https://agdamsbo.github.io/FreesearchR/reference/factorize.md)
: Factorize variables in data.frame
- [`file_export()`](https://agdamsbo.github.io/FreesearchR/reference/file_export.md)
: Title
- [`format_writer()`](https://agdamsbo.github.io/FreesearchR/reference/format_writer.md)
: Merges list of named arguments for qmd header generation
- [`generate_colors()`](https://agdamsbo.github.io/FreesearchR/reference/generate_colors.md)
: Generate N Colors from a Specified Color Palette
- [`get_data_packages()`](https://agdamsbo.github.io/FreesearchR/reference/get_data_packages.md)
: Get packages containing datasets
- [`get_dimensions()`](https://agdamsbo.github.io/FreesearchR/reference/get_dimensions.md)
: Extension of the helper function from datamods
- [`get_fun_options()`](https://agdamsbo.github.io/FreesearchR/reference/get_fun_options.md)
: Get the function options based on the selected function description
- [`get_label()`](https://agdamsbo.github.io/FreesearchR/reference/get_label.md)
: Print label, and if missing print variable name for plots
- [`get_list_elements()`](https://agdamsbo.github.io/FreesearchR/reference/get_list_elements.md)
: Subset elements from list of lists
- [`get_plot_options()`](https://agdamsbo.github.io/FreesearchR/reference/get_plot_options.md)
: Get the function options based on the selected function description
- [`get_var_icon()`](https://agdamsbo.github.io/FreesearchR/reference/get_var_icon.md)
: Easily get variable icon based on data type or class
- [`getfun()`](https://agdamsbo.github.io/FreesearchR/reference/getfun.md)
: Wrapper function to get function from character vector referring to
function from namespace. Passed to 'do.call()'
- [`gg_theme_export()`](https://agdamsbo.github.io/FreesearchR/reference/gg_theme_export.md)
: GGplot default theme for plotting export objects
- [`gg_theme_shiny()`](https://agdamsbo.github.io/FreesearchR/reference/gg_theme_shiny.md)
: GGplot default theme for plotting in Shiny
- [`ggeulerr()`](https://agdamsbo.github.io/FreesearchR/reference/ggeulerr.md)
: Area proportional venn diagrams
- [`grepl_fix()`](https://agdamsbo.github.io/FreesearchR/reference/grepl_fix.md)
: Matches pattern to vector based on match type
- [`if_not_missing()`](https://agdamsbo.github.io/FreesearchR/reference/if_not_missing.md)
: Return if available
- [`import_delim()`](https://agdamsbo.github.io/FreesearchR/reference/import-file-type.md)
[`import_xls()`](https://agdamsbo.github.io/FreesearchR/reference/import-file-type.md)
[`import_ods()`](https://agdamsbo.github.io/FreesearchR/reference/import-file-type.md)
[`import_dta()`](https://agdamsbo.github.io/FreesearchR/reference/import-file-type.md)
[`import_rds()`](https://agdamsbo.github.io/FreesearchR/reference/import-file-type.md)
: Wrapper to ease data file import
- [`import_file_ui()`](https://agdamsbo.github.io/FreesearchR/reference/import-file.md)
[`import_file_server()`](https://agdamsbo.github.io/FreesearchR/reference/import-file.md)
: Import data from a file
- [`import_file_demo_app()`](https://agdamsbo.github.io/FreesearchR/reference/import-file_module.md)
: Test app for the import_file module
- [`import_globalenv_ui()`](https://agdamsbo.github.io/FreesearchR/reference/import-globalenv.md)
[`import_globalenv_server()`](https://agdamsbo.github.io/FreesearchR/reference/import-globalenv.md)
: Import data from an Environment
- [`index_embed()`](https://agdamsbo.github.io/FreesearchR/reference/index_embed.md)
: Split vector by an index and embed addition
- [`is_any_class()`](https://agdamsbo.github.io/FreesearchR/reference/is_any_class.md)
: Test class
- [`is_consecutive()`](https://agdamsbo.github.io/FreesearchR/reference/is_consecutive.md)
: Checks if elements in vector are equally spaced as indication of ID
- [`is_datetime()`](https://agdamsbo.github.io/FreesearchR/reference/is_datetime.md)
: Test is date/datetime/time
- [`is_identical_to_previous()`](https://agdamsbo.github.io/FreesearchR/reference/is_identical_to_previous.md)
: Test if element is identical to the previous
- [`is_splittable()`](https://agdamsbo.github.io/FreesearchR/reference/is_splittable.md)
: Determine if any variable in data frame character and contains
recognized delimiters
- [`is_valid_redcap_url()`](https://agdamsbo.github.io/FreesearchR/reference/is_valid_redcap_url.md)
: Test if url is valid format for REDCap API
- [`is_valid_token()`](https://agdamsbo.github.io/FreesearchR/reference/is_valid_token.md)
: Validate REDCap token
- [`label_report()`](https://agdamsbo.github.io/FreesearchR/reference/label_report.md)
: Print a tidy summary of column labels
- [`landing_page_ui()`](https://agdamsbo.github.io/FreesearchR/reference/landing_page_ui.md)
: Tag list of elements for the FreesearchR landing page
- [`launch_FreesearchR()`](https://agdamsbo.github.io/FreesearchR/reference/launch_FreesearchR.md)
: Easily launch the FreesearchR app
- [`limit_data_size()`](https://agdamsbo.github.io/FreesearchR/reference/limit_data_size.md)
: Limit the allowed data set size by number of cells
- [`limit_log()`](https://agdamsbo.github.io/FreesearchR/reference/limit_log.md)
: Easily round log scale limits for nice plots
- [`line_break()`](https://agdamsbo.github.io/FreesearchR/reference/line_break.md)
: Line breaking at given number of characters for nicely plotting
labels
- [`list_pkg_data()`](https://agdamsbo.github.io/FreesearchR/reference/list_pkg_data.md)
: List dataset contained in a package
- [`make_validation()`](https://agdamsbo.github.io/FreesearchR/reference/make_validation.md)
: Create validation data.frame
- [`make_validation_alerts()`](https://agdamsbo.github.io/FreesearchR/reference/make_validation_alerts.md)
: Create alert from validation data.frame
- [`mcar_validate()`](https://agdamsbo.github.io/FreesearchR/reference/mcar_validate.md)
: MCAR validation based on a gtsummary table bady
- [`merge_expression()`](https://agdamsbo.github.io/FreesearchR/reference/merge_expression.md)
: Merge list of expressions
- [`merge_long()`](https://agdamsbo.github.io/FreesearchR/reference/merge_long.md)
: Wrapper to pivot gtsummary table data to long for plotting
- [`missing_fraction()`](https://agdamsbo.github.io/FreesearchR/reference/missing_fraction.md)
: Get missingsness fraction
- [`missings_logic_across()`](https://agdamsbo.github.io/FreesearchR/reference/missings_logic_across.md)
: Converting all variables to logicals by missing status
- [`missings_validate()`](https://agdamsbo.github.io/FreesearchR/reference/missings_validate.md)
: Validate function of missingness in data
- [`modify_qmd()`](https://agdamsbo.github.io/FreesearchR/reference/modify_qmd.md)
: Wrapper to modify quarto file to render specific formats
- [`names2val()`](https://agdamsbo.github.io/FreesearchR/reference/names2val.md)
: Set values as names and names as values
- [`obs_filter_validate()`](https://agdamsbo.github.io/FreesearchR/reference/obs_filter_validate.md)
: Observations filter test wrapper
- [`overview_vars()`](https://agdamsbo.github.io/FreesearchR/reference/overview_vars.md)
: Create a data overview data.frame ready for sparklines
- [`pipe_string()`](https://agdamsbo.github.io/FreesearchR/reference/pipe_string.md)
: Reduce character vector with the native pipe operator or character
string
- [`plot(`*`<tbl_regression>`*`)`](https://agdamsbo.github.io/FreesearchR/reference/plot.tbl_regression.md)
: Regression coef plot from gtsummary. Slightly modified to pass on
arguments
- [`plot_euler()`](https://agdamsbo.github.io/FreesearchR/reference/plot_euler.md)
: Easily plot euler diagrams
- [`plot_euler_single()`](https://agdamsbo.github.io/FreesearchR/reference/plot_euler_single.md)
: Easily plot single euler diagrams
- [`plot_sankey_single()`](https://agdamsbo.github.io/FreesearchR/reference/plot_sankey_single.md)
: Beautiful sankey plot
- [`possible_functions()`](https://agdamsbo.github.io/FreesearchR/reference/possible_functions.md)
: Get possible regression models
- [`possible_plots()`](https://agdamsbo.github.io/FreesearchR/reference/possible_plots.md)
: Get possible regression models
- [`read_input()`](https://agdamsbo.github.io/FreesearchR/reference/read_input.md)
: Flexible file import based on extension
- [`m_redcap_readUI()`](https://agdamsbo.github.io/FreesearchR/reference/redcap_read_shiny_module.md)
[`m_redcap_readServer()`](https://agdamsbo.github.io/FreesearchR/reference/redcap_read_shiny_module.md)
[`redcap_demo_app()`](https://agdamsbo.github.io/FreesearchR/reference/redcap_read_shiny_module.md)
: Shiny module to browser and export REDCap data
- [`regression_model()`](https://agdamsbo.github.io/FreesearchR/reference/regression_model.md)
[`regression_model_uv()`](https://agdamsbo.github.io/FreesearchR/reference/regression_model.md)
[`regression_model_list()`](https://agdamsbo.github.io/FreesearchR/reference/regression_model.md)
[`regression_model_uv_list()`](https://agdamsbo.github.io/FreesearchR/reference/regression_model.md)
: Create a regression model programatically
- [`regression_table()`](https://agdamsbo.github.io/FreesearchR/reference/regression_table.md)
: Create table of regression model
- [`regression_table_create()`](https://agdamsbo.github.io/FreesearchR/reference/regression_table_create.md)
: Create regression summary table
- [`remove_empty_attr()`](https://agdamsbo.github.io/FreesearchR/reference/remove_empty_attr.md)
: Remove empty/NA attributes
- [`remove_empty_cols()`](https://agdamsbo.github.io/FreesearchR/reference/remove_empty_cols.md)
: Removes columns with completenes below cutoff
- [`remove_nested_list()`](https://agdamsbo.github.io/FreesearchR/reference/remove_nested_list.md)
: Very simple function to remove nested lists, like when uploading
.rds
- [`repeated_instruments()`](https://agdamsbo.github.io/FreesearchR/reference/repeated_instruments.md)
: Get names of repeated instruments
- [`restore_labels()`](https://agdamsbo.github.io/FreesearchR/reference/restore_labels.md)
: Restore column labels using a reference data frame
- [`scale_fill_generate()`](https://agdamsbo.github.io/FreesearchR/reference/scale_fill_generate.md)
[`scale_color_generate()`](https://agdamsbo.github.io/FreesearchR/reference/scale_fill_generate.md)
: Discrete and Continuous Fill Scale Using generate_colors
- [`selectInputIcon()`](https://agdamsbo.github.io/FreesearchR/reference/selectInputIcon.md)
: Create a select input control with icon(s)
- [`separate_string()`](https://agdamsbo.github.io/FreesearchR/reference/separate_string.md)
: Separate string wide or long
- [`set_column_label()`](https://agdamsbo.github.io/FreesearchR/reference/set_column_label.md)
: (Re)label columns in data.frame
- [`show_data()`](https://agdamsbo.github.io/FreesearchR/reference/show_data.md)
: Display a table in a window
- [`simple_snake()`](https://agdamsbo.github.io/FreesearchR/reference/simple_snake.md)
: Simplified version of the snakecase packages to_snake_case
- [`sort_by()`](https://agdamsbo.github.io/FreesearchR/reference/sort_by.md)
: Drop-in replacement for the base::sort_by with option to remove NAs
- [`specify_qmd_format()`](https://agdamsbo.github.io/FreesearchR/reference/specify_qmd_format.md)
: Specify format arguments to include in qmd header/frontmatter
- [`string_split_ui()`](https://agdamsbo.github.io/FreesearchR/reference/split-string.md)
[`string_split_server()`](https://agdamsbo.github.io/FreesearchR/reference/split-string.md)
[`modal_string_split()`](https://agdamsbo.github.io/FreesearchR/reference/split-string.md)
: String split module based on tidyr::separate\_
- [`subset_types()`](https://agdamsbo.github.io/FreesearchR/reference/subset_types.md)
: Easily subset by data type function
- [`supported_functions()`](https://agdamsbo.github.io/FreesearchR/reference/supported_functions.md)
: Implemented functions
- [`supported_plots()`](https://agdamsbo.github.io/FreesearchR/reference/supported_plots.md)
: Implemented functions
- [`symmetrical_scale_x_log10()`](https://agdamsbo.github.io/FreesearchR/reference/symmetrical_scale_x_log10.md)
: Ensure symmetrical plot around 1 on a logarithmic x scale for ratio
plots
- [`tbl_merge()`](https://agdamsbo.github.io/FreesearchR/reference/tbl_merge.md)
: A substitue to gtsummary::tbl_merge, that will use list names for
the tab spanner names.
- [`type_icons()`](https://agdamsbo.github.io/FreesearchR/reference/type_icons.md)
: Get data type icons
- [`ui_elements()`](https://agdamsbo.github.io/FreesearchR/reference/ui_elements.md)
: FreesearchR UI elements list
- [`unique_names()`](https://agdamsbo.github.io/FreesearchR/reference/unique_names.md)
: Make unique variable names
- [`unique_short()`](https://agdamsbo.github.io/FreesearchR/reference/unique_short.md)
: Create unique short names of character vector items based on index
- [`update_factor_ui()`](https://agdamsbo.github.io/FreesearchR/reference/update-factor.md)
[`update_factor_server()`](https://agdamsbo.github.io/FreesearchR/reference/update-factor.md)
[`modal_update_factor()`](https://agdamsbo.github.io/FreesearchR/reference/update-factor.md)
[`winbox_update_factor()`](https://agdamsbo.github.io/FreesearchR/reference/update-factor.md)
: Module to Reorder the Levels of a Factor Variable
- [`update_variables_ui()`](https://agdamsbo.github.io/FreesearchR/reference/update-variables.md)
[`update_variables_server()`](https://agdamsbo.github.io/FreesearchR/reference/update-variables.md)
: Select, rename and convert variables
- [`update_variables_datagrid()`](https://agdamsbo.github.io/FreesearchR/reference/update_variables_datagrid.md)
: Modified from the datamods pacakge
- [`validation_ui()`](https://agdamsbo.github.io/FreesearchR/reference/validation.md)
[`validation_server()`](https://agdamsbo.github.io/FreesearchR/reference/validation.md)
: Validation module
- [`validation_lib()`](https://agdamsbo.github.io/FreesearchR/reference/validation_lib.md)
: Validation library
- [`vars_filter_validate()`](https://agdamsbo.github.io/FreesearchR/reference/vars_filter_validate.md)
: Variable filter test wrapper
- [`vectorSelectInput()`](https://agdamsbo.github.io/FreesearchR/reference/vectorSelectInput.md)
: A selectizeInput customized for named vectors
- [`vertical_stacked_bars()`](https://agdamsbo.github.io/FreesearchR/reference/vertical_stacked_bars.md)
: Vertical stacked bar plot wrapper
- [`visual_summary_ui()`](https://agdamsbo.github.io/FreesearchR/reference/visual-summary.md)
[`visual_summary_server()`](https://agdamsbo.github.io/FreesearchR/reference/visual-summary.md)
[`modal_visual_summary()`](https://agdamsbo.github.io/FreesearchR/reference/visual-summary.md)
[`missings_apex_plot()`](https://agdamsbo.github.io/FreesearchR/reference/visual-summary.md)
[`visual_summary()`](https://agdamsbo.github.io/FreesearchR/reference/visual-summary.md)
: Data correlations evaluation module
- [`wide2long()`](https://agdamsbo.github.io/FreesearchR/reference/wide2long.md)
: Alternative pivoting method for easily pivoting based on name
pattern
- [`with_labels()`](https://agdamsbo.github.io/FreesearchR/reference/with_labels.md)
: Evaluate an expression while preserving column labels
- [`wrap_plot_list()`](https://agdamsbo.github.io/FreesearchR/reference/wrap_plot_list.md)
: Wrapping
- [`write_quarto()`](https://agdamsbo.github.io/FreesearchR/reference/write_quarto.md)
: Wrapper to save data in RDS, load into specified qmd and render
# Articles
### All vignettes
- [Data
types](https://agdamsbo.github.io/FreesearchR/articles/data-types.md):
- [FreesearchR](https://agdamsbo.github.io/FreesearchR/articles/FreesearchR.md):
- [Missingness in
data](https://agdamsbo.github.io/FreesearchR/articles/missingness.md):
- [Session
info](https://agdamsbo.github.io/FreesearchR/articles/session.md):
- [On
visuals](https://agdamsbo.github.io/FreesearchR/articles/visuals.md):
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