teal is an interactive data exploration framework based
on Shiny, designed primarily to analyze CDISC clinical trial data.
A Shiny Application created with teal offers users the
ability to:
- Import data from external sources;
- Dynamically filter data for analysis;
- Generate reproducible code for future analysis;
- Create and download reports of analysis results (for analysis modules that support reporting).
Moreover, the teal framework provides application
developers with a wide range of customizable standard analysis modules
to integrate into their applications, along with a logging framework
that facilitates debugging. Additionally, advanced users of the
framework can develop new analysis modules and easily integrate them
into any teal application.
The teal framework’s functionality draws heavily from
the following packages:
| R package | Description |
|---|---|
teal |
shiny-based interactive exploration
framework for analyzing data |
teal.widgets |
shiny UI components used within
teal
|
teal.data |
provides the data structure used in all
teal applications |
teal.slice |
provides the filter panel to allow dynamic filtering of data |
teal.code |
provides a mechanism for tracking code to reproduce an analysis |
teal.logger |
standardizes logging within teal
framework |
teal.reporter |
allows teal applications to generate
reports |
Although these packages are mentioned in the material, we strongly recommend visiting their vignettes to learn more about them.
Learn on how to make your first teal application here!