formulaic
Dynamic Generation and Quality Checks of Formula Objects
Many statistical models and analyses in R are implemented through formula objects. The formulaic package creates a unified approach for programmatically and dynamically generating formula objects. Users may specify the outcome and inputs of a model directly, search for variables to include based upon naming patterns, incorporate interactions, and identify variables to exclude. A wide range of quality checks are implemented to identify issues such as misspecified variables, duplication, a lack of contrast in the inputs, and a large number of levels in categorical data. Variables that do not meet these quality checks can be automatically excluded from the model. These issues are documented and reported in a manner that provides greater accountability and useful information to guide an investigation of the data.
- Version0.0.8
- R versionunknown
- LicenseGPL-3
- Needs compilation?No
- Last release02/15/2021
Documentation
Team
Anderson Nelson
David Shilane
Show author detailsRolesAuthorCaffrey Lee
Show author detailsRolesAuthor, ContributorZichen Huang
Show author detailsRolesAuthor, Contributor
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- Imports1 package
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