Package: formulaic 0.0.8

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.

Authors:David Shilane [aut], Anderson Nelson [aut, ctb, cre], Caffrey Lee [aut, ctb], Zichen Huang [aut, ctb]

formulaic_0.0.8.tar.gz
formulaic_0.0.8.zip(r-4.5)formulaic_0.0.8.zip(r-4.4)formulaic_0.0.8.zip(r-4.3)
formulaic_0.0.8.tgz(r-4.4-any)formulaic_0.0.8.tgz(r-4.3-any)
formulaic_0.0.8.tar.gz(r-4.5-noble)formulaic_0.0.8.tar.gz(r-4.4-noble)
formulaic_0.0.8.tgz(r-4.4-emscripten)formulaic_0.0.8.tgz(r-4.3-emscripten)
formulaic.pdf |formulaic.html
formulaic/json (API)
NEWS

# Install 'formulaic' in R:
install.packages('formulaic', repos = c('https://dachosen1.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/dachosen1/formulaic/issues

Datasets:

On CRAN:

formula-objectsformula-parsermachine-learningquality-checkstatistical-models

6.04 score 9 stars 1 packages 41 scripts 704 downloads 3 exports 1 dependencies

Last updated 10 months agofrom:ced7e15068. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 22 2024
R-4.5-winOKNov 22 2024
R-4.5-linuxOKNov 22 2024
R-4.4-winOKNov 22 2024
R-4.4-macOKNov 22 2024
R-4.3-winOKNov 22 2024
R-4.3-macOKNov 22 2024

Exports:add.backtickcreate.formulareduce.existing.formula

Dependencies:data.table

Introduction to Formulaic

Rendered fromIntroduction-to-formulaic.Rmdusingknitr::rmarkdownon Nov 22 2024.

Last update: 2020-08-25
Started: 2019-05-30

Readme and manuals

Help Manual

Help pageTopics
Add backtickadd.backtick
Create Formulacreate.formula
Reduce Existing Formulareduce.existing.formula
Simulated Marketing Datasnack.dat