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exploratory: A Tool for Large-Scale Exploratory Analyses

Conduct numerous exploratory analyses in an instant with a point-and-click interface. With one simple command, this tool launches a Shiny App on the local machine. Drag and drop variables in a data set to categorize them as possible independent, dependent, moderating, or mediating variables. Then run dozens (or hundreds) of analyses instantly to uncover any statistically significant relationships among variables. Any relationship thus uncovered should be tested in follow-up studies. This tool is designed only to facilitate exploratory analyses and should NEVER be used for p-hacking. Many of the functions used in this package are previous versions of functions in the R Packages 'kim' and 'ezr'. Selected References: Chang et al. (2021) <https://CRAN.R-project.org/package=shiny>. Dowle et al. (2021) <https://CRAN.R-project.org/package=data.table>. Kim (2023) <https://jinkim.science/docs/kim.pdf>. Kim (2021) <doi:10.5281/zenodo.4619237>. Kim (2020) <https://CRAN.R-project.org/package=ezr>. Simmons et al. (2011) <doi:10.1177/0956797611417632> Tingley et al. (2019) <https://CRAN.R-project.org/package=mediation>. Wickham et al. (2020) <https://CRAN.R-project.org/package=ggplot2>.

Version: 0.3.31
Imports: data.table, DT, ggplot2, ggridges, lemon, lm.beta, mediation, remotes, shiny, shinydashboard, weights
Suggests: moments
Published: 2023-10-10
DOI: 10.32614/CRAN.package.exploratory
Author: Jin Kim ORCID iD [aut, cre]
Maintainer: Jin Kim <jin.m.kim at yale.edu>
BugReports: https://github.com/jinkim3/exploratory/issues
License: GPL-3
URL: https://exploratoryonly.com
NeedsCompilation: no
Citation: exploratory citation info
Materials: README NEWS
CRAN checks: exploratory results

Documentation:

Reference manual: exploratory.pdf

Downloads:

Package source: exploratory_0.3.31.tar.gz
Windows binaries: r-devel: exploratory_0.3.31.zip, r-release: exploratory_0.3.31.zip, r-oldrel: exploratory_0.3.31.zip
macOS binaries: r-release (arm64): exploratory_0.3.31.tgz, r-oldrel (arm64): exploratory_0.3.31.tgz, r-release (x86_64): exploratory_0.3.31.tgz, r-oldrel (x86_64): exploratory_0.3.31.tgz
Old sources: exploratory archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.