Package: exploratory 0.3.31

Jin Kim

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>.

Authors:Jin Kim [aut, cre]

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exploratory.pdf |exploratory.html
exploratory/json (API)
NEWS

# Install 'exploratory' in R:
install.packages('exploratory', repos = c('https://jinkim3.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/jinkim3/exploratory/issues

On CRAN:

4.75 score 5 stars 45 scripts 282 downloads 5 mentions 26 exports 130 dependencies

Last updated 1 years agofrom:bced3508dc. Checks:8 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 01 2025
R-4.5-winOKFeb 01 2025
R-4.5-macOKFeb 01 2025
R-4.5-linuxOKFeb 01 2025
R-4.4-winOKFeb 01 2025
R-4.4-macOKFeb 01 2025
R-4.3-winOKFeb 01 2025
R-4.3-macOKFeb 01 2025

Exports:cohen_d_from_cohen_textbookcompare_groupsdesc_statsdesc_stats_by_groupexploratoryhistogramhistogram_by_groupid_across_datasetskurtosismann_whitneymediation_analysismerge_data_table_listmerge_data_tablesmultiple_regressionorder_rows_specifically_in_dtpreppretty_round_p_valueread_csvscatterplotse_of_meanskewnesst_test_pairwisetabulate_vectortheme_kimupdate_exploratorywilcoxon_rank_sum_test

Dependencies:backportsbase64encbitbit64bootbroombslibcachemcheckmateclicliprclustercodetoolscolorspacecommonmarkcpp11crayoncrosstalkdata.tabledigestdplyrDTevaluatefansifarverfastmapfontawesomeforcatsforeachforeignFormulafsgdatagenericsggplot2ggridgesglmnetgluegridExtragtablegtoolshavenhighrHmischmshtmlTablehtmltoolshtmlwidgetshttpuvisobanditeratorsjomojquerylibjsonliteknitrlabelinglaterlatticelazyevallemonlifecyclelm.betalme4lpSolvemagrittrMASSMatrixmediationmemoisemgcvmicemimeminqamitmlmunsellmvtnormnlmenloptrnnetnumDerivordinalpanpillarpkgconfigplyrprettyunitsprogresspromisespurrrR6rappdirsrbibutilsRColorBrewerRcppRcppEigenRdpackreadrreformulasremotesrlangrmarkdownrpartrstudioapisandwichsassscalesshapeshinyshinydashboardsourcetoolsstringistringrsurvivaltibbletidyrtidyselecttinytextzdbucminfutf8vctrsviridisviridisLitevroomweightswithrxfunxtableyamlzoo