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'))

Peer review:

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

On CRAN:

4.76 score 5 stars 46 scripts 249 downloads 5 mentions 26 exports 127 dependencies

Last updated 1 years agofrom:bced3508dc. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 03 2024
R-4.5-winOKNov 03 2024
R-4.5-linuxOKNov 03 2024
R-4.4-winOKNov 03 2024
R-4.4-macOKNov 03 2024
R-4.3-winOKNov 03 2024
R-4.3-macOKNov 03 2024

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.betalme4lpSolvemagrittrMASSMatrixmediationmemoisemgcvmicemimeminqamitmlmunsellmvtnormnlmenloptrnnetnumDerivordinalpanpillarpkgconfigplyrprettyunitsprogresspromisespurrrR6rappdirsRColorBrewerRcppRcppEigenreadrremotesrlangrmarkdownrpartrstudioapisandwichsassscalesshapeshinyshinydashboardsourcetoolsstringistringrsurvivaltibbletidyrtidyselecttinytextzdbucminfutf8vctrsviridisviridisLitevroomweightswithrxfunxtableyamlzoo