Package: mverse 0.1.1

Michael Jongho Moon

mverse: Tidy Multiverse Analysis Made Simple

Extends 'multiverse' package (Sarma A., Kale A., Moon M., Taback N., Chevalier F., Hullman J., Kay M., 2021) <doi:10.31219/osf.io/yfbwm>, which allows users perform to create explorable multiverse analysis in R. This extension provides an additional level of abstraction to the 'multiverse' package with the aim of creating user friendly syntax to researchers, educators, and students in statistics. The 'mverse' syntax is designed to allow piping and takes hints from the 'tidyverse' grammar. The package allows users to define and inspect multiverse analysis using familiar syntax in R.

Authors:Michael Jongho Moon [aut, cre], Haoda Li [aut], Mingwei Xu [aut], Nathan Taback [aut], Fanny Chevalier [aut], Alison Gibbs [ctb]

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mverse.pdf |mverse.html✨
mverse/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/mverseanalysis/mverse/issues

Datasets:
  • hurricane - Data on Atlantic hurricanes in the U.S. between 1950 and 2012.
  • soccer - Number of cards given for each referee-player pair in soccer.

On CRAN:

24 exports 8 stars 1.53 score 76 dependencies 12 scripts 250 downloads

Last updated 1 years agofrom:bf15309a25. Checks:OK: 3 NOTE: 4. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 13 2024
R-4.5-winNOTESep 13 2024
R-4.5-linuxNOTESep 13 2024
R-4.4-winNOTESep 13 2024
R-4.4-macNOTESep 13 2024
R-4.3-winOKSep 13 2024
R-4.3-macOKSep 13 2024

Exports:%>%add_branch_conditionadd_family_branchadd_filter_branchadd_formula_branchadd_mutate_branchAICBICbranch_conditioncreate_multiverseexecute_multiverseextractfamily_branchfilter_branchformula_branchglm_mverseglm.nb_mverselm_mversemultiverse_treemutate_branchmversespec_curvespec_summaryttest_mverse

Dependencies:abindbackportsberryFunctionsbroomcachemclicodetoolscollectionscolorspacecpp11digestdplyrevaluatefansifarverfastmapformatRfuturefuture.applygenericsggforceggplot2ggraphggrepelggupsetglobalsgluegraphlayoutsgridExtragtablehighrigraphisobandknitrlabelinglatticelifecyclelistenvmagrittrMASSMatrixmemoisemgcvmultiversemunsellnlmeparallellypillarpkgconfigpolyclippurrrR6rbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackrlangrstudioapiscalesstringistringrsystemfontstibbletidygraphtidyrtidyselecttweenrutf8vctrsviridisviridisLitewithrxfunyaml

Basic Regressions with mverse

Rendered frommverse_intro_regressionmodelling.Rmdusingknitr::rmarkdownon Sep 13 2024.

Last update: 2023-08-04
Started: 2022-05-13

Getting started with mverse

Rendered frommverse_gettingstarted.Rmdusingknitr::rmarkdownon Sep 13 2024.

Last update: 2023-08-04
Started: 2022-05-13

GLM Modelling with mverse

Rendered frommverse_intro_glmmodelling.Rmdusingknitr::rmarkdownon Sep 13 2024.

Last update: 2023-08-04
Started: 2022-05-13

Readme and manuals

Help Manual

Help pageTopics
Add branch conditions to a 'mverse' object.add_branch_condition add_branch_condition.mverse
Add family branches to a 'mverse' object.add_family_branch
Add filter branches to a 'mverse' object.add_filter_branch
Add formula branches to a 'mverse' object.add_formula_branch
Add mutate branches to a 'mverse' object.add_mutate_branch
Display the AIC and BIC score of the fitted models across the multiverseAIC AIC.glm_mverse BIC BIC.glm_mverse
Create a new branch condition.branch_condition
Execute the entire multiverse.execute_multiverse execute_multiverse.mverse
Extract branched values.extract extract.mverse
Create a new family branch.family_branch
Create a new filter branch.filter_branch
Create a new formula branch.formula_branch
Fit generalized linear regression models across the multiverse.glm_mverse
Fit negative binomial regression models across the multiverseglm.nb_mverse
Data on Atlantic hurricanes in the U.S. between 1950 and 2012.hurricane
Fit linear regression models across the multiverse.lm_mverse
Plot a multiverse tree diagram.multiverse_tree
Create a new mutate branch.mutate_branch
Create a new 'mverse' objectcreate_multiverse mverse
Print method for '*_branch' objects.print.branch
Number of cards given for each referee-player pair in soccer.soccer
Display a specification curve across the multiverse.spec_curve
Create a specification table for a selected variable.spec_summary
Display the multiverse table with results.summary summary.glm.nb_mverse summary.glm_mverse summary.lm_mverse summary.mverse
Performs one or two sample t-tests on data columns.ttest ttest_mverse