Package: multiverse 0.6.2.1

Abhraneel Sarma

multiverse: Multiverse: Create 'multiverse analysis' in R

Implement 'multiverse' style analyses (Steegen S., Tuerlinckx F, Gelman A., Vanpaemal, W., 2016) <doi:10.1177/1745691616658637> to show the robustness of statistical inference. 'Multiverse analysis' is a philosophy of statistical reporting where paper authors report the outcomes of many different statistical analyses in order to show how fragile or robust their findings are. The 'multiverse' package (Sarma A., Kale A., Moon M., Taback N., Chevalier F., Hullman J., Kay M., 2021) <doi:10.31219/osf.io/yfbwm> allows users to concisely and flexibly implement 'multiverse-style' analysis, which involve declaring alternate ways of performing an analysis step, in R and R Notebooks. Users can also create 'Explorable Multiverse Analysis Reports' (EMARs) (Dragicevic P., Jansen Y., Sarma A., Kay M., Chevalier F., 2019) <doi:10.1145/3290605.3300295>, a new approach to statistical reporting where readers of research papers can explore alternative analysis options by interacting with the paper itself.

Authors:Abhraneel Sarma [aut, cre], Matthew Kay [aut], Michael Moon [ctb], Mark Miller [ctb], Alex Kale [ctb], Nathan Taback [ctb], Fanny Chevalier [ctb], Jessica Hullman [ctb], Pierre Dragicevic [ctb], Yvonne Jansen [ctb]

multiverse_0.6.2.1.tar.gz
multiverse_0.6.2.1.zip(r-4.5)multiverse_0.6.2.1.zip(r-4.4)multiverse_0.6.2.1.zip(r-4.3)
multiverse_0.6.2.1.tgz(r-4.4-any)multiverse_0.6.2.1.tgz(r-4.3-any)
multiverse_0.6.2.1.tar.gz(r-4.5-noble)multiverse_0.6.2.1.tar.gz(r-4.4-noble)
multiverse_0.6.2.1.tgz(r-4.4-emscripten)multiverse_0.6.2.1.tgz(r-4.3-emscripten)
multiverse.pdf |multiverse.html✨
multiverse/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/mucollective/multiverse/issues

Datasets:
  • durante - Survey to study the effect of fertility on religiosity and political attitudes
  • hurricane - Survey to study the effect of fertility on religiosity and political attitudes
  • userlogs - Userlogs
  • vis_correlation - Participants responses in the study by Harrison et al., "Ranking Visualizations of correlation according to Weber's law"

On CRAN:

14 exports 62 stars 3.56 score 44 dependencies 1 dependents 32 scripts 254 downloads

Last updated 2 months agofrom:117a8ebbd4. Checks:ERROR: 7. Indexed: yes.

TargetResultDate
Doc / VignettesFAILAug 22 2024
R-4.5-winERRORAug 22 2024
R-4.5-linuxERRORAug 22 2024
R-4.4-winERRORAug 22 2024
R-4.4-macERRORAug 22 2024
R-4.3-winERRORAug 22 2024
R-4.3-macERRORAug 22 2024

Exports:codeconditionsexecute_multiverseexecute_universeexpandextract_variable_from_universeextract_variablesinsideis_multiverseis.multiversemultiverseparameterssizestyle_multiverse_code

Dependencies:abindberryFunctionsclicodetoolscollectionscpp11digestdplyrevaluatefansiformatRfurrrfuturegenericsglobalsgluehighrknitrlifecyclelistenvmagrittrparallellypillarpkgconfigpurrrR.cacheR.methodsS3R.ooR.utilsR6rlangrprojrootrstudioapistringistringrstylertibbletidyrtidyselectutf8vctrswithrxfunyaml

Readme and manuals

Help Manual

Help pageTopics
'Explorable Multiverse' Data Analysis and Reports in Rmultiverse-package
Define constraints for combinations of analysis paths in the multiverse%when%
Accessing contents of the multiverse object$.multiverse $<-.multiverse accessors code code.default code.multiverse conditions conditions.default conditions.multiverse expand expand.default expand.multiverse extract_variable_from_universe parameters parameters.default parameters.multiverse size size.default size.multiverse
Define multiple analysis paths for a step in the multiversebranch
Survey to study the effect of fertility on religiosity and political attitudesdurante
Execute parts of, or the entire multiverseexecute execute_multiverse execute_universe
Extract variables and objects from the multiverseextract_variables extract_variables.data.frame extract_variables.multiverse
Code corresponding to a single analysisget_code
Survey to study the effect of fertility on religiosity and political attitudeshurricane
Pass code into the multiverseinside
Create custom code blocks for multiverse analysismulitiverse_code_block
Create a new multiverse objectis.multiverse is_multiverse multiverse
Parse the multiverse syntax to identify branchesparse_multiverse
Accessing contents of the multiverse objectprint print.multiverse
Stylises the code of multiverse for printingstyle_multiverse_code
Userlogsuserlogs
Participants responses in the study by Harrison et al., "Ranking Visualizations of correlation according to Weber's law"vis_correlation