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naniar: Data Structures, Summaries, and Visualisations for Missing Data

Missing values are ubiquitous in data and need to be explored and handled in the initial stages of analysis. 'naniar' provides data structures and functions that facilitate the plotting of missing values and examination of imputations. This allows missing data dependencies to be explored with minimal deviation from the common work patterns of 'ggplot2' and tidy data. The work is fully discussed at Tierney & Cook (2023) <doi:10.18637/jss.v105.i07>.

Version:1.1.0
Depends:R (≥ 3.1.2)
Imports:dplyr,ggplot2,purrr,tidyr,tibble (≥ 2.0.0),norm,magrittr, stats,visdat,rlang (≥ 1.1.0),forcats,viridis,glue,UpSetR,cli,vctrs,lifecycle
Suggests:knitr,rmarkdown,testthat (≥ 3.0.0),rpart,rpart.plot,covr,gridExtra,wakefield,vdiffr,here,simputation,imputeTS,Hmisc,spelling
Published:2024-03-05
DOI:10.32614/CRAN.package.naniar
Author:Nicholas TierneyORCID iD [aut, cre], Di CookORCID iD [aut], Miles McBainORCID iD [aut], Colin FayORCID iD [aut], Mitchell O'Hara-Wild [ctb], Jim Hester [ctb], Luke Smith [ctb], Andrew HeissORCID iD [ctb]
Maintainer:Nicholas Tierney <nicholas.tierney at gmail.com>
BugReports:https://github.com/njtierney/naniar/issues
License:MIT + fileLICENSE
URL:https://github.com/njtierney/naniar,http://naniar.njtierney.com/
NeedsCompilation:no
Language:en-US
Citation:naniar citation info
Materials:README,NEWS
In views:MissingData
CRAN checks:naniar results

Documentation:

Reference manual:naniar.html ,naniar.pdf
Vignettes:Exploring Imputed Values (source,R code)
Getting Started with naniar (source,R code)
Gallery of Missing Data Visualisations (source,R code)
Replacing values with NA (source,R code)
Special Missing Values (source,R code)

Downloads:

Package source: naniar_1.1.0.tar.gz
Windows binaries: r-devel:naniar_1.1.0.zip, r-release:naniar_1.1.0.zip, r-oldrel:naniar_1.1.0.zip
macOS binaries: r-release (arm64):naniar_1.1.0.tgz, r-oldrel (arm64):naniar_1.1.0.tgz, r-release (x86_64):naniar_1.1.0.tgz, r-oldrel (x86_64):naniar_1.1.0.tgz
Old sources: naniar archive

Reverse dependencies:

Reverse imports:dbGaPCheckup,FAfA,fastml,smdi,suddengains,surveyPrev,tLOH
Reverse suggests:causalCmprsk,cleanepi,fairmetrics,ModStatR,NBDCtools

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=naniarto link to this page.


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