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VIM

Visualization and Imputation of Missing Values

https://github.com/statistikat/vim

Science Score: 46.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ✓
    Academic publication links
    Links to: researchgate.net
  • ✓
    Committers with academic emails
    1 of 15 committers (6.7%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (17.9%) to scientific vocabulary

Keywords

hotdeck imputation-methods model-predictions r visualization
Last synced: 6 months ago · JSON representation

Repository

Visualization and Imputation of Missing Values

Basic Info
Statistics
  • Stars: 85
  • Watchers: 13
  • Forks: 14
  • Open Issues: 4
  • Releases: 11
Topics
hotdeck imputation-methods model-predictions r visualization
Created over 12 years ago · Last pushed 8 months ago
Metadata Files
Readme Changelog

README.md

VIM

R-CMD-check Codecov test coverage CRAN status Mentioned in Awesome Official Statistics

This package introduces new tools for the visualization of missing and/or imputed values, which can be used for exploring the data and the structure of the missing and/or imputed values. Depending on this structure of the missing values, the corresponding methods may help to identify the mechanism generating the missings and allows to explore the data including missing values. In addition, the quality of imputation can be visually explored using various univariate, bivariate, multiple and multivariate plot methods.

Installation

```r

Install release version from CRAN

install.packages("VIM")

Install development version from GitHub

remotes::install_github("statistikat/VIM") ```

Usage

The core functionality of VIM can be categorized into two groups

  1. Imputation functions such as kNN() and hotdeck() implement techniques to replace missing values with imputed values.
  2. Visualization functions such as histMiss() or barMiss() provide extensions of common base graphics which use a special way of highlighting missing and imputed values. For more details, see the visualization vignette.

Additionaly, datasets are included to showcase the functions mentioned above. Other functions provide tabular aggregations of missings and visualization of spatial data.

Further reading

Publications

Owner

  • Name: Unofficial Organization for Open Source Projects of Statistics Austria
  • Login: statistikat
  • Kind: organization
  • Email: methodik@statistik.gv.at

GitHub Events

Total
  • Watch event: 6
  • Member event: 1
  • Push event: 116
  • Pull request event: 3
Last Year
  • Watch event: 6
  • Member event: 1
  • Push event: 116
  • Pull request event: 3

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 428
  • Total Committers: 15
  • Avg Commits per committer: 28.533
  • Development Distribution Score (DDS): 0.407
Past Year
  • Commits: 12
  • Committers: 2
  • Avg Commits per committer: 6.0
  • Development Distribution Score (DDS): 0.167
Top Committers
Name Email Commits
alexkowa a****x@k****t 254
Gregor de Cillia d****r@g****m 55
bernhard-da b****l@d****t 49
Wolfgang Rannetbauer - QM w****n@x****l 28
matthias-da t****l@s****t 16
matthias-da m****l@g****m 7
torockel r****o@g****m 4
Michael Chirico c****m@g****m 3
Johannes Gussenbauer - QM g****r@x****l 3
BirgitKarlhuber b****t@k****t 2
Johannes Gussenbauer - QM g****n@x****l 2
Alexander Kowarik - REG k****k@x****l 2
paulponcet p****t@y****r 1
Daniel Schopfhauser d****r@g****m 1
kowa$ k****$@R****l 1
Committer Domains (Top 20 + Academic)
karlhuber.net: 1 google.com: 1 statistik.tuwien.ac.at: 1 data-analysis.at: 1 kowarik.net: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 64
  • Total pull requests: 25
  • Average time to close issues: 4 months
  • Average time to close pull requests: 15 days
  • Total issue authors: 31
  • Total pull request authors: 8
  • Average comments per issue: 1.89
  • Average comments per pull request: 0.88
  • Merged pull requests: 23
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 11
  • Average time to close issues: N/A
  • Average time to close pull requests: 1 day
  • Issue authors: 0
  • Pull request authors: 3
  • Average comments per issue: 0
  • Average comments per pull request: 0.0
  • Merged pull requests: 11
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • alexkowa (11)
  • GregorDeCillia (9)
  • Deleetdk (8)
  • matthias-da (6)
  • markvanderloo (3)
  • varvanih (2)
  • Bigsealion (1)
  • parthkorde (1)
  • dmpe (1)
  • ag1805x (1)
  • rpietro (1)
  • nalsalam (1)
  • paulponcet (1)
  • arno-h (1)
  • merangelik (1)
Pull Request Authors
  • alexkowa (12)
  • BirgitKarlhuber (8)
  • GregorDeCillia (6)
  • ninanhm (3)
  • torockel (2)
  • Deleetdk (1)
  • MichaelChirico (1)
  • paulponcet (1)
Top Labels
Issue Labels
bug (17) enhancement (6) irmi (4) question (4) refactor (4) docs (3) ns (2) awaiting-feedback (1)
Pull Request Labels
bug (3) irmi (2) refactor (2) breaking (2) ns (2) enhancement (1)

Packages

  • Total packages: 2
  • Total downloads:
    • cran 12,787 last-month
  • Total docker downloads: 43,857
  • Total dependent packages: 17
    (may contain duplicates)
  • Total dependent repositories: 36
    (may contain duplicates)
  • Total versions: 25
  • Total maintainers: 1
cran.r-project.org: VIM

Visualization and Imputation of Missing Values

  • Versions: 17
  • Dependent Packages: 15
  • Dependent Repositories: 36
  • Downloads: 12,787 Last month
  • Docker Downloads: 43,857
Rankings
Downloads: 3.4%
Dependent packages count: 4.0%
Dependent repos count: 4.4%
Stargazers count: 4.8%
Forks count: 5.8%
Average: 7.5%
Docker downloads count: 22.5%
Maintainers (1)
matthias.templ@gmail.com
Last synced: 6 months ago
conda-forge.org: r-vim
  • Versions: 8
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Dependent packages count: 19.5%
Average: 31.9%
Stargazers count: 34.0%
Dependent repos count: 34.0%
Forks count: 40.0%
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • R >= 3.5.0 depends
  • colorspace * depends
  • grid * depends
  • MASS * imports
  • Rcpp * imports
  • car * imports
  • data.table >= 1.9.4 imports
  • e1071 * imports
  • grDevices * imports
  • graphics * imports
  • laeken * imports
  • magrittr * imports
  • methods * imports
  • nnet * imports
  • ranger * imports
  • robustbase * imports
  • sp * imports
  • stats * imports
  • utils * imports
  • vcd * imports
  • covr * suggests
  • dplyr * suggests
  • knitr * suggests
  • reactable * suggests
  • rmarkdown * suggests
  • tinytest * suggests
  • withr * suggests
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.github/workflows/test-coverage.yaml actions
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  • r-lib/actions/setup-r-dependencies v2 composite