Package: vismi 1.0.0

Yongshi Deng

vismi: Visual Diagnostics for Multiple Imputation

A comprehensive suite of static and interactive visual diagnostics for assessing the quality of multiply-imputed data obtained from packages such as 'mixgb' and 'mice'. The package supports inspection of distributional characteristics, diagnostics based on masking observed values and comparing them with re-imputed values, and convergence diagnostics.

Authors:Yongshi Deng [aut, cre], Thomas Lumley [ths]

vismi_1.0.0.tar.gz
vismi_1.0.0.zip(r-4.7-any)vismi_1.0.0.zip(r-4.6-any)vismi_1.0.0.zip(r-4.5-any)
vismi_1.0.0.tgz(r-4.6-any)vismi_1.0.0.tgz(r-4.5-any)
vismi_1.0.0.tar.gz(r-4.7-any)vismi_1.0.0.tar.gz(r-4.6-any)
vismi_1.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
vismi/json (API)

# Install 'vismi' in R:

install.packages('vismi', repos = c('https://agnesdeng.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/agnesdeng/vismi/issues

Pkgdown/docs site:https://agnesdeng.github.io

Datasets:

imp_newborn - Precomputed mixgb imputed datasets for 'newborn'
imp_nhanes3 - Precomputed mixgb imputed datasets for 'nhanes3'
newborn - NHANES III (1988-1994) newborn data
nhanes3 - A small subset of the NHANES III (1988-1994) newborn data

On CRAN:

4.12 score 2 stars 12 scripts 215 downloads 7 exports 108 dependencies

Last updated from:a9a3cddcf6. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel	OK	262
source / vignettes	OK	244
linux-release	OK	190
macos-release	OK	141
macos-oldrel	OK	200
windows-devel	OK	127
windows-release	OK	138
windows-oldrel	OK	147
wasm-release	OK	149

Exports:overimp trellis_vismi trellis_vismi_converge trellis_vismi_overimp vismi vismi_converge vismi_overimp

Dependencies:askpass autocogs backports base64enc bit bit64 broom bslib cachem callr checkmate cli clipr commonmark cpp11 crayon crosstalk curl data.table digest diptest DistributionUtils dplyr evaluate farver fastmap fidelius fontawesome forcats fs generics GGally ggplot2 ggridges ggstats ggtext glue gridExtra gridtext gtable hexbin highr hms htmltools htmlwidgets httr isoband jpeg jquerylib jsonlite knitr labeling later lattice lazyeval lifecycle litedown magrittr markdown MASS mclust memoise mime moments openssl otel patchwork pillar pkgconfig plotly png prettyunits processx progress promises ps purrr R6 rappdirs RColorBrewer Rcpp readr rlang rmarkdown rstudioapi S7 sass scales sodium stringi stringr sys tibble tidyr tidyselect tinytex trelliscopejs tzdb utf8 vctrs viridisLite vroom webshot whisker withr xfun xml2 yaml

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Precomputed mixgb imputed datasets for `newborn`	imp_newborn
Precomputed mixgb imputed datasets for `nhanes3`	imp_nhanes3
NHANES III (1988-1994) newborn data	newborn
A small subset of the NHANES III (1988-1994) newborn data	nhanes3
Overimpute main function	overimp
print method for vismi objects	print.vismi
Trelliscope Visualisation of Distributional Characteristics	trellis_vismi
Trelliscope Visualisation of Convergence Diagnostics	trellis_vismi_converge
Trelliscope Visualisation of Overimputation Diagnostics	trellis_vismi_overimp
Visualise Multiple Imputations Through Distributional Characteristics	vismi
Visualise convergence diagnostics	vismi_converge
Visualise Multiple Imputation Through Overimputation	vismi_overimp