Package: vismi 0.9.5

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_0.9.5.tar.gz
vismi_0.9.5.zip(r-4.7)vismi_0.9.5.zip(r-4.6)vismi_0.9.5.zip(r-4.5)
vismi_0.9.5.tgz(r-4.6-any)vismi_0.9.5.tgz(r-4.5-any)
vismi_0.9.5.tar.gz(r-4.7-any)vismi_0.9.5.tar.gz(r-4.6-any)
vismi_0.9.5.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:

4.08 score 2 stars 12 scripts 129 downloads 7 exports 140 dependencies

Last updated from:cb93a5eda0. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	208
source / vignettes	OK	298
linux-release-x86_64	OK	201
macos-release-arm64	OK	226
macos-oldrel-arm64	OK	224
windows-devel	OK	185
windows-release	OK	168
windows-oldrel	OK	200
wasm-release	OK	157

Exports:overimp trellis_vismi trellis_vismi_converge trellis_vismi_overimp vismi vismi_converge vismi_overimp

Dependencies:askpass autocogs backports base64enc bit bit64 boot broom bslib cachem callr checkmate cli clipr codetools commonmark cpp11 crayon crosstalk curl data.table digest diptest DistributionUtils dplyr evaluate farver fastmap fidelius fontawesome forcats foreach fs generics GGally ggplot2 ggridges ggstats ggtext glmnet glue gridExtra gridtext gtable haven hexbin highr hms htmltools htmlwidgets httr isoband iterators jomo jpeg jquerylib jsonlite knitr labeling later lattice lazyeval lifecycle litedown lme4 magrittr markdown MASS Matrix mclust memoise mice mime minqa mitml mixgb moments nlme nloptr nnet numDeriv openssl ordinal otel pan patchwork pillar pkgconfig plotly png prettyunits processx progress promises ps purrr R6 rappdirs rbibutils RColorBrewer Rcpp RcppArmadillo RcppEigen RcppParallel Rdpack readr reformulas Rfast rlang rmarkdown rpart rstudioapi S7 sass scales shape sodium stringi stringr survival sys tibble tidyr tidyselect tinytex trelliscopejs tzdb ucminf utf8 vctrs viridisLite vroom webshot whisker withr xfun xgboost xml2 yaml zigg

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