Package: smdi 0.3.1

Janick Weberpals

smdi: Perform Structural Missing Data Investigations

An easy to use implementation of routine structural missing data diagnostics with functions to visualize the proportions of missing observations, investigate missing data patterns and conduct various empirical missing data diagnostic tests. Reference: Weberpals J, Raman SR, Shaw PA, Lee H, Hammill BG, Toh S, Connolly JG, Dandreo KJ, Tian F, Liu W, Li J, Hernández-Muñoz JJ, Glynn RJ, Desai RJ. smdi: an R package to perform structural missing data investigations on partially observed confounders in real-world evidence studies. JAMIA Open. 2024 Jan 31;7(1):ooae008. <doi:10.1093/jamiaopen/ooae008>.

Authors:Janick Weberpals [aut, cre, cph]

smdi_0.3.1.tar.gz
smdi_0.3.1.tar.gz(r-4.5-noble)smdi_0.3.1.tar.gz(r-4.4-noble)
smdi_0.3.1.tgz(r-4.4-emscripten)smdi_0.3.1.tgz(r-4.3-emscripten)
smdi.pdf |smdi.html✨
smdi/json (API)
NEWS

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

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

3.00 score 268 downloads 13 exports 156 dependencies

Last updated 5 months agofrom:d874ec5506. Checks:3 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 04 2025
R-4.5-linuxOKMar 04 2025
R-4.4-linuxOKMar 04 2025

Exports:gg_miss_upsetmd.patternsmdi_asmdsmdi_check_covarsmdi_diagnosesmdi_hotellingsmdi_littlesmdi_na_indicatorsmdi_outcomesmdi_rfsmdi_style_gtsmdi_summarizesmdi_vis

Dependencies:backportsbase64encbigDbitbit64bitopsbootbroombslibcachemcaretclassclicliprclockcodetoolscolorspacecommonmarkcorpcorcpp11crayoncurldata.tableDBIdiagramdigestdplyre1071evaluatefansifarverfastDummiesfastmapfontawesomeforcatsforeachfsfuturefuture.applygdatagenericsggplot2glmnetglobalsgluegmodelsgowergridExtragtgtablegtoolshardhathavenhighrhmsHotellinghtmltoolshtmlwidgetsipredisobanditeratorsjomojquerylibjsonlitejuicyjuiceKernSmoothknitrlabelinglabelledlatticelavalifecyclelistenvlme4lubridatemagrittrmarkdownMASSMatrixmemoisemgcvmicemimeminqamitmlmitoolsModelMetricsmunsellnaniarnlmenloptrnnetnormnumDerivordinalpanparallellypillarpkgconfigplyrprettyunitspROCprodlimprogressprogressrproxypurrrR6randomForestrappdirsrbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackreactablereactRreadrrecipesreformulasreshape2rlangrmarkdownrpartsassscalesshapesparsevctrsSQUAREMstringistringrsurveysurvivaltableonetibbletidyrtidyselecttimechangetimeDatetinytextzdbucminfUpSetRutf8V8vctrsviridisviridisLitevisdatvroomwithrxfunxml2yamlzoo

Data generation

Janick Weberpals

Rendered froma_data_generation.Rmdusingknitr::rmarkdownon Mar 04 2025.

Last update: 2024-10-05
Started: 2023-07-17

Get started with smdi

Janick Weberpals

Rendered fromsmdi.Rmdusingknitr::rmarkdownon Mar 04 2025.

Last update: 2023-07-17
Started: 2023-07-17

Multivariate missingness and monotonicity

Janick Weberpals

Rendered fromc_multivariate_missingness.Rmdusingknitr::rmarkdownon Mar 04 2025.

Last update: 2024-07-26
Started: 2023-07-17

NARFCS sensitivity analysis

Janick Weberpals

Rendered fromd_narfcs_sensitivity_analysis.Rmdusingknitr::rmarkdownon Mar 04 2025.

Last update: 2024-07-26
Started: 2023-07-17

Routine structural missing data diagnostics

Janick Weberpals

Rendered fromb_routine_diagnostics.Rmdusingknitr::rmarkdownon Mar 04 2025.

Last update: 2024-07-26
Started: 2023-07-17