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:
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')) |
- smdi_data - Smdi exemplary lung cancer dataset
- smdi_data_complete - Smdi exemplary lung cancer dataset
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 3 months agofrom:d874ec5506. Checks:OK: 2. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Dec 04 2024 |
| R-4.5-linux | OK | Dec 04 2024 |
Exports:gg_miss_upsetmd.patternsmdi_asmdsmdi_check_covarsmdi_diagnosesmdi_hotellingsmdi_littlesmdi_na_indicatorsmdi_outcomesmdi_rfsmdi_style_gtsmdi_summarizesmdi_vis
Dependencies:backportsbase64encbigDbitbit64bitopsbootbroombslibcachemcaretclassclicliprclockcodetoolscolorspacecommonmarkcorpcorcpp11crayoncurldata.tableDBIdiagramdigestdplyre1071evaluatefansifarverfastDummiesfastmapfontawesomeforcatsforeachfsfuturefuture.applygdatagenericsggplot2glmnetglobalsgluegmodelsgowergridExtragtgtablegtoolshardhathavenhighrhmsHotellinghtmltoolshtmlwidgetsipredisobanditeratorsjomojquerylibjsonlitejuicyjuiceKernSmoothknitrlabelinglabelledlatticelavalifecyclelistenvlme4lubridatemagrittrmarkdownMASSMatrixmemoisemgcvmicemimeminqamitmlmitoolsModelMetricsmunsellnaniarnlmenloptrnnetnormnumDerivordinalpanparallellypillarpkgconfigplyrprettyunitspROCprodlimprogressprogressrproxypurrrR6randomForestrappdirsRColorBrewerRcppRcppArmadilloRcppEigenreactablereactRreadrrecipesreshape2rlangrmarkdownrpartsassscalesshapeSQUAREMstringistringrsurveysurvivaltableonetibbletidyrtidyselecttimechangetimeDatetinytextzdbucminfUpSetRutf8V8vctrsviridisviridisLitevisdatvroomwithrxfunxml2yamlzoo
Data generation
Rendered froma_data_generation.Rmdusingknitr::rmarkdownon Dec 04 2024.Last update: 2024-10-05
Started: 2023-07-17
Get started with smdi
Rendered fromsmdi.Rmdusingknitr::rmarkdownon Dec 04 2024.Last update: 2023-07-17
Started: 2023-07-17
Multivariate missingness and monotonicity
Rendered fromc_multivariate_missingness.Rmdusingknitr::rmarkdownon Dec 04 2024.Last update: 2024-07-26
Started: 2023-07-17
NARFCS sensitivity analysis
Rendered fromd_narfcs_sensitivity_analysis.Rmdusingknitr::rmarkdownon Dec 04 2024.Last update: 2024-07-26
Started: 2023-07-17
Routine structural missing data diagnostics
Rendered fromb_routine_diagnostics.Rmdusingknitr::rmarkdownon Dec 04 2024.Last update: 2024-07-26
Started: 2023-07-17
