Package: modelDown 1.1

Kamil Romaszko

modelDown: Make Static HTML Website for Predictive Models

Website generator with HTML summaries for predictive models. This package uses 'DALEX' explainers to describe global model behavior. We can see how well models behave (tabs: Model Performance, Auditor), how much each variable contributes to predictions (tabs: Variable Response) and which variables are the most important for a given model (tabs: Variable Importance). We can also compare Concept Drift for pairs of models (tabs: Drifter). Additionally, data available on the website can be easily recreated in current R session. Work on this package was financially supported by the NCN Opus grant 2017/27/B/ST6/01307 at Warsaw University of Technology, Faculty of Mathematics and Information Science.

Authors:Przemyslaw Biecek [aut], Magda Tatarynowicz [aut], Kamil Romaszko [aut, cre], Mateusz Urbanski [aut]

modelDown_1.1.tar.gz
modelDown_1.1.zip(r-4.5)modelDown_1.1.zip(r-4.4)modelDown_1.1.zip(r-4.3)
modelDown_1.1.tgz(r-4.4-any)modelDown_1.1.tgz(r-4.3-any)
modelDown_1.1.tar.gz(r-4.5-noble)modelDown_1.1.tar.gz(r-4.4-noble)
modelDown_1.1.tgz(r-4.4-emscripten)modelDown_1.1.tgz(r-4.3-emscripten)
modelDown.pdf |modelDown.html
modelDown/json (API)

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

Peer review:

Bug tracker:https://github.com/modeloriented/modeldown/issues

On CRAN:

5.80 score 119 stars 15 scripts 129 downloads 1 mentions 1 exports 147 dependencies

Last updated 4 years agofrom:c1f230791c. Checks:1 OK, 6 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKDec 31 2024
R-4.5-winNOTEDec 31 2024
R-4.5-linuxNOTEDec 31 2024
R-4.4-winNOTEDec 31 2024
R-4.4-macNOTEDec 31 2024
R-4.3-winNOTEDec 31 2024
R-4.3-macNOTEDec 31 2024

Exports:modelDown

Dependencies:archivistaskpassauditorbase64encbitbit64bitopsblobbreakDownbrewbriobslibcachemcallrclicliprcodetoolscolorspacecommonmarkcpp11crayoncredentialscrosstalkcurlDALEXDBIdescdevtoolsdiffobjdigestdownlitdplyrdrifterDTellipsisevaluatefansifarverfastmapflockfontawesomeforeachfsgenericsgertggplot2ggrepelghgitcredsglueGPArotationgridExtragtablehighrhnphtmltoolshtmlwidgetshttpuvhttrhttr2iBreakDowningredientsiniisobanditeratorsjquerylibjsonlitekableExtrakernelshapknitrlabelinglaterlatticelazyevallifecyclelubridatemagrittrMASSMatrixmemoisemgcvmimeminiUImnormtmunsellnlmeopensslpillarpkgbuildpkgconfigpkgdownpkgloadplogrpraiseprettyunitsprocessxprofvispromisespspsychpurrrR6raggrappdirsrcmdcheckRColorBrewerRcppRCurlremotesrlangrmarkdownroxygen2rprojrootRSQLiterstudioapirversionssassscalessessioninfoshinysourcetoolsstringistringrsvglitesyssystemfontstestthattextshapingtibbletidyrtidyselecttimechangetinytexurlcheckerusethisutf8vctrsviridisLitewaldowhiskerwithrxfunxml2xopenxtableyamlzip