Package: corrgrapher 1.0.2

Pawel Morgen

corrgrapher: Explore Correlations Between Variables in a Machine Learning Model

When exploring data or models we often examine variables one by one. This analysis is incomplete if the relationship between these variables is not taken into account. The 'corrgrapher' package facilitates simultaneous exploration of the Partial Dependence Profiles and the correlation between variables in the model. The package 'corrgrapher' is a part of the 'DrWhy.AI' universe.

Authors:Pawel Morgen [aut, cre], Przemyslaw Biecek [aut]

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corrgrapher.pdf |corrgrapher.html
corrgrapher/json (API)
NEWS

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

Peer review:

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

On CRAN:

explanatory-model-analysismodel-visualizationxai

3 exports 13 stars 1.71 score 59 dependencies 4 scripts 256 downloads

Last updated 4 years agofrom:65ff19e108. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 18 2024
R-4.5-winNOTESep 18 2024
R-4.5-linuxNOTESep 18 2024
R-4.4-winNOTESep 18 2024
R-4.4-macNOTESep 18 2024
R-4.3-winNOTESep 18 2024
R-4.3-macNOTESep 18 2024

Exports:calculate_corscorrgraphersave_to_html

Dependencies:base64encbslibcachemclicodetoolscolorspaceDALEXdigestevaluatefansifarverfastmapfontawesomeforeachfsggplot2gluegridExtragtablehighrhtmltoolshtmlwidgetsiBreakDowningredientsisobanditeratorsjquerylibjsonlitekernelshapknitrlabelinglatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmepillarpkgconfigR6rappdirsRColorBrewerrlangrmarkdownsassscalestibbletinytexutf8vctrsviridisLitevisNetworkwithrxfunyaml

Readme and manuals

Help Manual

Help pageTopics
Calculate correlation coefficientscalculate_cors calculate_cors.default calculate_cors.explainer calculate_cors.matrix calculate_cors.table
Create a 'corrgrapher' objectcorrgrapher corrgrapher.default corrgrapher.explainer corrgrapher.matrix
Knitr S3 methodknit_print.corrgrapher
Visualize correlations in a corrgrapher objectplot.corrgrapher
Print S3 methodprint.corrgrapher
Generate and save HTML reportsave_to_html