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'))

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

Pkgdown site:https://modeloriented.github.io

On CRAN:

explanatory-model-analysis model-visualization xai

3.81 score 13 stars 4 scripts 245 downloads 3 exports 59 dependencies

Last updated 4 years agofrom:65ff19e108. Checks:1 OK, 7 NOTE. Indexed: yes.

Target	Result	Latest binary
Doc / Vignettes	OK	Feb 15 2025
R-4.5-win	NOTE	Feb 15 2025
R-4.5-mac	NOTE	Feb 15 2025
R-4.5-linux	NOTE	Feb 15 2025
R-4.4-win	NOTE	Feb 15 2025
R-4.4-mac	NOTE	Feb 15 2025
R-4.3-win	NOTE	Feb 15 2025
R-4.3-mac	NOTE	Feb 15 2025

Exports:calculate_cors corrgrapher save_to_html

Dependencies:base64enc bslib cachem cli codetools colorspace DALEX digest evaluate fansi farver fastmap fontawesome foreach fs ggplot2 glue gridExtra gtable highr htmltools htmlwidgets iBreakDown ingredients isoband iterators jquerylib jsonlite kernelshap knitr labeling lattice lifecycle magrittr MASS Matrix memoise mgcv mime munsell nlme pillar pkgconfig R6 rappdirs RColorBrewer rlang rmarkdown sass scales tibble tinytex utf8 vctrs viridisLite visNetwork withr xfun yaml

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Calculate correlation coefficients	calculate_cors calculate_cors.default calculate_cors.explainer calculate_cors.matrix calculate_cors.table
Create a 'corrgrapher' object	corrgrapher corrgrapher.default corrgrapher.explainer corrgrapher.matrix
Knitr S3 method	knit_print.corrgrapher
Visualize correlations in a corrgrapher object	plot.corrgrapher
Print S3 method	print.corrgrapher
Generate and save HTML report	save_to_html