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ingredients

Effects and Importances of Model Ingredients

v2.3.0 · Jan 15, 2023 · GPL-3

Description

Collection of tools for assessment of feature importance and feature effects. Key functions are: feature_importance() for assessment of global level feature importance, ceteris_paribus() for calculation of the what-if plots, partial_dependence() for partial dependence plots, conditional_dependence() for conditional dependence plots, accumulated_dependence() for accumulated local effects plots, aggregate_profiles() and cluster_profiles() for aggregation of ceteris paribus profiles, generic print() and plot() for better usability of selected explainers, generic plotD3() for interactive, D3 based explanations, and generic describe() for explanations in natural language. The package 'ingredients' is a part of the 'DrWhy.AI' universe (Biecek 2018) <arXiv:1806.08915>.

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CRAN incoming feasibility

Maintainer: ‘Przemyslaw Biecek <przemyslaw.biecek@gmail.com>’

The Description field contains
  universe (Biecek 2018) <arXiv:1806.08915>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Przemyslaw Biecek <przemyslaw.biecek@gmail.com>’

The Description field contains
  universe (Biecek 2018) <arXiv:1806.08915>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
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Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Przemyslaw Biecek <przemyslaw.biecek@gmail.com>’

The Description field contains
  universe (Biecek 2018) <arXiv:1806.08915>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Przemyslaw Biecek <przemyslaw.biecek@gmail.com>’

The Description field contains
  universe (Biecek 2018) <arXiv:1806.08915>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Reverse Dependencies (9)

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Dependency Network

Dependencies Reverse dependencies ggplot2 scales gridExtra DALEX arenar drifter localModel modelStudio rSAFE DALEXtra survex vivo ingredients

Version History

new 2.3.0 Mar 10, 2026