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probably: Tools for Post-Processing Predicted Values

Models can be improved by post-processing class probabilities, by: recalibration, conversion to hard probabilities, assessment of equivocal zones, and other activities. 'probably' contains tools for conducting these operations as well as calibration tools and conformal inference techniques for regression models.

Version:1.2.0
Depends:R (≥ 4.1)
Imports:butcher,cli,dplyr (≥ 1.1.0),furrr,generics (≥ 0.1.3),ggplot2 (≥ 3.5.2),hardhat,pillar,purrr,rlang (≥ 1.1.0),tidyr (≥ 1.3.0),tidyselect (≥ 1.1.2),tune (≥ 1.1.2),vctrs (≥ 0.4.1),withr,workflows (≥ 1.1.4),yardstick (≥ 1.3.0)
Suggests:betacal,covr,knitr,MASS,mgcv,modeldata (≥ 1.1.0),nnet,parsnip (≥ 1.2.0),quantregForest,randomForest,recipes,rmarkdown,rsample,testthat (≥ 3.0.0)
Published:2025-10-16
DOI:10.32614/CRAN.package.probably
Author:Max Kuhn [aut, cre], Davis Vaughan [aut], Edgar Ruiz [aut], Posit Software, PBCROR ID [cph, fnd]
Maintainer:Max Kuhn <max at posit.co>
BugReports:https://github.com/tidymodels/probably/issues
License:MIT + fileLICENSE
URL:https://github.com/tidymodels/probably,https://probably.tidymodels.org
NeedsCompilation:no
Materials:README,NEWS
CRAN checks:probably results

Documentation:

Reference manual:probably.html ,probably.pdf
Vignettes:Equivocal zones (source,R code)
Where does probably fit in? (source,R code)

Downloads:

Package source: probably_1.2.0.tar.gz
Windows binaries: r-devel:probably_1.2.0.zip, r-release:probably_1.2.0.zip, r-oldrel:probably_1.2.0.zip
macOS binaries: r-release (arm64):probably_1.2.0.tgz, r-oldrel (arm64):probably_1.2.0.tgz, r-release (x86_64):probably_1.2.0.tgz, r-oldrel (x86_64):probably_1.2.0.tgz
Old sources: probably archive

Reverse dependencies:

Reverse imports:fastml
Reverse suggests:marginaleffects,orbital,tailor,tune,vetiver,workflows,yardstick

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=probablyto link to this page.


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