Package: probably Title: Tools for Post-Processing Predicted Values Version: 1.2.0.9000 Authors@R: c( person("Max", "Kuhn", , "max@posit.co", role = c("aut", "cre")), person("Davis", "Vaughan", , "davis@posit.co", role = "aut"), person("Edgar", "Ruiz", , "edgar@posit.co", role = "aut"), person("Posit Software, PBC", role = c("cph", "fnd"), comment = c(ROR = "03wc8by49")) ) Description: 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. License: MIT + file LICENSE URL: https://github.com/tidymodels/probably, https://probably.tidymodels.org BugReports: https://github.com/tidymodels/probably/issues 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) VignetteBuilder: knitr ByteCompile: true Config/Needs/website: tidyverse/tidytemplate Config/testthat/edition: 3 Encoding: UTF-8 LazyData: true Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.3 Collate: 'bound_prediction.R' 'butcher.R' 'cal-apply-binary.R' 'cal-apply-impl.R' 'cal-apply-multi.R' 'cal-apply-regression.R' 'cal-apply.R' 'cal-estimate-beta.R' 'cal-estimate-isotonic.R' 'cal-estimate-linear.R' 'cal-estimate-logistic.R' 'cal-estimate-multinomial.R' 'cal-estimate-utils.R' 'cal-estimate-none.R' 'cal-pkg-check.R' 'cal-plot-breaks.R' 'cal-plot-logistic.R' 'cal-plot-regression.R' 'cal-plot-utils.R' 'cal-plot-windowed.R' 'cal-utils.R' 'cal-validate.R' 'class-pred.R' 'conformal_infer_cv.R' 'conformal_infer_full.R' 'conformal_infer_quantile.R' 'conformal_infer_split.R' 'data.R' 'import-standalone-obj-type.R' 'import-standalone-types-check.R' 'make_class_pred.R' 'printing.R' 'probably-package.R' 'reexports.R' 'threshold_perf.R' 'utils.R' 'vctrs-compat.R' 'zzz.R' Config/pak/sysreqs: cmake make libicu-dev libuv1-dev Repository: https://tidymodels.r-universe.dev Date/Publication: 2026-08-13 18:50:12 UTC RemoteUrl: https://github.com/tidymodels/probably RemoteRef: HEAD RemoteSha: 974f0154cc7d44ae41d8072161996b23a19d3d2a NeedsCompilation: no Packaged: 2026-10-12 10:05:45 UTC; root Author: Max Kuhn [aut, cre], Davis Vaughan [aut], Edgar Ruiz [aut], Posit Software, PBC [cph, fnd] (ROR: ) Maintainer: Max Kuhn