R Observatory: Metrics for probably version 1.2.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

probably

1.2.0Package record

Tools for Post-Processing Predicted Values

0packages dependsuggested by 12

69.4Kdownloads / year

93.9%test coverage

13/13flavors OK

Overview

About

Maintained by Max KuhnCRAN page ↗GitHub ↗Website ↗Issues ↗Declared funder: Posit Software, PBC

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.

Changes in 1.2.0

Add required_pkgs() methods to int_conformal_cv(), int_conformal_full(), int_conformal_quantile(), and int_conformal_split(). (#190)
Add butcher methods to int_conformal_cv(), int_conformal_full(), int_conformal_quantile(), and int_conformal_split(). (#194)

From NEWS.md in the release

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("probably", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("tidymodels/probably")

Development version from tidymodels/probably. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-probably

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-probably

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-probably

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 9.6 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-07
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.2.0

READMEYes · 246 wordsVignettesYes · 2 · dynamicNEWSYes · 100% structured · mentions 1.2.0Citation fileNoWebsiteYes · pkgdown

Help pages: 46 (6 internal)includes a package overview page
Examples that run: 100%36 run in a plain check (4 of them under a condition)
Exported functions with examples: 91%
Documented parameters: 98%
Return-value docs: 57%
Help pages citing references: 13%

Vignettes (2)

Equivocal zones HTML
Where does probably fit in? HTML

How these are measured

Downloads

69.4K

CRAN downloads in the past year

Rank #1,779 · ~190/day · ~5.8K/mo

Releases R versions

Daily download trend is not available in this view yet.

3.9K30 days

11.3K90 days

69.4K1 year

Compare downloads with other packages →

Also on1.4K r2u7 autocran2.7K conda_forge

How downloads are counted

Repository

tidymodels/probably ↗Organization: tidymodels

123Stars

16Forks

24Open issues

0Open PRs

13Releases

392Commits

11Commit identities

392 commits · Last activity 2026-08-13 · 0% stars, 30d · Default branch at 1.2.0.9000, ahead of CRAN 1.2.0 (checked 2026-10-11)

Responsiveness

How these are sampled

PRs merged (all time): 96%
Median days to close, 50 most recently updated closed issues: 30
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2025-07-09 · 1202026-09-09 · 123

How these are measured

PracticesBeta

12 development-tooling and community-health practices detected across 6 families in the upstream repository

Checks run against github.com/tidymodels/probably on 2026-10-11.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Governance and community (1)

Code of conduct

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2026-08-13 · The repository has a site deploy workflow

pkgdown site last built 2025-10-16

Coverage (1)

Coverage reporting (Codecov)

Show all practicesHide 2 practices

CRAN release process (1)

revdep/

Lint, format, editor (3)

AirVS CodeRStudio project

How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies

28 external dependencies (excludes base and recommended)

Installing probably adds 96 packages (46 with compiled code, 73 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (1)

R >= 4.1

Imports (17)

butcher cli dplyr furrr generics ggplot2 hardhat pillar purrr rlang tidyr tidyselect tune vctrs withr workflows yardstick

LinkingTo (0)

none

Suggests (14)

betacal covr knitrMASSmgcvmodeldatannetparsnip quantregForest randomForest recipes rmarkdown rsample testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Suggested by 12

Suggests, most downloaded first

marginaleffects yardstick workflows tune tailor vetiver orbital fastml joinery propensity kerasnip predictset

How these are counted

Code & Tests

Datasets

People & History

People (4)

Max Kuhn

Author, Maintainer since 0.1.0 (2022)

Edgar Ruiz

Author · added in 1.0.0

Davis Vaughan

Author

Posit Software, PBC

Copyright holder, Funder · added in 1.0.0

Previously maintained by Davis Vaughan (0.0.3 to 0.0.6) and Max Kuhn (0.0.1 to 0.0.2).

Listed in earlier versions (1)

RStudio

no longer listed · 0.0.1 to 0.1.0

Releases (14)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
1.2.0Latest
record
2025-10-16 · current release · diff ↗
1.1.1
record
2025-07-30 · diff ↗
1.1.0
record
2025-05-21 · diff ↗ ·
added 3 exports
bound_prediction, cal_estimate_none, cal_validate_none
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
1.0.3
record
2024-02-23 · diff ↗
1.0.2
record
2023-06-29 · diff ↗
1.0.1
record
2023-06-22 · diff ↗ ·
removed 3 exports
control_conformal_infer, int_conformal_infer, int_conformal_infer_cv

added 5 exports
control_conformal_full, int_conformal_cv, int_conformal_full, int_conformal_quantile, int_conformal_split
1.0.0
record
2023-06-02 · diff ↗ ·
added 28 exports
.cal_table_breaks, .cal_table_logistic, .cal_table_windowed, augment, cal_apply, cal_estimate_beta, cal_estimate_isotonic, cal_estimate_isotonic_boot, cal_estimate_linear, cal_estimate_logistic, cal_estimate_multinomial, cal_plot_breaks, cal_plot_logistic, cal_plot_regression, cal_plot_windowed, cal_validate_beta, cal_validate_isotonic, cal_validate_isotonic_boot, cal_validate_linear, cal_validate_logistic, cal_validate_multinomial, collect_metrics, collect_predictions, control_conformal_infer, fit, int_conformal_infer, int_conformal_infer_cv, required_pkgs
R
R 4.3.0 released · 2023-04-21
0.1.0
record
2022-08-29 · diff ↗
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
0.0.6
record
2020-06-05 · diff ↗
0.0.5
record
2020-05-14 · diff ↗ ·
removed 2 exports
vec_cast.class_pred, vec_ptype2.class_pred

Show 7 earlier eventsHide 7 earlier events

R
R 4.0.0 released · 2020-04-24
0.0.4
record
2020-01-13 · diff ↗
0.0.3
record
2019-07-08 · diff ↗ ·
removed 1 export
vec_type2.class_pred

added 1 export
vec_ptype2.class_pred
R
R 3.6.0 released · 2019-04-26
0.0.2
record
2019-03-07 · diff ↗
0.0.1
record
2018-12-18
R
R 3.5.0 released · 2018-04-23

Package metadata

First published: 2018-12-18
Total releases: 14 / 8 yrs
License: MIT + file LICENSE OSI · relicensed from GPL-2 in 0.1.0
Minimum R: ≥ 4.1
Bundled data: 73 KB / 5 files
Download size: 1.2 MB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("probably")

Format

Kuhn, M., Posit Software, PBC, Ruiz, E., & Vaughan, D. (2025). probably: Tools for Post-Processing Predicted Values (Version 1.2.0) [Computer software]. https://doi.org/10.32614/CRAN.package.probably

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for probably version 1.2.0 [Data set]. HJJB, LLC. Data release v2026-10-17. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-17, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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