{"id":19253604,"url":"https://github.com/tidymodels/probably","last_synced_at":"2025-04-12T15:32:45.341Z","repository":{"id":53677530,"uuid":"148365953","full_name":"tidymodels/probably","owner":"tidymodels","description":"Tools for post-processing class probability estimates","archived":false,"fork":false,"pushed_at":"2025-01-10T22:43:12.000Z","size":17092,"stargazers_count":116,"open_issues_count":21,"forks_count":15,"subscribers_count":8,"default_branch":"main","last_synced_at":"2025-04-03T15:11:12.483Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://probably.tidymodels.org/","language":"R","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/tidymodels.png","metadata":{"files":{"readme":"README.Rmd","changelog":"NEWS.md","contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":".github/CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2018-09-11T19:02:58.000Z","updated_at":"2025-03-24T08:49:25.000Z","dependencies_parsed_at":"2023-02-13T02:01:21.546Z","dependency_job_id":"8ea831f7-bd40-430e-b2fb-1b44fb6fdd0e","html_url":"https://github.com/tidymodels/probably","commit_stats":{"total_commits":305,"total_committers":8,"mean_commits":38.125,"dds":"0.35737704918032787","last_synced_commit":"c46326651109fb2ebd1b3762b3cb086cfb96ac88"},"previous_names":[],"tags_count":10,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Fprobably","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Fprobably/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Fprobably/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Fprobably/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tidymodels","download_url":"https://codeload.github.com/tidymodels/probably/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248589853,"owners_count":21129690,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-09T18:32:05.392Z","updated_at":"2025-04-12T15:32:45.319Z","avatar_url":"https://github.com/tidymodels.png","language":"R","funding_links":[],"categories":[],"sub_categories":[],"readme":"---\noutput: github_document\neditor_options: \n  chunk_output_type: console\n---\n\n\u003c!-- README.md is generated from README.Rmd. Please edit that file --\u003e\n\n```{r setup, include = FALSE}\nknitr::opts_chunk$set(\n  collapse = TRUE,\n  comment = \"#\u003e\",\n  fig.path = \"man/figures/README-\",\n  out.width = \"100%\"\n)\n```\n\n# probably \u003ca href=\"https://probably.tidymodels.org\"\u003e\u003cimg src=\"man/figures/logo.png\" align=\"right\" height=\"138\" alt=\"probably website\" /\u003e\u003c/a\u003e\n\n\u003c!-- badges: start --\u003e\n[![Codecov test coverage](https://codecov.io/gh/tidymodels/probably/branch/main/graph/badge.svg)](https://app.codecov.io/gh/tidymodels/probably?branch=main)\n[![Lifecycle: experimental](https://img.shields.io/badge/lifecycle-experimental-orange.svg)](https://lifecycle.r-lib.org/articles/stages.html)\n[![R-CMD-check](https://github.com/tidymodels/probably/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/tidymodels/probably/actions/workflows/R-CMD-check.yaml)\n\u003c!-- badges: end --\u003e\n\n## Introduction\n\nprobably contains tools to facilitate activities such as:\n\n* Conversion of probabilities to discrete class predictions.\n\n* Investigating and estimating optimal probability thresholds.\n\n* Calibration assessments and remediation for classification and regression models.\n\n* Inclusion of _equivocal zones_ where the probabilities are too uncertain to report a prediction.\n\n## Installation\n\nYou can install probably from CRAN with:\n\n```{r, eval = FALSE}\ninstall.packages(\"probably\")\n```\n\nYou can install the development version of probably from GitHub with:\n\n```{r, eval = FALSE}\n# install.packages(\"pak\")\npak::pak(\"tidymodels/probably\")\n```\n\n## Examples\n\nGood places to look for examples of using probably are the vignettes.\n\n* `vignette(\"equivocal-zones\", \"probably\")` discusses the new `class_pred` class that probably provides for working with equivocal zones.\n\n* `vignette(\"where-to-use\", \"probably\")` discusses how probably fits in with the rest of the tidymodels ecosystem, and provides an example of optimizing class probability thresholds.\n\n## Contributing\n\nThis project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/0/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms.\n\n- For questions and discussions about tidymodels packages, modeling, and machine learning, please [post on RStudio Community](https://community.rstudio.com/new-topic?category_id=15\u0026tags=tidymodels,question).\n\n- If you think you have encountered a bug, please [submit an issue](https://github.com/tidymodels/probably/issues).\n\n- Either way, learn how to create and share a [reprex](https://reprex.tidyverse.org/articles/articles/learn-reprex.html) (a minimal, reproducible example), to clearly communicate about your code.\n\n- Check out further details on [contributing guidelines for tidymodels packages](https://www.tidymodels.org/contribute/) and [how to get help](https://www.tidymodels.org/help/).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftidymodels%2Fprobably","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftidymodels%2Fprobably","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftidymodels%2Fprobably/lists"}