{"id":13401080,"url":"https://github.com/tidymodels/tidymodels","last_synced_at":"2025-05-13T20:11:02.767Z","repository":{"id":37768269,"uuid":"139892826","full_name":"tidymodels/tidymodels","owner":"tidymodels","description":"Easily install and load the tidymodels packages","archived":false,"fork":false,"pushed_at":"2025-04-29T17:23:36.000Z","size":7192,"stargazers_count":786,"open_issues_count":7,"forks_count":68,"subscribers_count":28,"default_branch":"main","last_synced_at":"2025-05-06T16:32:17.547Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://tidymodels.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":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":".github/CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":".github/CODEOWNERS","security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2018-07-05T19:38:29.000Z","updated_at":"2025-04-29T17:19:34.000Z","dependencies_parsed_at":"2022-07-15T21:48:17.268Z","dependency_job_id":"f782e905-6524-4b8a-b246-47aa6fe0ffa3","html_url":"https://github.com/tidymodels/tidymodels","commit_stats":{"total_commits":206,"total_committers":14,"mean_commits":"14.714285714285714","dds":"0.23300970873786409","last_synced_commit":"4f77b2561e3911831d863d5a3e577bbcfdb07149"},"previous_names":[],"tags_count":12,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Ftidymodels","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Ftidymodels/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Ftidymodels/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Ftidymodels/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tidymodels","download_url":"https://codeload.github.com/tidymodels/tidymodels/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254020609,"owners_count":22000754,"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":"2024-07-30T19:00:58.484Z","updated_at":"2025-05-13T20:11:02.760Z","avatar_url":"https://github.com/tidymodels.png","language":"R","funding_links":[],"categories":["R"],"sub_categories":[],"readme":"---\noutput: github_document\n---\n\n\u003c!-- README.md is generated from README.Rmd. Please edit that file --\u003e\n\n```{r}\n#| echo: 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# tidymodels \u003ca href='https://tidymodels.tidymodels.org'\u003e\u003cimg src='man/figures/logo.png' align=\"right\" height=\"139\" /\u003e\u003c/a\u003e\n\n\u003c!-- badges: start --\u003e\n[![R-CMD-check](https://github.com/tidymodels/tidymodels/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/tidymodels/tidymodels/actions/workflows/R-CMD-check.yaml)\n[![Codecov test coverage](https://codecov.io/gh/tidymodels/tidymodels/branch/main/graph/badge.svg)](https://app.codecov.io/gh/tidymodels/tidymodels?branch=main)\n[![CRAN_Status_Badge](https://www.r-pkg.org/badges/version/tidymodels)](https://CRAN.r-project.org/package=tidymodels)\n[![Downloads](https://cranlogs.r-pkg.org/badges/tidymodels)](https://CRAN.r-project.org/package=tidymodels)\n[![lifecycle](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html)\n\u003c!-- badges: end --\u003e\n\n## Overview\n\n[tidymodels](https://www.tidymodels.org/) is a \"meta-package\" for modeling and statistical analysis that shares the underlying design philosophy, grammar, and data structures of the [tidyverse](https://www.tidyverse.org/).\n\nIt includes a core set of packages that are loaded on startup:\n\n* [`broom`](https://broom.tidymodels.org/) takes the messy output of built-in functions in R, such as `lm`, `nls`, or `t.test`, and turns them into tidy data frames.\n\n* [`dials`](https://dials.tidymodels.org) has tools to create and manage values of tuning parameters.\n\n* [`dplyr`](https://dplyr.tidyverse.org) contains a grammar for data manipulation. \n\n* [`ggplot2`](https://ggplot2.tidyverse.org) implements a grammar of graphics. \n\n* [`infer`](https://infer.tidymodels.org) is a modern approach to statistical inference.\n\n* [`parsnip`](https://parsnip.tidymodels.org) is a tidy, unified interface to creating models. \n\n* [`purrr`](https://purrr.tidyverse.org) is a functional programming toolkit.\n\n* [`recipes`](https://recipes.tidymodels.org) is a general data preprocessor with a modern interface. It can create model matrices that incorporate feature engineering, imputation, and other help tools.\n\n* [`rsample`](https://rsample.tidymodels.org) has infrastructure for _resampling_ data so that models can be assessed and empirically validated. \n\n* [`tibble`](https://tibble.tidyverse.org) has a modern re-imagining of the data frame.\n\n* [`tune`](https://tune.tidymodels.org) contains the functions to optimize model hyper-parameters.\n\n* [`workflows`](https://workflows.tidymodels.org) has methods to combine pre-processing steps and models into a single object. \n\n* [`yardstick`](https://yardstick.tidymodels.org) contains tools for evaluating models (e.g. accuracy, RMSE, etc.).\n\nA list of all tidymodels functions across different CRAN packages can be found at \u003chttps://www.tidymodels.org/find/\u003e.\n\nYou can install the released version of tidymodels from [CRAN](https://CRAN.r-project.org) with:\n\n``` r\ninstall.packages(\"tidymodels\")\n```\n\nInstall the development version from GitHub with:\n\n``` r\n# install.packages(\"pak\")\npak::pak(\"tidymodels/tidymodels\")\n```\n\nWhen loading the package, the versions and conflicts are listed:\n\n\n```{r}\nlibrary(tidymodels)\n```\n\n## Contributing\n\nThis project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/1/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://forum.posit.co/new-topic?category_id=15\u0026tags=tidymodels,question).\n\n- Most issues will likely belong on the GitHub repo of an individual package. If you think you have encountered a bug with the tidymodels metapackage itself, please [submit an issue](https://github.com/tidymodels/tidymodels/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%2Ftidymodels","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftidymodels%2Ftidymodels","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftidymodels%2Ftidymodels/lists"}