{ "_id": "6aac37b73d719c1f84070e60", "Package": "important", "Title": "Supervised Feature Selection", "Version": "0.2.1.9000", "Authors@R": "c(\nperson(\"Max\", \"Kuhn\", , \"max@posit.co\", role = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0003-2402-136X\")),\nperson(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\"),\ncomment = c(ROR = \"03wc8by49\"))\n)", "Description": "Interfaces for choosing important predictors in supervised\nregression, classification, and censored regression models.\nPermuted importance scores (Biecek and Burzykowski (2021)\n) can be computed for 'tidymodels'\nmodel fits.", "License": "MIT + file LICENSE", "URL": "https://important.tidymodels.org/,\nhttps://github.com/tidymodels/important", "BugReports": "https://github.com/tidymodels/important/issues", "Config/Needs/website": "tidyverse/tidytemplate, tidymodels", "Config/testthat/edition": "3", "Config/usethis/last-upkeep": "2025-06-09", "Encoding": "UTF-8", "Language": "en-US", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.3", "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev", "Repository": "https://tidymodels.r-universe.dev", "Date/Publication": "2026-09-17 16:27:25 UTC", "RemoteUrl": "https://github.com/tidymodels/important", "RemoteRef": "HEAD", "RemoteSha": "96cfd679dc62036822fce175ef4676b899a15250", "NeedsCompilation": "no", "Packaged": { "Date": "2026-09-17 18:47:32 UTC", "User": "root" }, "Author": "Max Kuhn [aut, cre] (ORCID: ),\nPosit Software, PBC [cph, fnd] (ROR: )", "Maintainer": "Max Kuhn ", "_user": "tidymodels", "_type": "src", "_file": "important_0.2.1.9000.tar.gz", "_fileid": "https://r2.ropensci.org/f4ef365386f111750ae8e27fbbcbda0115a5c851ce778faf9e369a426889bfa4", "_filesize": 366699, "_sha256": "f4ef365386f111750ae8e27fbbcbda0115a5c851ce778faf9e369a426889bfa4", "_expires": "2026-12-26T18:55:49.000Z", "_created": "2026-09-17T18:47:32.000Z", "_published": "2026-09-17T18:55:51.760Z", "_jobs": [ { "job": 105336451527, "time": 223, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "10515062338" }, { "job": 105336451559, "time": 249, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "10514134147" }, { "job": 105336451475, "time": 179, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "10515150008" }, { "job": 105336451560, "time": 145, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "10515047578" }, { "job": 105335187810, "time": 216, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "10514667227" }, { "job": 105336451525, "time": 156, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "10514622538" }, { "job": 105336451489, "time": 161, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "10514732413" }, { "job": 105336451653, "time": 167, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "10513854275" }, { "job": 105336451611, "time": 152, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "10513944112" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/tidymodels/actions/runs/35260603409", "_status": "success", "_upstream": "https://github.com/tidymodels/important", "_commit": { "id": "96cfd679dc62036822fce175ef4676b899a15250", "author": "Emil Hvitfeldt ", "committer": "GitHub ", "message": "check CI runs clean (#27)\n\n* check CI runs clean\n\n* Reinstall gower from source on macOS CI\n\nThe macOS CRAN binary of gower is linked against an incompatible\nOpenMP runtime, causing R CMD check to fail with \"symbol not found\n... ___kmpc_barrier\" when recipes loads it. Rebuilding from source\navoids the mismatch.\n\n* Use CRAN macOS binaries instead of P3M to avoid gower OpenMP issue\n\nFollowing the same fix used in tidymodels/recipes: P3M's macOS\nbinaries are built with OpenMP enabled, but the GitHub Actions\nrunners have no libomp, so gower (and similar packages) fail to\nload with \"symbol not found ... ___kmpc_barrier\". CRAN's own macOS\nbinaries are built without OpenMP, so use those instead of the\nsource-reinstall workaround.", "time": 1789662445 }, "_maintainer": { "name": "Max Kuhn", "email": "max@posit.co", "login": "topepo", "orcid": "0000-0003-2402-136X", "description": "", "uuid": 5731043 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.1.0", "role": "Depends" }, { "package": "recipes", "version": ">= 1.1.0", "role": "Depends" }, { "package": "cli", "role": "Imports" }, { "package": "desirability2", "version": ">= 0.2.0", "role": "Imports" }, { "package": "dplyr", "role": "Imports" }, { "package": "filtro", "version": ">= 0.2.0", "role": "Imports" }, { "package": "generics", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "hardhat", "version": ">= 1.4.1", "role": "Imports" }, { "package": "purrr", "role": "Imports" }, { "package": "rlang", "version": ">= 1.1.0", "role": "Imports" }, { "package": "S7", "role": "Imports" }, { "package": "tibble", "role": "Imports" }, { "package": "tidyr", "role": "Imports" }, { "package": "tune", "role": "Imports" }, { "package": "vctrs", "role": "Imports" }, { "package": "withr", "role": "Imports" }, { "package": "workflows", "role": "Imports" }, { "package": "censored", "role": "Suggests" }, { "package": "future", "role": "Suggests" }, { "package": "future.apply", "role": "Suggests" }, { "package": "mirai", "role": "Suggests" }, { "package": "modeldata", "role": "Suggests" }, { "package": "parsnip", "role": "Suggests" }, { "package": "ranger", "role": "Suggests" }, { "package": "spelling", "role": "Suggests" }, { "package": "survival", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "yardstick", "role": "Suggests" } ], "_owner": "tidymodels", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-41", "n": 2 }, { "week": "2026-38", "n": 1 } ], "_tags": [ { "name": "v0.2.1", "date": "2025-10-07" } ], "_stars": 19, "_contributors": [ { "user": "topepo", "count": 25, "uuid": 5731043 }, { "user": "emilhvitfeldt", "count": 10, "uuid": 14034784 } ], "_userbio": { "uuid": 29100987, "type": "organization", "name": "tidymodels", "followers": 571 }, "_downloads": { "count": 349, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/important" }, "_devurl": "https://github.com/tidymodels/important", "_pkgdown": "https://important.tidymodels.org/", "_searchresults": 38, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/important.html", "extra/manual.pdf", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "LICENSE" ], "_homeurl": "https://github.com/tidymodels/important", "_realowner": "tidymodels", "_cranurl": true, "_releases": [ { "version": "0.0.1", "date": "2025-08-20" }, { "version": "0.2.0", "date": "2025-09-05" }, { "version": "0.2.1", "date": "2025-10-06" } ], "_exports": [ "augment", "autoplot", "importance_perm", "required_pkgs", "step_predictor_best", "step_predictor_desirability", "step_predictor_retain" ], "_help": [ { "page": "autoplot.importance_perm", "title": "Visualize importance scores", "topics": [ "autoplot.importance_perm" ] }, { "page": "importance_perm", "title": "Compute permutation-based predictor importance", "topics": [ "importance_perm" ] }, { "page": "step_predictor_best", "title": "Supervised Feature Selection via Choosing the Top Predictors", "topics": [ "step_predictor_best" ] }, { "page": "step_predictor_desirability", "title": "Supervised Multivariate Feature Selection via Desirability Functions", "topics": [ "step_predictor_desirability" ] }, { "page": "step_predictor_retain", "title": "Supervised Feature Selection via A Single Filter", "topics": [ "step_predictor_retain" ] } ], "_readme": "https://github.com/tidymodels/important/raw/HEAD/README.md", "_rundeps": [ "base64enc", "bslib", "cachem", "class", "cli", "clock", "codetools", "cpp11", "data.table", "desirability2", "diagram", "dials", "DiceDesign", "digest", "dplyr", "evaluate", "farver", "fastmap", "filtro", "fontawesome", "fs", "furrr", "future", "future.apply", "GauPro", "generics", "ggplot2", "globals", "glue", "gower", "gtable", "hardhat", "highr", "htmltools", "ipred", "isoband", "jquerylib", "jsonlite", "KernSmooth", "knitr", "labeling", "lattice", "lava", "lbfgs", "lifecycle", "listenv", "lubridate", "magrittr", "MASS", "Matrix", "memoise", "mime", "mixopt", "modelenv", "nnet", "numDeriv", "parallelly", "parsnip", "pillar", "pkgconfig", "prettyunits", "pROC", "prodlim", "progressr", "purrr", "R6", "rappdirs", "RColorBrewer", "Rcpp", "RcppArmadillo", "recipes", "rlang", "rmarkdown", "rpart", "rsample", "S7", "sass", "scales", "sfd", "shape", "slider", "sparsevctrs", "splitfngr", "SQUAREM", "stringi", "stringr", "survival", "tailor", "tibble", "tidyr", "tidyselect", "timechange", "timeDate", "tinytex", "tune", "tzdb", "utf8", "vctrs", "viridisLite", "warp", "withr", "workflows", "xfun", "yaml", "yardstick" ], "_score": 4.858537197569639, "_indexed": true, "_nocasepkg": "important", "_universes": [ "tidymodels", "topepo" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.2.1.9000", "date": "2026-09-17T18:50:25.000Z", "distro": "resolute", "commit": "96cfd679dc62036822fce175ef4676b899a15250", "fileid": "https://r2.ropensci.org/751a34e1b1c9a56a8ec49cefbfa64ff74b3cc48bc8b9a13ea71282df0328cf59", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/35260603409" }, { "r": "4.6.1", "os": "linux", "version": "0.2.1.9000", "date": "2026-09-17T18:51:00.000Z", "distro": "resolute", "commit": "96cfd679dc62036822fce175ef4676b899a15250", "fileid": "https://r2.ropensci.org/47bf0f1c93130f1ed4d53b30f8b577a156f6fecf31c534a2e9ffc37e77ea4b20", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/35260603409" }, { "r": "4.5.3", "os": "mac", "version": "0.2.1.9000", "date": "2026-09-17T18:54:05.000Z", "commit": "96cfd679dc62036822fce175ef4676b899a15250", "fileid": "https://r2.ropensci.org/2b0e467d6abf54e869cf48e59c96ed62782f955612b7863302226de2ed46cb1e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/35260603409" }, { "r": "4.6.1", "os": "mac", "version": "0.2.1.9000", "date": "2026-09-17T18:52:25.000Z", "commit": "96cfd679dc62036822fce175ef4676b899a15250", "fileid": "https://r2.ropensci.org/1601ee2d811bdbdaa8380a94b5c6fb7a084db3490fbf71b50c598e38f345bb40", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/35260603409" }, { "r": "4.6.0", "os": "wasm", "version": "0.2.1.9000", "date": "2026-09-17T18:50:29.000Z", "commit": "96cfd679dc62036822fce175ef4676b899a15250", "fileid": "https://r2.ropensci.org/d038d270088927b028ebe33cd10b3b270d180ba12387be399fae8621bae5f42c", "status": "success", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/35260603409" }, { "r": "4.7.0", "os": "win", "version": "0.2.1.9000", "date": "2026-09-17T18:49:20.000Z", "commit": "96cfd679dc62036822fce175ef4676b899a15250", "fileid": "https://r2.ropensci.org/789c989763eddf9feb9e25cfe5b5a8cacea5893d114e420a46f05ec7d7a0a232", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/35260603409" }, { "r": "4.5.3", "os": "win", "version": "0.2.1.9000", "date": "2026-09-17T18:49:19.000Z", "commit": "96cfd679dc62036822fce175ef4676b899a15250", "fileid": "https://r2.ropensci.org/2f83cff23f3ad6f8bdf9f348aecaa23343b9c42398cd9d6abd864bf6f0ad836f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/35260603409" }, { "r": "4.6.1", "os": "win", "version": "0.2.1.9000", "date": "2026-09-17T18:48:59.000Z", "commit": "96cfd679dc62036822fce175ef4676b899a15250", "fileid": "https://r2.ropensci.org/6964898f62287dcf8006a8ca09e6303fde0aec7549fe719c5fe667608d9243e6", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/35260603409" } ] }