{
"_id": "6a55eeb2ff0138dec5d6aa68",
"Package": "curves",
"Type": "Package",
"Title": "Model-Agnostic Response Curves for Fitted Models",
"Version": "0.4.0",
"Authors@R": "c(\nperson(\n\"Roozbeh\", \"Valavi\",\nemail = \"valavi.r@gmail.com\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0003-2495-5277\")\n)\n)",
"Description": "Create model-agnostic response-curve diagnostics for\nfitted prediction models. Supports profile curves, partial\ndependence, individual conditional expectation, and accumulated\nlocal effects; univariate curves, bivariate surfaces, ensemble\nsummaries across multiple models, ALE-based interaction\nranking, and optional raster-linked exploration with 'terra'\nand 'shiny'. Static displays are returned as 'ggplot2' plots.\nFor more details on the methods see Molnar (2025)\n.",
"URL": "https://github.com/rvalavi/curves",
"BugReports": "https://github.com/rvalavi/curves/issues",
"Maintainer": "Roozbeh Valavi ",
"License": "GPL-3",
"Encoding": "UTF-8",
"VignetteBuilder": "knitr",
"Config/testthat/edition": "3",
"Roxygen": "list(markdown = TRUE)",
"RoxygenNote": "7.3.3",
"Repository": "https://rvalavi.r-universe.dev",
"Date/Publication": "2026-05-15 03:17:53 UTC",
"RemoteUrl": "https://github.com/rvalavi/curves",
"RemoteRef": "HEAD",
"RemoteSha": "0989d21f701dcd8ed86475727d251b25fc4fd20e",
"NeedsCompilation": "no",
"Packaged": {
"Date": "2026-07-14 08:05:52 UTC",
"User": "root"
},
"Author": "Roozbeh Valavi [aut, cre] (ORCID:\n)",
"_user": "rvalavi",
"_type": "src",
"_file": "curves_0.4.0.tar.gz",
"_fileid": "https://r2.ropensci.org/4ec610d647ca051879f1aa30dfdb1d1a4cecc8ce30baae603d13a7d817ee05a4",
"_filesize": 5221075,
"_sha256": "4ec610d647ca051879f1aa30dfdb1d1a4cecc8ce30baae603d13a7d817ee05a4",
"_expires": "2026-10-22T08:09:20.000Z",
"_created": "2026-07-14T08:05:52.000Z",
"_published": "2026-07-14T08:09:22.492Z",
"_jobs": [
{
"job": 87032683677,
"time": 152,
"config": "linux-devel-x86_64",
"r": "4.7.0",
"check": "OK",
"artifact": "8304325581"
},
{
"job": 87032683676,
"time": 167,
"config": "linux-release-x86_64",
"r": "4.6.1",
"check": "OK",
"artifact": "8304331391"
},
{
"job": 87032683682,
"time": 130,
"config": "macos-oldrel-arm64",
"r": "4.5.3",
"check": "OK",
"artifact": "8304318258"
},
{
"job": 87032683684,
"time": 103,
"config": "macos-release-arm64",
"r": "4.6.1",
"check": "OK",
"artifact": "8304307672"
},
{
"job": 87031978902,
"time": 226,
"config": "source",
"r": "4.6.1",
"check": "OK",
"artifact": "8304269341"
},
{
"job": 87032683770,
"time": 130,
"config": "wasm-release",
"r": "4.6.0",
"check": "OK",
"artifact": "8304317670"
},
{
"job": 87032683721,
"time": 141,
"config": "windows-devel",
"r": "4.7.0",
"check": "OK",
"artifact": "8304322018"
},
{
"job": 87032683698,
"time": 121,
"config": "windows-oldrel",
"r": "4.5.3",
"check": "OK",
"artifact": "8304314866"
},
{
"job": 87032683710,
"time": 114,
"config": "windows-release",
"r": "4.6.1",
"check": "OK",
"artifact": "8304311944"
}
],
"_host": "GitHub-Actions",
"_buildurl": "https://github.com/r-universe/rvalavi/actions/runs/29316586187",
"_status": "success",
"_upstream": "https://github.com/rvalavi/curves",
"_commit": {
"id": "0989d21f701dcd8ed86475727d251b25fc4fd20e",
"author": "Roozbeh Valavi ",
"committer": "Roozbeh Valavi ",
"message": "update readem and caran comment\n",
"time": 1778815073
},
"_maintainer": {
"name": "Roozbeh Valavi",
"email": "valavi.r@gmail.com",
"login": "rvalavi",
"bluesky": "@rvalavi.bsky.social",
"twitter": "@ValaviRoozbeh",
"description": "Data science and spatial ecology",
"uuid": 30306220,
"orcid": "0000-0003-2495-5277"
},
"_distro": "resolute",
"_registered": true,
"_dependencies": [
{
"package": "R",
"version": ">= 3.5.0",
"role": "Depends"
},
{
"package": "cowplot",
"role": "Imports"
},
{
"package": "ggplot2",
"version": ">= 3.3.6",
"role": "Imports"
},
{
"package": "disdat",
"role": "Suggests"
},
{
"package": "knitr",
"role": "Suggests"
},
{
"package": "mgcv",
"role": "Suggests"
},
{
"package": "plotly",
"role": "Suggests"
},
{
"package": "randomForest",
"role": "Suggests"
},
{
"package": "rmarkdown",
"role": "Suggests"
},
{
"package": "shiny",
"role": "Suggests"
},
{
"package": "terra",
"version": ">= 1.6-41",
"role": "Suggests"
},
{
"package": "testthat",
"version": ">= 3.0.0",
"role": "Suggests"
}
],
"_owner": "rvalavi",
"_selfowned": true,
"_usedby": 0,
"_updates": [
{
"week": "2026-16",
"n": 7
},
{
"week": "2026-17",
"n": 10
},
{
"week": "2026-18",
"n": 8
},
{
"week": "2026-19",
"n": 1
},
{
"week": "2026-20",
"n": 1
}
],
"_tags": [],
"_topics": [
"partial-dependence-plots",
"pdp",
"response-curves",
"spatial-modelling",
"species-distribution-modelling"
],
"_stars": 3,
"_contributors": [
{
"user": "rvalavi",
"count": 38,
"uuid": 30306220
}
],
"_userbio": {
"uuid": 30306220,
"type": "user",
"name": "Roozbeh Valavi",
"followers": 82,
"description": "Data science and spatial ecology"
},
"_downloads": {
"count": 434,
"source": "https://cranlogs.r-pkg.org/downloads/total/last-month/curves"
},
"_devurl": "https://github.com/rvalavi/curves",
"_searchresults": 0,
"_rbuild": "4.6.1",
"_assets": [
"extra/citation.cff",
"extra/citation.html",
"extra/citation.json",
"extra/citation.txt",
"extra/contents.json",
"extra/curves.html",
"extra/NEWS.html",
"extra/NEWS.txt",
"extra/readme.html",
"extra/readme.md",
"manual.pdf"
],
"_homeurl": "https://github.com/rvalavi/curves",
"_realowner": "rvalavi",
"_cranurl": true,
"_releases": [
{
"version": "0.4.0",
"date": "2026-05-11"
}
],
"_exports": [
"bivariate",
"interactions",
"mapcurve",
"multimodel",
"univariate"
],
"_help": [
{
"page": "bivariate",
"title": "Bivariate model-agnostic response surfaces",
"topics": [
"bivariate"
]
},
{
"page": "interactions",
"title": "Rank pairwise interactions using second-order ALE",
"topics": [
"interactions"
]
},
{
"page": "mapcurve",
"title": "Interactive map-linked response curve explorer",
"topics": [
"mapcurve"
]
},
{
"page": "multimodel",
"title": "Aggregated response curves across fitted models",
"topics": [
"multimodel"
]
},
{
"page": "univariate",
"title": "Univariate model-agnostic response curves",
"topics": [
"univariate"
]
}
],
"_pkglogo": "https://github.com/rvalavi/curves/raw/HEAD/man/figures/logo.png",
"_readme": "https://github.com/rvalavi/curves/raw/HEAD/README.md",
"_rundeps": [
"cli",
"cowplot",
"cpp11",
"farver",
"ggplot2",
"glue",
"gtable",
"isoband",
"labeling",
"lifecycle",
"R6",
"RColorBrewer",
"rlang",
"S7",
"scales",
"vctrs",
"viridisLite",
"withr"
],
"_vignettes": [
{
"source": "random-forest-species-distribution.Rmd",
"filename": "random-forest-species-distribution.html",
"title": "Species Distribution Response Curves",
"engine": "knitr::rmarkdown",
"headings": [
"Prepare the training data",
"Fit a down-sampled random forest",
"Plot univariate and bivariate response curves",
"Ensemble response curves"
],
"created": "2026-04-16 13:07:42",
"modified": "2026-05-01 06:19:27",
"commits": 11
}
],
"_score": 4.8750612633917,
"_indexed": true,
"_nocasepkg": "curves",
"_universes": [
"rvalavi"
],
"_binaries": [
{
"r": "4.7.0",
"os": "linux",
"version": "0.4.0",
"date": "2026-07-14T08:08:02.000Z",
"distro": "resolute",
"commit": "0989d21f701dcd8ed86475727d251b25fc4fd20e",
"fileid": "https://r2.ropensci.org/61f056995a346060864869b340c1e9c07246f0dee03812616565145502071715",
"status": "success",
"check": "OK",
"buildurl": "https://github.com/r-universe/rvalavi/actions/runs/29316586187"
},
{
"r": "4.6.1",
"os": "linux",
"version": "0.4.0",
"date": "2026-07-14T08:08:15.000Z",
"distro": "resolute",
"commit": "0989d21f701dcd8ed86475727d251b25fc4fd20e",
"fileid": "https://r2.ropensci.org/8e302b905ac97951b2fe0e657e83c4a3125c1c8ed1c04b0948b4dc047d66920d",
"status": "success",
"check": "OK",
"buildurl": "https://github.com/r-universe/rvalavi/actions/runs/29316586187"
},
{
"r": "4.5.3",
"os": "mac",
"version": "0.4.0",
"date": "2026-07-14T08:07:48.000Z",
"commit": "0989d21f701dcd8ed86475727d251b25fc4fd20e",
"fileid": "https://r2.ropensci.org/c2c547737283d6bde71880af6f7980944d13cdff6d8b1cf9374af4990a93fc5f",
"status": "success",
"check": "OK",
"buildurl": "https://github.com/r-universe/rvalavi/actions/runs/29316586187"
},
{
"r": "4.6.1",
"os": "mac",
"version": "0.4.0",
"date": "2026-07-14T08:07:22.000Z",
"commit": "0989d21f701dcd8ed86475727d251b25fc4fd20e",
"fileid": "https://r2.ropensci.org/43ee199e78d2e1f3a9e225658c8a757d7e586e5d29c1c56efc79307f23f24a53",
"status": "success",
"check": "OK",
"buildurl": "https://github.com/r-universe/rvalavi/actions/runs/29316586187"
},
{
"r": "4.6.0",
"os": "wasm",
"version": "0.4.0",
"date": "2026-07-14T08:08:17.000Z",
"commit": "0989d21f701dcd8ed86475727d251b25fc4fd20e",
"fileid": "https://r2.ropensci.org/a95598897079a5b865db5a9af76e9c7cabba8384d2e1669bd0741a1c160535b2",
"status": "success",
"buildurl": "https://github.com/r-universe/rvalavi/actions/runs/29316586187"
},
{
"r": "4.7.0",
"os": "win",
"version": "0.4.0",
"date": "2026-07-14T08:07:44.000Z",
"commit": "0989d21f701dcd8ed86475727d251b25fc4fd20e",
"fileid": "https://r2.ropensci.org/f4e10d8cb07e0785917ef9d7eecede8bfaf10494bee782d0953ed8df63e6e5b9",
"status": "success",
"check": "OK",
"buildurl": "https://github.com/r-universe/rvalavi/actions/runs/29316586187"
},
{
"r": "4.5.3",
"os": "win",
"version": "0.4.0",
"date": "2026-07-14T08:07:31.000Z",
"commit": "0989d21f701dcd8ed86475727d251b25fc4fd20e",
"fileid": "https://r2.ropensci.org/516e6aaec5913bbf323c9ee1b72e4d21040dd3ae772a30008960290a25d0908d",
"status": "success",
"check": "OK",
"buildurl": "https://github.com/r-universe/rvalavi/actions/runs/29316586187"
},
{
"r": "4.6.1",
"os": "win",
"version": "0.4.0",
"date": "2026-07-14T08:07:08.000Z",
"commit": "0989d21f701dcd8ed86475727d251b25fc4fd20e",
"fileid": "https://r2.ropensci.org/56edbc471802c100dd40859755d4a3ef18de2db8283168fcf80def4b64f401e8",
"status": "success",
"check": "OK",
"buildurl": "https://github.com/r-universe/rvalavi/actions/runs/29316586187"
}
]
}