{
  "_id": "6a578d10ff0138dec5d71499",
  "Package": "vivo",
  "Title": "Variable Importance via Oscillations",
  "Version": "0.2.1",
  "Authors@R": "c(person(\"Anna\", \"Kozak\", email = \"anna1993kozak@gmail.com\", role = c(\"aut\", \"cre\")),\nperson(\"Przemyslaw\", \"Biecek\", role = c(\"aut\", \"ths\")))",
  "Description": "Provides an easy to calculate local variable importance\nmeasure based on Ceteris Paribus profile and global variable\nimportance measure based on Partial Dependence Profiles.",
  "License": "GPL-2",
  "Encoding": "UTF-8",
  "VignetteBuilder": "knitr",
  "RoxygenNote": "7.1.0",
  "URL": "https://github.com/ModelOriented/vivo",
  "BugReports": "https://github.com/ModelOriented/vivo/issues",
  "Repository": "https://modeloriented.r-universe.dev",
  "Date/Publication": "2020-09-26 19:15:12 UTC",
  "RemoteUrl": "https://github.com/modeloriented/vivo",
  "RemoteRef": "HEAD",
  "RemoteSha": "dda6ffbb11725fdc67f32dccbe0d82a6a6d5cb15",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-07-15 13:33:22 UTC",
    "User": "root"
  },
  "Author": "Anna Kozak [aut, cre],\nPrzemyslaw Biecek [aut, ths]",
  "Maintainer": "Anna Kozak <anna1993kozak@gmail.com>",
  "_user": "modeloriented",
  "_type": "src",
  "_file": "vivo_0.2.1.tar.gz",
  "_fileid": "https://r2.ropensci.org/f54e1bcf6eb5a5046eca3661ca3e5345fa54012677d4128d1846938db269553c",
  "_filesize": 748646,
  "_sha256": "f54e1bcf6eb5a5046eca3661ca3e5345fa54012677d4128d1846938db269553c",
  "_expires": "2026-10-23T13:37:17.000Z",
  "_created": "2026-07-15T13:33:22.000Z",
  "_published": "2026-07-15T13:37:19.796Z",
  "_jobs": [
    {
      "job": 87366705741,
      "time": 149,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8344725149"
    },
    {
      "job": 87366705818,
      "time": 188,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8344745342"
    },
    {
      "job": 87366705813,
      "time": 122,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8344711325"
    },
    {
      "job": 87366705796,
      "time": 165,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8344733451"
    },
    {
      "job": 87365749301,
      "time": 229,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8344648559"
    },
    {
      "job": 87366705824,
      "time": 128,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "8344715104"
    },
    {
      "job": 87366705803,
      "time": 97,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8344698547"
    },
    {
      "job": 87366705894,
      "time": 100,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8344699859"
    },
    {
      "job": 87366705766,
      "time": 103,
      "config": "windows-release",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8344700947"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29419388874",
  "_status": "success",
  "_upstream": "https://github.com/modeloriented/vivo",
  "_commit": {
    "id": "dda6ffbb11725fdc67f32dccbe0d82a6a6d5cb15",
    "author": "kozaka93 <anna1993kozak@gmail.com>",
    "committer": "kozaka93 <anna1993kozak@gmail.com>",
    "message": "add pdp gif\n",
    "time": 1601147712
  },
  "_maintainer": {
    "name": "Anna Kozak",
    "email": "anna1993kozak@gmail.com",
    "login": "kozaka93",
    "twitter": "@kozaka93",
    "description": "Data Scientist | Data Visualization | Responsible Machine Learning",
    "uuid": 24189252
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.0",
      "role": "Depends"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "DALEX",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "mlbench",
      "role": "Suggests"
    },
    {
      "package": "randomForest",
      "role": "Suggests"
    },
    {
      "package": "gridExtra",
      "role": "Suggests"
    },
    {
      "package": "grid",
      "role": "Suggests"
    },
    {
      "package": "lattice",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "ingredients",
      "role": "Suggests"
    }
  ],
  "_owner": "modeloriented",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_topics": [
    "explainable-ai",
    "explainable-artificial-intelligence",
    "explainable-ml",
    "iml",
    "interpretable-machine-learning",
    "variable-importance",
    "xai"
  ],
  "_stars": 14,
  "_contributors": [
    {
      "user": "kozaka93",
      "count": 123,
      "uuid": 24189252
    },
    {
      "user": "pbiecek",
      "count": 4,
      "uuid": 4624318
    }
  ],
  "_userbio": {
    "uuid": 44725555,
    "type": "organization",
    "name": "Model Oriented",
    "followers": 145
  },
  "_downloads": {
    "count": 319,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/vivo"
  },
  "_mentions": 2,
  "_devurl": "https://github.com/modeloriented/vivo",
  "_searchresults": 7,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/vivo.html",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/modeloriented/vivo",
  "_realowner": "modeloriented",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2019-06-17"
    },
    {
      "version": "0.1.1",
      "date": "2019-09-03"
    },
    {
      "version": "0.1.2",
      "date": "2020-02-27"
    },
    {
      "version": "0.2.0",
      "date": "2020-07-02"
    },
    {
      "version": "0.2.1",
      "date": "2020-09-07"
    }
  ],
  "_exports": [
    "calculate_variable_split",
    "calculate_weight",
    "global_variable_importance",
    "local_variable_importance"
  ],
  "_help": [
    {
      "page": "calculate_variable_split",
      "title": "Internal Function for Split Points for Selected Variables",
      "topics": [
        "calculate_variable_split"
      ]
    },
    {
      "page": "calculate_weight",
      "title": "Calculated empirical density and weight based on variable split.",
      "topics": [
        "calculate_weight"
      ]
    },
    {
      "page": "global_variable_importance",
      "title": "Global Variable Importance measure based on Partial Dependence profiles.",
      "topics": [
        "global_variable_importance"
      ]
    },
    {
      "page": "local_variable_importance",
      "title": "Local Variable Importance measure based on Ceteris Paribus profiles.",
      "topics": [
        "local_variable_importance"
      ]
    },
    {
      "page": "plot.global_importance",
      "title": "Plot Global Variable Importance measure",
      "topics": [
        "plot.global_importance"
      ]
    },
    {
      "page": "plot.local_importance",
      "title": "Plot Local Variable Importance measure",
      "topics": [
        "plot.local_importance"
      ]
    }
  ],
  "_pkglogo": "https://github.com/modeloriented/vivo/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/modeloriented/vivo/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "codetools",
    "cpp11",
    "DALEX",
    "digest",
    "doFuture",
    "farver",
    "foreach",
    "future",
    "future.apply",
    "ggplot2",
    "globals",
    "glue",
    "gridExtra",
    "gtable",
    "iBreakDown",
    "ingredients",
    "isoband",
    "iterators",
    "kernelshap",
    "labeling",
    "lifecycle",
    "listenv",
    "parallelly",
    "R6",
    "RColorBrewer",
    "rlang",
    "S7",
    "scales",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "vignette_apartments_global.Rmd",
      "filename": "vignette_apartments_global.html",
      "title": "Example of global variable importance",
      "author": "Anna Kozak",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Example of global variable importance",
        "1 Dataset",
        "2 Random forest regression model",
        "3 Calculate Partial Dependence Profiles",
        "4 Calculate measure of global variable importance",
        "5 Comparison of the importance of variables for two or more models"
      ],
      "created": "2020-07-01 14:26:59",
      "modified": "2020-07-01 14:26:59",
      "commits": 1
    },
    {
      "source": "vignette_apartments_local.Rmd",
      "filename": "vignette_apartments_local.html",
      "title": "Example of local variable importance",
      "author": "Anna Kozak",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Example of local variable importance",
        "1 Dataset",
        "2 Random forest regression model",
        "3 New observation",
        "4 Calculate Ceteris Paribus profiles",
        "5 Calculate measure of local variable importance",
        "6 Comparison of two or more methods of calculating the importance of variables",
        "7 Comparison of the importance of variables for two or more models"
      ],
      "created": "2020-07-01 14:26:59",
      "modified": "2020-07-01 14:26:59",
      "commits": 1
    }
  ],
  "_score": 5.447158031342219,
  "_indexed": true,
  "_nocasepkg": "vivo",
  "_universes": [
    "modeloriented",
    "kozaka93"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.2.1",
      "date": "2026-07-15T13:35:36.000Z",
      "distro": "resolute",
      "commit": "dda6ffbb11725fdc67f32dccbe0d82a6a6d5cb15",
      "fileid": "https://r2.ropensci.org/cd95ab26cedbb503a7103e5b84281c6b2dcc5e20935d3faf0442ff1928cdfae8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29419388874"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.2.1",
      "date": "2026-07-15T13:36:18.000Z",
      "distro": "resolute",
      "commit": "dda6ffbb11725fdc67f32dccbe0d82a6a6d5cb15",
      "fileid": "https://r2.ropensci.org/2a5e79859f110d7bd60f4c0160cd8eba9e6d04a562f3005ca978462e7dc68713",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29419388874"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.2.1",
      "date": "2026-07-15T13:35:11.000Z",
      "commit": "dda6ffbb11725fdc67f32dccbe0d82a6a6d5cb15",
      "fileid": "https://r2.ropensci.org/058493591f1f50854c6b4d92646c65cd4db3359185fb3e3f53fe5df5d77f68a4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29419388874"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.2.1",
      "date": "2026-07-15T13:35:36.000Z",
      "commit": "dda6ffbb11725fdc67f32dccbe0d82a6a6d5cb15",
      "fileid": "https://r2.ropensci.org/cd05a6141bf36114f00ffa430d4e1b8f166d26afc211823befcfc76b6b1caaef",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29419388874"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.2.1",
      "date": "2026-07-15T13:35:49.000Z",
      "commit": "dda6ffbb11725fdc67f32dccbe0d82a6a6d5cb15",
      "fileid": "https://r2.ropensci.org/959819c9748637eb477ddc591482c8f368c8a278fc72f09ff339905ea66b7eb9",
      "status": "success",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29419388874"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.2.1",
      "date": "2026-07-15T13:34:36.000Z",
      "commit": "dda6ffbb11725fdc67f32dccbe0d82a6a6d5cb15",
      "fileid": "https://r2.ropensci.org/42bc90f5c995a7c1c09e2cfe183d2303c8cf6a06fbfbf6b59586128269cc77de",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29419388874"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.2.1",
      "date": "2026-07-15T13:34:38.000Z",
      "commit": "dda6ffbb11725fdc67f32dccbe0d82a6a6d5cb15",
      "fileid": "https://r2.ropensci.org/f0534dfbbb9180ca5b159525f6d4dd1313f2101369bdd6306f5a4615ac00abea",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29419388874"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.2.1",
      "date": "2026-07-15T13:34:40.000Z",
      "commit": "dda6ffbb11725fdc67f32dccbe0d82a6a6d5cb15",
      "fileid": "https://r2.ropensci.org/084d71f87f6894b95aa9c27aa04566fff25e76474770b4035cea91250bb8f8e6",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29419388874"
    }
  ]
}