{
  "_id": "6a1f116bb401979e7341da39",
  "Package": "shapper",
  "Title": "Wrapper of Python Library 'shap'",
  "Version": "0.1.4",
  "Authors@R": "c(\nperson(\"Szymon\", \"Maksymiuk\", email = \"sz.maksymiuk@gmail.com\", role = c(\"aut\", \"cre\")),\nperson(\"Alicja\", \"Gosiewska\", email = \"alicjagosiewska@gmail.com\", role = c(\"aut\")),\nperson(\"Przemyslaw\", \"Biecek\", email = \"przemyslaw.biecek@gmail.com\", role = c(\"aut\")),\nperson(\"Mateusz\", \"Staniak\", role = c(\"ctb\")),\nperson(\"Michal\", \"Burdukiewicz\", email = \"michalburdukiewicz@gmail.com\", role = c(\"ctb\"))\n)",
  "Description": "Provides SHAP explanations of machine learning models. In\napplied machine learning, there is a strong belief that we need\nto strike a balance between interpretability and accuracy.\nHowever, in field of the Interpretable Machine Learning, there\nare more and more new ideas for explaining black-box models.\nOne of the best known method for local explanations is SHapley\nAdditive exPlanations (SHAP) introduced by Lundberg, S., et\nal., (2016) <arXiv:1705.07874> The SHAP method is used to\ncalculate influences of variables on the particular\nobservation. This method is based on Shapley values, a\ntechnique used in game theory. The R package 'shapper' is a\nport of the Python library 'shap'.",
  "License": "GPL",
  "Encoding": "UTF-8",
  "URL": "https://github.com/ModelOriented/shapper",
  "BugReports": "https://github.com/ModelOriented/shapper/issues",
  "RoxygenNote": "7.2.3",
  "VignetteBuilder": "knitr",
  "Config/pak/sysreqs": "libpng-dev python3",
  "Repository": "https://modeloriented.r-universe.dev",
  "Date/Publication": "2023-05-25 01:42:27 UTC",
  "RemoteUrl": "https://github.com/modeloriented/shapper",
  "RemoteRef": "HEAD",
  "RemoteSha": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-17 07:58:33 UTC",
    "User": "root"
  },
  "Author": "Szymon Maksymiuk [aut, cre],\nAlicja Gosiewska [aut],\nPrzemyslaw Biecek [aut],\nMateusz Staniak [ctb],\nMichal Burdukiewicz [ctb]",
  "Maintainer": "Szymon Maksymiuk <sz.maksymiuk@gmail.com>",
  "MD5sum": "747f93928c88ceb559cbb3045f500c66",
  "_user": "modeloriented",
  "_type": "src",
  "_file": "shapper_0.1.4.tar.gz",
  "_fileid": "9df06662df4f676be2dc459ef0f8f6689a5bdffb7e963aace3983bd2010e77ec",
  "_filesize": 134154,
  "_sha256": "9df06662df4f676be2dc459ef0f8f6689a5bdffb7e963aace3983bd2010e77ec",
  "_created": "2026-05-17T07:58:33.000Z",
  "_published": "2026-06-02T17:22:51.892Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79130888649,
      "time": 173,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7040640815"
    },
    {
      "job": 79130888921,
      "time": 160,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7040639343"
    },
    {
      "job": 79130889444,
      "time": 110,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7040633662"
    },
    {
      "job": 79130888577,
      "time": 113,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7040643646"
    },
    {
      "job": 79130888437,
      "time": 239,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7040621952"
    },
    {
      "job": 79130888156,
      "time": 111,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7364978103"
    },
    {
      "job": 79130889025,
      "time": 206,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7040644457"
    },
    {
      "job": 79130889040,
      "time": 134,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7040636200"
    },
    {
      "job": 79130888786,
      "time": 139,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7040637000"
    }
  ],
  "_buildurl": "https://github.com/r-universe/modeloriented/actions/runs/25985179129",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/modeloriented/shapper",
  "_commit": {
    "id": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
    "author": "maksymiuks <32574056+maksymiuks@users.noreply.github.com>",
    "committer": "GitHub <noreply@github.com>",
    "message": "Plot vector conversion bugfix (#40)\n\n",
    "time": 1684978947
  },
  "_maintainer": {
    "name": "Szymon Maksymiuk",
    "email": "sz.maksymiuk@gmail.com",
    "login": "maksymiuks",
    "description": "",
    "uuid": 32574056
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "reticulate",
      "role": "Imports"
    },
    {
      "package": "DALEX",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "covr",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "randomForest",
      "role": "Suggests"
    },
    {
      "package": "rpart",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "markdown",
      "role": "Suggests"
    },
    {
      "package": "qpdf",
      "role": "Suggests"
    }
  ],
  "_owner": "modeloriented",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 58,
  "_contributors": [
    {
      "user": "agosiewska",
      "count": 114,
      "uuid": 18423383
    },
    {
      "user": "maksymiuks",
      "count": 23,
      "uuid": 32574056
    },
    {
      "user": "pbiecek",
      "count": 5,
      "uuid": 4624318
    },
    {
      "user": "michbur",
      "count": 3,
      "uuid": 5267317
    },
    {
      "user": "hbaniecki",
      "count": 2,
      "uuid": 32574004
    },
    {
      "user": "beirnaert",
      "count": 1,
      "uuid": 23341841
    },
    {
      "user": "tspen",
      "count": 1,
      "uuid": 166043
    }
  ],
  "_userbio": {
    "uuid": 44725555,
    "type": "organization",
    "name": "Model Oriented"
  },
  "_downloads": {
    "count": 675,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/shapper"
  },
  "_devurl": "https://github.com/modeloriented/shapper",
  "_searchresults": 69,
  "_rbuild": "4.6.0",
  "_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/shapper.html",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/modeloriented/shapper",
  "_realowner": "modeloriented",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2019-03-04"
    },
    {
      "version": "0.1.1",
      "date": "2019-07-10"
    },
    {
      "version": "0.1.2",
      "date": "2019-08-02"
    },
    {
      "version": "0.1.3",
      "date": "2020-08-28"
    }
  ],
  "_exports": [
    "individual_variable_effect",
    "install_shap",
    "shap",
    "theme_drwhy_colors"
  ],
  "_help": [
    {
      "page": "individual_variable_effect",
      "title": "Individual Variable Effect",
      "topics": [
        "individual_variable_effect",
        "individual_variable_effect.default",
        "individual_variable_effect.explainer",
        "shap"
      ]
    },
    {
      "page": "install_shap",
      "title": "Install shap Python library",
      "topics": [
        "install_shap"
      ]
    },
    {
      "page": "plot.individual_variable_effect",
      "title": "Plots Attributions for Variables of Individual Prediction",
      "topics": [
        "plot.individual_variable_effect"
      ]
    },
    {
      "page": "print.individual_variable_effect",
      "title": "Print Individual Variable Effects",
      "topics": [
        "print.individual_variable_effect"
      ]
    },
    {
      "page": "theme_drwhy",
      "title": "DrWhy Theme for ggplot objects",
      "topics": [
        "theme_drwhy_colors"
      ]
    }
  ],
  "_pkglogo": "https://github.com/modeloriented/shapper/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/modeloriented/shapper/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "codetools",
    "cpp11",
    "DALEX",
    "digest",
    "doFuture",
    "farver",
    "foreach",
    "future",
    "future.apply",
    "ggplot2",
    "globals",
    "glue",
    "gridExtra",
    "gtable",
    "here",
    "iBreakDown",
    "ingredients",
    "isoband",
    "iterators",
    "jsonlite",
    "kernelshap",
    "labeling",
    "lattice",
    "lifecycle",
    "listenv",
    "Matrix",
    "parallelly",
    "png",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "RcppTOML",
    "reticulate",
    "rlang",
    "rprojroot",
    "S7",
    "scales",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "shapper_classification.Rmd",
      "filename": "shapper_classification.html",
      "title": "How to use shapper for classification",
      "author": "Alicja Gosiewska",
      "engine": "knitr::knitr",
      "headings": [
        "Introduction",
        "Python library shap",
        "Load data sets",
        "Let's build models",
        "Here shapper starts",
        "Plotting results",
        "Let's filter data for plot"
      ],
      "created": "2018-12-14 10:28:16",
      "modified": "2023-05-25 01:42:27",
      "commits": 13
    },
    {
      "source": "shapper_regression.Rmd",
      "filename": "shapper_regression.html",
      "title": "How to use shapper for regression",
      "author": "Alicja Gosiewska",
      "engine": "knitr::knitr",
      "headings": [
        "Introduction",
        "Install shaper and shap",
        "R package shapper",
        "Python library shap",
        "Load data sets",
        "Let's build a model",
        "Prediction to be explained",
        "Here shapper starts",
        "Plotting results"
      ],
      "created": "2018-12-14 10:28:16",
      "modified": "2021-06-30 22:41:47",
      "commits": 8
    }
  ],
  "_score": 7.380428334683836,
  "_indexed": true,
  "_nocasepkg": "shapper",
  "_universes": [
    "modeloriented",
    "maksymiuks"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.4",
      "date": "2026-05-17T08:01:00.000Z",
      "distro": "noble",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "bab3a2c58367c9e81d67b8cfd699396b668886640a75a45469d0c790fe0a138b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/25985179129"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.1.4",
      "date": "2026-05-17T08:00:52.000Z",
      "distro": "noble",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "76b253c1734dc581ffadde797a5be620f6f6343061d92d277092a07efd1f4efc",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/25985179129"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.4",
      "date": "2026-05-17T08:00:11.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "6e491b8280d39506686a648d793d6072a0bb94fa4a90a8ae23e3592e66865fe3",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/25985179129"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.1.4",
      "date": "2026-05-17T08:01:41.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "eb812e6a97f44dbb335ae17060cbc2a5b3e49c559e79ac01c2f6dfde625acd41",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/25985179129"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.4",
      "date": "2026-05-17T08:00:38.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "aee156aa8dda0cbd3a17f91f744482196977527906dc4d2b56a4a0aabbd8ae29",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/25985179129"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.1.4",
      "date": "2026-05-17T07:59:44.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "17099fce6b601fc88ebcf5385246c1af7c587171e0ec5e4088ad2847598f3ac9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/25985179129"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.1.4",
      "date": "2026-05-17T07:59:49.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "2f8ad5d566ba813a0ae57f6404904621bfa4f22dbc8a77d83490da9982fccc39",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/25985179129"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.4",
      "date": "2026-06-02T17:22:35.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "754eb604260b198ca1a80f8e6f11ddbed1f82624053dbf299544d76a0f1620c5",
      "status": "success",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/25985179129"
    }
  ]
}