{
  "_id": "6ace0b86a14063b82c3aee6d",
  "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": "2026-10-13 10:40:53 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>",
  "_user": "modeloriented",
  "_type": "src",
  "_file": "shapper_0.1.4.tar.gz",
  "_fileid": "https://r2.ropensci.org/c22bb772c251c990dcf03e0112da2b138bf3b598b1b1662dddaa41bfad9a13a8",
  "_filesize": 135907,
  "_sha256": "c22bb772c251c990dcf03e0112da2b138bf3b598b1b1662dddaa41bfad9a13a8",
  "_expires": "2027-01-21T10:44:20.000Z",
  "_created": "2026-10-13T10:40:53.000Z",
  "_published": "2026-10-13T10:44:22.349Z",
  "_buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38384631886",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 115254670766,
      "time": 140,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11805476196"
    },
    {
      "job": 115254670971,
      "time": 163,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11806380219"
    },
    {
      "job": 115254670995,
      "time": 129,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11804823180"
    },
    {
      "job": 115254670807,
      "time": 108,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11804942225"
    },
    {
      "job": 115253372141,
      "time": 201,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11805196611"
    },
    {
      "job": 115254670832,
      "time": 100,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "11804544602"
    },
    {
      "job": 115254670954,
      "time": 164,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11805935166"
    },
    {
      "job": 115254671133,
      "time": 145,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11804887583"
    },
    {
      "job": 115254670980,
      "time": 146,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11805547036"
    }
  ],
  "_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
  },
  "_distro": "resolute",
  "_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",
    "followers": 146
  },
  "_downloads": {
    "count": 410,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/shapper"
  },
  "_devurl": "https://github.com/modeloriented/shapper",
  "_searchresults": 61,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/shapper.html"
  ],
  "_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": 7.326909078957348,
  "_indexed": true,
  "_nocasepkg": "shapper",
  "_universes": [
    "modeloriented",
    "maksymiuks"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.4",
      "date": "2026-10-13T10:42:51.000Z",
      "distro": "resolute",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "https://r2.ropensci.org/a8891d05b9e61523d1e17f4427c0bdd59426f4e7fc699498b252b1cb812d80e2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38384631886"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.4",
      "date": "2026-10-13T10:43:19.000Z",
      "distro": "resolute",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "https://r2.ropensci.org/73e7a00911e291bf3c817432007f095942c3302ae58b3e9e60a6ad801e168932",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38384631886"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.4",
      "date": "2026-10-13T10:42:40.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "https://r2.ropensci.org/880f7a3c6a804d9ebf52f4136f7f1d6505ab63a15cbd50ee2741a97e4d7230b2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38384631886"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.1.4",
      "date": "2026-10-13T10:42:30.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "https://r2.ropensci.org/a9b28d40008e18dd4cc561bac9283b7b7b88d0bfb25a78445ebd4d9df5a482bc",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38384631886"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.4",
      "date": "2026-10-13T10:42:49.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "https://r2.ropensci.org/e7fcd77073b2e3586561403a85a15d306dc7ec7abbc235bb023cd3495701b5f4",
      "status": "success",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38384631886"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.4",
      "date": "2026-10-13T10:42:15.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "https://r2.ropensci.org/8e2c5d5edfcb7bba0ef644acae8edade6127db12878974101fd73d8342187f4a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38384631886"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.1.4",
      "date": "2026-10-13T10:42:03.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "https://r2.ropensci.org/c5e57dd8a98bc20b37cb7bae8aca4d85e80bb42e121cba9e826f5b692cf11c53",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38384631886"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.4",
      "date": "2026-10-13T10:42:03.000Z",
      "commit": "3b54449553210c53cde323ef9a0ddbfc91f8bea5",
      "fileid": "https://r2.ropensci.org/625c29d0b1fcac6ece7f098579601ae8ff99ea6a3e1602441f25ca3395c8d301",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38384631886"
    }
  ]
}