{
  "_id": "6ace0cc3a14063b82c3aef78",
  "Package": "modelStudio",
  "Title": "Interactive Studio for Explanatory Model Analysis",
  "Version": "3.1.2.9000",
  "Authors@R": "c(person(\"Hubert\", \"Baniecki\", role = c(\"aut\", \"cre\"),\nemail = \"hbaniecki@gmail.com\",\ncomment = c(ORCID = \"0000-0001-6661-5364\")),\nperson(\"Przemyslaw\", \"Biecek\", role = c(\"aut\"),\ncomment = c(ORCID = \"0000-0001-8423-1823\")),\nperson(\"Piotr\", \"Piatyszek\", role = c(\"ctb\")))",
  "Description": "Automate the explanatory analysis of machine learning\npredictive models. Generate advanced interactive model\nexplanations in the form of a serverless HTML site with only\none line of code. This tool is model-agnostic, therefore\ncompatible with most of the black-box predictive models and\nframeworks. The main function computes various (instance and\nmodel-level) explanations and produces a customisable\ndashboard, which consists of multiple panels for plots with\ntheir short descriptions. It is possible to easily save the\ndashboard and share it with others. 'modelStudio' facilitates\nthe process of Interactive Explanatory Model Analysis\nintroduced in Baniecki et al. (2023)\n<doi:10.1007/s10618-023-00924-w>.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.1.2",
  "VignetteBuilder": "knitr",
  "URL": "https://modelstudio.drwhy.ai,\nhttps://github.com/ModelOriented/modelStudio",
  "BugReports": "https://github.com/ModelOriented/modelStudio/issues",
  "Language": "en-US",
  "LazyData": "true",
  "Config/pak/sysreqs": "cmake make libuv1-dev",
  "Repository": "https://modeloriented.r-universe.dev",
  "Date/Publication": "2023-08-31 10:53:46 UTC",
  "RemoteUrl": "https://github.com/modeloriented/modelstudio",
  "RemoteRef": "HEAD",
  "RemoteSha": "62d23a802f88c5efc98b285f08b4ccf97049a63e",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-10-13 10:44:51 UTC",
    "User": "root"
  },
  "Author": "Hubert Baniecki [aut, cre] (ORCID:\n<https://orcid.org/0000-0001-6661-5364>),\nPrzemyslaw Biecek [aut] (ORCID:\n<https://orcid.org/0000-0001-8423-1823>),\nPiotr Piatyszek [ctb]",
  "Maintainer": "Hubert Baniecki <hbaniecki@gmail.com>",
  "_user": "modeloriented",
  "_type": "src",
  "_file": "modelStudio_3.1.2.9000.tar.gz",
  "_fileid": "https://r2.ropensci.org/a4597d3fd2cbd76bd5abbb68fe53909acf7d37e88c58b45d08c3abe58e56dd0d",
  "_filesize": 305398,
  "_sha256": "a4597d3fd2cbd76bd5abbb68fe53909acf7d37e88c58b45d08c3abe58e56dd0d",
  "_expires": "2027-01-21T10:49:37.000Z",
  "_created": "2026-10-13T10:44:51.000Z",
  "_published": "2026-10-13T10:49:39.395Z",
  "_buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38385095461",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 115256173193,
      "time": 244,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11806615915"
    },
    {
      "job": 115256173145,
      "time": 232,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11805237503"
    },
    {
      "job": 115256173161,
      "time": 155,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11806690707"
    },
    {
      "job": 115256173329,
      "time": 199,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11806230980"
    },
    {
      "job": 115254937465,
      "time": 194,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11804987805"
    },
    {
      "job": 115256173068,
      "time": 108,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "11806575540"
    },
    {
      "job": 115256173288,
      "time": 204,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11806326019"
    },
    {
      "job": 115256173186,
      "time": 229,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11804998156"
    },
    {
      "job": 115256173196,
      "time": 181,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11805422317"
    }
  ],
  "_upstream": "https://github.com/modeloriented/modelstudio",
  "_commit": {
    "id": "62d23a802f88c5efc98b285f08b4ccf97049a63e",
    "author": "Hubert Baniecki <hbaniecki@gmail.com>",
    "committer": "Hubert Baniecki <hbaniecki@gmail.com>",
    "message": "update readme\n",
    "time": 1693479226
  },
  "_maintainer": {
    "name": "Hubert Baniecki",
    "email": "hbaniecki@gmail.com",
    "login": "hbaniecki",
    "linkedin": "in/hbaniecki",
    "twitter": "@hbaniecki",
    "description": "PhD student, University of Warsaw\n\n\n\n",
    "uuid": 32574004,
    "orcid": "0000-0001-6661-5364"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.6",
      "role": "Depends"
    },
    {
      "package": "DALEX",
      "version": ">= 2.2.1",
      "role": "Imports"
    },
    {
      "package": "ingredients",
      "version": ">= 2.2.0",
      "role": "Imports"
    },
    {
      "package": "iBreakDown",
      "version": ">= 2.0.1",
      "role": "Imports"
    },
    {
      "package": "r2d3",
      "role": "Imports"
    },
    {
      "package": "jsonlite",
      "role": "Imports"
    },
    {
      "package": "progress",
      "role": "Imports"
    },
    {
      "package": "digest",
      "role": "Imports"
    },
    {
      "package": "parallelMap",
      "role": "Suggests"
    },
    {
      "package": "ranger",
      "role": "Suggests"
    },
    {
      "package": "xgboost",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "spelling",
      "role": "Suggests"
    }
  ],
  "_owner": "modeloriented",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_topics": [
    "ai",
    "explainable",
    "explainable-ai",
    "explainable-machine-learning",
    "explanatory-model-analysis",
    "human",
    "iml",
    "interactive",
    "interactivity",
    "interpretability",
    "interpretable",
    "interpretable-machine-learning",
    "learning",
    "machine",
    "model",
    "model-visualization",
    "visualization",
    "xai"
  ],
  "_stars": 333,
  "_contributors": [
    {
      "user": "hbaniecki",
      "count": 161,
      "uuid": 32574004
    },
    {
      "user": "pbiecek",
      "count": 8,
      "uuid": 4624318
    },
    {
      "user": "kyleniemeyer",
      "count": 3,
      "uuid": 190432
    },
    {
      "user": "piotrpiatyszek",
      "count": 1,
      "uuid": 8411404
    }
  ],
  "_userbio": {
    "uuid": 44725555,
    "type": "organization",
    "name": "Model Oriented",
    "followers": 146
  },
  "_downloads": {
    "count": 616,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/modelStudio"
  },
  "_mentions": 1,
  "_devurl": "https://github.com/modeloriented/modelstudio",
  "_pkgdown": "https://modelstudio.drwhy.ai",
  "_searchresults": 69,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/modelStudio.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md"
  ],
  "_homeurl": "https://github.com/modeloriented/modelstudio",
  "_realowner": "modeloriented",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.6",
      "date": "2019-09-03"
    },
    {
      "version": "0.1.7",
      "date": "2019-09-05"
    },
    {
      "version": "0.1.9",
      "date": "2019-11-03"
    },
    {
      "version": "0.2.0",
      "date": "2020-01-13"
    },
    {
      "version": "0.2.1",
      "date": "2020-01-21"
    },
    {
      "version": "0.3.0",
      "date": "2020-02-20"
    },
    {
      "version": "1.0.0",
      "date": "2020-03-12"
    },
    {
      "version": "1.0.1",
      "date": "2020-03-13"
    },
    {
      "version": "1.0.2",
      "date": "2020-04-13"
    },
    {
      "version": "1.1.0",
      "date": "2020-05-09"
    },
    {
      "version": "1.2.0",
      "date": "2020-07-15"
    },
    {
      "version": "2.0.0",
      "date": "2020-09-10"
    },
    {
      "version": "2.1.0",
      "date": "2020-11-22"
    },
    {
      "version": "2.1.1",
      "date": "2021-01-07"
    },
    {
      "version": "2.1.2",
      "date": "2021-04-20"
    },
    {
      "version": "3.0.0",
      "date": "2021-07-13"
    },
    {
      "version": "3.1.0",
      "date": "2022-03-05"
    },
    {
      "version": "3.1.2",
      "date": "2023-02-21"
    }
  ],
  "_exports": [
    "modelStudio",
    "ms_merge_observations",
    "ms_options",
    "ms_update_observations",
    "ms_update_options"
  ],
  "_datasets": [
    {
      "name": "happiness_test",
      "title": "World Happiness Report",
      "object": "happiness_test",
      "class": [
        "data.frame"
      ],
      "fields": [
        "score",
        "gdp_per_capita",
        "social_support",
        "healthy_life_expectancy",
        "freedom_life_choices",
        "generosity",
        "perceptions_of_corruption"
      ],
      "rows": 156,
      "table": true,
      "tojson": true
    },
    {
      "name": "happiness_train",
      "title": "World Happiness Report",
      "object": "happiness_train",
      "class": [
        "data.frame"
      ],
      "fields": [
        "score",
        "gdp_per_capita",
        "social_support",
        "healthy_life_expectancy",
        "freedom_life_choices",
        "generosity",
        "perceptions_of_corruption"
      ],
      "rows": 625,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "happiness_train",
      "title": "World Happiness Report",
      "topics": [
        "happiness_test",
        "happiness_train"
      ]
    },
    {
      "page": "modelStudio",
      "title": "Interactive Studio for Explanatory Model Analysis",
      "topics": [
        "modelStudio",
        "modelStudio.explainer"
      ]
    },
    {
      "page": "ms_merge_observations",
      "title": "Merge the observations of modelStudio objects",
      "topics": [
        "ms_merge_observations"
      ]
    },
    {
      "page": "ms_options",
      "title": "Modify default options and pass them to modelStudio",
      "topics": [
        "ms_options"
      ]
    },
    {
      "page": "ms_update_observations",
      "title": "Update the observations of a modelStudio object",
      "topics": [
        "ms_update_observations"
      ]
    },
    {
      "page": "ms_update_options",
      "title": "Update the options of a modelStudio object",
      "topics": [
        "ms_update_options"
      ]
    }
  ],
  "_pkglogo": "https://github.com/modeloriented/modelstudio/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/modeloriented/modelstudio/raw/HEAD/README.md",
  "_rundeps": [
    "base64enc",
    "bslib",
    "cachem",
    "cli",
    "codetools",
    "cpp11",
    "crayon",
    "DALEX",
    "digest",
    "doFuture",
    "evaluate",
    "farver",
    "fastmap",
    "fontawesome",
    "foreach",
    "fs",
    "future",
    "future.apply",
    "ggplot2",
    "globals",
    "glue",
    "gridExtra",
    "gtable",
    "highr",
    "hms",
    "htmltools",
    "htmlwidgets",
    "iBreakDown",
    "ingredients",
    "isoband",
    "iterators",
    "jquerylib",
    "jsonlite",
    "kernelshap",
    "knitr",
    "labeling",
    "lifecycle",
    "listenv",
    "memoise",
    "mime",
    "parallelly",
    "pkgconfig",
    "prettyunits",
    "progress",
    "r2d3",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "rlang",
    "rmarkdown",
    "rstudioapi",
    "S7",
    "sass",
    "scales",
    "tinytex",
    "vctrs",
    "viridisLite",
    "withr",
    "xfun",
    "yaml"
  ],
  "_vignettes": [
    {
      "source": "ms-perks-features.Rmd",
      "filename": "ms-perks-features.html",
      "title": "modelStudio - perks and features",
      "author": "Hubert Baniecki",
      "engine": "knitr::rmarkdown",
      "headings": [
        "modelStudio parameters",
        "instance explanations",
        "grid size",
        "animations",
        "more calculations means more time",
        "no EDA mode",
        "progress bar",
        "viewer or browser?",
        "parallel computation",
        "additional options",
        "update observations",
        "Shiny",
        "DALEXtra",
        "References"
      ],
      "created": "2020-04-11 13:06:55",
      "modified": "2021-07-08 13:14:15",
      "commits": 17
    },
    {
      "source": "ms-r-python-examples.Rmd",
      "filename": "ms-r-python-examples.html",
      "title": "modelStudio - R & Python examples",
      "author": "Hubert Baniecki",
      "engine": "knitr::rmarkdown",
      "headings": [
        "R & Python Examples",
        "R",
        "mlr dashboard",
        "mlr3 dashboard",
        "xgboost dashboard",
        "caret dashboard",
        "h2o dashboard",
        "parsnip dashboard",
        "tidymodels dashboard",
        "Python",
        "scikit-learn dashboard",
        "lightgbm dashboard",
        "keras/tensorflow dashboard",
        "References"
      ],
      "created": "2020-04-11 13:06:55",
      "modified": "2021-07-08 18:40:30",
      "commits": 18
    },
    {
      "source": "ms-rmarkdown.Rmd",
      "filename": "ms-rmarkdown.html",
      "title": "modelStudio in R Markdown HTML",
      "author": "Hubert Baniecki",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2021-07-09 07:58:05",
      "modified": "2021-07-09 08:11:13",
      "commits": 2
    }
  ],
  "_score": 8.01450583801892,
  "_indexed": true,
  "_nocasepkg": "modelstudio",
  "_universes": [
    "modeloriented",
    "hbaniecki"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "3.1.2.9000",
      "date": "2026-10-13T10:47:23.000Z",
      "distro": "resolute",
      "commit": "62d23a802f88c5efc98b285f08b4ccf97049a63e",
      "fileid": "https://r2.ropensci.org/45127525a8536ea4710e5c9ee22531483b3658da79fc5926f6be46b98bf2f37e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38385095461"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "3.1.2.9000",
      "date": "2026-10-13T10:47:05.000Z",
      "distro": "resolute",
      "commit": "62d23a802f88c5efc98b285f08b4ccf97049a63e",
      "fileid": "https://r2.ropensci.org/3a4b0033bd16a107225d2d8139216e218c35f21b18738130ca81ada17b27a3cc",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38385095461"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "3.1.2.9000",
      "date": "2026-10-13T10:46:29.000Z",
      "commit": "62d23a802f88c5efc98b285f08b4ccf97049a63e",
      "fileid": "https://r2.ropensci.org/717f6baf2707b086495b8c4847e57a4d9dbaf8712366a1107f6fd54760af08cf",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38385095461"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "3.1.2.9000",
      "date": "2026-10-13T10:46:37.000Z",
      "commit": "62d23a802f88c5efc98b285f08b4ccf97049a63e",
      "fileid": "https://r2.ropensci.org/d45580b5a6a52e4ab6c6ddca9b2e84422961936d26c4c9f0add68f8d8013f47c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38385095461"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "3.1.2.9000",
      "date": "2026-10-13T10:46:56.000Z",
      "commit": "62d23a802f88c5efc98b285f08b4ccf97049a63e",
      "fileid": "https://r2.ropensci.org/6d2db630f355ce7a6557a0a912a3da4a55269b5302335057cd363795951749c1",
      "status": "success",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38385095461"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "3.1.2.9000",
      "date": "2026-10-13T10:46:00.000Z",
      "commit": "62d23a802f88c5efc98b285f08b4ccf97049a63e",
      "fileid": "https://r2.ropensci.org/056bb6cc6dfc8f4927d948da532d3c5d78f0f8656b41491a1d3623ef37a96095",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38385095461"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "3.1.2.9000",
      "date": "2026-10-13T10:46:14.000Z",
      "commit": "62d23a802f88c5efc98b285f08b4ccf97049a63e",
      "fileid": "https://r2.ropensci.org/5420f6f18333da874044ab3471fd76298918a3dff2178307391b265a81b5f5af",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38385095461"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "3.1.2.9000",
      "date": "2026-10-13T10:46:06.000Z",
      "commit": "62d23a802f88c5efc98b285f08b4ccf97049a63e",
      "fileid": "https://r2.ropensci.org/68ed1b104b2d7893b4c6a79c302847dc75710a563724a46e25928c26bed636d9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/38385095461"
    }
  ]
}