{
  "_id": "6a0f5c07acfb0bcc41c59141",
  "Package": "multitool",
  "Title": "Run Multiverse Style Analyses",
  "Version": "0.1.5.9000",
  "Authors@R": "c(\nperson(\n\"Ethan\", \"Young\",\nemail = \"young.ethan.scott@gmail.com\",\nrole = c(\"aut\", \"cre\", \"cph\"),\ncomment = c(ORCID = \"0000-0002-8232-0184\")\n),\nperson(\n\"Stefan\", \"Vermeent\",\nemail = \"p.c.s.vermeent@gmail.com\",\nrole = c(\"aut\"),\ncomment = c(ORCID = \"0000-0002-9595-5373\")\n)\n)",
  "Description": "Run the same analysis over a range of arbitrary data\nprocessing decisions. 'multitool' provides an interface for\ncreating alternative analysis pipelines and turning them into a\ngrid of all possible pipelines. Using this grid as a blueprint,\nyou can model your data across all possible pipelines and\nsummarize the results.",
  "License": "MIT + file LICENSE",
  "Config/testthat/edition": "3",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.3",
  "VignetteBuilder": "knitr",
  "URL": "https://ethan-young.github.io/multitool/,\nhttps://github.com/ethan-young/multitool",
  "BugReports": "https://github.com/ethan-young/multitool/issues",
  "Config/pak/sysreqs": "cmake libglpk-dev make libicu-dev libuv1-dev\nlibxml2-dev libx11-dev",
  "Repository": "https://ethan-young.r-universe.dev",
  "Date/Publication": "2026-05-21 14:56:32 UTC",
  "RemoteUrl": "https://github.com/ethan-young/multitool",
  "RemoteRef": "HEAD",
  "RemoteSha": "59295bd906c6f56fb09adefb36538400fad02597",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-21 17:18:23 UTC",
    "User": "root"
  },
  "Author": "Ethan Young [aut, cre, cph] (ORCID:\n<https://orcid.org/0000-0002-8232-0184>),\nStefan Vermeent [aut] (ORCID: <https://orcid.org/0000-0002-9595-5373>)",
  "Maintainer": "Ethan Young <young.ethan.scott@gmail.com>",
  "MD5sum": "50282f5b1b3b48ef26822e9ecbf8bb30",
  "_user": "ethan-young",
  "_type": "src",
  "_file": "multitool_0.1.5.9000.tar.gz",
  "_fileid": "cee71e6900c55bb33ab1ec669ff97666cc1251dcc24a63e5a212d31d75ca237b",
  "_filesize": 579019,
  "_sha256": "cee71e6900c55bb33ab1ec669ff97666cc1251dcc24a63e5a212d31d75ca237b",
  "_created": "2026-05-21T17:18:23.000Z",
  "_published": "2026-05-21T19:24:55.383Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77251246357,
      "time": 191,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "WARNING",
      "artifact": "7142616961"
    },
    {
      "job": 77251246088,
      "time": 197,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7142618535"
    },
    {
      "job": 77251246345,
      "time": 216,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "WARNING",
      "artifact": "7142614238"
    },
    {
      "job": 77251246244,
      "time": 159,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7142597167"
    },
    {
      "job": 77251245579,
      "time": 278,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7142548429"
    },
    {
      "job": 77251245618,
      "time": 141,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7145177872"
    },
    {
      "job": 77251246436,
      "time": 136,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "WARNING",
      "artifact": "7142596759"
    },
    {
      "job": 77251246597,
      "time": 123,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "WARNING",
      "artifact": "7142592807"
    },
    {
      "job": 77251246175,
      "time": 152,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7142602801"
    }
  ],
  "_buildurl": "https://github.com/r-universe/ethan-young/actions/runs/26241459741",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/ethan-young/multitool",
  "_commit": {
    "id": "59295bd906c6f56fb09adefb36538400fad02597",
    "author": "Ethan Young <young.ethan.scott@gmail.com>",
    "committer": "Ethan Young <young.ethan.scott@gmail.com>",
    "message": "adding some new reporting functionality\n",
    "time": 1779375392
  },
  "_maintainer": {
    "name": "Ethan Young",
    "email": "young.ethan.scott@gmail.com",
    "login": "ethan-young",
    "linkedin": "in/ethan-s-young",
    "description": "",
    "uuid": 18731076,
    "orcid": "0000-0002-8232-0184"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.2.0",
      "role": "Depends"
    },
    {
      "package": "correlation",
      "role": "Imports"
    },
    {
      "package": "DiagrammeR",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "furrr",
      "role": "Imports"
    },
    {
      "package": "forcats",
      "role": "Imports"
    },
    {
      "package": "glue",
      "role": "Imports"
    },
    {
      "package": "moments",
      "role": "Imports"
    },
    {
      "package": "purrr",
      "role": "Imports"
    },
    {
      "package": "rlang",
      "role": "Imports"
    },
    {
      "package": "stringr",
      "role": "Imports"
    },
    {
      "package": "tibble",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "role": "Imports"
    },
    {
      "package": "parameters",
      "role": "Imports"
    },
    {
      "package": "performance",
      "role": "Imports"
    },
    {
      "package": "lifecycle",
      "role": "Imports"
    },
    {
      "package": "broom",
      "role": "Suggests"
    },
    {
      "package": "broom.mixed",
      "role": "Suggests"
    },
    {
      "package": "clipr",
      "role": "Suggests"
    },
    {
      "package": "mirai",
      "role": "Suggests"
    },
    {
      "package": "carrier",
      "role": "Suggests"
    },
    {
      "package": "flextable",
      "role": "Suggests"
    },
    {
      "package": "future",
      "role": "Suggests"
    },
    {
      "package": "ggdist",
      "role": "Suggests"
    },
    {
      "package": "ggplot2",
      "role": "Suggests"
    },
    {
      "package": "ggtext",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "tidyverse",
      "role": "Suggests"
    }
  ],
  "_owner": "ethan-young",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-27",
      "n": 2
    },
    {
      "week": "2025-36",
      "n": 6
    },
    {
      "week": "2025-39",
      "n": 1
    },
    {
      "week": "2025-40",
      "n": 7
    },
    {
      "week": "2025-44",
      "n": 2
    },
    {
      "week": "2025-45",
      "n": 1
    },
    {
      "week": "2025-49",
      "n": 1
    },
    {
      "week": "2025-50",
      "n": 1
    },
    {
      "week": "2025-51",
      "n": 2
    },
    {
      "week": "2026-09",
      "n": 3
    },
    {
      "week": "2026-14",
      "n": 1
    },
    {
      "week": "2026-21",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "v0.1.5",
      "date": "2025-09-03"
    }
  ],
  "_stars": 1,
  "_contributors": [
    {
      "user": "ethan-young",
      "count": 131,
      "uuid": 18731076
    },
    {
      "user": "stefanvermeent",
      "count": 13,
      "uuid": 72696922
    }
  ],
  "_userbio": {
    "uuid": 18731076,
    "type": "user",
    "name": "Ethan Young"
  },
  "_downloads": {
    "count": 195,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/multitool"
  },
  "_devurl": "https://github.com/ethan-young/multitool",
  "_pkgdown": "https://ethan-young.github.io/multitool/",
  "_searchresults": 86,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/multitool.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/ethan-young/multitool",
  "_realowner": "ethan-young",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.3",
      "date": "2023-10-25"
    },
    {
      "version": "0.1.4",
      "date": "2024-02-08"
    },
    {
      "version": "0.1.5",
      "date": "2025-09-03"
    }
  ],
  "_exports": [
    "add_filters",
    "add_model",
    "add_model_descriptives",
    "add_parameter_keys",
    "add_postprocess",
    "add_preprocess",
    "add_subgroups",
    "add_variables",
    "analyze_grid",
    "analyze_grid_parallel",
    "assess_decisions",
    "assess_robustness",
    "condense",
    "create_blueprint_graph",
    "detect_multiverse_n",
    "detect_n_filters",
    "detect_n_models",
    "detect_n_subgroups",
    "detect_n_variables",
    "expand_decisions",
    "organize",
    "show_code",
    "show_code_filters",
    "show_code_model",
    "show_code_postprocess",
    "show_code_preprocess",
    "show_code_subgroups",
    "summarize_filter_ns",
    "unpack_model_messages",
    "unpack_model_parameters",
    "unpack_model_performance",
    "unpack_model_warnings",
    "unpack_postprocess",
    "unpack_results",
    "unpack_specs",
    "visualize_pipeline"
  ],
  "_help": [
    {
      "page": "add_filters",
      "title": "Add filtering/exclusion criteria to a multiverse pipeline",
      "topics": [
        "add_filters"
      ]
    },
    {
      "page": "add_model",
      "title": "Add a model and formula to a multiverse pipeline",
      "topics": [
        "add_model"
      ]
    },
    {
      "page": "add_model_descriptives",
      "title": "Add arbitrary summary statistics to a multiverse pipeline",
      "topics": [
        "add_model_descriptives"
      ]
    },
    {
      "page": "add_parameter_keys",
      "title": "Add parameter keys names for later use in summarizing model effects",
      "topics": [
        "add_parameter_keys"
      ]
    },
    {
      "page": "add_postprocess",
      "title": "Add arbitrary postprocessing code to a multiverse pipeline",
      "topics": [
        "add_postprocess"
      ]
    },
    {
      "page": "add_preprocess",
      "title": "Add arbitrary preprocessing code to a multiverse analysis pipeline",
      "topics": [
        "add_preprocess"
      ]
    },
    {
      "page": "add_subgroups",
      "title": "Add sub groups to the multiverse pipeline",
      "topics": [
        "add_subgroups"
      ]
    },
    {
      "page": "add_variables",
      "title": "Add a set of variable alternatives to a multiverse pipeline",
      "topics": [
        "add_variables"
      ]
    },
    {
      "page": "analyze_grid",
      "title": "Perform all analyses over a complete decision grid",
      "topics": [
        "analyze_grid"
      ]
    },
    {
      "page": "analyze_grid_parallel",
      "title": "Analyze a complete decision grid in parallel",
      "topics": [
        "analyze_grid_parallel"
      ]
    },
    {
      "page": "assess_decisions",
      "title": "Decompose decision variance using Sobol sensitivity indices and variance dispersal",
      "topics": [
        "assess_decisions"
      ]
    },
    {
      "page": "assess_robustness",
      "title": "Assess the robustness of multiverse analysis results",
      "topics": [
        "assess_robustness"
      ]
    },
    {
      "page": "condense",
      "title": "Summarize multiverse parameters",
      "topics": [
        "condense",
        "organize"
      ]
    },
    {
      "page": "create_blueprint_graph",
      "title": "Create a Analysis Pipeline diagram",
      "topics": [
        "create_blueprint_graph"
      ]
    },
    {
      "page": "detect_multiverse_n",
      "title": "Detect total number of analysis pipelines",
      "topics": [
        "detect_multiverse_n"
      ]
    },
    {
      "page": "detect_n_filters",
      "title": "Detect total number of filtering expressions your pipelines",
      "topics": [
        "detect_n_filters"
      ]
    },
    {
      "page": "detect_n_models",
      "title": "Detect total number of models in your pipelines",
      "topics": [
        "detect_n_models"
      ]
    },
    {
      "page": "detect_n_subgroups",
      "title": "Detect total number of subgroups in your pipelines",
      "topics": [
        "detect_n_subgroups"
      ]
    },
    {
      "page": "detect_n_variables",
      "title": "Detect total number of variable sets in your pipelines",
      "topics": [
        "detect_n_variables"
      ]
    },
    {
      "page": "expand_decisions",
      "title": "Expand a set of multiverse decisions into all possible combinations",
      "topics": [
        "expand_decisions"
      ]
    },
    {
      "page": "show_code",
      "title": "Show multiverse data code pipelines",
      "topics": [
        "show_code",
        "show_code_filters",
        "show_code_model",
        "show_code_postprocess",
        "show_code_preprocess",
        "show_code_subgroups"
      ]
    },
    {
      "page": "summarize_filter_ns",
      "title": "Summarize samples sizes for each unique filtering expression",
      "topics": [
        "summarize_filter_ns"
      ]
    },
    {
      "page": "unpack_results",
      "title": "Unpack a component of your analyzed grid",
      "topics": [
        "unpack_model_messages",
        "unpack_model_parameters",
        "unpack_model_performance",
        "unpack_model_warnings",
        "unpack_postprocess",
        "unpack_results"
      ]
    },
    {
      "page": "unpack_specs",
      "title": "Unpack the decision grid of specifications for your modeling pipeline",
      "topics": [
        "unpack_specs"
      ]
    },
    {
      "page": "visualize_pipeline",
      "title": "Visualize an analysis pipeline workflow",
      "topics": [
        "visualize_pipeline"
      ]
    }
  ],
  "_readme": "https://github.com/ethan-young/multitool/raw/HEAD/README.md",
  "_rundeps": [
    "base64enc",
    "bayestestR",
    "bit",
    "bit64",
    "bslib",
    "cachem",
    "cli",
    "clipr",
    "codetools",
    "correlation",
    "cpp11",
    "crayon",
    "datawizard",
    "DiagrammeR",
    "digest",
    "dplyr",
    "evaluate",
    "farver",
    "fastmap",
    "fontawesome",
    "forcats",
    "fs",
    "furrr",
    "future",
    "generics",
    "globals",
    "glue",
    "highr",
    "hms",
    "htmltools",
    "htmlwidgets",
    "igraph",
    "insight",
    "jquerylib",
    "jsonlite",
    "knitr",
    "labeling",
    "lattice",
    "lifecycle",
    "listenv",
    "magrittr",
    "Matrix",
    "memoise",
    "mime",
    "moments",
    "parallelly",
    "parameters",
    "performance",
    "pillar",
    "pkgconfig",
    "prettyunits",
    "progress",
    "purrr",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "readr",
    "rlang",
    "rmarkdown",
    "rstudioapi",
    "sass",
    "scales",
    "stringi",
    "stringr",
    "tibble",
    "tidyr",
    "tidyselect",
    "tinytex",
    "tzdb",
    "utf8",
    "vctrs",
    "viridisLite",
    "visNetwork",
    "vroom",
    "withr",
    "xfun",
    "yaml"
  ],
  "_vignettes": [
    {
      "source": "create-your-blueprint.Rmd",
      "filename": "create-your-blueprint.html",
      "title": "Defining an Analysis Pipeline Blueprint",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Setup",
        "Setting up a data analysis pipeline",
        "Create a blueprint",
        "Filtering specifications",
        "Adding alternative analysis variables",
        "Building up the blueprint",
        "Adding a model",
        "Finalizing the specification blueprint",
        "Going further"
      ],
      "created": "2023-08-21 21:45:22",
      "modified": "2024-03-01 15:26:41",
      "commits": 5
    },
    {
      "source": "multitool-nomenclature.Rmd",
      "filename": "multitool-nomenclature.html",
      "title": "multitool Nomenclature",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2023-09-14 00:15:55",
      "modified": "2023-09-14 19:54:42",
      "commits": 2
    },
    {
      "source": "run-your-pipeline.Rmd",
      "filename": "run-your-pipeline.html",
      "title": "Run your Pipeline",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Unpacking a multiverse analysis",
        "Unnest",
        "Unpack",
        "unpack_model_*",
        "Unpacking Specifications",
        "Condense"
      ],
      "created": "2023-08-21 21:45:22",
      "modified": "2026-03-31 14:36:50",
      "commits": 7
    },
    {
      "source": "validate-your-blueprint.Rmd",
      "filename": "validate-your-blueprint.html",
      "title": "Check and Test your Blueprint",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Blueprint metadata",
        "Test your blueprint"
      ],
      "created": "2023-08-21 21:45:22",
      "modified": "2025-11-07 19:12:50",
      "commits": 5
    }
  ],
  "_score": 6.314709692955174,
  "_indexed": true,
  "_nocasepkg": "multitool",
  "_universes": [
    "ethan-young"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.5.9000",
      "date": "2026-05-21T17:21:47.000Z",
      "distro": "noble",
      "commit": "59295bd906c6f56fb09adefb36538400fad02597",
      "fileid": "73e2d09e37e6e458639e955839444601bfdcf37dd5000f53146f8c37867d2d9f",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/ethan-young/actions/runs/26241459741"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.1.5.9000",
      "date": "2026-05-21T17:21:49.000Z",
      "distro": "noble",
      "commit": "59295bd906c6f56fb09adefb36538400fad02597",
      "fileid": "2d200f3d58d49f5602e00613e7bc9857a558635e58b2a924948411c3e894aefe",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/ethan-young/actions/runs/26241459741"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.5.9000",
      "date": "2026-05-21T17:21:49.000Z",
      "commit": "59295bd906c6f56fb09adefb36538400fad02597",
      "fileid": "58bbec59fcc0894bf3093db7637083430b107437159c9ae2804e472f22b71159",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/ethan-young/actions/runs/26241459741"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.1.5.9000",
      "date": "2026-05-21T17:21:01.000Z",
      "commit": "59295bd906c6f56fb09adefb36538400fad02597",
      "fileid": "f8461142148960651c41d282eed20a5f2a97bbb9c0b4d3e3c6f31ff0526cf3d5",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/ethan-young/actions/runs/26241459741"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.5.9000",
      "date": "2026-05-21T19:24:39.000Z",
      "commit": "59295bd906c6f56fb09adefb36538400fad02597",
      "fileid": "4bc04ca0737550009dfbfc656610fc48ec44253adcfb7b82b996e4cc61e4753b",
      "status": "success",
      "buildurl": "https://github.com/r-universe/ethan-young/actions/runs/26241459741"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.5.9000",
      "date": "2026-05-21T17:20:41.000Z",
      "commit": "59295bd906c6f56fb09adefb36538400fad02597",
      "fileid": "4d045fe5758c7f014669709e118e48bf2e204a1d3f26e5e9ec2edc0890dc031f",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/ethan-young/actions/runs/26241459741"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.1.5.9000",
      "date": "2026-05-21T17:20:29.000Z",
      "commit": "59295bd906c6f56fb09adefb36538400fad02597",
      "fileid": "fabd87c8cb23ddb1b875d909c14964c2861e92bfcba1ebc40e9ac4b7575464c5",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/ethan-young/actions/runs/26241459741"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.1.5.9000",
      "date": "2026-05-21T17:20:57.000Z",
      "commit": "59295bd906c6f56fb09adefb36538400fad02597",
      "fileid": "02405ab854d6f64c4f377fc5f715dbf18ef3e686799437057318f19e601fbff3",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/ethan-young/actions/runs/26241459741"
    }
  ]
}