{
  "_id": "6a1017e8acfb0bcc41c85200",
  "Package": "rimu",
  "Title": "Responses in Multiplex",
  "Version": "0.7",
  "Authors@R": "c(person(given = \"Thomas\",\nfamily = \"Lumley\",\nrole = c(\"aut\", \"cre\"),\nemail = \"t.lumley@auckland.ac.nz\"),\nperson(given = \"Annie\",\nfamily = \"Cohen\",\nrole = \"ctb\"))",
  "Description": "Tools for manipulating, exploring, and visualising\nmultiple-response data, including scored or ranked responses.\nConversions to and from factors, lists, strings, matrices;\nreordering, lumping, flattening; set operations; tables;\nfrequency and co-occurrence plots.",
  "VignetteBuilder": "knitr",
  "Encoding": "UTF-8",
  "License": "GPL-3",
  "Maintainer": "Thomas Lumley <t.lumley@auckland.ac.nz>",
  "Repository": "https://tslumley.r-universe.dev",
  "Date/Publication": "2024-03-21 01:10:01 UTC",
  "RemoteUrl": "https://github.com/tslumley/rimu",
  "RemoteRef": "HEAD",
  "RemoteSha": "cb0aaea1d19239c876038a5a43d522ecb671304a",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-14 06:10:25 UTC",
    "User": "root"
  },
  "Author": "Thomas Lumley [aut, cre],\nAnnie Cohen [ctb]",
  "MD5sum": "d5093982e5966b259f62b372d2c45125",
  "_user": "tslumley",
  "_type": "src",
  "_file": "rimu_0.7.tar.gz",
  "_fileid": "7178b532b96702c69916270898f6f987513ed030a8fceaf13764429ac880b91a",
  "_filesize": 1002638,
  "_sha256": "7178b532b96702c69916270898f6f987513ed030a8fceaf13764429ac880b91a",
  "_created": "2026-05-14T06:10:25.000Z",
  "_published": "2026-05-22T08:46:32.430Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77346396845,
      "time": 165,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "6988355101"
    },
    {
      "job": 77346396681,
      "time": 143,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "6988349886"
    },
    {
      "job": 77346396790,
      "time": 106,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "7010757648"
    },
    {
      "job": 77346396884,
      "time": 126,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "6988346172"
    },
    {
      "job": 77346396425,
      "time": 184,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6988316269"
    },
    {
      "job": 77346396243,
      "time": 105,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156476859"
    },
    {
      "job": 77346396867,
      "time": 112,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "6988342700"
    },
    {
      "job": 77346396897,
      "time": 92,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "6988338410"
    },
    {
      "job": 77346397095,
      "time": 88,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "6988337511"
    }
  ],
  "_buildurl": "https://github.com/r-universe/tslumley/actions/runs/25844832513",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/tslumley/rimu",
  "_commit": {
    "id": "cb0aaea1d19239c876038a5a43d522ecb671304a",
    "author": "tslumley <t.lumley@auckland.ac.nz>",
    "committer": "tslumley <t.lumley@auckland.ac.nz>",
    "message": "more plotting\n",
    "time": 1710983401
  },
  "_maintainer": {
    "name": "Thomas Lumley",
    "email": "t.lumley@auckland.ac.nz",
    "login": "tslumley",
    "mastodon": "@tslumley@fediscience.org",
    "uuid": 8380349
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "UpSetR",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "vctrs",
      "role": "Suggests"
    },
    {
      "package": "pillar",
      "role": "Suggests"
    },
    {
      "package": "dplyr",
      "role": "Suggests"
    },
    {
      "package": "tidyr",
      "role": "Suggests"
    },
    {
      "package": "tidyselect",
      "role": "Suggests"
    }
  ],
  "_owner": "tslumley",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 4,
  "_contributors": [
    {
      "user": "tslumley",
      "count": 78,
      "uuid": 8380349
    },
    {
      "user": "anniecohen",
      "count": 59,
      "uuid": 44880652
    }
  ],
  "_userbio": {
    "uuid": 8380349,
    "type": "user",
    "name": "Thomas Lumley",
    "description": "I do statistics and write software for it. "
  },
  "_downloads": {
    "count": 181,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/rimu"
  },
  "_devurl": "https://github.com/tslumley/rimu",
  "_searchresults": 10,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/readme.html",
    "extra/readme.md",
    "extra/rimu.html",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/tslumley/rimu",
  "_realowner": "tslumley",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.5",
      "date": "2022-08-16"
    },
    {
      "version": "0.6",
      "date": "2022-10-06"
    }
  ],
  "_exports": [
    "%has%",
    "%hasall%",
    "%hasany%",
    "%hasonly%",
    "as.mr",
    "as.ms",
    "as.vmr",
    "mean0",
    "mr_count",
    "mr_diff",
    "mr_drop",
    "mr_flatten",
    "mr_infreq",
    "mr_inorder",
    "mr_inseq",
    "mr_intersect",
    "mr_lump",
    "mr_na",
    "mr_recode",
    "mr_reorder",
    "mr_stack",
    "mr_union",
    "ms_drop",
    "ms_flatten",
    "ms_infreq",
    "ms_inorder",
    "ms_inscore",
    "ms_inseq",
    "ms_na",
    "ms_recode",
    "ms_reorder",
    "ms_stack",
    "mtable",
    "new_vmr",
    "vmr_stack"
  ],
  "_datasets": [
    {
      "name": "birds",
      "title": "Subset of the Great Backyard Bird survey",
      "object": "birds",
      "file": "birds.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Phalaenoptilus nuttallii",
        "Fregata magnificens",
        "Melanerpes lewis",
        "Melospiza georgiana",
        "Rallus limicola",
        "Myioborus pictus",
        "Poecile gambeli",
        "Aythya collaris",
        "Xanthocephalus xanthocephalus",
        "Gracula religiosa",
        "Icterus parisorum",
        "Coccyzus erythropthalmus",
        "location"
      ],
      "rows": 3046,
      "table": true,
      "tojson": true
    },
    {
      "name": "ethnicity",
      "title": "Toy example using New Zealand level 1 ethnicity values",
      "object": "ethnicity",
      "file": "ethnicity.rda",
      "class": [
        "mr"
      ],
      "fields": [
        "European",
        "Maori",
        "Pacific",
        "Asian",
        "MELAA"
      ],
      "rows": 6,
      "table": false,
      "tojson": false
    },
    {
      "name": "nzbirds",
      "title": "Toy example using New Zealand birds",
      "object": "nzbirds",
      "file": "nzbirds.rda",
      "class": [
        "ms"
      ],
      "fields": [
        "kea",
        "ruru",
        "tui",
        "tauhou",
        "kaki"
      ],
      "rows": 6,
      "table": false,
      "tojson": false
    },
    {
      "name": "rstudiosurvey",
      "title": "Subset of RStudio 2019 Community Survey",
      "object": "rstudiosurvey",
      "file": "rstudiosurvey.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Timestamp",
        "How would you rate your level of experience using R?",
        "Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult do you expect learning R to be?",
        "From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?",
        "How do you think you would go about the process of learning R?",
        "Which statement most closely reflects the primary reason why you are interested in learning R?",
        "If you were to learn R, what would do you think you would use it for? (check all that apply)",
        "Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)",
        "What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ",
        "What year did you first start learning R?",
        "How did you learn R? If you used multiple methods, please select the one you used the most.",
        "Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?",
        "Roughly how long did it take you to achieve proficiency in R?",
        "Which statement most closely reflects the primary reason why you learned R?",
        "What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ",
        "How often do you use R today, either for professional or personal projects?",
        "What applications do you use R for most? (check all that apply)",
        "Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.",
        "How likely are you to recommend R to a colleague, friend, or family member?",
        "Which tools do you use with your R applications? (please check all that apply)",
        "Did you use tidyverse packages such as ggplot2 or dplyr to learn R?",
        "Do you use tidyverse packages when you use R now?",
        "What do you like best about using R?",
        "What do you like least about using R?",
        "When you have problems in R, where do you go for help?",
        "How do you discover new packages or packages that are unfamiliar to you?",
        "How do you share the results that you create in R? Check all that apply.",
        "Looking ahead, how do you expect your use of R to change in 2020?",
        "To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".",
        "Do you currently use R Markdown? Choose the statement that most closely matches your use.",
        "What applications do you use R Markdown for? Check all that apply.",
        "Looking forward, how do you expect your use of R Markdown to change in 2020?",
        "How often do you currently use Shiny? Choose the statement that most closely matches your use.",
        "Looking forward, how do you expect your use of Shiny to change in 2020?",
        "Do you currently use Python? Choose the statement that most closely matches your use.",
        "What applications do you use Python for most? (check all that apply)",
        "Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.",
        "How likely are you to recommend Python to a colleague, friend, or family member?",
        "Looking forward, how do you expect your use of Python to change in 2020?",
        "What computer tools and/or languages have you used besides R?",
        "What was the FIRST computer language or tool that you learned?",
        "What year were you born?",
        "What gender do you identify with?",
        "I identify my ethnicity as (select all that apply):",
        "What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.",
        "In what country do you currently reside?",
        "What industry do you work or participate in?",
        "What is your job title, if any?",
        "Which category best describes the work you do?",
        "How many people in your organization or work group do you feel that you can ask for help or support when working with R?",
        "Which of the following events have you attended, if any? Check all that apply.",
        "How did you hear about this survey?"
      ],
      "rows": 1838,
      "table": true,
      "tojson": true
    },
    {
      "name": "usethnicity",
      "title": "Data from Youth Risk Behaviour Survey",
      "object": "usethnicity",
      "file": "usethnicity.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Q4",
        "Q5",
        "QN30",
        "QN31"
      ],
      "rows": 14765,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "as.mr",
      "title": "Construct multiple-response objects",
      "topics": [
        "as.mr",
        "as.mr.character",
        "as.mr.data.frame",
        "as.mr.default",
        "as.mr.factor",
        "as.mr.list",
        "as.mr.logical",
        "as.mr.ms"
      ]
    },
    {
      "page": "as.ms",
      "title": "Construct scored or ranked multiple-response objects",
      "topics": [
        "as.ms",
        "as.ms.character",
        "as.ms.data.frame",
        "as.ms.list",
        "as.ms.matrix",
        "as.ms.mr"
      ]
    },
    {
      "page": "as.vmr",
      "title": "Tidyversatile multiple-response objects",
      "topics": [
        "as.vmr",
        "new_vmr"
      ]
    },
    {
      "page": "birds",
      "title": "Subset of the Great Backyard Bird survey",
      "topics": [
        "birds"
      ]
    },
    {
      "page": "ethnicity",
      "title": "Toy example using New Zealand level 1 ethnicity values",
      "topics": [
        "ethnicity"
      ]
    },
    {
      "page": "mr_count",
      "title": "Utility functions for multiple-response objects",
      "topics": [
        "mr_count",
        "mr_drop",
        "mr_na",
        "ms_drop",
        "ms_na"
      ]
    },
    {
      "page": "mr_flatten",
      "title": "Flatten a multiple-response object into a factor",
      "topics": [
        "mr_flatten"
      ]
    },
    {
      "page": "mr_inorder",
      "title": "Reorder levels of multiple-response objects",
      "topics": [
        "mean0",
        "mr_infreq",
        "mr_inorder",
        "mr_inseq",
        "mr_reorder",
        "ms_infreq",
        "ms_inorder",
        "ms_inscore",
        "ms_inseq",
        "ms_reorder"
      ]
    },
    {
      "page": "mr_lump",
      "title": "Collapse common or rare levels",
      "topics": [
        "mr_lump"
      ]
    },
    {
      "page": "mr_recode",
      "title": "Relabel levels of multiple-response objects",
      "topics": [
        "mr_recode",
        "ms_recode"
      ]
    },
    {
      "page": "stack.mr",
      "title": "Pivot a multiple-response object to long form",
      "topics": [
        "mr_stack",
        "ms_stack"
      ]
    },
    {
      "page": "mr_union",
      "title": "Set operations on multiple-response objects",
      "topics": [
        "mr_diff",
        "mr_intersect",
        "mr_union"
      ]
    },
    {
      "page": "mrequal",
      "title": "Check if a level or levels is present",
      "topics": [
        "%has%",
        "%hasall%",
        "%hasany%",
        "%hasonly%",
        "mrequal"
      ]
    },
    {
      "page": "ms_flatten",
      "title": "Flatten a scored multiple-response object into a factor",
      "topics": [
        "ms_flatten"
      ]
    },
    {
      "page": "mtable",
      "title": "Tables involving multiple-response objects",
      "topics": [
        "mtable"
      ]
    },
    {
      "page": "nzbirds",
      "title": "Toy example using New Zealand birds",
      "topics": [
        "nzbirds"
      ]
    },
    {
      "page": "plot.mr",
      "title": "Plot multiple-response objects",
      "topics": [
        "barplot.mr",
        "image.mr",
        "plot.mr"
      ]
    },
    {
      "page": "rstudiosurvey",
      "title": "Subset of RStudio 2019 Community Survey",
      "topics": [
        "rstudiosurvey"
      ]
    },
    {
      "page": "usethnicity",
      "title": "Data from Youth Risk Behaviour Survey",
      "topics": [
        "usethnicity"
      ]
    },
    {
      "page": "vmr_stack",
      "title": "Stack a multiple response column in a tibble",
      "topics": [
        "vmr_stack"
      ]
    }
  ],
  "_readme": "https://github.com/tslumley/rimu/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "cpp11",
    "farver",
    "ggplot2",
    "glue",
    "gridExtra",
    "gtable",
    "isoband",
    "labeling",
    "lifecycle",
    "plyr",
    "R6",
    "RColorBrewer",
    "Rcpp",
    "rlang",
    "S7",
    "scales",
    "UpSetR",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "internals.Rmd",
      "filename": "internals.html",
      "title": "Internals of multiple response objects",
      "author": "Thomas Lumley",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2022-07-25 01:52:45",
      "modified": "2022-07-25 08:08:03",
      "commits": 2
    },
    {
      "source": "backyard-birds.Rmd",
      "filename": "backyard-birds.html",
      "title": "Multiple responses are for the birds",
      "author": "Thomas Lumley",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2019-09-02 03:39:50",
      "modified": "2022-08-13 02:45:25",
      "commits": 7
    },
    {
      "source": "ethnicity.Rmd",
      "filename": "ethnicity.html",
      "title": "Race/ethnicity in YRBS",
      "author": "Thomas Lumley",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2019-09-03 03:44:20",
      "modified": "2022-07-21 02:57:01",
      "commits": 5
    }
  ],
  "_score": 4.778151250383644,
  "_indexed": true,
  "_nocasepkg": "rimu",
  "_universes": [
    "tslumley"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.7",
      "date": "2026-05-14T06:12:54.000Z",
      "distro": "noble",
      "commit": "cb0aaea1d19239c876038a5a43d522ecb671304a",
      "fileid": "27592de77553d3883bdae9d5a2e929ca64d103185a822d497438659b87752e58",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/tslumley/actions/runs/25844832513"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.7",
      "date": "2026-05-14T06:12:31.000Z",
      "distro": "noble",
      "commit": "cb0aaea1d19239c876038a5a43d522ecb671304a",
      "fileid": "a97a5eb2f937b4560aa9409723b89ad1f72fd52b4412b97b5ec5f4d01ad00172",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/tslumley/actions/runs/25844832513"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.7",
      "date": "2026-05-15T05:33:56.000Z",
      "commit": "cb0aaea1d19239c876038a5a43d522ecb671304a",
      "fileid": "90017a7a3171efff1bc0715c985366842f8f5007330256f2e56f81dc49e8ebd3",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/tslumley/actions/runs/25844832513"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.7",
      "date": "2026-05-14T06:12:10.000Z",
      "commit": "cb0aaea1d19239c876038a5a43d522ecb671304a",
      "fileid": "67080abffbe5e9a611a8135741015e55886e2097b2b34e094c31217725121906",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/tslumley/actions/runs/25844832513"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.7",
      "date": "2026-05-14T06:11:54.000Z",
      "commit": "cb0aaea1d19239c876038a5a43d522ecb671304a",
      "fileid": "71cdeead21d789d01aa067d81b485ded9f21bf56c43c85e12d829995e8cea8b6",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/tslumley/actions/runs/25844832513"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.7",
      "date": "2026-05-14T06:11:38.000Z",
      "commit": "cb0aaea1d19239c876038a5a43d522ecb671304a",
      "fileid": "2b419b301f9b7d92e167b306a3fd2bcc00dd10ff6faa6e01ff40846473b42f36",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/tslumley/actions/runs/25844832513"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.7",
      "date": "2026-05-14T06:11:35.000Z",
      "commit": "cb0aaea1d19239c876038a5a43d522ecb671304a",
      "fileid": "a9d9937a7731121d044cf61ac58ea2afc69a1328df35381725e83232d9657153",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/tslumley/actions/runs/25844832513"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.7",
      "date": "2026-05-22T08:46:17.000Z",
      "commit": "cb0aaea1d19239c876038a5a43d522ecb671304a",
      "fileid": "0b46c3b33ae448d02eda572038c1042497b839829f300a9ae8bdb3011d5e80d9",
      "status": "success",
      "buildurl": "https://github.com/r-universe/tslumley/actions/runs/25844832513"
    }
  ]
}