{
  "_id": "6adf3cc0a91e011cd19595e5",
  "Package": "visdat",
  "Title": "Preliminary Visualisation of Data",
  "Version": "0.6.1.9000",
  "Authors@R": "c(\nperson(\ngiven = \"Nicholas\",\nfamily = \"Tierney\",\nrole = c(\"aut\", \"cre\"),\nemail = \"nicholas.tierney@gmail.com\",\ncomment = c(ORCID = \"0000-0003-1460-8722\")\n),\nperson(\ngiven = \"Sean\",\nfamily = \"Hughes\",\nrole = \"rev\",\ncomment = c(\nORCID = \"0000-0002-9409-9405\",\n\"Sean Hughes reviewed the package for rOpenSci, see\nhttps://github.com/ropensci/onboarding/issues/87\"\n)\n),\nperson(\ngiven = \"Mara\",\nfamily = \"Averick\",\nrole = \"rev\",\ncomment = \"Mara Averick reviewed the package for rOpenSci, see\nhttps://github.com/ropensci/onboarding/issues/87\"\n),\nperson(\ngiven = \"Stuart\",\nfamily = \"Lee\",\nrole = c(\"ctb\")\n),\nperson(\ngiven = \"Earo\",\nfamily = \"Wang\",\nrole = c(\"ctb\")\n),\nperson(\ngiven = \"Nic\",\nfamily =\"Crane\",\nrole = c(\"ctb\")\n),\nperson(\ngiven = \"Christophe\",\nfamily = \"Regouby\",\nrole=c(\"ctb\")\n),\nperson(\ngiven = \"Jordi\",\nfamily =\"Rosell\",\nrole=c(\"ctb\")\n)\n)",
  "Description": "Create preliminary exploratory data visualisations of an\nentire dataset to identify problems or unexpected features\nusing 'ggplot2'.",
  "License": "MIT + file LICENSE",
  "LazyData": "true",
  "URL": "https://docs.ropensci.org/visdat/,\nhttps://github.com/ropensci/visdat",
  "BugReports": "https://github.com/ropensci/visdat/issues",
  "VignetteBuilder": "knitr",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "Language": "en-GB",
  "Config/testthat/edition": "3",
  "Config/roxygen2/version": "8.0.0",
  "Config/pak/sysreqs": "libicu-dev libx11-dev",
  "Repository": "https://ropensci.r-universe.dev",
  "Date/Publication": "2026-09-26 04:38:36 UTC",
  "RemoteUrl": "https://github.com/ropensci/visdat",
  "RemoteRef": "main",
  "RemoteSha": "9b3006a52a98843dcf2bbff91f27585bb52c000a",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-10-26 11:39:37 UTC",
    "User": "root"
  },
  "Author": "Nicholas Tierney [aut, cre] (ORCID:\n<https://orcid.org/0000-0003-1460-8722>),\nSean Hughes [rev] (ORCID: <https://orcid.org/0000-0002-9409-9405>, Sean\nHughes reviewed the package for rOpenSci, see\nhttps://github.com/ropensci/onboarding/issues/87),\nMara Averick [rev] (Mara Averick reviewed the package for rOpenSci, see\nhttps://github.com/ropensci/onboarding/issues/87),\nStuart Lee [ctb],\nEaro Wang [ctb],\nNic Crane [ctb],\nChristophe Regouby [ctb],\nJordi Rosell [ctb]",
  "Maintainer": "Nicholas Tierney <nicholas.tierney@gmail.com>",
  "_user": "ropensci",
  "_type": "src",
  "_file": "visdat_0.6.1.9000.tar.gz",
  "_fileid": "https://r2.ropensci.org/0416835e21c86d0547b0c834ffe6774ae5b34bc090a07df97375b380c091c042",
  "_filesize": 2170470,
  "_sha256": "0416835e21c86d0547b0c834ffe6774ae5b34bc090a07df97375b380c091c042",
  "_expires": "2027-02-03T11:42:54.000Z",
  "_created": "2026-10-26T11:39:37.000Z",
  "_published": "2026-10-26T11:42:56.625Z",
  "_upstream": "https://github.com/ropensci/visdat",
  "_status": "success",
  "_maintainer": {
    "name": "Nicholas Tierney",
    "email": "nicholas.tierney@gmail.com",
    "login": "njtierney",
    "mastodon": "@njtierney@aus.social",
    "bluesky": "@njtierney.bsky.social",
    "orcid": "0000-0003-1460-8722",
    "description": "|| Freelance Statistician and Research Software Engineer | PhD Statistics | Hiker | Runner | Coffee Geek ||",
    "uuid": 6488485
  },
  "_jobs": [
    {
      "job": 121551121082,
      "time": 155,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12647486376"
    },
    {
      "job": 121551120987,
      "time": 145,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12647915053"
    },
    {
      "job": 121551120991,
      "time": 99,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "12646818649"
    },
    {
      "job": 121551121056,
      "time": 107,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12647202707"
    },
    {
      "job": 121549457631,
      "time": 172,
      "config": "pkgdown",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "12647470581"
    },
    {
      "job": 121549457598,
      "time": 238,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12647700130"
    },
    {
      "job": 121551120916,
      "time": 109,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "12647495917"
    },
    {
      "job": 121551121002,
      "time": 95,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12646704246"
    },
    {
      "job": 121551121007,
      "time": 112,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "12647536210"
    },
    {
      "job": 121551121240,
      "time": 74,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12646778195"
    }
  ],
  "_buildurl": "https://github.com/r-universe/ropensci/actions/runs/40316206026",
  "_commit": {
    "id": "9b3006a52a98843dcf2bbff91f27585bb52c000a",
    "author": "njtierney <nicholas.tierney@gmail.com>",
    "committer": "njtierney <nicholas.tierney@gmail.com>",
    "message": "Increment version number to 0.6.1.9000\n",
    "time": 1790397516
  },
  "_distro": "resolute",
  "_host": "GitHub-Actions",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.2.0",
      "role": "Depends"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "purrr",
      "role": "Imports"
    },
    {
      "package": "readr",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "tibble",
      "role": "Imports"
    },
    {
      "package": "glue",
      "role": "Imports"
    },
    {
      "package": "forcats",
      "role": "Imports"
    },
    {
      "package": "cli",
      "role": "Imports"
    },
    {
      "package": "scales",
      "role": "Imports"
    },
    {
      "package": "rlang",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "plotly",
      "version": ">= 4.5.6",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "vdiffr",
      "role": "Suggests"
    },
    {
      "package": "spelling",
      "role": "Suggests"
    },
    {
      "package": "covr",
      "role": "Suggests"
    },
    {
      "package": "stringr",
      "role": "Suggests"
    }
  ],
  "_owner": "ropensci",
  "_selfowned": true,
  "_usedby": 14,
  "_updates": [
    {
      "week": "2026-19",
      "n": 2
    },
    {
      "week": "2026-33",
      "n": 2
    },
    {
      "week": "2026-39",
      "n": 2
    }
  ],
  "_tags": [
    {
      "name": "v0.6.1",
      "date": "2026-08-12"
    }
  ],
  "_topics": [
    "exploratory-data-analysis",
    "missingness",
    "peer-reviewed",
    "ropensci",
    "visualisation"
  ],
  "_stars": 463,
  "_contributors": [
    {
      "user": "njtierney",
      "count": 495,
      "uuid": 6488485
    },
    {
      "user": "cregouby",
      "count": 9,
      "uuid": 10136115
    },
    {
      "user": "maelle",
      "count": 9,
      "uuid": 8360597
    },
    {
      "user": "thisisnic",
      "count": 5,
      "uuid": 13715823
    },
    {
      "user": "seaaan",
      "count": 4,
      "uuid": 10538357
    },
    {
      "user": "zeehio",
      "count": 4,
      "uuid": 75441
    },
    {
      "user": "batpigandme",
      "count": 3,
      "uuid": 831732
    },
    {
      "user": "tierneyn",
      "count": 3,
      "uuid": 105457984
    },
    {
      "user": "noamross",
      "count": 3,
      "uuid": 571752
    },
    {
      "user": "jrosell",
      "count": 2,
      "uuid": 1544992
    },
    {
      "user": "anthonyraborn",
      "count": 1,
      "uuid": 32717855
    },
    {
      "user": "cpsievert",
      "count": 1,
      "uuid": 1365941
    },
    {
      "user": "jeroen",
      "count": 1,
      "uuid": 216319
    },
    {
      "user": "jimhester",
      "count": 1,
      "uuid": 205275
    },
    {
      "user": "romainfrancois",
      "count": 1,
      "uuid": 2625526
    },
    {
      "user": "muschellij2",
      "count": 1,
      "uuid": 1075118
    }
  ],
  "_userbio": {
    "uuid": 1200269,
    "type": "organization",
    "name": "rOpenSci",
    "followers": 1165,
    "description": "Tools and R Packages for Open Science"
  },
  "_downloads": {
    "count": 20599,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/visdat"
  },
  "_mentions": 1,
  "_devurl": "https://github.com/ropensci/visdat",
  "_pkgdown": "https://docs.ropensci.org/visdat/",
  "_searchresults": 2896,
  "_metadata": {
    "review": {
      "id": 87,
      "status": "reviewed",
      "version": "0.0.5.9000",
      "organization": "rOpenSci Software Review",
      "url": "https://github.com/ropensci/software-review/issues/87"
    },
    "ropensci_category": "data-visualization"
  },
  "_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/visdat.html",
    "LICENSE"
  ],
  "_homeurl": "https://github.com/ropensci/visdat",
  "_realowner": "ropensci",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2017-07-11"
    },
    {
      "version": "0.5.1",
      "date": "2018-07-04"
    },
    {
      "version": "0.5.2",
      "date": "2018-12-10"
    },
    {
      "version": "0.5.3",
      "date": "2019-02-15"
    },
    {
      "version": "0.6.0",
      "date": "2023-02-02"
    },
    {
      "version": "0.6.1",
      "date": "2026-09-25"
    }
  ],
  "_exports": [
    "abbreviate_vars",
    "data_vis_cor",
    "data_vis_dat",
    "data_vis_miss",
    "vis_binary",
    "vis_compare",
    "vis_cor",
    "vis_dat",
    "vis_expect",
    "vis_guess",
    "vis_histogram",
    "vis_miss",
    "vis_value"
  ],
  "_datasets": [
    {
      "name": "dat_bin",
      "title": "A small toy dataset of binary data with missings.",
      "object": "dat_bin",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "x",
        "y",
        "z"
      ],
      "rows": 100,
      "table": true,
      "tojson": true
    },
    {
      "name": "typical_data",
      "title": "A small toy dataset of imaginary people",
      "object": "typical_data",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "ID",
        "Race",
        "Age",
        "Sex",
        "Height(cm)",
        "IQ",
        "Smokes",
        "Income",
        "Died"
      ],
      "rows": 5000,
      "table": true,
      "tojson": true
    },
    {
      "name": "typical_data_large",
      "title": "A small toy dataset of imaginary people",
      "object": "typical_data_large",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "Age",
        "Animal",
        "Answer",
        "Area",
        "Car",
        "Children",
        "Coin",
        "Color",
        "Date",
        "Death",
        "Dice",
        "DNA",
        "DOB",
        "Dummy",
        "Education",
        "Employment",
        "Eye",
        "Grade",
        "Grade_Level",
        "Group",
        "hair",
        "Height",
        "Income",
        "Browser",
        "IQ",
        "Language",
        "Level",
        "Likert",
        "Lorem_Ipsum",
        "Marital",
        "Military",
        "Month",
        "Name",
        "Normal",
        "Political",
        "Race",
        "Religion",
        "SAT",
        "Sentence",
        "Sex_1",
        "Sex_2",
        "Smokes",
        "Speed",
        "State",
        "String",
        "Upper",
        "Valid",
        "Year",
        "Zip"
      ],
      "rows": 300,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "abbreviate_vars",
      "title": "Abbreviate all variables in a data frame",
      "topics": [
        "abbreviate_vars"
      ]
    },
    {
      "page": "dat_bin",
      "title": "A small toy dataset of binary data with missings.",
      "topics": [
        "dat_bin"
      ]
    },
    {
      "page": "data-vis-cor",
      "title": "Return data used to create vis_cor plot",
      "topics": [
        "data-vis-cor",
        "data_vis_cor",
        "data_vis_cor.data.frame",
        "data_vis_cor.default",
        "data_vis_cor.grouped_df"
      ]
    },
    {
      "page": "data-vis-dat",
      "title": "Return data used to create vis_dat plot",
      "topics": [
        "data-vis-dat",
        "data_vis_dat",
        "data_vis_dat.data.frame",
        "data_vis_dat.default",
        "data_vis_dat.grouped_df"
      ]
    },
    {
      "page": "data-vis-miss",
      "title": "Return data used to create vis_miss plot",
      "topics": [
        "data-vis-miss",
        "data_vis_miss",
        "data_vis_miss.data.frame",
        "data_vis_miss.default",
        "data_vis_miss.grouped_df"
      ]
    },
    {
      "page": "typical_data",
      "title": "A small toy dataset of imaginary people",
      "topics": [
        "typical_data"
      ]
    },
    {
      "page": "typical_data_large",
      "title": "A small toy dataset of imaginary people",
      "topics": [
        "typical_data_large"
      ]
    },
    {
      "page": "vis_binary",
      "title": "Visualise binary values",
      "topics": [
        "vis_binary"
      ]
    },
    {
      "page": "vis_compare",
      "title": "Visually compare two dataframes and see where they are different.",
      "topics": [
        "vis_compare"
      ]
    },
    {
      "page": "vis_cor",
      "title": "Visualise correlations amongst variables in your data as a heatmap",
      "topics": [
        "vis_cor"
      ]
    },
    {
      "page": "vis_dat",
      "title": "Visualises a data.frame to tell you what it contains.",
      "topics": [
        "vis_dat"
      ]
    },
    {
      "page": "vis_expect",
      "title": "Visualise whether a value is in a data frame",
      "topics": [
        "vis_expect"
      ]
    },
    {
      "page": "vis_guess",
      "title": "Visualise type guess in a data.frame",
      "topics": [
        "vis_guess"
      ]
    },
    {
      "page": "vis_histogram",
      "title": "Visualise histogram of numeric columns in a data.frame",
      "topics": [
        "vis_histogram"
      ]
    },
    {
      "page": "vis_miss",
      "title": "Visualise a data.frame to display missingness.",
      "topics": [
        "vis_miss"
      ]
    },
    {
      "page": "vis_value",
      "title": "Visualise the value of data values",
      "topics": [
        "vis_value"
      ]
    }
  ],
  "_pkglogo": "https://github.com/ropensci/visdat/raw/main/man/figures/logo.png",
  "_readme": "https://github.com/ropensci/visdat/raw/main/README.md",
  "_rundeps": [
    "bit",
    "bit64",
    "cli",
    "clipr",
    "cpp11",
    "crayon",
    "dplyr",
    "farver",
    "forcats",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "hms",
    "isoband",
    "labeling",
    "lifecycle",
    "magrittr",
    "pillar",
    "pkgconfig",
    "prettyunits",
    "progress",
    "purrr",
    "R6",
    "RColorBrewer",
    "readr",
    "rlang",
    "S7",
    "scales",
    "stringi",
    "stringr",
    "tibble",
    "tidyr",
    "tidyselect",
    "tzdb",
    "utf8",
    "vctrs",
    "viridisLite",
    "vroom",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "customising-colour-palettes.Rmd",
      "filename": "customising-colour-palettes.html",
      "title": "Customising colour palettes in visdat",
      "engine": "knitr::rmarkdown",
      "headings": [
        "How to provide your own colour palette?"
      ],
      "created": "2021-07-05 12:57:18",
      "modified": "2023-02-02 00:40:14",
      "commits": 3
    },
    {
      "source": "using_visdat.Rmd",
      "filename": "using_visdat.html",
      "title": "Using visdat",
      "author": "Nicholas Tierney",
      "engine": "knitr::rmarkdown",
      "headings": [
        "vis_dat",
        "vis_miss",
        "vis_compare",
        "vis_expect",
        "vis_cor",
        "vis_value",
        "vis_binary",
        "vis_guess",
        "vis_histogram()",
        "Interactivity",
        "Future work"
      ],
      "created": "2016-08-17 22:38:34",
      "modified": "2026-09-26 04:38:04",
      "commits": 27
    }
  ],
  "_score": 13.717687490317337,
  "_indexed": true,
  "_nocasepkg": "visdat",
  "_universes": [
    "ropensci",
    "njtierney"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.6.1.9000",
      "date": "2026-10-26T11:42:01.000Z",
      "distro": "resolute",
      "commit": "9b3006a52a98843dcf2bbff91f27585bb52c000a",
      "fileid": "https://r2.ropensci.org/e6b3f547543c984d43a7634f178aea5f11b304e60c347fbfac2a23e42f32e3a2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ropensci/actions/runs/40316206026"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.6.1.9000",
      "date": "2026-10-26T11:41:56.000Z",
      "distro": "resolute",
      "commit": "9b3006a52a98843dcf2bbff91f27585bb52c000a",
      "fileid": "https://r2.ropensci.org/9d424c3498bda79ca31049bb3ccfcb4eda5cc37a2edaafb8dfad76b13fd474b9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ropensci/actions/runs/40316206026"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.6.1.9000",
      "date": "2026-10-26T11:41:05.000Z",
      "commit": "9b3006a52a98843dcf2bbff91f27585bb52c000a",
      "fileid": "https://r2.ropensci.org/c94833e8a03cd5e706c91a2142af92f4c619bb14aebcdb0e3cd78dbfd9b0ceaf",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ropensci/actions/runs/40316206026"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.6.1.9000",
      "date": "2026-10-26T11:41:13.000Z",
      "commit": "9b3006a52a98843dcf2bbff91f27585bb52c000a",
      "fileid": "https://r2.ropensci.org/8bb5f3fa6f424cb885327e8c1ad10a5e0b9acfd989181a164707b3ef35c1a6e6",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ropensci/actions/runs/40316206026"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.6.1.9000",
      "date": "2026-10-26T11:41:41.000Z",
      "commit": "9b3006a52a98843dcf2bbff91f27585bb52c000a",
      "fileid": "https://r2.ropensci.org/a99ec61090e69510473836bc62d1c30f0f5153e6393422e39642288883992f70",
      "status": "success",
      "buildurl": "https://github.com/r-universe/ropensci/actions/runs/40316206026"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.6.1.9000",
      "date": "2026-10-26T11:40:49.000Z",
      "commit": "9b3006a52a98843dcf2bbff91f27585bb52c000a",
      "fileid": "https://r2.ropensci.org/9e914fda6073877bda3ddc5aaef9c841f0e552ce83db20be627cef65289bea73",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ropensci/actions/runs/40316206026"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.6.1.9000",
      "date": "2026-10-26T11:40:59.000Z",
      "commit": "9b3006a52a98843dcf2bbff91f27585bb52c000a",
      "fileid": "https://r2.ropensci.org/6705861401d0a49755aa12b6c3ce3c4b27260e4f9295d88679bdba7634e3e741",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ropensci/actions/runs/40316206026"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.6.1.9000",
      "date": "2026-10-26T11:40:40.000Z",
      "commit": "9b3006a52a98843dcf2bbff91f27585bb52c000a",
      "fileid": "https://r2.ropensci.org/dc0a325a585a78d10f805b258b4dc5b36cc389b9369a09d2ef619fa4b4f6027e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/ropensci/actions/runs/40316206026"
    }
  ]
}