{
  "_id": "6a1f22c9b401979e73420958",
  "Package": "dataMaid",
  "Type": "Package",
  "Title": "A Suite of Checks for Identification of Potential Errors in a\nData Frame as Part of the Data Screening Process",
  "Version": "1.4.1",
  "Date": "2021-10-07",
  "Authors@R": "c(person(given=\"Anne Helby\", family=\"Petersen\", email=\"ahpe@sund.ku.dk\", role=c(\"aut\")),\nperson(given=\"Claus Thorn\", family=\"Ekstrøm\", email=\"ekstrom@sund.ku.dk\", role=c(\"aut\", \"cre\")))",
  "Description": "Data screening is an important first step of any\nstatistical analysis. dataMaid auto generates a customizable\ndata report with a thorough summary of the checks and the\nresults that a human can use to identify possible errors. It\nprovides an extendable suite of test for common potential\nerrors in a dataset.",
  "URL": "https://github.com/ekstroem/dataMaid,\nhttps://doi.org/10.18637/jss.v090.i06",
  "BugReports": "https://github.com/ekstroem/dataMaid/issues",
  "VignetteBuilder": "knitr",
  "SystemRequirements": "pandoc (>= 2.0; https://pandoc.org), git, whoami",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "ByteCompile": "true",
  "License": "GPL-2",
  "RoxygenNote": "7.3.1",
  "Collate": "'aggregateForBarplot.R' 'aggregateForHistogram.R'\n'allCheckFunctions.R' 'allClasses.R' 'allSummaryFunctions.R'\n'allVisualFunctions.R' 'allXFunctions.R' 'makeXFunction.R'\n'visualFunction.R' 'basicVisual.R' 'summaryFunction.R'\n'centralValue.R' 'check.R' 'checkResult.R' 'messageGenerator.R'\n'checkFunction.R' 'identifyMissing.R' 'minMax.R' 'classes.R'\n'countMissing.R' 'dataMaid-package.R' 'dataMaid_as_factor.R'\n'description.R' 'identifyCaseIssues.R' 'identifyLoners.R'\n'identifyNums.R' 'identifyOutliers.R'\n'identifyOutliersTBStyle.R' 'identifyWhitespace.R' 'isCPR.R'\n'isSingular.R' 'isEmpty.R' 'isKey.R' 'isSupported.R'\n'makeCodebook.R' 'makeDataReport.R' 'misc.R' 'quartiles.R'\n'refCat.R' 'render.R' 'setChecks.R' 'setSummaries.R'\n'setVisuals.R' 'smartNum.R' 'standardVisual.R' 'summarize.R'\n'summaryResult.R' 'tableVisual.R' 'uniqueValues.R'\n'unpackLabelled.R' 'utility.R' 'variableType.R' 'visualize.R'",
  "Config/pak/sysreqs": "cmake git make libicu-dev libuv1-dev libssl-dev\nlibx11-dev zlib1g-dev",
  "Repository": "https://ekstroem.r-universe.dev",
  "Date/Publication": "2025-04-13 18:56:59 UTC",
  "RemoteUrl": "https://github.com/ekstroem/datamaid",
  "RemoteRef": "HEAD",
  "RemoteSha": "d6cc64fb1baf4bfa9471bb280afc39c7aa43d6ea",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-16 07:09:30 UTC",
    "User": "root"
  },
  "Author": "Anne Helby Petersen [aut],\nClaus Thorn Ekstrøm [aut, cre]",
  "Maintainer": "Claus Thorn Ekstrøm <ekstrom@sund.ku.dk>",
  "MD5sum": "441b83d12c913af88f5e65e7609c91aa",
  "_user": "ekstroem",
  "_type": "src",
  "_file": "dataMaid_1.4.1.tar.gz",
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  "_created": "2026-05-16T07:09:30.000Z",
  "_published": "2026-06-02T18:36:57.772Z",
  "_distro": "noble",
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  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/ekstroem/datamaid",
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    "author": "ekstroem <github@ekstroem.dk>",
    "committer": "ekstroem <github@ekstroem.dk>",
    "message": "Merge branch 'master' of https://github.com/ekstroem/dataMaid\n",
    "time": 1744570619
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    "name": "Claus Thorn Ekstrøm",
    "email": "ekstrom@sund.ku.dk",
    "login": "ekstroem",
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  },
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  "_dependencies": [
    {
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      "version": ">= 3.5.0",
      "role": "Depends"
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    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "gridExtra",
      "role": "Imports"
    },
    {
      "package": "haven",
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    {
      "package": "htmltools",
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    {
      "package": "magrittr",
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    {
      "package": "stringi",
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    {
      "package": "whoami",
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    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    }
  ],
  "_owner": "ekstroem",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_topics": [
    "data-cleaning",
    "data-screening",
    "reproducible-research"
  ],
  "_stars": 143,
  "_contributors": [
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    "type": "user",
    "name": "Claus Ekstrøm",
    "description": "Statistician, scientist, researcher, R tinkerer"
  },
  "_downloads": {
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    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/dataMaid"
  },
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  "_devurl": "https://github.com/ekstroem/datamaid",
  "_searchresults": 261,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/dataMaid.html",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/ekstroem/datamaid",
  "_realowner": "ekstroem",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.9.2",
      "date": "2017-01-02"
    },
    {
      "version": "1.0.0",
      "date": "2017-11-10"
    },
    {
      "version": "1.1.0",
      "date": "2018-02-06"
    },
    {
      "version": "1.1.2",
      "date": "2018-05-03"
    },
    {
      "version": "1.2.0",
      "date": "2018-10-03"
    },
    {
      "version": "1.3.0",
      "date": "2019-06-07"
    },
    {
      "version": "1.3.1",
      "date": "2019-07-10"
    },
    {
      "version": "1.3.2",
      "date": "2019-07-28"
    },
    {
      "version": "1.4.0",
      "date": "2019-12-10"
    },
    {
      "version": "1.4.1",
      "date": "2021-10-08"
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    {
      "version": "1.4.2",
      "date": "2025-04-13"
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  ],
  "_exports": [
    "allCheckFunctions",
    "allClasses",
    "allSummaryFunctions",
    "allVisualFunctions",
    "basicVisual",
    "centralValue",
    "check",
    "checkFunction",
    "checkResult",
    "classes",
    "classes<-",
    "countMissing",
    "defaultCharacterChecks",
    "defaultCharacterSummaries",
    "defaultDateChecks",
    "defaultDateSummaries",
    "defaultFactorChecks",
    "defaultFactorSummaries",
    "defaultHavenlabelledChecks",
    "defaultHavenlabelledSummaries",
    "defaultIntegerChecks",
    "defaultIntegerSummaries",
    "defaultLabelledChecks",
    "defaultLabelledSummaries",
    "defaultLogicalChecks",
    "defaultLogicalSummaries",
    "defaultNumericChecks",
    "defaultNumericSummaries",
    "description",
    "description<-",
    "identifyCaseIssues",
    "identifyLoners",
    "identifyMissing",
    "identifyNums",
    "identifyOutliers",
    "identifyOutliersTBStyle",
    "identifyWhitespace",
    "isCPR",
    "isEmpty",
    "isKey",
    "isSingular",
    "isSupported",
    "makeCodebook",
    "makeDataReport",
    "messageGenerator",
    "minMax",
    "quartiles",
    "refCat",
    "render",
    "setChecks",
    "setSummaries",
    "setVisuals",
    "standardVisual",
    "summarize",
    "summaryFunction",
    "summaryResult",
    "tableVisual",
    "uniqueValues",
    "variableType",
    "visualFunction",
    "visualize",
    "whoami_available"
  ],
  "_datasets": [
    {
      "name": "artData",
      "title": "Semi-artificial data about masterpieces of art",
      "object": "artData",
      "class": [
        "data.frame"
      ],
      "fields": [
        "ArtistID",
        "ArtistName",
        "NoOfMiddlenames",
        "Title",
        "Year",
        "Location",
        "Continent",
        "Width",
        "Height",
        "Media",
        "Movement"
      ],
      "rows": 200,
      "table": true,
      "tojson": true
    },
    {
      "name": "bigPresidentData",
      "title": "Semi-artificial data about the US presidents (extended version)",
      "object": "bigPresidentData",
      "class": [
        "data.frame"
      ],
      "fields": [
        "lastName",
        "firstName",
        "orderOfPresidency",
        "birthday",
        "dateOfDeath",
        "stateOfBirth",
        "party",
        "presidencyBeginDate",
        "presidencyEndDate",
        "assassinationAttempt",
        "sex",
        "ethnicity",
        "presidencyYears",
        "ageAtInauguration",
        "favoriteNumber"
      ],
      "rows": 47,
      "table": true,
      "tojson": true
    },
    {
      "name": "exampleData",
      "title": "Example data with zero-inflated variables",
      "object": "exampleData",
      "class": [
        "data.frame"
      ],
      "fields": [
        "addresses",
        "binomial",
        "poisson",
        "gauss",
        "zigauss",
        "bpinteraction"
      ],
      "rows": 300,
      "table": true,
      "tojson": true
    },
    {
      "name": "presidentData",
      "title": "Semi-artificial data about the US presidents",
      "object": "presidentData",
      "class": [
        "data.frame"
      ],
      "fields": [
        "lastName",
        "firstName",
        "orderOfPresidency",
        "birthday",
        "stateOfBirth",
        "assassinationAttempt",
        "sex",
        "ethnicity",
        "presidencyYears",
        "ageAtInauguration",
        "favoriteNumber"
      ],
      "rows": 46,
      "table": true,
      "tojson": false
    },
    {
      "name": "testData",
      "title": "Extended example data to test the features of dataMaid",
      "object": "testData",
      "class": [
        "data.frame"
      ],
      "fields": [
        "charVar",
        "factorVar",
        "numVar",
        "intVar",
        "boolVar",
        "keyVar",
        "emptyVar",
        "numOutlierVar",
        "smartNumVar",
        "cprVar",
        "cprKeyVar",
        "miscodedMissingVar",
        "misclassifiedNumVar",
        "dateVar",
        "labelledVar"
      ],
      "rows": 15,
      "table": true,
      "tojson": false
    },
    {
      "name": "toyData",
      "title": "Small example data to show the features of dataMaid",
      "object": "toyData",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "pill",
        "events",
        "region",
        "change",
        "id",
        "spotifysong"
      ],
      "rows": 15,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "allCheckFunctions",
      "title": "Overview of all available checkFunctions",
      "topics": [
        "allCheckFunctions"
      ]
    },
    {
      "page": "allClasses",
      "title": "Vector of all variable classes in 'dataMaid'",
      "topics": [
        "allClasses"
      ]
    },
    {
      "page": "allSummaryFunctions",
      "title": "Overview of all available summaryFunctions",
      "topics": [
        "allSummaryFunctions"
      ]
    },
    {
      "page": "allVisualFunctions",
      "title": "Overview of all available visualFunctions",
      "topics": [
        "allVisualFunctions"
      ]
    },
    {
      "page": "artData",
      "title": "Semi-artificial data about masterpieces of art",
      "topics": [
        "artData"
      ]
    },
    {
      "page": "basicVisual",
      "title": "Produce distribution plots in the base R (graphics) style using 'plot' and 'barplot'",
      "topics": [
        "basicVisual"
      ]
    },
    {
      "page": "basicVisualCFLB",
      "title": "importFrom stats na.omit",
      "topics": [
        "basicVisualCFLB"
      ]
    },
    {
      "page": "bigPresidentData",
      "title": "Semi-artificial data about the US presidents (extended version)",
      "topics": [
        "bigPresidentData"
      ]
    },
    {
      "page": "centralValue",
      "title": "summaryFunction for central values",
      "topics": [
        "centralValue"
      ]
    },
    {
      "page": "check",
      "title": "Perform checks of potential errors in variable/dataset",
      "topics": [
        "check"
      ]
    },
    {
      "page": "checkFunction",
      "title": "Create an object of class checkFunction",
      "topics": [
        "checkFunction"
      ]
    },
    {
      "page": "checkResult",
      "title": "Create object of class checkResult",
      "topics": [
        "checkResult"
      ]
    },
    {
      "page": "classes",
      "title": "Extract the contents of the attribute 'classes'",
      "topics": [
        "classes",
        "classes<-"
      ]
    },
    {
      "page": "countMissing",
      "title": "Summary function for missing values",
      "topics": [
        "countMissing"
      ]
    },
    {
      "page": "defaultCharacterChecks",
      "title": "Default checks for character variables",
      "topics": [
        "defaultCharacterChecks"
      ]
    },
    {
      "page": "defaultCharacterSummaries",
      "title": "Default summary functions for character variables",
      "topics": [
        "defaultCharacterSummaries"
      ]
    },
    {
      "page": "defaultDateChecks",
      "title": "Default checks for Date variables",
      "topics": [
        "defaultDateChecks"
      ]
    },
    {
      "page": "defaultDateSummaries",
      "title": "Default summary functions for Date variables",
      "topics": [
        "defaultDateSummaries"
      ]
    },
    {
      "page": "defaultFactorChecks",
      "title": "Default checks for factor variables",
      "topics": [
        "defaultFactorChecks"
      ]
    },
    {
      "page": "defaultFactorSummaries",
      "title": "Default summary functions for factor variables",
      "topics": [
        "defaultFactorSummaries"
      ]
    },
    {
      "page": "defaultHavenlabelledChecks",
      "title": "Default checks for haven_labelled variables",
      "topics": [
        "defaultHavenlabelledChecks"
      ]
    },
    {
      "page": "defaultHavenlabelledSummaries",
      "title": "Default summary functions for haven_labelled variables",
      "topics": [
        "defaultHavenlabelledSummaries"
      ]
    },
    {
      "page": "defaultIntegerChecks",
      "title": "Default checks for integer variables",
      "topics": [
        "defaultIntegerChecks"
      ]
    },
    {
      "page": "defaultIntegerSummaries",
      "title": "Default summary functions for integer variables",
      "topics": [
        "defaultIntegerSummaries"
      ]
    },
    {
      "page": "defaultLabelledChecks",
      "title": "Default checks for labelled variables",
      "topics": [
        "defaultLabelledChecks"
      ]
    },
    {
      "page": "defaultLabelledSummaries",
      "title": "Default summary functions for labelled variables",
      "topics": [
        "defaultLabelledSummaries"
      ]
    },
    {
      "page": "defaultLogicalChecks",
      "title": "Default checks for logical variables",
      "topics": [
        "defaultLogicalChecks"
      ]
    },
    {
      "page": "defaultLogicalSummaries",
      "title": "Default summary functions for logical variables",
      "topics": [
        "defaultLogicalSummaries"
      ]
    },
    {
      "page": "defaultNumericChecks",
      "title": "Default checks for numeric variables",
      "topics": [
        "defaultNumericChecks"
      ]
    },
    {
      "page": "defaultNumericSummaries",
      "title": "Default summary functions for numeric variables",
      "topics": [
        "defaultNumericSummaries"
      ]
    },
    {
      "page": "description",
      "title": "Extract the contents of the attribute 'description'",
      "topics": [
        "description",
        "description<-"
      ]
    },
    {
      "page": "exampleData",
      "title": "Example data with zero-inflated variables",
      "topics": [
        "exampleData"
      ]
    },
    {
      "page": "identifyCaseIssues",
      "title": "A checkFunction for identifying case issues",
      "topics": [
        "identifyCaseIssues"
      ]
    },
    {
      "page": "identifyLoners",
      "title": "A checkFunction for identifying sparsely represented values (loners)",
      "topics": [
        "identifyLoners"
      ]
    },
    {
      "page": "identifyMissing",
      "title": "A checkFunction for identifying miscoded missing values.",
      "topics": [
        "identifyMissing"
      ]
    },
    {
      "page": "identifyNums",
      "title": "A checkFunction",
      "topics": [
        "identifyNums"
      ]
    },
    {
      "page": "identifyOutliers",
      "title": "A checkFunction for identifying outliers",
      "topics": [
        "identifyOutliers"
      ]
    },
    {
      "page": "identifyOutliersTBStyle",
      "title": "A checkFunction for identifying outliers Turkey Boxstole style",
      "topics": [
        "identifyOutliersTBStyle"
      ]
    },
    {
      "page": "identifyWhitespace",
      "title": "A checkFunction for identifying whitespace",
      "topics": [
        "identifyWhitespace"
      ]
    },
    {
      "page": "isCPR",
      "title": "Check if a variable consists of Danish CPR numbers",
      "topics": [
        "isCPR"
      ]
    },
    {
      "page": "isKey",
      "title": "Check if a variable qualifies as a key",
      "topics": [
        "isKey"
      ]
    },
    {
      "page": "isSingular",
      "title": "Check if a variable only contains a single value",
      "topics": [
        "isEmpty",
        "isSingular"
      ]
    },
    {
      "page": "isSupported",
      "title": "Check if a variable has a class supported by dataMaid",
      "topics": [
        "isSupported"
      ]
    },
    {
      "page": "makeCodebook",
      "title": "Produce a data codebook",
      "topics": [
        "makeCodebook"
      ]
    },
    {
      "page": "makeDataReport",
      "title": "Produce a data report",
      "topics": [
        "makeDataReport"
      ]
    },
    {
      "page": "messageGenerator",
      "title": "Produce a message for the output of a checkFunction",
      "topics": [
        "messageGenerator"
      ]
    },
    {
      "page": "minMax",
      "title": "summaryFunction for minimum and maximum",
      "topics": [
        "minMax"
      ]
    },
    {
      "page": "presidentData",
      "title": "Semi-artificial data about the US presidents",
      "topics": [
        "presidentData"
      ]
    },
    {
      "page": "quartiles",
      "title": "summaryFunction for quartiles",
      "topics": [
        "quartiles"
      ]
    },
    {
      "page": "refCat",
      "title": "summaryFunction that finds reference level for factor variables",
      "topics": [
        "refCat"
      ]
    },
    {
      "page": "render",
      "title": "Simplified Rmarkdown rendering",
      "topics": [
        "render"
      ]
    },
    {
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