{
  "_id": "6a113efaacfb0bcc41ce62c4",
  "Package": "mde",
  "Title": "Missing Data Explorer",
  "Version": "0.3.3",
  "Authors@R": "person(given = \"Nelson\",\nfamily = \"Gonzabato\",\nrole = c(\"aut\", \"cre\"),\nemail = \"gonzabato@hotmail.com\")",
  "Description": "Correct identification and handling of missing data is one\nof the most important steps in any analysis. To aid this\nprocess, 'mde' provides a very easy to use yet robust framework\nto quickly get an idea of where the missing data lies and\ntherefore find the most appropriate action to take. Graham WJ\n(2009) <doi:10.1146/annurev.psych.58.110405.085530>.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.1.2",
  "URL": "https://github.com/Nelson-Gon/mde",
  "BugReports": "https://github.com/Nelson-Gon/mde/issues",
  "VignetteBuilder": "knitr",
  "Config/testthat/edition": "3",
  "Config/pak/sysreqs": "libicu-dev",
  "Repository": "https://nelson-gon.r-universe.dev",
  "Date/Publication": "2026-02-22 03:40:09 UTC",
  "RemoteUrl": "https://github.com/nelson-gon/mde",
  "RemoteRef": "HEAD",
  "RemoteSha": "6697ef390b5e316f5c40d304f7f0e55797020806",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-23 05:42:35 UTC",
    "User": "root"
  },
  "Author": "Nelson Gonzabato [aut, cre]",
  "Maintainer": "Nelson Gonzabato <gonzabato@hotmail.com>",
  "MD5sum": "331e0199410d5e8e52c93396c6d14824",
  "_user": "nelson-gon",
  "_type": "src",
  "_file": "mde_0.3.3.tar.gz",
  "_fileid": "9de685ed71101051ebeba9283b0a43cefe377481d4420e108378fe345cfd8351",
  "_filesize": 279620,
  "_sha256": "9de685ed71101051ebeba9283b0a43cefe377481d4420e108378fe345cfd8351",
  "_created": "2026-05-23T05:42:35.000Z",
  "_published": "2026-05-23T05:45:30.855Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77500656065,
      "time": 139,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7174650754"
    },
    {
      "job": 77500656075,
      "time": 126,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7174649196"
    },
    {
      "job": 77500656059,
      "time": 84,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7174644021"
    },
    {
      "job": 77500656074,
      "time": 133,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7174649928"
    },
    {
      "job": 77500480902,
      "time": 178,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7174633965"
    },
    {
      "job": 77500656064,
      "time": 103,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7174646305"
    },
    {
      "job": 77500656063,
      "time": 72,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7174642796"
    },
    {
      "job": 77500656073,
      "time": 109,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7174647172"
    },
    {
      "job": 77500656066,
      "time": 92,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7174645181"
    }
  ],
  "_buildurl": "https://github.com/r-universe/nelson-gon/actions/runs/26324838454",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/nelson-gon/mde",
  "_commit": {
    "id": "6697ef390b5e316f5c40d304f7f0e55797020806",
    "author": "Nelson-Gon <gonzabato@hotmail.com>",
    "committer": "Nelson-Gon <gonzabato@hotmail.com>",
    "message": "PRE-CRAN\n",
    "time": 1771731609
  },
  "_maintainer": {
    "name": "Nelson Gonzabato",
    "email": "gonzabato@hotmail.com",
    "login": "nelson-gon",
    "linkedin": "in/nelsongon",
    "description": "",
    "uuid": 42792514
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.6.0",
      "role": "Depends"
    },
    {
      "package": "dplyr",
      "version": ">= 1.0.0",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "version": ">= 1.0.3",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "markdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    }
  ],
  "_owner": "nelson-gon",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-08",
      "n": 7
    }
  ],
  "_tags": [],
  "_topics": [
    "data-analysis",
    "data-cleaning",
    "data-exploration",
    "data-science",
    "datacleaner",
    "datacleaning",
    "exploratory-data-analysis",
    "missing",
    "missing-data",
    "missing-value-treatment",
    "missing-values",
    "missingness",
    "omit",
    "recode",
    "replace",
    "statistics"
  ],
  "_stars": 5,
  "_contributors": [
    {
      "user": "nelson-gon",
      "count": 311,
      "uuid": 42792514
    },
    {
      "user": "jordanjenkins",
      "count": 5,
      "uuid": 51654548
    },
    {
      "user": "shahronak47",
      "count": 2,
      "uuid": 10164875
    }
  ],
  "_userbio": {
    "uuid": 42792514,
    "type": "user",
    "name": "NelsonGon"
  },
  "_downloads": {
    "count": 285,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/mde"
  },
  "_devurl": "https://github.com/nelson-gon/mde",
  "_searchresults": 34,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/mde.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/nelson-gon/mde",
  "_realowner": "nelson-gon",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2020-02-29"
    },
    {
      "version": "0.2.0",
      "date": "2020-06-11"
    },
    {
      "version": "0.2.1",
      "date": "2020-06-27"
    },
    {
      "version": "0.3.0",
      "date": "2021-02-07"
    },
    {
      "version": "0.3.1",
      "date": "2021-08-17"
    },
    {
      "version": "0.3.2",
      "date": "2022-02-10"
    },
    {
      "version": "0.3.3",
      "date": "2026-02-22"
    }
  ],
  "_exports": [
    "all_na",
    "column_based_recode",
    "custom_na_recode",
    "dict_recode",
    "drop_all_na",
    "drop_na_at",
    "drop_na_if",
    "drop_row_if",
    "get_na_counts",
    "get_na_means",
    "na_counts",
    "na_summary",
    "percent_missing",
    "percent_na",
    "recode_as_na",
    "recode_as_na_for",
    "recode_as_na_if",
    "recode_as_na_str",
    "recode_as_value",
    "recode_helper",
    "recode_na_as",
    "recode_na_if",
    "recode_selectors",
    "sort_by_missingness"
  ],
  "_help": [
    {
      "page": "all_na",
      "title": "Checks that all values are NA",
      "topics": [
        "all_na"
      ]
    },
    {
      "page": "column_based_recode",
      "title": "Conditionally Recode NA values based on other Columns",
      "topics": [
        "column_based_recode"
      ]
    },
    {
      "page": "custom_na_recode",
      "title": "Recode NA as another value using a function or a custom equation",
      "topics": [
        "custom_na_recode"
      ]
    },
    {
      "page": "dict_recode",
      "title": "Recode Missing Values Dictionary-Style",
      "topics": [
        "dict_recode"
      ]
    },
    {
      "page": "drop_all_na",
      "title": "Drop columns for which all values are NA",
      "topics": [
        "drop_all_na"
      ]
    },
    {
      "page": "drop_na_at",
      "title": "Drop missing values at columns that match a given pattern",
      "topics": [
        "drop_na_at"
      ]
    },
    {
      "page": "drop_na_if",
      "title": "Condition based dropping of columns with missing values",
      "topics": [
        "drop_na_if"
      ]
    },
    {
      "page": "drop_row_if",
      "title": "Conditionally drop rows based on percent missingness",
      "topics": [
        "drop_row_if"
      ]
    },
    {
      "page": "get_na_counts",
      "title": "Add columnwise/groupwise counts of missing values",
      "topics": [
        "get_na_counts"
      ]
    },
    {
      "page": "get_na_means",
      "title": "Get mean missingness.",
      "topics": [
        "get_na_means"
      ]
    },
    {
      "page": "na_counts",
      "title": "Get NA counts for a given character, numeric, factor, etc.",
      "topics": [
        "na_counts"
      ]
    },
    {
      "page": "na_summary",
      "title": "An all-in-one missingness report",
      "topics": [
        "na_summary"
      ]
    },
    {
      "page": "percent_missing",
      "title": "Column-wise missingness percentages",
      "topics": [
        "percent_missing"
      ]
    },
    {
      "page": "percent_na",
      "title": "percent missing but for vectors.",
      "topics": [
        "percent_na"
      ]
    },
    {
      "page": "recode_as_na",
      "title": "Recode a value as NA",
      "topics": [
        "recode_as_na"
      ]
    },
    {
      "page": "recode_as_na_for",
      "title": "Recode Values as NA if they meet defined criteria",
      "topics": [
        "recode_as_na_for"
      ]
    },
    {
      "page": "recode_as_na_if",
      "title": "Conditionally change all column values to NA",
      "topics": [
        "recode_as_na_if"
      ]
    },
    {
      "page": "recode_as_na_str",
      "title": "Recode as NA based on string match",
      "topics": [
        "recode_as_na_str"
      ]
    },
    {
      "page": "recode_as_value",
      "title": "Recode a value as another value",
      "topics": [
        "recode_as_value"
      ]
    },
    {
      "page": "recode_helper",
      "title": "Helper functions in package mde",
      "topics": [
        "recode_helper"
      ]
    },
    {
      "page": "recode_na_as",
      "title": "Replace missing values with another value",
      "topics": [
        "recode_na_as"
      ]
    },
    {
      "page": "recode_na_if",
      "title": "Recode NA as another value with some conditions",
      "topics": [
        "recode_na_if"
      ]
    },
    {
      "page": "recode_selectors",
      "title": "Helper functions in package mde",
      "topics": [
        "recode_selectors"
      ]
    },
    {
      "page": "sort_by_missingness",
      "title": "Sort Variables according to missingness",
      "topics": [
        "sort_by_missingness"
      ]
    }
  ],
  "_readme": "https://github.com/nelson-gon/mde/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "cpp11",
    "dplyr",
    "generics",
    "glue",
    "lifecycle",
    "magrittr",
    "pillar",
    "pkgconfig",
    "purrr",
    "R6",
    "rlang",
    "stringi",
    "stringr",
    "tibble",
    "tidyr",
    "tidyselect",
    "utf8",
    "vctrs",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "mde_vignette.rmd",
      "filename": "mde_vignette.html",
      "title": "mde: Missing Data Explorer",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Exploring missingness",
        "Recoding as NA",
        "Recoding NA as",
        "Dropping NAs"
      ],
      "created": "2020-03-26 13:18:51",
      "modified": "2021-11-15 18:06:31",
      "commits": 47
    },
    {
      "source": "missingness.rmd",
      "filename": "missingness.html",
      "title": "Exploring Missingness with mde",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2021-04-13 07:42:06",
      "modified": "2022-01-31 20:57:29",
      "commits": 7
    },
    {
      "source": "recoding.rmd",
      "filename": "recoding.html",
      "title": "Recoding to and from NA with mde",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Recoding as NA",
        "Recoding NA as",
        "Dropping Missing Values",
        "General Recoding"
      ],
      "created": "2021-04-13 07:42:06",
      "modified": "2022-01-31 20:57:29",
      "commits": 8
    }
  ],
  "_score": 5.707570176097937,
  "_indexed": true,
  "_nocasepkg": "mde",
  "_universes": [
    "nelson-gon"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.3.3",
      "date": "2026-05-23T05:44:48.000Z",
      "distro": "noble",
      "commit": "6697ef390b5e316f5c40d304f7f0e55797020806",
      "fileid": "a6e0dcc142283ef96e7874a8c151a0d5bd12cecf82a40b613bb0ef19332485f0",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nelson-gon/actions/runs/26324838454"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.3.3",
      "date": "2026-05-23T05:44:38.000Z",
      "distro": "noble",
      "commit": "6697ef390b5e316f5c40d304f7f0e55797020806",
      "fileid": "9b3ac14d2698f8070747e2836d1c7e381bc9cc7b9f419fd903385e9c4ec271aa",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nelson-gon/actions/runs/26324838454"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.3.3",
      "date": "2026-05-23T05:44:00.000Z",
      "commit": "6697ef390b5e316f5c40d304f7f0e55797020806",
      "fileid": "7e3255be1a84e7ed38c8b5c6f954133a5e9673d3f50adebf375ba01503a068ae",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nelson-gon/actions/runs/26324838454"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.3.3",
      "date": "2026-05-23T05:44:43.000Z",
      "commit": "6697ef390b5e316f5c40d304f7f0e55797020806",
      "fileid": "415166314949d78b364f279d02faf5ddedd9e6b45b1addd39f80783a72371cb7",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nelson-gon/actions/runs/26324838454"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.3.3",
      "date": "2026-05-23T05:44:33.000Z",
      "commit": "6697ef390b5e316f5c40d304f7f0e55797020806",
      "fileid": "4d9ba1ddfa402a423bf369ad28278bbacf2f96bcceedf8991f55bbc8372fdbcd",
      "status": "success",
      "buildurl": "https://github.com/r-universe/nelson-gon/actions/runs/26324838454"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.3.3",
      "date": "2026-05-23T05:43:45.000Z",
      "commit": "6697ef390b5e316f5c40d304f7f0e55797020806",
      "fileid": "0256331c76961b275723fbd353e98895d6e32ba7e4152c7a95b37ec983bec760",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nelson-gon/actions/runs/26324838454"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.3.3",
      "date": "2026-05-23T05:44:20.000Z",
      "commit": "6697ef390b5e316f5c40d304f7f0e55797020806",
      "fileid": "ca5e29d9bb0fc6f4737afcf0fcb78302c2af6d46fce58f832c0d150dd6f448b0",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nelson-gon/actions/runs/26324838454"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.3.3",
      "date": "2026-05-23T05:43:57.000Z",
      "commit": "6697ef390b5e316f5c40d304f7f0e55797020806",
      "fileid": "2d237d3f5bf8175a4853fa8d7baed611a89e143a55d0749ab089501f4edd1ade",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nelson-gon/actions/runs/26324838454"
    }
  ]
}