{
  "_id": "6a102f4facfb0bcc41c94d5b",
  "Package": "DQAstats",
  "Title": "Core Functions for Data Quality Assessment",
  "Version": "0.3.9",
  "Date": "2025-04-07",
  "Authors@R": "c(\nperson(\"Lorenz A.\", \"Kapsner\", , \"lorenz.kapsner@gmail.com\", role = c(\"cre\", \"aut\"),\ncomment = c(ORCID = \"0000-0003-1866-860X\")),\nperson(\"Jonathan M.\", \"Mang\", role = \"aut\",\ncomment = c(ORCID = \"0000-0003-0518-4710\")),\nperson(\"Helene Köster\", role = \"ctb\"),\nperson(\"MIRACUM - Medical Informatics in Research and Care in University Medicine\", role = \"fnd\"),\nperson(\"Universitätsklinikum Erlangen\", role = \"cph\")\n)",
  "Description": "Perform data quality assessment ('DQA') of electronic\nhealth records ('EHR'). Publication: Kapsner et al. (2021)\n<doi:10.1055/s-0041-1733847>.",
  "License": "GPL-3",
  "URL": "https://github.com/miracum/dqa-dqastats",
  "BugReports": "https://github.com/miracum/dqa-dqastats/issues",
  "VignetteBuilder": "quarto",
  "Config/testthat/edition": "3",
  "Config/testthat/parallel": "false",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "SystemRequirements": "Quarto command line tools\n(https://github.com/quarto-dev/quarto-cli).",
  "Config/pak/sysreqs": "cmake libfontconfig1-dev libfreetype6-dev\nlibfribidi-dev make libharfbuzz-dev default-jdk libicu-dev\nlibpng-dev libuv1-dev libxml2-dev libssl-dev libpq-dev",
  "Repository": "https://miracum.r-universe.dev",
  "Date/Publication": "2026-05-12 12:54:49 UTC",
  "RemoteUrl": "https://github.com/miracum/dqa-dqastats",
  "RemoteRef": "HEAD",
  "RemoteSha": "b43ee987df0913c0f74b86885788be4004403293",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-12 14:36:50 UTC",
    "User": "root"
  },
  "Author": "Lorenz A. Kapsner [cre, aut] (ORCID:\n<https://orcid.org/0000-0003-1866-860X>),\nJonathan M. Mang [aut] (ORCID: <https://orcid.org/0000-0003-0518-4710>),\nHelene Köster [ctb],\nMIRACUM - Medical Informatics in Research and Care in University\nMedicine [fnd],\nUniversitätsklinikum Erlangen [cph]",
  "Maintainer": "Lorenz A. Kapsner <lorenz.kapsner@gmail.com>",
  "MD5sum": "1340d61a0ff8958b898d0b80a386fbae",
  "_user": "miracum",
  "_type": "src",
  "_file": "DQAstats_0.3.9.tar.gz",
  "_fileid": "0ea49bf86686432d6e44a0d02c646445b6cfc2ae755b6badbc5a611a9ad4aee2",
  "_filesize": 257102,
  "_sha256": "0ea49bf86686432d6e44a0d02c646445b6cfc2ae755b6badbc5a611a9ad4aee2",
  "_created": "2026-05-12T14:36:50.000Z",
  "_published": "2026-05-22T10:26:23.986Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77361357091,
      "time": 240,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6947197259"
    },
    {
      "job": 77361357163,
      "time": 268,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6947206661"
    },
    {
      "job": 77361357245,
      "time": 191,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6947171845"
    },
    {
      "job": 77361357344,
      "time": 145,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6947151349"
    },
    {
      "job": 77361356893,
      "time": 206,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6947089821"
    },
    {
      "job": 77361356642,
      "time": 144,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7158309151"
    },
    {
      "job": 77361357230,
      "time": 149,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6947154620"
    },
    {
      "job": 77361357449,
      "time": 146,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6947152315"
    },
    {
      "job": 77361357421,
      "time": 159,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6947158117"
    }
  ],
  "_buildurl": "https://github.com/r-universe/miracum/actions/runs/25741322882",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/miracum/dqa-dqastats",
  "_commit": {
    "id": "b43ee987df0913c0f74b86885788be4004403293",
    "author": "Mang, Jonathan <jonathan.mang@uk-erlangen.de>",
    "committer": "Mang, Jonathan <jonathan.mang@uk-erlangen.de>",
    "message": "Merge branch 'renovate/all' into 'master'\n\nchore(deps): update rocker/verse docker tag to v4.6.0\n\nSee merge request mik-ifm/ifm-phd/DQA/dqastats!22",
    "time": 1778590489
  },
  "_maintainer": {
    "name": "Lorenz A. Kapsner",
    "email": "lorenz.kapsner@gmail.com",
    "login": "kapsner",
    "orcid": "0000-0003-1866-860X",
    "uuid": 44973495
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "data.table",
      "role": "Imports"
    },
    {
      "package": "DIZtools",
      "version": ">= 0.0.8",
      "role": "Imports"
    },
    {
      "package": "DIZutils",
      "version": ">= 0.1.2",
      "role": "Imports"
    },
    {
      "package": "future.apply",
      "role": "Imports"
    },
    {
      "package": "jsonlite",
      "role": "Imports"
    },
    {
      "package": "kableExtra",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Imports"
    },
    {
      "package": "magrittr",
      "role": "Imports"
    },
    {
      "package": "parsedate",
      "role": "Imports"
    },
    {
      "package": "quarto",
      "version": ">= 1.4",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "tinytex",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "DT",
      "role": "Suggests"
    },
    {
      "package": "lintr",
      "role": "Suggests"
    },
    {
      "package": "remotes",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    }
  ],
  "_owner": "miracum",
  "_selfowned": true,
  "_usedby": 1,
  "_updates": [
    {
      "week": "2025-24",
      "n": 1
    },
    {
      "week": "2025-33",
      "n": 1
    },
    {
      "week": "2025-34",
      "n": 1
    },
    {
      "week": "2025-44",
      "n": 2
    },
    {
      "week": "2025-47",
      "n": 1
    },
    {
      "week": "2025-50",
      "n": 2
    },
    {
      "week": "2026-09",
      "n": 1
    },
    {
      "week": "2026-11",
      "n": 1
    },
    {
      "week": "2026-20",
      "n": 1
    }
  ],
  "_tags": [],
  "_topics": [
    "data-quality",
    "quarto",
    "openjdk"
  ],
  "_stars": 9,
  "_contributors": [
    {
      "user": "kapsner",
      "count": 497,
      "uuid": 44973495
    },
    {
      "user": "joundso",
      "count": 203,
      "uuid": 56686638
    },
    {
      "user": "koesterh",
      "count": 25,
      "uuid": 131158863
    }
  ],
  "_userbio": {
    "uuid": 25475545,
    "type": "organization",
    "name": "MIRACUM",
    "description": "MIRACUM–this is ten universities with ten university hospitals, two universities of applied sciences and one industrial partner spread over seven German states."
  },
  "_downloads": {
    "count": 285,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/DQAstats"
  },
  "_devurl": "https://github.com/miracum/dqa-dqastats",
  "_searchresults": 4,
  "_quarto": true,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/DQAstats.html",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/miracum/dqa-dqastats",
  "_realowner": "miracum",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.2.0",
      "date": "2022-01-04"
    },
    {
      "version": "0.2.1",
      "date": "2022-01-11"
    },
    {
      "version": "0.2.2",
      "date": "2022-01-12"
    },
    {
      "version": "0.2.3",
      "date": "2022-02-04"
    },
    {
      "version": "0.2.4",
      "date": "2022-02-11"
    },
    {
      "version": "0.2.5",
      "date": "2022-02-21"
    },
    {
      "version": "0.2.6",
      "date": "2022-03-02"
    },
    {
      "version": "0.3.0",
      "date": "2022-05-19"
    },
    {
      "version": "0.3.1",
      "date": "2022-06-27"
    },
    {
      "version": "0.3.2",
      "date": "2023-01-23"
    },
    {
      "version": "0.3.3",
      "date": "2023-07-20"
    },
    {
      "version": "0.3.4",
      "date": "2024-04-04"
    },
    {
      "version": "0.3.5",
      "date": "2024-06-05"
    },
    {
      "version": "0.3.6",
      "date": "2024-11-27"
    },
    {
      "version": "0.3.7",
      "date": "2025-02-07"
    },
    {
      "version": "0.3.8",
      "date": "2025-03-26"
    },
    {
      "version": "0.3.9",
      "date": "2025-04-07"
    }
  ],
  "_exports": [
    "atemp_plausi_results",
    "check_date_restriction_requirements",
    "completeness",
    "create_helper_vars",
    "create_pdf_report",
    "data_loading",
    "descriptive_results",
    "difference_checks",
    "dqa",
    "etl_checks",
    "export_aggregated",
    "format_value_conformance_results",
    "generate_datamap",
    "get_atemp_plausis",
    "is_latex_installed",
    "read_mdr",
    "reduce_cat",
    "test_csv",
    "time_compare",
    "uniq_plausi_results",
    "value_conformance",
    "value_conformance_checks"
  ],
  "_help": [
    {
      "page": "apply_time_restriciton",
      "title": "Time filtering of data.table or sql-strings.",
      "topics": [
        "apply_time_restriciton"
      ]
    },
    {
      "page": "atemp_plausi_results",
      "title": "atemp_plausi_results helper function",
      "topics": [
        "atemp_plausi_results"
      ]
    },
    {
      "page": "check_date_restriction_requirements",
      "title": "Checking the mdr integrity for time restrictions",
      "topics": [
        "check_date_restriction_requirements"
      ]
    },
    {
      "page": "completeness",
      "title": "completeness helper function",
      "topics": [
        "completeness"
      ]
    },
    {
      "page": "create_helper_vars",
      "title": "create_helper_vars helper function",
      "topics": [
        "create_helper_vars"
      ]
    },
    {
      "page": "create_pdf_report",
      "title": "create_pdf_report helper function",
      "topics": [
        "create_pdf_report"
      ]
    },
    {
      "page": "data_loading",
      "title": "data_loading helper function",
      "topics": [
        "data_loading"
      ]
    },
    {
      "page": "descriptive_results",
      "title": "descriptive_results helper function",
      "topics": [
        "descriptive_results"
      ]
    },
    {
      "page": "difference_checks",
      "title": "difference_checks helper function",
      "topics": [
        "difference_checks"
      ]
    },
    {
      "page": "dqa",
      "title": "Perform Data Quality Assessment of Electronic Health Records.",
      "topics": [
        "dqa"
      ]
    },
    {
      "page": "etl_checks",
      "title": "etl_checks helper function",
      "topics": [
        "etl_checks"
      ]
    },
    {
      "page": "export_aggregated",
      "title": "Export results to csv/zip file.",
      "topics": [
        "export_aggregated"
      ]
    },
    {
      "page": "format_value_conformance_results",
      "title": "format_value_conformance_results helper function",
      "topics": [
        "format_value_conformance_results"
      ]
    },
    {
      "page": "generate_datamap",
      "title": "generate_datamap helper function",
      "topics": [
        "generate_datamap"
      ]
    },
    {
      "page": "get_atemp_plausis",
      "title": "get_atemp_plausis helper function",
      "topics": [
        "get_atemp_plausis"
      ]
    },
    {
      "page": "get_restricting_date_info",
      "title": "Get a formatted string containing start and end time of the date restriction applied to the data.",
      "topics": [
        "get_restricting_date_info"
      ]
    },
    {
      "page": "is_latex_installed",
      "title": "Checks if there is a LaTeX installation available",
      "topics": [
        "is_latex_installed"
      ]
    },
    {
      "page": "load_csv",
      "title": "load_csv helper function",
      "topics": [
        "load_csv"
      ]
    },
    {
      "page": "load_database",
      "title": "load_database helper function",
      "topics": [
        "load_database"
      ]
    },
    {
      "page": "load_sqls",
      "title": "load_sqls helper function",
      "topics": [
        "load_sqls"
      ]
    },
    {
      "page": "read_mdr",
      "title": "read_mdr helper function",
      "topics": [
        "read_mdr"
      ]
    },
    {
      "page": "reduce_cat",
      "title": "reduce_cat helper function",
      "topics": [
        "reduce_cat"
      ]
    },
    {
      "page": "test_csv",
      "title": "test_csv helper function",
      "topics": [
        "test_csv"
      ]
    },
    {
      "page": "time_compare",
      "title": "time_compare helper function",
      "topics": [
        "time_compare"
      ]
    },
    {
      "page": "uniq_plausi_results",
      "title": "uniq_plausi_results helper function",
      "topics": [
        "uniq_plausi_results"
      ]
    },
    {
      "page": "value_conformance",
      "title": "value_conformance helper function",
      "topics": [
        "value_conformance"
      ]
    },
    {
      "page": "value_conformance_checks",
      "title": "value_conformance_checks helper function",
      "topics": [
        "value_conformance_checks"
      ]
    }
  ],
  "_pkglogo": "https://github.com/miracum/dqa-dqastats/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/miracum/dqa-dqastats/raw/HEAD/README.md",
  "_rundeps": [
    "askpass",
    "backports",
    "base64enc",
    "bit",
    "bit64",
    "blob",
    "bslib",
    "cachem",
    "checkmate",
    "cleaR",
    "cli",
    "cluster",
    "codetools",
    "colorspace",
    "config",
    "cpp11",
    "crayon",
    "curl",
    "data.table",
    "DBI",
    "dbplyr",
    "digest",
    "DIZtools",
    "DIZutils",
    "dplyr",
    "evaluate",
    "farver",
    "fastmap",
    "fontawesome",
    "foreign",
    "Formula",
    "fs",
    "future",
    "future.apply",
    "generics",
    "ggplot2",
    "globals",
    "glue",
    "GPArotation",
    "gridExtra",
    "gtable",
    "highr",
    "Hmisc",
    "hms",
    "htmlTable",
    "htmltools",
    "htmlwidgets",
    "httr",
    "isoband",
    "jquerylib",
    "jsonlite",
    "kableExtra",
    "knitr",
    "labeling",
    "later",
    "lattice",
    "lifecycle",
    "listenv",
    "logger",
    "lubridate",
    "magrittr",
    "memoise",
    "mime",
    "mnormt",
    "nlme",
    "nnet",
    "openssl",
    "parallelly",
    "parsedate",
    "pillar",
    "pkgconfig",
    "prettyunits",
    "processx",
    "progress",
    "ps",
    "psych",
    "purrr",
    "quarto",
    "R.methodsS3",
    "R.oo",
    "R.utils",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "rJava",
    "RJDBC",
    "RJSONIO",
    "rlang",
    "rmarkdown",
    "rpart",
    "RPostgres",
    "RPresto",
    "rstudioapi",
    "S7",
    "sass",
    "scales",
    "stringdist",
    "stringi",
    "stringr",
    "svglite",
    "sys",
    "systemfonts",
    "textshaping",
    "tibble",
    "tidyr",
    "tidyselect",
    "timechange",
    "tinytex",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr",
    "xfun",
    "xml2",
    "yaml"
  ],
  "_sysdeps": [
    {
      "shlib": "libjvm",
      "package": "openjdk-21-jre-headless",
      "headers": "openjdk-21-jre-headless",
      "source": "openjdk",
      "version": "21.0.10+7-1~24.04",
      "name": "openjdk",
      "homepage": "https://openjdk.java.net/",
      "description": "OpenJDK Java runtime, using Hotspot JIT (headless)"
    }
  ],
  "_vignettes": [
    {
      "source": "DQAstats2SHIPdataset.qmd",
      "filename": "DQAstats2SHIPdataset.html",
      "title": "DQAstats2SHIPdataset",
      "engine": "quarto::html",
      "headings": [],
      "created": "2024-06-03 15:07:27",
      "modified": "2025-03-26 10:56:56",
      "commits": 5
    }
  ],
  "_score": 6.385606273598312,
  "_indexed": true,
  "_nocasepkg": "dqastats",
  "_universes": [
    "miracum",
    "kapsner"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.3.9",
      "date": "2026-05-12T14:39:50.000Z",
      "distro": "noble",
      "commit": "b43ee987df0913c0f74b86885788be4004403293",
      "fileid": "e072757046c242e4a30c0c3d58efacbb4da6291cd638aefb1956bb2ca3083515",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/miracum/actions/runs/25741322882"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.3.9",
      "date": "2026-05-12T14:40:13.000Z",
      "distro": "noble",
      "commit": "b43ee987df0913c0f74b86885788be4004403293",
      "fileid": "d027125bb4f8fb1142814529c417013a44ecf48630c3df4b42e22c2fbcebf855",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/miracum/actions/runs/25741322882"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.3.9",
      "date": "2026-05-12T14:39:34.000Z",
      "commit": "b43ee987df0913c0f74b86885788be4004403293",
      "fileid": "3d4a0fb13bd703ed8ee559895a6a40773c453bb8a2cb1d4e434f2379c2dfd0b2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/miracum/actions/runs/25741322882"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.3.9",
      "date": "2026-05-12T14:39:02.000Z",
      "commit": "b43ee987df0913c0f74b86885788be4004403293",
      "fileid": "1d2c3dcaf32d3a2feff426dc04c6734c6c6039ee22e138668f199a07e4d506ed",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/miracum/actions/runs/25741322882"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.3.9",
      "date": "2026-05-12T14:38:43.000Z",
      "commit": "b43ee987df0913c0f74b86885788be4004403293",
      "fileid": "dafa629cd99593d7ee6c7e2ffc0ee13c5a1d7c0e4eeb27625297e9a7af827e3d",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/miracum/actions/runs/25741322882"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.3.9",
      "date": "2026-05-12T14:38:36.000Z",
      "commit": "b43ee987df0913c0f74b86885788be4004403293",
      "fileid": "ae5f37125806e14cdf1b8779806cb754e194ddff55449601dca6cac6004afcfb",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/miracum/actions/runs/25741322882"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.3.9",
      "date": "2026-05-12T14:38:50.000Z",
      "commit": "b43ee987df0913c0f74b86885788be4004403293",
      "fileid": "6ce30f67053808d13f8d6de276725ac0ea2128e5ab1531448374cd612eeaa8bf",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/miracum/actions/runs/25741322882"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.3.9",
      "date": "2026-05-22T10:26:06.000Z",
      "commit": "b43ee987df0913c0f74b86885788be4004403293",
      "fileid": "4bd58da3700cc20a9984c4d49ef3244d7e67187e02dfac353825446c0f04b8c7",
      "status": "success",
      "buildurl": "https://github.com/r-universe/miracum/actions/runs/25741322882"
    }
  ]
}