{
  "_id": "6a4f438721b18e15484ffdd5",
  "Package": "dataverifyr",
  "Type": "Package",
  "Title": "A Lightweight, Flexible, and Fast Data Validation Package that\nCan Handle All Sizes of Data",
  "Version": "0.1.11",
  "Authors@R": "c(\nperson(given = \"David\",\nfamily = \"Zimmermann-Kollenda\",\nrole = c(\"aut\",\"cre\"),\nemail = \"david_j_zimmermann@hotmail.com\"),\nperson(given = \"Beniamino\",\nfamily = \"Green\",\nrole = \"ctb\",\nemail = \"beniamino.green@tutanota.com\")\n)",
  "Description": "Allows you to define rules which can be used to verify a\ngiven dataset. The package acts as a thin wrapper around more\npowerful data packages such as 'dplyr', 'data.table', 'arrow',\nand 'DBI' ('SQL'), which do the heavy lifting.",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/DavZim/dataverifyr,\nhttps://davzim.github.io/dataverifyr/",
  "BugReports": "https://github.com/DavZim/dataverifyr/issues",
  "Config/testthat/edition": "3",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.3",
  "Repository": "https://nmrgroup.r-universe.dev",
  "Date/Publication": "2026-04-10 18:04:42 UTC",
  "RemoteUrl": "https://github.com/DavZim/dataverifyr",
  "RemoteRef": "HEAD",
  "RemoteSha": "420f9c064c64c466f31556c399d5957b5d92dabc",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-07-09 06:42:23 UTC",
    "User": "root"
  },
  "Author": "David Zimmermann-Kollenda [aut, cre],\nBeniamino Green [ctb]",
  "Maintainer": "David Zimmermann-Kollenda <david_j_zimmermann@hotmail.com>",
  "_user": "nmrgroup",
  "_type": "src",
  "_file": "dataverifyr_0.1.11.tar.gz",
  "_fileid": "https://r2.ropensci.org/01fb31c6b3bbcefade3daf87e6ac46c3bfcfc68b02c2bf34746eebf9e03a42fd",
  "_filesize": 217422,
  "_sha256": "01fb31c6b3bbcefade3daf87e6ac46c3bfcfc68b02c2bf34746eebf9e03a42fd",
  "_expires": "2026-10-17T06:45:25.000Z",
  "_created": "2026-07-09T06:42:23.000Z",
  "_published": "2026-07-09T06:45:27.296Z",
  "_jobs": [
    {
      "job": 86056213731,
      "time": 129,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8191010516"
    },
    {
      "job": 86056213799,
      "time": 136,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8191012362"
    },
    {
      "job": 86056213737,
      "time": 112,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8191005969"
    },
    {
      "job": 86056213739,
      "time": 109,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8191005253"
    },
    {
      "job": 86055698055,
      "time": 212,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8190973913"
    },
    {
      "job": 86056213717,
      "time": 102,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "8191003160"
    },
    {
      "job": 86056213753,
      "time": 72,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8190994884"
    },
    {
      "job": 86056213745,
      "time": 88,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8190999161"
    },
    {
      "job": 86056213767,
      "time": 88,
      "config": "windows-release",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8190999340"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/28999217830",
  "_status": "success",
  "_upstream": "https://github.com/DavZim/dataverifyr",
  "_commit": {
    "id": "420f9c064c64c466f31556c399d5957b5d92dabc",
    "author": "David Zimmermann-Kollenda <david-zimmermann@hotmail.de>",
    "committer": "David Zimmermann-Kollenda <david-zimmermann@hotmail.de>",
    "message": "remove |> for variable assignments + better URL links\n",
    "time": 1775844282
  },
  "_maintainer": {
    "name": "David Zimmermann-Kollenda",
    "email": "david_j_zimmermann@hotmail.com"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "yaml",
      "role": "Imports"
    },
    {
      "package": "arrow",
      "role": "Suggests"
    },
    {
      "package": "data.table",
      "role": "Suggests"
    },
    {
      "package": "DBI",
      "role": "Suggests"
    },
    {
      "package": "dplyr",
      "role": "Suggests"
    },
    {
      "package": "dbplyr",
      "role": "Suggests"
    },
    {
      "package": "duckdb",
      "version": ">= 1.5.1",
      "role": "Suggests"
    },
    {
      "package": "RSQLite",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    }
  ],
  "_owner": "davzim",
  "_selfowned": false,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-13",
      "n": 2
    },
    {
      "week": "2026-15",
      "n": 2
    }
  ],
  "_tags": [],
  "_topics": [
    "verification"
  ],
  "_stars": 30,
  "_contributors": [
    {
      "user": "davzim",
      "count": 49,
      "uuid": 15910496
    },
    {
      "user": "beniaminogreen",
      "count": 7,
      "uuid": 50080644
    }
  ],
  "_userbio": {
    "uuid": 86622210,
    "type": "organization",
    "name": "NMRgroup",
    "followers": 0
  },
  "_downloads": {
    "count": 549,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/dataverifyr"
  },
  "_devurl": "https://github.com/davzim/dataverifyr",
  "_pkgdown": "https://davzim.github.io/dataverifyr/",
  "_searchresults": 3,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/dataverifyr.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "LICENSE",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/davzim/dataverifyr",
  "_realowner": "davzim",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.4",
      "date": "2023-04-25"
    },
    {
      "version": "0.1.5",
      "date": "2023-05-02"
    },
    {
      "version": "0.1.8",
      "date": "2024-01-10"
    },
    {
      "version": "0.1.11",
      "date": "2026-04-10"
    }
  ],
  "_exports": [
    "check_data",
    "data_column",
    "describe",
    "detect_backend",
    "filter_fails",
    "plot_res",
    "read_rules",
    "reference_rule",
    "rule",
    "ruleset",
    "sample_data",
    "write_rules"
  ],
  "_help": [
    {
      "page": "bind_rules",
      "title": "Programatically Combine a List of Rules and Rulesets into a Single Ruleset",
      "topics": [
        "bind_rules"
      ]
    },
    {
      "page": "check_data",
      "title": "Checks if a dataset confirms to a given set of rules",
      "topics": [
        "check_data"
      ]
    },
    {
      "page": "data_column",
      "title": "Define a Column Specification for Schema Checks",
      "topics": [
        "data_column"
      ]
    },
    {
      "page": "dataverifyr_plus",
      "title": "Add Rules and Rulesets Together",
      "topics": [
        "+.rule",
        "+.ruleset",
        "datavarifyr_plus",
        "dataverifyr_plus"
      ]
    },
    {
      "page": "describe",
      "title": "Describes a dataset",
      "topics": [
        "describe"
      ]
    },
    {
      "page": "detect_backend",
      "title": "Detects the backend which will be used for checking the rules",
      "topics": [
        "detect_backend"
      ]
    },
    {
      "page": "filter_fails",
      "title": "Filters a result dataset for the values that failed the verification",
      "topics": [
        "filter_fails"
      ]
    },
    {
      "page": "plot_res",
      "title": "Visualize the results of a data validation",
      "topics": [
        "plot_res"
      ]
    },
    {
      "page": "reference_rule",
      "title": "Define a Relational Reference Rule",
      "topics": [
        "reference_rule"
      ]
    },
    {
      "page": "rule",
      "title": "Creates a single data rule",
      "topics": [
        "print.rule",
        "rule"
      ]
    },
    {
      "page": "ruleset",
      "title": "Creates a set of rules",
      "topics": [
        "print.ruleset",
        "ruleset"
      ]
    },
    {
      "page": "sample_data",
      "title": "Sample Orders Dataset for Examples and Tests",
      "topics": [
        "sample_data"
      ]
    },
    {
      "page": "write_rules",
      "title": "Read and write rules to a yaml file",
      "topics": [
        "read_rules",
        "write_rules"
      ]
    }
  ],
  "_readme": "https://github.com/DavZim/dataverifyr/raw/HEAD/README.md",
  "_rundeps": [
    "yaml"
  ],
  "_score": 4.477121254719663,
  "_indexed": false,
  "_nocasepkg": "dataverifyr",
  "_universes": [
    "nmrgroup"
  ],
  "_indexurl": "https://davzim.r-universe.dev/dataverifyr",
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.11",
      "date": "2026-07-09T06:44:35.000Z",
      "distro": "resolute",
      "commit": "420f9c064c64c466f31556c399d5957b5d92dabc",
      "fileid": "https://r2.ropensci.org/80d895e598a26097eea211fac93eac87067e5b86b3911292b0da747ec11b3624",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/28999217830"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.11",
      "date": "2026-07-09T06:44:41.000Z",
      "distro": "resolute",
      "commit": "420f9c064c64c466f31556c399d5957b5d92dabc",
      "fileid": "https://r2.ropensci.org/b0df7bc365e7dc578e5816fae0ba1b04ac353d65da9a6b3178585593fb73f0e3",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/28999217830"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.11",
      "date": "2026-07-09T06:44:16.000Z",
      "commit": "420f9c064c64c466f31556c399d5957b5d92dabc",
      "fileid": "https://r2.ropensci.org/429139561978697b5762c41d75d0131a657e85cbed532815d63c36c5ebc4024f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/28999217830"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.1.11",
      "date": "2026-07-09T06:44:18.000Z",
      "commit": "420f9c064c64c466f31556c399d5957b5d92dabc",
      "fileid": "https://r2.ropensci.org/37159cdb4ad682b4dcda16c1f3196deb6ef30a07cff1be6e5653c50c94e73c15",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/28999217830"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.11",
      "date": "2026-07-09T06:44:24.000Z",
      "commit": "420f9c064c64c466f31556c399d5957b5d92dabc",
      "fileid": "https://r2.ropensci.org/4d040fa14209c3db09a7fad02675831d2de3a177988889bd2511cf2f835f2d62",
      "status": "success",
      "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/28999217830"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.11",
      "date": "2026-07-09T06:43:33.000Z",
      "commit": "420f9c064c64c466f31556c399d5957b5d92dabc",
      "fileid": "https://r2.ropensci.org/10f79f0f3531b103a60ac7eada5ef8627a2a010159b18408ea17e6f9291b1084",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/28999217830"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.1.11",
      "date": "2026-07-09T06:43:47.000Z",
      "commit": "420f9c064c64c466f31556c399d5957b5d92dabc",
      "fileid": "https://r2.ropensci.org/eb118f7df575461ab2872399ce7e2732de7fba5af3a99cc7e419f28c0069538a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/28999217830"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.11",
      "date": "2026-07-09T06:43:47.000Z",
      "commit": "420f9c064c64c466f31556c399d5957b5d92dabc",
      "fileid": "https://r2.ropensci.org/59c46f44f82d6ae73c510bcdf0eb2da35d314cbced94dbf30759d63d7fc7afa1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/28999217830"
    }
  ]
}