{ "_id": "6a27b79124555f66ed539573", "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": "2026-06-09 06:25:00 UTC", "User": "root" }, "Author": "David Zimmermann-Kollenda [aut, cre],\nBeniamino Green [ctb]", "Maintainer": "David Zimmermann-Kollenda ", "MD5sum": "4e69b56caef6180ee244b00e14486e3b", "_user": "nmrgroup", "_type": "src", "_file": "dataverifyr_0.1.11.tar.gz", "_fileid": "b57f25488012fb988d0b22b10d99703b573554076d3065f7a3cfee626f254ef8", "_filesize": 214152, "_sha256": "b57f25488012fb988d0b22b10d99703b573554076d3065f7a3cfee626f254ef8", "_created": "2026-06-09T06:25:00.000Z", "_published": "2026-06-09T06:49:53.062Z", "_distro": "noble", "_jobs": [ { "job": 80261338117, "time": 175, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7500080668" }, { "job": 80261338126, "time": 121, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7500066236" }, { "job": 80261338116, "time": 111, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7500436122" }, { "job": 80261338118, "time": 125, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7500403760" }, { "job": 80260963619, "time": 169, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7500034075" }, { "job": 80261338105, "time": 103, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7500061850" }, { "job": 80261338161, "time": 141, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7500072003" }, { "job": 80261338153, "time": 85, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7500057174" }, { "job": 80261338122, "time": 81, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7500055821" } ], "_buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/27187898633", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/DavZim/dataverifyr", "_commit": { "id": "420f9c064c64c466f31556c399d5957b5d92dabc", "author": "David Zimmermann-Kollenda ", "committer": "David Zimmermann-Kollenda ", "message": "remove |> for variable assignments + better URL links\n", "time": 1775844282 }, "_maintainer": { "name": "David Zimmermann-Kollenda", "email": "david_j_zimmermann@hotmail.com" }, "_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" }, "_downloads": { "count": 505, "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": "4.6.0", "_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", "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": "2026-06-09T06:27:45.000Z", "distro": "noble", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "b3ec10eb03fea33dc5d887f2d79aa253e2c100f61c3d8abd9e1e20db7db552ec", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/27187898633" }, { "r": "4.6.0", "os": "linux", "version": "0.1.11", "date": "2026-06-09T06:26:57.000Z", "distro": "noble", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "c18ae98b079f50b77451f47bc8935258b41426ebe0a90d0a56f28677275063d9", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/27187898633" }, { "r": "4.5.3", "os": "mac", "version": "0.1.11", "date": "2026-06-09T06:49:15.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "2ecc60a9fd607179801cfbf8f495cdb0c3c8b3277923b6b5e54cdd292222ccb5", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/27187898633" }, { "r": "4.6.0", "os": "mac", "version": "0.1.11", "date": "2026-06-09T06:47:16.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "4f92c34f133bb090ea3736661642c3fecffe484c569f2a16fc9f45e3dc77182d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/27187898633" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.11", "date": "2026-06-09T06:26:57.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "cfaaa02b3b528bfc4c22c1ba2420e65225524b92bcc718900afd3add44a63aae", "status": "success", "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/27187898633" }, { "r": "4.7.0", "os": "win", "version": "0.1.11", "date": "2026-06-09T06:27:02.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "49cbe1fbd175266eaf42934bfb02aae2a2c4cf7088c66e36185172e79f7f021b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/27187898633" }, { "r": "4.5.3", "os": "win", "version": "0.1.11", "date": "2026-06-09T06:26:12.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "338ce664bcaa516011f71939c374aa6ec918a32cb0a2c3c22e12404980594b57", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/27187898633" }, { "r": "4.6.0", "os": "win", "version": "0.1.11", "date": "2026-06-09T06:26:06.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "0e8c211ed74fa527d3391607ad1c3611a05fb2e91f2528e0e57fc7a6e4c4f734", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/nmrgroup/actions/runs/27187898633" } ] }