{ "_id": "6a104807acfb0bcc41c9f187", "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://davzim.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": "2026-05-10 09:18:03 UTC", "User": "root" }, "Author": "David Zimmermann-Kollenda [aut, cre],\nBeniamino Green [ctb]", "Maintainer": "David Zimmermann-Kollenda ", "MD5sum": "949603b7b2b85d97ce1b26d86377a384", "_user": "davzim", "_type": "src", "_file": "dataverifyr_0.1.11.tar.gz", "_fileid": "aef64d52ca005fad486821b303c87d042ce95b44d5ceadb6ef32996ce3ec6190", "_filesize": 216636, "_sha256": "aef64d52ca005fad486821b303c87d042ce95b44d5ceadb6ef32996ce3ec6190", "_created": "2026-05-10T09:18:03.000Z", "_published": "2026-05-22T12:11:51.125Z", "_distro": "noble", "_jobs": [ { "job": 77376830748, "time": 122, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "6902611026" }, { "job": 77376831323, "time": 126, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6902610770" }, { "job": 77376831032, "time": 134, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "6902676703" }, { "job": 77376831516, "time": 146, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6902689976" }, { "job": 77376830632, "time": 178, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6902599013" }, { "job": 77376830571, "time": 102, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7160161550" }, { "job": 77376831163, "time": 251, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "6902622584" }, { "job": 77376831130, "time": 220, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "6902619636" }, { "job": 77376830816, "time": 215, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "6902619101" } ], "_buildurl": "https://github.com/r-universe/davzim/actions/runs/25624953225", "_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": true, "_usedby": 0, "_updates": [ { "week": "2026-13", "n": 2 }, { "week": "2026-15", "n": 2 } ], "_tags": [], "_topics": [ "verification" ], "_stars": 29, "_contributors": [ { "user": "davzim", "count": 49, "uuid": 15910496 }, { "user": "beniaminogreen", "count": 7, "uuid": 50080644 } ], "_userbio": { "uuid": 15910496, "type": "user", "name": "DavZim" }, "_downloads": { "count": 594, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/dataverifyr" }, "_devurl": "https://github.com/davzim/dataverifyr", "_pkgdown": "https://davzim.github.io/dataverifyr/", "_searchresults": 6, "_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": 4.4623979978989565, "_indexed": true, "_nocasepkg": "dataverifyr", "_universes": [ "davzim" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.11", "date": "2026-05-10T09:20:08.000Z", "distro": "noble", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "69021d4278beb5de71223b774e39b967a4a20ebf57cc23803f2547b1721dd887", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davzim/actions/runs/25624953225" }, { "r": "4.6.0", "os": "linux", "version": "0.1.11", "date": "2026-05-10T09:20:06.000Z", "distro": "noble", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "03349303a3021f6b6e803cbec6eb9ff1786c5b60d219530abf3467dc5cc92f1f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davzim/actions/runs/25624953225" }, { "r": "4.5.3", "os": "mac", "version": "0.1.11", "date": "2026-05-10T09:31:58.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "b7262ad46a72800c13de43362d9d2676504894a1e6bf512d8cb37e00fba3c7ae", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davzim/actions/runs/25624953225" }, { "r": "4.6.0", "os": "mac", "version": "0.1.11", "date": "2026-05-10T09:34:05.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "486a9a5ac7cddcb3c0e69b1d0e743f2ec472a13b3c0c401207d70227a821deb7", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davzim/actions/runs/25624953225" }, { "r": "4.7.0", "os": "win", "version": "0.1.11", "date": "2026-05-10T09:22:08.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "a4282de56066e617b6b248ddd7c80c838b5088e8c283db04dddcfb527040bb99", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davzim/actions/runs/25624953225" }, { "r": "4.5.3", "os": "win", "version": "0.1.11", "date": "2026-05-10T09:21:34.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "2e0db0419a5cb9337a971dc882868dd8a9f4e931def614fa12f05847035bfceb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davzim/actions/runs/25624953225" }, { "r": "4.6.0", "os": "win", "version": "0.1.11", "date": "2026-05-10T09:21:27.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "6aeddaa351fad79d888b7d4a44987ab1a5e3d27c91b4e892930dc0df973160da", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davzim/actions/runs/25624953225" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.11", "date": "2026-05-22T12:11:35.000Z", "commit": "420f9c064c64c466f31556c399d5957b5d92dabc", "fileid": "e4f8d4c0b01ad845899421a44a95469f14a7477fa9e5a31d5eb4b61393ffcdde", "status": "success", "buildurl": "https://github.com/r-universe/davzim/actions/runs/25624953225" } ] }