{
  "_id": "6a1fef35b401979e7344184a",
  "Package": "benford.analysis",
  "Type": "Package",
  "Title": "Benford Analysis for Data Validation and Forensic Analytics",
  "Version": "0.1.5",
  "Author": "Carlos Cinelli",
  "Maintainer": "Carlos Cinelli <carloscinelli@hotmail.com>",
  "Description": "Provides tools that make it easier to validate data using\nBenford's Law.",
  "License": "GPL-3",
  "URL": "http://github.com/carloscinelli/benford.analysis",
  "BugReports": "http://github.com/carloscinelli/benford.analysis/issues",
  "RoxygenNote": "6.1.1",
  "Repository": "https://carloscinelli.r-universe.dev",
  "Date/Publication": "2019-08-24 05:04:03 UTC",
  "RemoteUrl": "https://github.com/carloscinelli/benford.analysis",
  "RemoteRef": "HEAD",
  "RemoteSha": "31a98c4fafaf801322a933a64700a9cf697f5ec1",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-03 09:04:09 UTC",
    "User": "root"
  },
  "MD5sum": "eafbe0a6896b17002210d92538250bfb",
  "_user": "carloscinelli",
  "_type": "src",
  "_file": "benford.analysis_0.1.5.tar.gz",
  "_fileid": "b2e9866638fbbfccd63c74cf672d1fdc109004e819c2c597daa050d2ed25d828",
  "_filesize": 3217338,
  "_sha256": "b2e9866638fbbfccd63c74cf672d1fdc109004e819c2c597daa050d2ed25d828",
  "_created": "2026-06-03T09:04:09.000Z",
  "_published": "2026-06-03T09:09:09.137Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79259065765,
      "time": 117,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7380253729"
    },
    {
      "job": 79259065814,
      "time": 112,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7380252094"
    },
    {
      "job": 79259065766,
      "time": 196,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7380296315"
    },
    {
      "job": 79259065890,
      "time": 207,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7380291219"
    },
    {
      "job": 79258456800,
      "time": 211,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7380210131"
    },
    {
      "job": 79259065725,
      "time": 96,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7380245996"
    },
    {
      "job": 79259065865,
      "time": 105,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7380249263"
    },
    {
      "job": 79259065817,
      "time": 82,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7380240531"
    },
    {
      "job": 79259065843,
      "time": 71,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7380237463"
    }
  ],
  "_buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/26874564774",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/carloscinelli/benford.analysis",
  "_commit": {
    "id": "31a98c4fafaf801322a933a64700a9cf697f5ec1",
    "author": "Carlos Cinelli <carloslkcinelli@gmail.com>",
    "committer": "GitHub <noreply@github.com>",
    "message": "Merge pull request #37 from rafaelslins/repair_plots\n\nargument multiple: solving problems",
    "time": 1566623043
  },
  "_maintainer": {
    "name": "Carlos Cinelli",
    "email": "carloscinelli@hotmail.com",
    "login": "carloscinelli",
    "twitter": "@analisereal",
    "description": "",
    "uuid": 5638899
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.0.0",
      "role": "Depends"
    },
    {
      "package": "data.table",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    }
  ],
  "_owner": "carloscinelli",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 65,
  "_contributors": [
    {
      "user": "carloscinelli",
      "count": 55,
      "uuid": 5638899
    },
    {
      "user": "rafaelslins",
      "count": 26,
      "uuid": 32871616
    },
    {
      "user": "jangorecki",
      "count": 1,
      "uuid": 3627377
    }
  ],
  "_userbio": {
    "uuid": 5638899,
    "type": "user",
    "name": "Carlos Cinelli"
  },
  "_downloads": {
    "count": 466,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/benford.analysis"
  },
  "_devurl": "https://github.com/carloscinelli/benford.analysis",
  "_searchresults": 92,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/benford.analysis.html",
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/carloscinelli/benford.analysis",
  "_realowner": "carloscinelli",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1",
      "date": "2014-01-22"
    },
    {
      "version": "0.1.1",
      "date": "2014-05-01"
    },
    {
      "version": "0.1.2.1",
      "date": "2015-10-07"
    },
    {
      "version": "0.1.3",
      "date": "2015-11-17"
    },
    {
      "version": "0.1.4",
      "date": "2016-05-08"
    },
    {
      "version": "0.1.4.1",
      "date": "2017-03-22"
    },
    {
      "version": "0.1.5",
      "date": "2018-12-21"
    }
  ],
  "_exports": [
    "benford",
    "chisq",
    "dfactor",
    "duplicatesTable",
    "extract.digits",
    "getBfd",
    "getData",
    "getDigits",
    "getDuplicates",
    "getSuspects",
    "ks",
    "last.two.digits",
    "MAD",
    "mantissa",
    "marc",
    "p.these.digits",
    "p.this.digit.at.n",
    "suspectsTable"
  ],
  "_datasets": [
    {
      "name": "census.2000_2010",
      "title": "Population data - US - 2000 and 2010",
      "object": "census.2000_2010",
      "file": "census.2000_2010.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "fips",
        "name",
        "area",
        "pop.2000",
        "pop.2010"
      ],
      "rows": 3143,
      "table": true,
      "tojson": true
    },
    {
      "name": "census.2009",
      "title": "Population data of Towns and Cities of the US - 2009",
      "object": "census.2009",
      "file": "census.2009.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "state",
        "town",
        "pop.2009"
      ],
      "rows": 19509,
      "table": true,
      "tojson": true
    },
    {
      "name": "corporate.payment",
      "title": "Corporate payments of a West Coast utility company - 2010",
      "object": "corporate.payment",
      "file": "corporate.payment.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "VendorNum",
        "Date",
        "InvNum",
        "Amount"
      ],
      "rows": 189470,
      "table": true,
      "tojson": true
    },
    {
      "name": "fibonacci.500",
      "title": "The first 500 Fibonacci numbers.",
      "object": "fibonacci.500",
      "file": "fibonacci.500.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "sequence"
      ],
      "rows": 500,
      "table": true,
      "tojson": true
    },
    {
      "name": "gm.payments",
      "title": "General Motors payments.",
      "object": "gm.payments",
      "file": "gm.payments.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Amount"
      ],
      "rows": 15300,
      "table": true,
      "tojson": true
    },
    {
      "name": "journal.entry",
      "title": "Journal entries in a company's accounting system.",
      "object": "journal.entry",
      "file": "journal.entry.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Amount"
      ],
      "rows": 154935,
      "table": true,
      "tojson": true
    },
    {
      "name": "lakes.perimeter",
      "title": "Perimeter of lakes around the world",
      "object": "lakes.perimeter",
      "file": "lakes.perimeter.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "perimeter.km"
      ],
      "rows": 248607,
      "table": true,
      "tojson": true
    },
    {
      "name": "madoff.returns",
      "title": "The potential amount of the exposure of a partial list released by Wall Street Journal (WSJ) of the Madoff victims - 2009.",
      "object": "madoff.returns",
      "file": "madoff.returns.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Amount"
      ],
      "rows": 215,
      "table": true,
      "tojson": true
    },
    {
      "name": "purchasing.cards.2010",
      "title": "Purchasing cards transactions - 2010.",
      "object": "purchasing.cards.2010",
      "file": "purchasing.cards.2010.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "CARDNUM",
        "DATE",
        "MERCHNUM",
        "MERCHDESCRIPTION",
        "MERCHSTATE",
        "MERCHZIP",
        "TRANSTYPE",
        "AMOUNT"
      ],
      "rows": 95076,
      "table": true,
      "tojson": true
    },
    {
      "name": "sino.forest",
      "title": "Financial Statements of Sino Forest Corporation's 2010 Report",
      "object": "sino.forest",
      "file": "sino.forest.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "value"
      ],
      "rows": 772,
      "table": true,
      "tojson": true
    },
    {
      "name": "streamflow",
      "title": "Annual average flows.",
      "object": "streamflow",
      "file": "streamflow.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Amount"
      ],
      "rows": 457440,
      "table": true,
      "tojson": true
    },
    {
      "name": "taxable.incomes.1978",
      "title": "Taxable Income 1978",
      "object": "taxable.incomes.1978",
      "file": "taxable.incomes.1978.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "taxIncomes"
      ],
      "rows": 157518,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "benford",
      "title": "Benford Analysis of a dataset",
      "topics": [
        "benford"
      ]
    },
    {
      "page": "benford.analysis",
      "title": "Benford Analysis for data validation and forensic analytics",
      "topics": [
        "benford.analysis-package",
        "benford.analysis"
      ]
    },
    {
      "page": "census.2000_2010",
      "title": "Population data - US - 2000 and 2010",
      "topics": [
        "census.2000_2010"
      ]
    },
    {
      "page": "census.2009",
      "title": "Population data of Towns and Cities of the US - 2009",
      "topics": [
        "census.2009"
      ]
    },
    {
      "page": "chisq",
      "title": "Gets the Chi-squared test of a Benford object",
      "topics": [
        "chisq"
      ]
    },
    {
      "page": "corporate.payment",
      "title": "Corporate payments of a West Coast utility company - 2010",
      "topics": [
        "corporate.payment"
      ]
    },
    {
      "page": "dfactor",
      "title": "Gets the Distortion Factor of a Benford object",
      "topics": [
        "dfactor"
      ]
    },
    {
      "page": "duplicatesTable",
      "title": "Shows the duplicates of the data",
      "topics": [
        "duplicatesTable"
      ]
    },
    {
      "page": "extract.digits",
      "title": "Extracts the leading digits from the data",
      "topics": [
        "extract.digits"
      ]
    },
    {
      "page": "fibonacci.500",
      "title": "The first 500 Fibonacci numbers.",
      "topics": [
        "fibonacci.500"
      ]
    },
    {
      "page": "getBfd",
      "title": "Gets the the statistics of the first Digits of a benford object",
      "topics": [
        "getBfd"
      ]
    },
    {
      "page": "getData",
      "title": "Gets the data used of a Benford object",
      "topics": [
        "getData"
      ]
    },
    {
      "page": "getDigits",
      "title": "Gets the data starting with some specific digits",
      "topics": [
        "getDigits"
      ]
    },
    {
      "page": "getDuplicates",
      "title": "Gets the duplicates from data",
      "topics": [
        "getDuplicates"
      ]
    },
    {
      "page": "getSuspects",
      "title": "Gets the 'suspicious' observations according to Benford's Law",
      "topics": [
        "getSuspects"
      ]
    },
    {
      "page": "gm.payments",
      "title": "General Motors payments.",
      "topics": [
        "gm.payments"
      ]
    },
    {
      "page": "journal.entry",
      "title": "Journal entries in a company's accounting system.",
      "topics": [
        "journal.entry"
      ]
    },
    {
      "page": "ks",
      "title": "Gets the Kolmogorov-Smirnov test of a Benford object",
      "topics": [
        "ks"
      ]
    },
    {
      "page": "lakes.perimeter",
      "title": "Perimeter of lakes around the world",
      "topics": [
        "lakes.perimeter"
      ]
    },
    {
      "page": "last.two.digits",
      "title": "Extracts the last two digits from the data",
      "topics": [
        "last.two.digits"
      ]
    },
    {
      "page": "MAD",
      "title": "Gets the MAD of a Benford object",
      "topics": [
        "MAD"
      ]
    },
    {
      "page": "MAD.conformity",
      "title": "MAD conformity to Benford's Law using the MAD",
      "topics": [
        "MAD.conformity"
      ]
    },
    {
      "page": "madoff.returns",
      "title": "The potential amount of the exposure of a partial list released by Wall Street Journal (WSJ) of the Madoff victims - 2009.",
      "topics": [
        "madoff.returns"
      ]
    },
    {
      "page": "mantissa",
      "title": "Gets the main stats of the Mantissa of a Benford object",
      "topics": [
        "mantissa"
      ]
    },
    {
      "page": "marc",
      "title": "Gets the Mantissa Arc test of a Benford object",
      "topics": [
        "marc"
      ]
    },
    {
      "page": "p.these.digits",
      "title": "Probability of a digit sequence",
      "topics": [
        "p.these.digits"
      ]
    },
    {
      "page": "p.this.digit.at.n",
      "title": "Probability of a digit at the nth position",
      "topics": [
        "p.this.digit.at.n"
      ]
    },
    {
      "page": "plot.Benford",
      "title": "Plot method for Benford Analysis",
      "topics": [
        "plot.Benford"
      ]
    },
    {
      "page": "print.Benford",
      "title": "Print method for Benford Analysis",
      "topics": [
        "print.Benford"
      ]
    },
    {
      "page": "purchasing.cards.2010",
      "title": "Purchasing cards transactions - 2010.",
      "topics": [
        "purchasing.cards.2010"
      ]
    },
    {
      "page": "sino.forest",
      "title": "Financial Statements of Sino Forest Corporation's 2010 Report",
      "topics": [
        "sino.forest"
      ]
    },
    {
      "page": "streamflow",
      "title": "Annual average flows.",
      "topics": [
        "streamflow"
      ]
    },
    {
      "page": "suspectsTable",
      "title": "Shows the first digits ordered by the mains discrepancies from Benford's Law",
      "topics": [
        "suspectsTable"
      ]
    },
    {
      "page": "taxable.incomes.1978",
      "title": "Taxable Income 1978",
      "topics": [
        "taxable.incomes.1978"
      ]
    }
  ],
  "_readme": "https://github.com/carloscinelli/benford.analysis/raw/HEAD/README.md",
  "_rundeps": [
    "data.table"
  ],
  "_score": 5.77670118398841,
  "_indexed": true,
  "_nocasepkg": "benford.analysis",
  "_universes": [
    "carloscinelli"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.5",
      "date": "2026-06-03T09:06:06.000Z",
      "distro": "noble",
      "commit": "31a98c4fafaf801322a933a64700a9cf697f5ec1",
      "fileid": "b3466c0c0b35ff8b073c2f735be133b117cfc7923944eea143156910456d9f82",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/26874564774"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.1.5",
      "date": "2026-06-03T09:06:04.000Z",
      "distro": "noble",
      "commit": "31a98c4fafaf801322a933a64700a9cf697f5ec1",
      "fileid": "b9ba20ef268cebea5e1cd8b441c3cf628b205028e06ef2bab083dfd0fc7eb22a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/26874564774"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.5",
      "date": "2026-06-03T09:08:07.000Z",
      "commit": "31a98c4fafaf801322a933a64700a9cf697f5ec1",
      "fileid": "15ce6d8be90eb063462cbf87efaf8cef3a39bcde79d2fcb7258682c90de8fbba",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/26874564774"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.1.5",
      "date": "2026-06-03T09:07:48.000Z",
      "commit": "31a98c4fafaf801322a933a64700a9cf697f5ec1",
      "fileid": "d0e6e5e97ce78957e6a285ffa62835667b083d56fb19c25ccd39d17d0f8cec8f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/26874564774"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.5",
      "date": "2026-06-03T09:06:06.000Z",
      "commit": "31a98c4fafaf801322a933a64700a9cf697f5ec1",
      "fileid": "47c9b3fce3e2d05e5cc2958b2ba65dd5ed2f0b8400c577ab6ce57d260c75541c",
      "status": "success",
      "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/26874564774"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.5",
      "date": "2026-06-03T09:05:52.000Z",
      "commit": "31a98c4fafaf801322a933a64700a9cf697f5ec1",
      "fileid": "85e56409519a7ceea07d92dec6d770a42ac351466beb0cac55cb1931a2f00edc",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/26874564774"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.1.5",
      "date": "2026-06-03T09:05:22.000Z",
      "commit": "31a98c4fafaf801322a933a64700a9cf697f5ec1",
      "fileid": "edc3247bf46001a9e1a6cf9584658c60f60f4864a5b267a208c54228eff8ee48",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/26874564774"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.1.5",
      "date": "2026-06-03T09:05:17.000Z",
      "commit": "31a98c4fafaf801322a933a64700a9cf697f5ec1",
      "fileid": "498cd1535a798ab33a2c2fd64a8e960460796ab958e75c4add2af3b00308de1f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/26874564774"
    }
  ]
}