{
  "_id": "6a1ef7cdb401979e734179fc",
  "Package": "verification",
  "Version": "1.45",
  "Date": "2025-08-11",
  "Title": "Weather Forecast Verification",
  "Authors@R": "c(person(\"Eric\", \"Gilleland\", role = c(\"aut\",\"cre\"), email = \"eric.gilleland@colostate.edu\", comment = c(ORCID=\"0000-0002-8058-7643\") ),\nperson(\"Matt\", \"Pocernich\", role = \"ctb\", email = \"matt_pocernich@hotmail.com\" ),\nperson(\"Sabrina\", \"Wahl\", role = \"ctb\", email = \"sabrina.wahl@dwd.de\"),\nperson( \"Ronald\", \"Frenette\", role = \"ctb\", email = \"Ronald.Frenette@ec.gc.ca\") )",
  "Author": "Eric Gilleland [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-8058-7643>), Matt Pocernich [ctb],\nSabrina Wahl [ctb], Ronald Frenette [ctb]",
  "Maintainer": "Eric Gilleland <eric.gilleland@colostate.edu>",
  "Description": "Utilities for verifying discrete, continuous and\nprobabilistic forecasts, and forecasts expressed as parametric\ndistributions are included.",
  "License": "GPL (>= 2)",
  "LazyData": "yes",
  "Packaged": {
    "Date": "2026-05-19 06:13:32 UTC",
    "User": "root"
  },
  "NeedsCompilation": "no",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2025-08-21 13:30:02 UTC",
  "RemoteUrl": "https://github.com/cran/verification",
  "RemoteRef": "HEAD",
  "RemoteSha": "47900d917e0aa7ce474557a7b719ec5d2054ac84",
  "MD5sum": "f9904c7208d3f5d2de987b67a5328dd8",
  "_user": "cran",
  "_type": "src",
  "_file": "verification_1.45.tar.gz",
  "_fileid": "53a17cbd25618dcf44f2b0d0f06fe5e44871d404f05082dffb75ff4b39737e48",
  "_filesize": 1156150,
  "_sha256": "53a17cbd25618dcf44f2b0d0f06fe5e44871d404f05082dffb75ff4b39737e48",
  "_created": "2026-05-19T06:13:32.000Z",
  "_published": "2026-06-02T15:33:33.443Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79109223093,
      "time": 127,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7076176248"
    },
    {
      "job": 79109223101,
      "time": 130,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7076176988"
    },
    {
      "job": 79109222154,
      "time": 176,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7076145545"
    },
    {
      "job": 79109222345,
      "time": 101,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7362382777"
    }
  ],
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/26079674840",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/verification",
  "_commit": {
    "id": "47900d917e0aa7ce474557a7b719ec5d2054ac84",
    "author": "Eric Gilleland <eric.gilleland@colostate.edu>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.45\n",
    "time": 1755783002
  },
  "_maintainer": {
    "name": "Eric Gilleland",
    "email": "eric.gilleland@colostate.edu",
    "orcid": "0000-0002-8058-7643"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 2.10",
      "role": "Depends"
    },
    {
      "package": "methods",
      "role": "Depends"
    },
    {
      "package": "fields",
      "role": "Depends"
    },
    {
      "package": "boot",
      "role": "Depends"
    },
    {
      "package": "CircStats",
      "role": "Depends"
    },
    {
      "package": "MASS",
      "role": "Depends"
    },
    {
      "package": "dtw",
      "role": "Depends"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 9,
  "_updates": [
    {
      "week": "2025-34",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "1.45",
      "date": "2025-08-21"
    }
  ],
  "_stars": 3,
  "_contributors": [
    {
      "user": "ericgilleland",
      "count": 11,
      "uuid": 34106925
    }
  ],
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 1533,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/verification"
  },
  "_mentions": 11,
  "_searchresults": 521,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/verification.html",
    "manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.01",
      "date": "2004-09-29"
    },
    {
      "version": "1.02",
      "date": "2004-09-30"
    },
    {
      "version": "1.06",
      "date": "2005-07-28"
    },
    {
      "version": "1.08",
      "date": "2006-01-27"
    },
    {
      "version": "1.09",
      "date": "2006-01-30"
    },
    {
      "version": "1.12",
      "date": "2006-10-04"
    },
    {
      "version": "1.14",
      "date": "2006-10-06"
    },
    {
      "version": "1.20",
      "date": "2007-02-11"
    },
    {
      "version": "1.26",
      "date": "2008-03-14"
    },
    {
      "version": "1.29",
      "date": "2009-01-04"
    },
    {
      "version": "1.30",
      "date": "2009-08-04"
    },
    {
      "version": "1.31",
      "date": "2010-01-11"
    },
    {
      "version": "1.32",
      "date": "2012-04-13"
    },
    {
      "version": "1.33",
      "date": "2012-06-22"
    },
    {
      "version": "1.34",
      "date": "2012-07-11"
    },
    {
      "version": "1.35",
      "date": "2012-10-02"
    },
    {
      "version": "1.36",
      "date": "2013-12-18"
    },
    {
      "version": "1.37",
      "date": "2014-04-02"
    },
    {
      "version": "1.38",
      "date": "2014-04-24"
    },
    {
      "version": "1.39",
      "date": "2014-06-02"
    },
    {
      "version": "1.40",
      "date": "2014-07-09"
    },
    {
      "version": "1.41",
      "date": "2014-12-24"
    },
    {
      "version": "1.42",
      "date": "2015-07-14"
    },
    {
      "version": "1.44",
      "date": "2024-11-28"
    },
    {
      "version": "1.45",
      "date": "2025-08-21"
    }
  ],
  "_exports": [
    "attribute",
    "attribute.default",
    "attribute.prob.bin",
    "brier",
    "check.func",
    "conditional.quantile",
    "crps",
    "crpsDecomposition",
    "crpsFromAlphaBeta",
    "discrimination.plot",
    "exponential",
    "exponentialACV",
    "fss",
    "hg.test",
    "leps",
    "lines.attrib",
    "lines.roc",
    "losserr",
    "matrix.func",
    "measurement.error",
    "multi.cont",
    "observation.error",
    "ORSS.exp",
    "pdpropper",
    "pdpropperWork",
    "performance.diagram",
    "plot.cont.cont",
    "plot.prob.bin",
    "pop.convert",
    "powerdiverger",
    "powerdivergerWork",
    "predcomp.test",
    "print.powerdiverged",
    "probcont2disc",
    "qrel.plot",
    "qrelPlotDefault",
    "quantile2disc",
    "quantileScore",
    "ranked.hist",
    "rcrv",
    "reliability.plot",
    "reliability.plot.default",
    "reliability.plot.verify",
    "roc.area",
    "roc.int",
    "roc.plot",
    "roc.plot.default",
    "roc.plot.prob.bin",
    "rps",
    "summary.bin.bin",
    "summary.cat.cat",
    "summary.cont.cont",
    "summary.norm.dist.cont",
    "summary.predcomp.test",
    "summary.prob.bin",
    "table.stats",
    "table.stats.boot",
    "value",
    "verify",
    "WRSS.exp"
  ],
  "_datasets": [
    {
      "name": "disc.dat",
      "title": "Discrimination plot dataset.",
      "object": "disc.dat",
      "class": [
        "data.frame"
      ],
      "fields": [
        "group.id",
        "frcst"
      ],
      "rows": 526,
      "table": true,
      "tojson": true
    },
    {
      "name": "pop",
      "title": "Probability of precipitation (pop) data.",
      "object": "pop",
      "class": [
        "data.frame"
      ],
      "fields": [
        "yyyy",
        "mm",
        "dd",
        "obs",
        "p24_cat0",
        "p24_cat1",
        "p24_cat2",
        "p48_cat0",
        "p48_cat1",
        "p48_cat2"
      ],
      "rows": 365,
      "table": true,
      "tojson": true
    },
    {
      "name": "precip.ensemble",
      "title": "An ensemble of precipitation forecasts",
      "object": "precip.ensemble",
      "class": [
        "data.frame"
      ],
      "fields": [
        "effective_time",
        "lead_time",
        "observation",
        "ensemble.forecast.1",
        "ensemble.forecast.2",
        "ensemble.forecast.3",
        "ensemble.forecast.4",
        "ensemble.forecast.5",
        "ensemble.forecast.6",
        "ensemble.forecast.7",
        "ensemble.forecast.8",
        "ensemble.forecast.9",
        "ensemble.forecast.10",
        "ensemble.forecast.11",
        "ensemble.forecast.12",
        "ensemble.forecast.13",
        "ensemble.forecast.14",
        "ensemble.forecast.15",
        "ensemble.forecast.16",
        "ensemble.forecast.17",
        "ensemble.forecast.18",
        "ensemble.forecast.19",
        "ensemble.forecast.20",
        "ensemble.forecast.21",
        "ensemble.forecast.22",
        "ensemble.forecast.23",
        "ensemble.forecast.24",
        "ensemble.forecast.25",
        "ensemble.forecast.26",
        "ensemble.forecast.27",
        "ensemble.forecast.28",
        "ensemble.forecast.29",
        "ensemble.forecast.30",
        "ensemble.forecast.31",
        "ensemble.forecast.32",
        "ensemble.forecast.33",
        "ensemble.forecast.34",
        "ensemble.forecast.35",
        "ensemble.forecast.36",
        "ensemble.forecast.37",
        "ensemble.forecast.38",
        "ensemble.forecast.39",
        "ensemble.forecast.40",
        "ensemble.forecast.41",
        "ensemble.forecast.42",
        "ensemble.forecast.43",
        "ensemble.forecast.44",
        "ensemble.forecast.45",
        "ensemble.forecast.46",
        "ensemble.forecast.47",
        "ensemble.forecast.48",
        "ensemble.forecast.49",
        "ensemble.forecast.50",
        "ensemble.forecast.51"
      ],
      "rows": 5170,
      "table": true,
      "tojson": true
    },
    {
      "name": "prob.frcs.dat",
      "title": "Probablisitic Forecast Dataset.",
      "object": "prob.frcs.dat",
      "class": [
        "data.frame"
      ],
      "fields": [
        "frcst",
        "obs"
      ],
      "rows": 1242,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "attribute",
      "title": "Attribute plot",
      "topics": [
        "attribute",
        "attribute.default",
        "attribute.prob.bin"
      ]
    },
    {
      "page": "brier",
      "title": "Brier Score",
      "topics": [
        "brier"
      ]
    },
    {
      "page": "check.func",
      "title": "check loss function",
      "topics": [
        "check.func"
      ]
    },
    {
      "page": "conditional.quantile",
      "title": "Conditional Quantile Plot",
      "topics": [
        "conditional.quantile"
      ]
    },
    {
      "page": "crps",
      "title": "Continuous Ranked Probability Score",
      "topics": [
        "crps"
      ]
    },
    {
      "page": "crpsDecompostion",
      "title": "Decompostion of Continuous Ranked Probability Score",
      "topics": [
        "crpsDecomposition",
        "crpsFromAlphaBeta"
      ]
    },
    {
      "page": "disc.dat",
      "title": "Discrimination plot dataset.",
      "topics": [
        "disc.dat"
      ]
    },
    {
      "page": "discrimination.plot",
      "title": "Discrimination plot",
      "topics": [
        "discrimination.plot"
      ]
    },
    {
      "page": "fss",
      "title": "Fractional Skill Score",
      "topics": [
        "fss"
      ]
    },
    {
      "page": "hg.test",
      "title": "Hering-Genton Statistic",
      "topics": [
        "hg.test"
      ]
    },
    {
      "page": "leps",
      "title": "Linear Error in Probability Space (LEPS)",
      "topics": [
        "leps"
      ]
    },
    {
      "page": "lines.verify",
      "title": "Add lines to ROC or attribute diagrams",
      "topics": [
        "lines.attrib",
        "lines.roc"
      ]
    },
    {
      "page": "measurement.error",
      "title": "Skill score with measurement error.",
      "topics": [
        "measurement.error"
      ]
    },
    {
      "page": "multi.cont",
      "title": "Multiple Contingency Table Statistics",
      "topics": [
        "multi.cont"
      ]
    },
    {
      "page": "observation.error",
      "title": "Observation Error",
      "topics": [
        "observation.error"
      ]
    },
    {
      "page": "pdpropper",
      "title": "Power Divergence Test for Equal of Given Proportions",
      "topics": [
        "pdpropper"
      ]
    },
    {
      "page": "performance.diagram",
      "title": "Performance Diagram",
      "topics": [
        "performance.diagram"
      ]
    },
    {
      "page": "pop",
      "title": "Probability of precipitation (pop) data.",
      "topics": [
        "pop"
      ]
    },
    {
      "page": "powerdiverger",
      "title": "Power-Divergence Statistic",
      "topics": [
        "powerdiverger"
      ]
    },
    {
      "page": "precip.ensemble",
      "title": "An ensemble of precipitation forecasts",
      "topics": [
        "precip.ensemble"
      ]
    },
    {
      "page": "predcomp.test",
      "title": "Time Series Prediction Comparison Test",
      "topics": [
        "exponentialACV",
        "losserr",
        "predcomp.test",
        "summary.predcomp.test"
      ]
    },
    {
      "page": "prob.frcs.dat",
      "title": "Probablisitic Forecast Dataset.",
      "topics": [
        "prob.frcs.dat"
      ]
    },
    {
      "page": "probcont2disc",
      "title": "Converts continuous probability values into binned discrete probability forecasts.",
      "topics": [
        "probcont2disc"
      ]
    },
    {
      "page": "qrel.plot",
      "title": "Quantile Reliability Plot",
      "topics": [
        "qrel.plot"
      ]
    },
    {
      "page": "quantile2disc",
      "title": "Convert Continuous Forecast Values to Discrete Forecast Values.",
      "topics": [
        "quantile2disc"
      ]
    },
    {
      "page": "quantileScore",
      "title": "Quantile Score",
      "topics": [
        "quantileScore"
      ]
    },
    {
      "page": "rcrv",
      "title": "Reduced centered random variable",
      "topics": [
        "rcrv"
      ]
    },
    {
      "page": "reliability.plot",
      "title": "Reliability Plot",
      "topics": [
        "reliability.plot",
        "reliability.plot.default",
        "reliability.plot.verify"
      ]
    },
    {
      "page": "roc.area",
      "title": "Area under curve (AUC) calculation for Response Operating Characteristic curve.",
      "topics": [
        "roc.area"
      ]
    },
    {
      "page": "roc.plot",
      "title": "Relative operating characteristic curve.",
      "topics": [
        "roc.plot",
        "roc.plot.default",
        "roc.plot.prob.bin"
      ]
    },
    {
      "page": "rps",
      "title": "Ranked Probability Score",
      "topics": [
        "rps"
      ]
    },
    {
      "page": "table.stats",
      "title": "Verification statistics for a 2 by 2 Contingency Table",
      "topics": [
        "table.stats"
      ]
    },
    {
      "page": "table.stats.boot",
      "title": "Percentile bootstrap for 2 by 2 table",
      "topics": [
        "table.stats.boot"
      ]
    },
    {
      "page": "value",
      "title": "Forecast Value Function",
      "topics": [
        "value"
      ]
    },
    {
      "page": "verify",
      "title": "Verification function",
      "topics": [
        "verify"
      ]
    }
  ],
  "_rundeps": [
    "boot",
    "CircStats",
    "dotCall64",
    "dtw",
    "fields",
    "maps",
    "MASS",
    "proxy",
    "RColorBrewer",
    "Rcpp",
    "spam",
    "viridisLite"
  ],
  "_score": 5.810864897032549,
  "_indexed": true,
  "_nocasepkg": "verification",
  "_universes": [
    "cran"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.45",
      "date": "2026-05-19T06:15:33.000Z",
      "distro": "noble",
      "commit": "47900d917e0aa7ce474557a7b719ec5d2054ac84",
      "fileid": "6712d63a9c4711549bd3eca56ac4e53f08c8ce5bd2be115bf6b00c2e692de98e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/26079674840"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.45",
      "date": "2026-05-19T06:15:34.000Z",
      "distro": "noble",
      "commit": "47900d917e0aa7ce474557a7b719ec5d2054ac84",
      "fileid": "dce525f2feee1cb14a2a5cc9f019f9de6f2c4c18f01d42542e30cd2d365c28a9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/26079674840"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.45",
      "date": "2026-06-02T15:33:04.000Z",
      "commit": "47900d917e0aa7ce474557a7b719ec5d2054ac84",
      "fileid": "bde72838b64e779310aa8ec41759e700c164b4b996466b361e99d310054803c9",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/26079674840"
    }
  ]
}