{
  "_id": "6a1f1729b401979e7341e9fa",
  "Package": "LMoFit",
  "Type": "Package",
  "Title": "Advanced L-Moment Fitting of Distributions",
  "Version": "0.1.7",
  "Authors@R": "c(person(\"Mohanad\", \"Zaghloul\",\nrole = c(\"aut\", \"cre\"),\nemail = \"mohanad.zaghloul@usask.ca\"),\nperson(\"Simon Michael\", \"Papalexiou\",\nrole = c(\"aut\", \"ths\")),\nperson(\"Amin\", \"Elshorbagy\",\nrole = c(\"aut\", \"ths\"))\n)",
  "Description": "A complete framework for frequency analysis is provided by\n'LMoFit'. It has functions related to the determination of\nsample L-moments as in Hosking, J.R.M. (1990)\n<doi:10.1111/j.2517-6161.1990.tb01775.x>, the fitting of\nvarious distributions as in Zaghloul et al. (2020)\n<doi:10.1016/j.advwatres.2020.103720> and Hosking, J.R.M.\n(2019) <https://CRAN.R-project.org/package=lmom>, besides\nplotting and manipulating L-space diagrams as in Papalexiou,\nS.M. & Koutsoyiannis, D. (2016)\n<doi:10.1016/j.advwatres.2016.05.005> for two-shape parametric\ndistributions on the L-moment ratio diagram. Additionally, the\nquantile, probability density, and cumulative probability\nfunctions of various distributions are provided in a\nuser-friendly manner.",
  "Maintainer": "Mohanad Zaghloul <mohanad.zaghloul@usask.ca>",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "LazyData": "true",
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  "RoxygenNote": "7.1.0",
  "VignetteBuilder": "knitr",
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  "Packaged": {
    "Date": "2026-05-17 06:08:05 UTC",
    "User": "root"
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  "Author": "Mohanad Zaghloul [aut, cre], Simon Michael Papalexiou [aut,\nths], Amin Elshorbagy [aut, ths]",
  "Config/pak/sysreqs": "libabsl-dev cmake libgdal-dev gdal-bin libgeos-dev\nlibssl-dev libproj-dev libsqlite3-dev libudunits2-dev",
  "Repository": "https://mohanad-zaghloul.r-universe.dev",
  "Date/Publication": "2024-05-15 02:40:55 UTC",
  "RemoteUrl": "https://github.com/cran/LMoFit",
  "RemoteRef": "HEAD",
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  "MD5sum": "d724e6ff5bacb337da0c170f6df4b2fd",
  "_user": "mohanad-zaghloul",
  "_type": "src",
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  "_created": "2026-05-17T06:08:05.000Z",
  "_published": "2026-06-02T17:47:21.243Z",
  "_distro": "noble",
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  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/LMoFit",
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    "author": "Mohanad Zaghloul <mohanad.zaghloul@usask.ca>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.1.7\n",
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    "twitter": "@MohanadZaghlou2",
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      "package": "R",
      "version": ">= 3.3",
      "role": "Depends"
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    {
      "package": "lmom",
      "role": "Imports"
    },
    {
      "package": "pracma",
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    {
      "package": "stats",
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    {
      "package": "ggplot2",
      "role": "Imports"
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    {
      "package": "sf",
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    {
      "package": "utils",
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    {
      "package": "knitr",
      "role": "Suggests"
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    {
      "package": "rmarkdown",
      "role": "Suggests"
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  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 0,
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  "_contributors": [
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    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/LMoFit"
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  "_rbuild": "4.6.0",
  "_assets": [
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    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/LMoFit.html",
    "manual.pdf"
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  "_realowner": "mohanad-zaghloul",
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  "_releases": [
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      "version": "0.1.6",
      "date": "2020-11-26"
    },
    {
      "version": "0.1.7",
      "date": "2024-05-14"
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  "_exports": [
    "com_sam_lspace",
    "con_sam_lspace",
    "con_samlmom_lspace",
    "dBrIII",
    "dBrXII",
    "dgam",
    "dgev",
    "dGG",
    "dglo",
    "dgno",
    "dgpa",
    "dln3",
    "dnor",
    "dpe3",
    "fit_BrIII",
    "fit_BrXII",
    "fit_gam",
    "fit_gev",
    "fit_GG",
    "fit_glo",
    "fit_gno",
    "fit_gpa",
    "fit_ln3",
    "fit_nor",
    "fit_pe3",
    "get_julian",
    "get_sample_lmom",
    "pBrIII",
    "pBrXII",
    "pemp",
    "pgam",
    "pgev",
    "pGG",
    "pglo",
    "pgno",
    "pgpa",
    "pln3",
    "pnor",
    "ppe3",
    "qBrIII",
    "qBrXII",
    "qgam",
    "qgev",
    "qGG",
    "qglo",
    "qgno",
    "qgpa",
    "qln3",
    "qnor",
    "qpe3",
    "tBrIII",
    "tBrXII",
    "tgam",
    "tgev",
    "tGG",
    "tglo",
    "tgno",
    "tgpa",
    "tln3",
    "tnor",
    "tpe3"
  ],
  "_datasets": [
    {
      "name": "FLOW_AMAX",
      "title": "Annual maximum flow data at Water Survey of Canada WSC flow gauge number 08NA002 in BC, Vancouver, Canada. Lat: 51°14'36.8¨ N, Long: 116°54'46.6¨ W.",
      "object": "FLOW_AMAX",
      "class": [
        "numeric"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "FLOW_AMAX_MULT",
      "title": "Annual maximum flow data at 10 hypothetical flow gauge.",
      "object": "FLOW_AMAX_MULT",
      "class": [
        "data.frame"
      ],
      "fields": [
        "flow_st1",
        "flow_st2",
        "flow_st3",
        "flow_st4",
        "flow_st5",
        "flow_st6",
        "flow_st7",
        "flow_st8",
        "flow_st9",
        "flow_st10"
      ],
      "rows": 112,
      "table": true,
      "tojson": true
    },
    {
      "name": "lspace_BrIII",
      "title": "L-space of Burr Type-III Distribution (BrIII)",
      "object": "lspace_BrIII",
      "class": [
        "gg",
        "ggplot"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "lspace_BrIII.xy",
      "title": "coordinates of the L-space of Burr Type-III Distribution (BrIII)",
      "object": "lspace_BrIII.xy",
      "class": [
        "data.frame"
      ],
      "fields": [
        "x",
        "y"
      ],
      "rows": 410,
      "table": true,
      "tojson": true
    },
    {
      "name": "lspace_BrXII",
      "title": "L-space of Burr Type-XII Distribution (BrXII)",
      "object": "lspace_BrXII",
      "class": [
        "gg",
        "ggplot"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "lspace_BrXII.xy",
      "title": "coordinates of the L-space of Burr Type-XII Distribution (BrXII)",
      "object": "lspace_BrXII.xy",
      "class": [
        "data.frame"
      ],
      "fields": [
        "x",
        "y"
      ],
      "rows": 239,
      "table": true,
      "tojson": true
    },
    {
      "name": "lspace_GG",
      "title": "L-space of Generalized Gamma Distribution (GG)",
      "object": "lspace_GG",
      "class": [
        "gg",
        "ggplot"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "lspace_GG.xy",
      "title": "coordinates of the L-space of Generalized Gamma Distribution (GG)",
      "object": "lspace_GG.xy",
      "class": [
        "data.frame"
      ],
      "fields": [
        "x",
        "y"
      ],
      "rows": 416,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "com_sam_lspace",
      "title": "Comparing sample L-moment ratios with L-spaces of various distributions on the L-moments ratio diagram",
      "topics": [
        "com_sam_lspace"
      ]
    },
    {
      "page": "con_sam_lspace",
      "title": "Condition of sample lpoints, as inside/outside of specific L-spaces on the L-moments ratio diagram, using sample.",
      "topics": [
        "con_sam_lspace"
      ]
    },
    {
      "page": "con_samlmom_lspace",
      "title": "Condition of sample lpoints, as inside/outside of specific L-spaces on the L-moments ratio diagram, using sample lmoments.",
      "topics": [
        "con_samlmom_lspace"
      ]
    },
    {
      "page": "dBrIII",
      "title": "Probability density function of BrIII distribution",
      "topics": [
        "dBrIII"
      ]
    },
    {
      "page": "dBrXII",
      "title": "Probability density function of BrXII distribution",
      "topics": [
        "dBrXII"
      ]
    },
    {
      "page": "dgam",
      "title": "Probability density function of Gamma distribution",
      "topics": [
        "dgam"
      ]
    },
    {
      "page": "dgev",
      "title": "Probability density function of GEV distribution",
      "topics": [
        "dgev"
      ]
    },
    {
      "page": "dGG",
      "title": "Probability density function of Generalized Gamma (GG) distribution",
      "topics": [
        "dGG"
      ]
    },
    {
      "page": "dglo",
      "title": "Probability density function of Generalized Logestic Distribution",
      "topics": [
        "dglo"
      ]
    },
    {
      "page": "dgno",
      "title": "Probability density function of Generalized normal Distribution",
      "topics": [
        "dgno"
      ]
    },
    {
      "page": "dgpa",
      "title": "Probability density function of Generalized Pareto Distribution",
      "topics": [
        "dgpa"
      ]
    },
    {
      "page": "dln3",
      "title": "Probability density function of Lognormal-3 Distribution",
      "topics": [
        "dln3"
      ]
    },
    {
      "page": "dnor",
      "title": "Probability density function of Normal Distribution",
      "topics": [
        "dnor"
      ]
    },
    {
      "page": "dpe3",
      "title": "Probability density function of Pearson type-3 Distribution",
      "topics": [
        "dpe3"
      ]
    },
    {
      "page": "fit_BrIII",
      "title": "Fit Burr Type-III (BrIII) Distribution",
      "topics": [
        "fit_BrIII"
      ]
    },
    {
      "page": "fit_BrXII",
      "title": "Fit Burr Type-XII (BrXII) Distribution",
      "topics": [
        "fit_BrXII"
      ]
    },
    {
      "page": "fit_gam",
      "title": "Fit Gamma distribution using the 'lmom' package",
      "topics": [
        "fit_gam"
      ]
    },
    {
      "page": "fit_gev",
      "title": "Fit GEV distribution",
      "topics": [
        "fit_gev"
      ]
    },
    {
      "page": "fit_GG",
      "title": "Fit Generalized Gamma (GG) Distribution",
      "topics": [
        "fit_GG"
      ]
    },
    {
      "page": "fit_glo",
      "title": "Fit Generalized Logistic distribution using the 'lmom' package",
      "topics": [
        "fit_glo"
      ]
    },
    {
      "page": "fit_gno",
      "title": "Fit Generalized Normal distribution using the 'lmom' package",
      "topics": [
        "fit_gno"
      ]
    },
    {
      "page": "fit_gpa",
      "title": "Fit Generalized Pareto distribution using the 'lmom' package",
      "topics": [
        "fit_gpa"
      ]
    },
    {
      "page": "fit_ln3",
      "title": "Fit LogNormal-3 distribution using the 'lmom' package",
      "topics": [
        "fit_ln3"
      ]
    },
    {
      "page": "fit_nor",
      "title": "Fit Normal distribution using the 'lmom' package",
      "topics": [
        "fit_nor"
      ]
    },
    {
      "page": "fit_pe3",
      "title": "Fit Pearson Type-3 distribution using the 'lmom' package",
      "topics": [
        "fit_pe3"
      ]
    },
    {
      "page": "FLOW_AMAX",
      "title": "Annual maximum flow data at Water Survey of Canada WSC flow gauge number 08NA002 in BC, Vancouver, Canada. Lat: 51°14'36.8¨ N, Long: 116°54'46.6¨ W.",
      "topics": [
        "FLOW_AMAX"
      ]
    },
    {
      "page": "FLOW_AMAX_MULT",
      "title": "Annual maximum flow data at 10 hypothetical flow gauge.",
      "topics": [
        "FLOW_AMAX_MULT"
      ]
    },
    {
      "page": "get_julian",
      "title": "Get julian date from the begining of the year",
      "topics": [
        "get_julian"
      ]
    },
    {
      "page": "get_sample_lmom",
      "title": "Estimate sample L-moments and L-moment ratios",
      "topics": [
        "get_sample_lmom"
      ]
    },
    {
      "page": "lspace_BrIII",
      "title": "L-space of Burr Type-III Distribution (BrIII)",
      "topics": [
        "lspace_BrIII"
      ]
    },
    {
      "page": "lspace_BrIII.xy",
      "title": "coordinates of the L-space of Burr Type-III Distribution (BrIII)",
      "topics": [
        "lspace_BrIII.xy"
      ]
    },
    {
      "page": "lspace_BrXII",
      "title": "L-space of Burr Type-XII Distribution (BrXII)",
      "topics": [
        "lspace_BrXII"
      ]
    },
    {
      "page": "lspace_BrXII.xy",
      "title": "coordinates of the L-space of Burr Type-XII Distribution (BrXII)",
      "topics": [
        "lspace_BrXII.xy"
      ]
    },
    {
      "page": "lspace_GG",
      "title": "L-space of Generalized Gamma Distribution (GG)",
      "topics": [
        "lspace_GG"
      ]
    },
    {
      "page": "lspace_GG.xy",
      "title": "coordinates of the L-space of Generalized Gamma Distribution (GG)",
      "topics": [
        "lspace_GG.xy"
      ]
    },
    {
      "page": "pBrIII",
      "title": "Cumulative distribution function of BrIII distribution",
      "topics": [
        "pBrIII"
      ]
    },
    {
      "page": "pBrXII",
      "title": "Cumulative distribution function of BrXII distribution",
      "topics": [
        "pBrXII"
      ]
    },
    {
      "page": "pemp",
      "title": "Emperical cumulative distribution function",
      "topics": [
        "pemp"
      ]
    },
    {
      "page": "pgam",
      "title": "Cumulative distribution function of Gamma distribution",
      "topics": [
        "pgam"
      ]
    },
    {
      "page": "pgev",
      "title": "Cumulative distribution function of GEV distribution",
      "topics": [
        "pgev"
      ]
    },
    {
      "page": "pGG",
      "title": "Cumulative distribution function of Generalized Gamma (GG) distribution",
      "topics": [
        "pGG"
      ]
    },
    {
      "page": "pglo",
      "title": "Cumulative distribution function of Generalized Logistic Distribution",
      "topics": [
        "pglo"
      ]
    },
    {
      "page": "pgno",
      "title": "Cumulative distribution function of Generalized Normal Distribution",
      "topics": [
        "pgno"
      ]
    },
    {
      "page": "pgpa",
      "title": "Cumulative distribution function of Generalized Pareto Distribution",
      "topics": [
        "pgpa"
      ]
    },
    {
      "page": "pln3",
      "title": "Cumulative distribution function of Lognormal-3 Distribution",
      "topics": [
        "pln3"
      ]
    },
    {
      "page": "pnor",
      "title": "Cumulative distribution function of Noramal Distribution",
      "topics": [
        "pnor"
      ]
    },
    {
      "page": "ppe3",
      "title": "Cumulative distribution function of Pearson type-3 Distribution",
      "topics": [
        "ppe3"
      ]
    },
    {
      "page": "qBrIII",
      "title": "Quantile distribution function of BrIII distribution",
      "topics": [
        "qBrIII"
      ]
    },
    {
      "page": "qBrXII",
      "title": "Quantile distribution function of BrXII distribution",
      "topics": [
        "qBrXII"
      ]
    },
    {
      "page": "qgam",
      "title": "Quantile distribution function of Gamma distribution",
      "topics": [
        "qgam"
      ]
    },
    {
      "page": "qgev",
      "title": "Quantile distribution function of GEV distribution",
      "topics": [
        "qgev"
      ]
    },
    {
      "page": "qGG",
      "title": "Quantile distribution function of the Generalized Gamma (GG) distribution",
      "topics": [
        "qGG"
      ]
    },
    {
      "page": "qglo",
      "title": "Quantile distribution function of Generalized Logistic Distribution",
      "topics": [
        "qglo"
      ]
    },
    {
      "page": "qgno",
      "title": "Quantile distribution function of Generalized normal Distribution",
      "topics": [
        "qgno"
      ]
    },
    {
      "page": "qgpa",
      "title": "Quantile distribution function of Generalized Pareto Distribution",
      "topics": [
        "qgpa"
      ]
    },
    {
      "page": "qln3",
      "title": "Quantile distribution function of Lognormal-3 Distribution",
      "topics": [
        "qln3"
      ]
    },
    {
      "page": "qnor",
      "title": "Quantile distribution function of Normal Distribution",
      "topics": [
        "qnor"
      ]
    },
    {
      "page": "qpe3",
      "title": "Quantile distribution function of Pearson type-3 Distribution",
      "topics": [
        "qpe3"
      ]
    },
    {
      "page": "tBrIII",
      "title": "Return period function of BrIII distribution",
      "topics": [
        "tBrIII"
      ]
    },
    {
      "page": "tBrXII",
      "title": "Return period function of BrXII distribution",
      "topics": [
        "tBrXII"
      ]
    },
    {
      "page": "tgam",
      "title": "Return period function of Gamma distribution",
      "topics": [
        "tgam"
      ]
    },
    {
      "page": "tgev",
      "title": "Return period function of GEV distribution",
      "topics": [
        "tgev"
      ]
    },
    {
      "page": "tGG",
      "title": "Return period function of Generalized Gamma distribution",
      "topics": [
        "tGG"
      ]
    },
    {
      "page": "tglo",
      "title": "Return period function of Generalized Logistic distribution",
      "topics": [
        "tglo"
      ]
    },
    {
      "page": "tgno",
      "title": "Return period function of Generalized Normal distribution",
      "topics": [
        "tgno"
      ]
    },
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        "Cumulative probability distribution functions",
        "Probability density functions",
        "Quantile distribution functions",
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        "Theoretical L-space of BrIII distribution",
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        "Acknowledgement",
        "References"
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