{
  "_id": "6a23e568530b9bc726be88f3",
  "Package": "monoClust",
  "Title": "Perform Monothetic Clustering with Extensions to Circular Data",
  "Version": "1.2.1",
  "Authors@R": "c(person(given = \"Tan\",\nfamily = \"Tran\",\nrole = c(\"aut\", \"cre\"),\nemail = \"vinhtantran@gmail.com\",\ncomment = c(ORCID = \"0000-0001-9881-6339\")),\nperson(given = \"Brian\",\nfamily = \"McGuire\",\nrole = \"aut\",\nemail = \"mcguirebc@gmail.com\"),\nperson(given = \"Mark\",\nfamily = \"Greenwood\",\nrole = \"aut\",\nemail = \"greenwood@montana.edu\",\ncomment = c(ORCID = \"0000-0001-6933-1201\")))",
  "Description": "Implementation of the Monothetic Clustering algorithm\n(Chavent, 1998 <doi:10.1016/S0167-8655(98)00087-7>) on\ncontinuous data sets. A lot of extensions are included in the\npackage, including applying Monothetic clustering on data sets\nwith circular variables, visualizations with the results, and\npermutation and cross-validation based tests to support the\ndecision on the number of clusters.",
  "License": "GPL (>= 2)",
  "URL": "https://vinhtantran.github.io/monoClust/,\nhttps://github.com/vinhtantran/monoClust",
  "BugReports": "https://github.com/vinhtantran/monoClust/issues",
  "VignetteBuilder": "knitr",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.1.1",
  "Config/testthat/edition": "3",
  "Config/pak/sysreqs": "libicu-dev",
  "Repository": "https://vinhtantran.r-universe.dev",
  "Date/Publication": "2021-02-22 00:28:21 UTC",
  "RemoteUrl": "https://github.com/vinhtantran/monoclust",
  "RemoteRef": "HEAD",
  "RemoteSha": "5af33230c1a719d8e643340dd0638f324dab2661",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-06 09:12:28 UTC",
    "User": "root"
  },
  "Author": "Tan Tran [aut, cre] (ORCID: <https://orcid.org/0000-0001-9881-6339>),\nBrian McGuire [aut],\nMark Greenwood [aut] (ORCID: <https://orcid.org/0000-0001-6933-1201>)",
  "Maintainer": "Tan Tran <vinhtantran@gmail.com>",
  "MD5sum": "32bbd3e4d776f80915831c74c4bf0a64",
  "_user": "vinhtantran",
  "_type": "src",
  "_file": "monoClust_1.2.1.tar.gz",
  "_fileid": "7737e0c6402bc80c62faf152a255a5ed4b5475d63dfe3a44dfe0eeb823c967d3",
  "_filesize": 759691,
  "_sha256": "7737e0c6402bc80c62faf152a255a5ed4b5475d63dfe3a44dfe0eeb823c967d3",
  "_created": "2026-06-06T09:12:28.000Z",
  "_published": "2026-06-06T09:16:24.840Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79866724133,
      "time": 147,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "7453162513"
    },
    {
      "job": 79866724137,
      "time": 153,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7453163058"
    },
    {
      "job": 79866724169,
      "time": 152,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "7453160250"
    },
    {
      "job": 79866724173,
      "time": 204,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7453164489"
    },
    {
      "job": 79866529901,
      "time": 210,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7453145720"
    },
    {
      "job": 79866724139,
      "time": 127,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7453160352"
    },
    {
      "job": 79866724149,
      "time": 85,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "7453155574"
    },
    {
      "job": 79866724168,
      "time": 84,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "7453155500"
    },
    {
      "job": 79866724158,
      "time": 88,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7453156041"
    }
  ],
  "_buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/27058272823",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/vinhtantran/monoclust",
  "_commit": {
    "id": "5af33230c1a719d8e643340dd0638f324dab2661",
    "author": "Tan Tran <vinhtantran@gmail.com>",
    "committer": "Tan Tran <vinhtantran@gmail.com>",
    "message": "remove Travis CI\n",
    "time": 1613953701
  },
  "_maintainer": {
    "name": "Tan Tran",
    "email": "vinhtantran@gmail.com",
    "login": "vinhtantran",
    "description": "",
    "uuid": 2191772,
    "orcid": "0000-0001-9881-6339"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.3.0",
      "role": "Depends"
    },
    {
      "package": "cluster",
      "version": ">= 2.0.5",
      "role": "Imports"
    },
    {
      "package": "doParallel",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "version": ">= 1.0.0",
      "role": "Imports"
    },
    {
      "package": "foreach",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "grDevices",
      "role": "Imports"
    },
    {
      "package": "parallel",
      "role": "Imports"
    },
    {
      "package": "permute",
      "role": "Imports"
    },
    {
      "package": "purrr",
      "version": ">= 0.3.0",
      "role": "Imports"
    },
    {
      "package": "rlang",
      "version": ">= 0.3.0",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "stringr",
      "version": ">= 0.5",
      "role": "Imports"
    },
    {
      "package": "tibble",
      "version": ">= 3.0.0",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "version": ">= 1.0.0",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "mice",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "covr",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    }
  ],
  "_owner": "vinhtantran",
  "_selfowned": true,
  "_usedby": 1,
  "_updates": [],
  "_tags": [],
  "_topics": [
    "circular-variables",
    "clusters",
    "ggplot2",
    "monothetic",
    "plot",
    "visualization"
  ],
  "_stars": 1,
  "_contributors": [
    {
      "user": "vinhtantran",
      "count": 236,
      "uuid": 2191772
    }
  ],
  "_userbio": {
    "uuid": 2191772,
    "type": "user",
    "name": "Tan Tran"
  },
  "_downloads": {
    "count": 188,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/monoClust"
  },
  "_devurl": "https://github.com/vinhtantran/monoclust",
  "_pkgdown": "https://vinhtantran.github.io/monoClust/",
  "_searchresults": 9,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/monoClust.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/vinhtantran/monoclust",
  "_realowner": "vinhtantran",
  "_cranurl": true,
  "_releases": [
    {
      "version": "1.0.0",
      "date": "2020-11-06"
    },
    {
      "version": "1.1.0",
      "date": "2020-11-17"
    },
    {
      "version": "1.2.0",
      "date": "2020-11-24"
    },
    {
      "version": "1.2.1",
      "date": "2021-02-15"
    }
  ],
  "_exports": [
    "%cd-%",
    "%cd+%",
    "%cr-%",
    "%cr+%",
    "as_MonoClust",
    "circ_dist",
    "cv.test",
    "ggcv",
    "ggpcp",
    "inertia_calc",
    "is_MonoClust",
    "medoid",
    "MonoClust",
    "perm.test",
    "todeg",
    "torad"
  ],
  "_datasets": [
    {
      "name": "wind_sensit_2007",
      "title": "Existence of Microorganisms Carried in Wind",
      "object": "wind_sensit_2007",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "has.sensit",
        "WS",
        "WDIR"
      ],
      "rows": 671,
      "table": true,
      "tojson": true
    },
    {
      "name": "wind_sensit_2008",
      "title": "Existence of Microorganisms Carried in Wind",
      "object": "wind_sensit_2008",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "has.sensit",
        "WS",
        "WDIR"
      ],
      "rows": 673,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "as_MonoClust",
      "title": "Coerce Similar Object to MonoClust",
      "topics": [
        "as_MonoClust",
        "as_MonoClust.default"
      ]
    },
    {
      "page": "circ_arith",
      "title": "Add/Subtract Circular Values in Degrees/Radian",
      "topics": [
        "%cd+%",
        "%cd-%",
        "%cr+%",
        "%cr-%",
        "circ_arith"
      ]
    },
    {
      "page": "circ_dist",
      "title": "Distance Matrix of Circular Variables",
      "topics": [
        "circ_dist"
      ]
    },
    {
      "page": "cv.test",
      "title": "Cross-Validation Test on MonoClust",
      "topics": [
        "cv.test"
      ]
    },
    {
      "page": "ggcv",
      "title": "GGPlot the Mean Square Error with Error Bar for +/- 1 Standard Error",
      "topics": [
        "ggcv"
      ]
    },
    {
      "page": "ggpcp",
      "title": "Parallel Coordinates Plot with Circular Variables",
      "topics": [
        "ggpcp"
      ]
    },
    {
      "page": "inertia_calc",
      "title": "Cluster Inertia Calculation",
      "topics": [
        "inertia_calc"
      ]
    },
    {
      "page": "is_MonoClust",
      "title": "Test If The Object is A MonoClust",
      "topics": [
        "is_MonoClust"
      ]
    },
    {
      "page": "medoid",
      "title": "Find Medoid of the Cluster",
      "topics": [
        "medoid"
      ]
    },
    {
      "page": "MonoClust",
      "title": "Monothetic Clustering",
      "topics": [
        "MonoClust"
      ]
    },
    {
      "page": "MonoClust.object",
      "title": "Monothetic Clustering Tree Object",
      "topics": [
        "MonoClust.object"
      ]
    },
    {
      "page": "perm.test",
      "title": "Permutation Test on Monothetic Tree",
      "topics": [
        "perm.test"
      ]
    },
    {
      "page": "plot.cv.MonoClust",
      "title": "Plot the Mean Square Error with Error Bar for +/- 1 Standard Error",
      "topics": [
        "plot.cv.MonoClust"
      ]
    },
    {
      "page": "plot.MonoClust",
      "title": "Plot MonoClust Splitting Rule Tree",
      "topics": [
        "plot.MonoClust"
      ]
    },
    {
      "page": "predict.MonoClust",
      "title": "Predictions from a MonoClust Object",
      "topics": [
        "predict.MonoClust"
      ]
    },
    {
      "page": "print.cv.MonoClust",
      "title": "Print MonoClust Cross-Validation Result",
      "topics": [
        "print.cv.MonoClust"
      ]
    },
    {
      "page": "print.MonoClust",
      "title": "Print Monothetic Clustering Results",
      "topics": [
        "print.MonoClust"
      ]
    },
    {
      "page": "to_deg_rad",
      "title": "Transform Between Degree and Radian",
      "topics": [
        "todeg",
        "torad",
        "to_deg_rad"
      ]
    },
    {
      "page": "wind_sensit_2007",
      "title": "Existence of Microorganisms Carried in Wind",
      "topics": [
        "wind_sensit_2007"
      ]
    },
    {
      "page": "wind_sensit_2008",
      "title": "Existence of Microorganisms Carried in Wind",
      "topics": [
        "wind_sensit_2008"
      ]
    }
  ],
  "_readme": "https://github.com/vinhtantran/monoclust/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "cluster",
    "codetools",
    "cpp11",
    "doParallel",
    "dplyr",
    "farver",
    "foreach",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "iterators",
    "labeling",
    "lifecycle",
    "magrittr",
    "permute",
    "pillar",
    "pkgconfig",
    "purrr",
    "R6",
    "RColorBrewer",
    "rlang",
    "S7",
    "scales",
    "stringi",
    "stringr",
    "tibble",
    "tidyr",
    "tidyselect",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "monoclust.Rmd",
      "filename": "monoclust.html",
      "title": "Monothetic Clustering 'monoClust' Package",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Monothetic Clustering",
        "Testing at Each Split to Decide the Number of Clusters",
        "Clustering on Circular Data",
        "For the sake of speed in the example",
        "Bibliography"
      ],
      "created": "2020-10-15 05:23:55",
      "modified": "2020-11-30 01:54:51",
      "commits": 13
    }
  ],
  "_score": 4.176091259055681,
  "_indexed": true,
  "_nocasepkg": "monoclust",
  "_universes": [
    "vinhtantran"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.2.1",
      "date": "2026-06-06T09:14:53.000Z",
      "distro": "noble",
      "commit": "5af33230c1a719d8e643340dd0638f324dab2661",
      "fileid": "bcec0219d3ae900ae003b8ab1b47cbeab5c1cf9729ca0fe8d8ba0d1253297224",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/27058272823"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.2.1",
      "date": "2026-06-06T09:14:58.000Z",
      "distro": "noble",
      "commit": "5af33230c1a719d8e643340dd0638f324dab2661",
      "fileid": "af1ef53cc2b571839a00080dc6a13bd3ca699380f2c5889120a66a9a6428d7ef",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/27058272823"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.2.1",
      "date": "2026-06-06T09:14:40.000Z",
      "commit": "5af33230c1a719d8e643340dd0638f324dab2661",
      "fileid": "50e12b5d4ea635fd6757fface905a2212bfc456089d49a0bddc692aad5ce5217",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/27058272823"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.2.1",
      "date": "2026-06-06T09:15:11.000Z",
      "commit": "5af33230c1a719d8e643340dd0638f324dab2661",
      "fileid": "f27231391b9b79ad7e3c8637662817c4d2901e5d9a04a5c51b3488528160af59",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/27058272823"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.2.1",
      "date": "2026-06-06T09:14:54.000Z",
      "commit": "5af33230c1a719d8e643340dd0638f324dab2661",
      "fileid": "d7c76b311679334bf36bf807754975fcf1be781fb79364cf7137cedbda1143c9",
      "status": "success",
      "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/27058272823"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.2.1",
      "date": "2026-06-06T09:13:53.000Z",
      "commit": "5af33230c1a719d8e643340dd0638f324dab2661",
      "fileid": "043a5e6f6727e63732e29c67c22c4b25c2a486a609e72fd716e8a7f2d4276ae0",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/27058272823"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.2.1",
      "date": "2026-06-06T09:13:44.000Z",
      "commit": "5af33230c1a719d8e643340dd0638f324dab2661",
      "fileid": "d8d43ad321bf45d46590aa09901a3a0d9459a5a93cb520050621c5fdec11719c",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/27058272823"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.2.1",
      "date": "2026-06-06T09:13:49.000Z",
      "commit": "5af33230c1a719d8e643340dd0638f324dab2661",
      "fileid": "adf0be5d6087f9268da4853092c72457d980e151bfd600bef490076250ec987e",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/27058272823"
    }
  ]
}