{ "_id": "6a4b79dfa6574ff277f9b99a", "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 ) 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": "2026-07-06 09:44:31 UTC", "User": "root" }, "Author": "Tan Tran [aut, cre] (ORCID: ),\nBrian McGuire [aut],\nMark Greenwood [aut] (ORCID: )", "Maintainer": "Tan Tran ", "_user": "vinhtantran", "_type": "src", "_file": "monoClust_1.2.1.tar.gz", "_fileid": "https://r2.ropensci.org/2f453f63285bb91979a16ed269aaf412067208ace1d238667176a7fd9b3a8949", "_filesize": 764933, "_sha256": "2f453f63285bb91979a16ed269aaf412067208ace1d238667176a7fd9b3a8949", "_expires": "2026-10-14T09:48:13.000Z", "_created": "2026-07-06T09:44:31.000Z", "_published": "2026-07-06T09:48:15.067Z", "_jobs": [ { "job": 85341560309, "time": 149, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "8105373511" }, { "job": 85341560296, "time": 159, "config": "linux-release-x86_64", "r": "4.6.1", "check": "NOTE", "artifact": "8105377728" }, { "job": 85341560337, "time": 186, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "8105373159" }, { "job": 85341560321, "time": 161, "config": "macos-release-arm64", "r": "4.6.1", "check": "NOTE", "artifact": "8105366852" }, { "job": 85340926020, "time": 207, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "8105316390" }, { "job": 85341560261, "time": 164, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "8105379283" }, { "job": 85341560291, "time": 136, "config": "windows-devel", "r": "4.7.0", "check": "NOTE", "artifact": "8105368767" }, { "job": 85341560265, "time": 99, "config": "windows-oldrel", "r": "4.5.3", "check": "NOTE", "artifact": "8105354355" }, { "job": 85341560302, "time": 113, "config": "windows-release", "r": "4.6.1", "check": "NOTE", "artifact": "8105360112" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/28782394130", "_status": "success", "_upstream": "https://github.com/vinhtantran/monoclust", "_commit": { "id": "5af33230c1a719d8e643340dd0638f324dab2661", "author": "Tan Tran ", "committer": "Tan Tran ", "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" }, "_distro": "resolute", "_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", "followers": 3 }, "_downloads": { "count": 322, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/monoClust" }, "_devurl": "https://github.com/vinhtantran/monoclust", "_pkgdown": "https://vinhtantran.github.io/monoClust/", "_searchresults": 10, "_rbuild": "4.6.1", "_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": "2026-07-06T09:46:55.000Z", "distro": "resolute", "commit": "5af33230c1a719d8e643340dd0638f324dab2661", "fileid": "https://r2.ropensci.org/b37478b4e038945ec06a8fc2247a0b08d83fc9e36c459eb365b350fa88ff0fc7", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/28782394130" }, { "r": "4.6.1", "os": "linux", "version": "1.2.1", "date": "2026-07-06T09:47:04.000Z", "distro": "resolute", "commit": "5af33230c1a719d8e643340dd0638f324dab2661", "fileid": "https://r2.ropensci.org/e137860e748959caa9ce45a5ba463b6e2d630e020d54dbd470ac872823d13fb0", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/28782394130" }, { "r": "4.5.3", "os": "mac", "version": "1.2.1", "date": "2026-07-06T09:46:54.000Z", "commit": "5af33230c1a719d8e643340dd0638f324dab2661", "fileid": "https://r2.ropensci.org/0b783001a40ebfee1902cc998cd36cd7cdf16cf8edb9bb6c31617d5c9b633c5f", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/28782394130" }, { "r": "4.6.1", "os": "mac", "version": "1.2.1", "date": "2026-07-06T09:46:41.000Z", "commit": "5af33230c1a719d8e643340dd0638f324dab2661", "fileid": "https://r2.ropensci.org/3b05e8aa0b84d5b5296ba970f0d73b8f2772913c13d2b118fc48c1c4d9b0f0a9", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/28782394130" }, { "r": "4.6.0", "os": "wasm", "version": "1.2.1", "date": "2026-07-06T09:47:30.000Z", "commit": "5af33230c1a719d8e643340dd0638f324dab2661", "fileid": "https://r2.ropensci.org/7c1dbfbf33819d98cea35a64947b716d0b9cabbf40e1af96b19b80f35e095b49", "status": "success", "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/28782394130" }, { "r": "4.7.0", "os": "win", "version": "1.2.1", "date": "2026-07-06T09:46:37.000Z", "commit": "5af33230c1a719d8e643340dd0638f324dab2661", "fileid": "https://r2.ropensci.org/2b4853f81991743b57afc854049f2a414214317e33cd3136ac54c29e4281c9d3", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/28782394130" }, { "r": "4.5.3", "os": "win", "version": "1.2.1", "date": "2026-07-06T09:45:57.000Z", "commit": "5af33230c1a719d8e643340dd0638f324dab2661", "fileid": "https://r2.ropensci.org/05fc7483b99fe57c232050c811d11e575eeeb98dc908a9af6322066a2cbe9a07", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/28782394130" }, { "r": "4.6.1", "os": "win", "version": "1.2.1", "date": "2026-07-06T09:46:14.000Z", "commit": "5af33230c1a719d8e643340dd0638f324dab2661", "fileid": "https://r2.ropensci.org/0a365b9329313dd0c159eebda04bcc907f005645a859dc2af325ec7154b68b28", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/vinhtantran/actions/runs/28782394130" } ] }