{
  "_id": "6acdae00a14063b82c3ac594",
  "Package": "Kira",
  "Type": "Package",
  "Title": "Machine Learning",
  "Version": "1.0.9",
  "Date": "2026-10-12",
  "Authors@R": "c(person(given = c(\"Paulo Cesar\"), family = \"Ossani\", \nemail = \"ossanipc@hotmail.com\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-6617-8085\")))",
  "Description": "Machine learning, containing several algorithms for\nsupervised and unsupervised classification, in addition to a\nfunction that plots the Receiver Operating Characteristic (ROC)\nand Precision-Recall (PRC) curve graphs, and also a function\nthat returns several metrics used for model evaluation, the\nlatter can be used in ranking results from other packs.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "NeedsCompilation": "yes",
  "Author": "Paulo Cesar Ossani [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-6617-8085>)",
  "Maintainer": "Paulo Cesar Ossani <ossanipc@hotmail.com>",
  "Packaged": {
    "Date": "2026-10-13 03:51:15 UTC",
    "User": "root"
  },
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2026-10-12 15:50:02 UTC",
  "RemoteUrl": "https://github.com/cran/Kira",
  "RemoteRef": "HEAD",
  "RemoteSha": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
  "_user": "cran",
  "_type": "src",
  "_file": "Kira_1.0.9.tar.gz",
  "_fileid": "https://r2.ropensci.org/7d40206743aa839f8fe8629e1e0d1a959b3e9ba2f29d2f283be59555723c9b5f",
  "_filesize": 177683,
  "_sha256": "7d40206743aa839f8fe8629e1e0d1a959b3e9ba2f29d2f283be59555723c9b5f",
  "_expires": "2027-01-21T04:04:57.000Z",
  "_created": "2026-10-13T03:51:15.000Z",
  "_published": "2026-10-13T04:05:20.322Z",
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/38343448698",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 115120102100,
      "time": 117,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11787524638"
    },
    {
      "job": 115120102178,
      "time": 96,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11787597590"
    },
    {
      "job": 115120102230,
      "time": 69,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11788420348"
    },
    {
      "job": 115120102117,
      "time": 253,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11788425816"
    },
    {
      "job": 115119470646,
      "time": 153,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11787677341"
    },
    {
      "job": 115120102174,
      "time": 235,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "11787667854"
    },
    {
      "job": 115120102278,
      "time": 761,
      "config": "windows-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11788038087"
    },
    {
      "job": 115120102186,
      "time": 784,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11788721131"
    },
    {
      "job": 115120102236,
      "time": 214,
      "config": "windows-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11788146368"
    },
    {
      "job": 115120102202,
      "time": 537,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11788296806"
    }
  ],
  "_upstream": "https://github.com/cran/Kira",
  "_commit": {
    "id": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
    "author": "Paulo Cesar Ossani <ossanipc@hotmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.0.9\n",
    "time": 1791820202
  },
  "_maintainer": {
    "name": "Paulo Cesar Ossani",
    "email": "ossanipc@hotmail.com",
    "orcid": "0000-0002-6617-8085"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.3.2",
      "role": "Depends"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "grDevices",
      "role": "Imports"
    },
    {
      "package": "MASS",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-16",
      "n": 1
    },
    {
      "week": "2026-42",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "1.0.8",
      "date": "2026-04-13"
    },
    {
      "name": "1.0.9",
      "date": "2026-10-12"
    }
  ],
  "_stars": 0,
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "followers": 630,
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 353,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/Kira"
  },
  "_searchresults": 0,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/Kira.html",
    "extra/manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.0.0",
      "date": "2023-08-21"
    },
    {
      "version": "1.0.1",
      "date": "2023-09-02"
    },
    {
      "version": "1.0.2",
      "date": "2024-05-31"
    },
    {
      "version": "1.0.3",
      "date": "2024-06-07"
    },
    {
      "version": "1.0.4",
      "date": "2024-06-23"
    },
    {
      "version": "1.0.5",
      "date": "2024-07-05"
    },
    {
      "version": "1.0.6",
      "date": "2024-09-05"
    },
    {
      "version": "1.0.7",
      "date": "2025-04-18"
    },
    {
      "version": "1.0.8",
      "date": "2026-04-13"
    },
    {
      "version": "1.0.9",
      "date": "2026-10-12"
    }
  ],
  "_exports": [
    "brute.force",
    "elbow",
    "hierarchical",
    "kmeans",
    "knn",
    "lda",
    "plot_curve",
    "qda",
    "regression",
    "results",
    "silhouette",
    "vote"
  ],
  "_help": [
    {
      "page": "Kira-package",
      "title": "Machine learning and data mining.",
      "topics": [
        "Kira-package"
      ]
    },
    {
      "page": "brute.force",
      "title": "Brute force method for variable selection.",
      "topics": [
        "brute.force"
      ]
    },
    {
      "page": "elbow",
      "title": "Elbow method to determine the optimal number of clusters.",
      "topics": [
        "elbow"
      ]
    },
    {
      "page": "hierarchical",
      "title": "Hierarchical unsupervised classification.",
      "topics": [
        "hierarchical"
      ]
    },
    {
      "page": "kmeans",
      "title": "kmeans unsupervised classification.",
      "topics": [
        "kmeans"
      ]
    },
    {
      "page": "knn",
      "title": "k-nearest neighbor (kNN) supervised classification method",
      "topics": [
        "knn"
      ]
    },
    {
      "page": "lda",
      "title": "Linear discriminant analysis (LDA).",
      "topics": [
        "lda"
      ]
    },
    {
      "page": "plot_curve",
      "title": "Graphics of the results of the classification process",
      "topics": [
        "plot_curve"
      ]
    },
    {
      "page": "qda",
      "title": "Quadratic discriminant analysis (QDA).",
      "topics": [
        "qda"
      ]
    },
    {
      "page": "regression",
      "title": "Linear regression supervised classification method",
      "topics": [
        "regression"
      ]
    },
    {
      "page": "results",
      "title": "Results of the classification process",
      "topics": [
        "results"
      ]
    },
    {
      "page": "silhouette",
      "title": "Silhouette method to determine the optimal number of clusters.",
      "topics": [
        "silhouette"
      ]
    },
    {
      "page": "vote",
      "title": "Performs the supervised classification vote method.",
      "topics": [
        "vote"
      ]
    }
  ],
  "_rundeps": [
    "MASS"
  ],
  "_score": 1.3010299956639813,
  "_indexed": true,
  "_nocasepkg": "kira",
  "_universes": [
    "cran"
  ],
  "_previous": "1.0.8",
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.0.9",
      "date": "2026-10-13T03:53:20.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
      "fileid": "https://r2.ropensci.org/be22454333215a873e3ebe88738f967d95fb6af0c844b5705ec9eb6cbc82bf06",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38343448698"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.0.9",
      "date": "2026-10-13T03:52:54.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
      "fileid": "https://r2.ropensci.org/a481dfd544d252fcbd98520541fd211ef2d69f70bd209db11d17374cba6f583a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38343448698"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.0.9",
      "date": "2026-10-13T03:52:35.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
      "fileid": "https://r2.ropensci.org/63ba139ae5b9bbcafefc5d1b43921926f732411bd6442ec1e1dbb5d263be7652",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38343448698"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.0.9",
      "date": "2026-10-13T03:55:16.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
      "fileid": "https://r2.ropensci.org/a84eca6832e0f598e34d2616d51f998dc0eba19c1c8b152abe0c11249cb62391",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38343448698"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.0.9",
      "date": "2026-10-13T03:55:27.000Z",
      "arch": "emscripten",
      "commit": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
      "fileid": "https://r2.ropensci.org/6847fc8c38c31ea8b39626f804787499d20ae23c07ed34cbc8d7b3c6fa647863",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38343448698"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.0.9",
      "date": "2026-10-13T04:01:33.000Z",
      "arch": "aarch64",
      "commit": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
      "fileid": "https://r2.ropensci.org/1d85650e99e4cc9bfebffda200ad83e431755aaf2923648c6ea8c514d54da3af",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38343448698"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.0.9",
      "date": "2026-10-13T04:02:33.000Z",
      "arch": "x86_64",
      "commit": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
      "fileid": "https://r2.ropensci.org/462ddc3df123089482be0abdbb773a61420bf89076b956fad07ff3bee8e75a94",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38343448698"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.0.9",
      "date": "2026-10-13T03:54:46.000Z",
      "arch": "aarch64",
      "commit": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
      "fileid": "https://r2.ropensci.org/4b5f9358c99da8e7dfa3fcad28cdba272b2b7fb11eb4f4410e6022d05d0fc95e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38343448698"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.0.9",
      "date": "2026-10-13T03:57:09.000Z",
      "arch": "x86_64",
      "commit": "e19f6f76d877271ac6d0da48aa95f4472ebe872f",
      "fileid": "https://r2.ropensci.org/bdbe0906b4c4045f8abbd457260789628c328f55f582683117b88f333cd4c3ef",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38343448698"
    }
  ]
}