{
  "_id": "6abe0f7499f7aa8c6aa5178b",
  "Package": "mvrsquared",
  "Type": "Package",
  "Title": "Compute the Coefficient of Determination for Vector or Matrix\nOutcomes",
  "Version": "0.1.6.999",
  "Authors@R": "c(\nperson(\"Tommy\", \"Jones\", role = c(\"aut\", \"cre\"), email = \"jones.thos.w@gmail.com\",\ncomment = c(ORCID = \"0000-0001-6457-2452\")),\nperson(\"Thomas\", \"Nagler\",, \"mail@tnagler.com\", role = c(\"ctb\"),\ncomment = c(ORCID = \"0000-0003-1855-0046\"))\n)",
  "Description": "Compute the coefficient of determination for outcomes in\nn-dimensions. May be useful for multidimensional predictions\n(such as a multinomial model) or calculating goodness of fit\nfrom latent variable models such as probabilistic topic models\nlike latent Dirichlet allocation or deterministic topic models\nlike latent semantic analysis. Based on Jones (2019)\n<doi:10.48550/arXiv.1911.11061>.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "URL": "https://github.com/TommyJones/mvrsquared",
  "BugReports": "https://github.com/TommyJones/mvrsquared/issues",
  "VignetteBuilder": "knitr",
  "Language": "en-US",
  "Config/roxygen2/version": "8.0.0",
  "Repository": "https://tommyjones.r-universe.dev",
  "Date/Publication": "2026-08-31 22:16:39 UTC",
  "RemoteUrl": "https://github.com/tommyjones/mvrsquared",
  "RemoteRef": "HEAD",
  "RemoteSha": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-10-01 07:36:54 UTC",
    "User": "root"
  },
  "Author": "Tommy Jones [aut, cre] (ORCID: <https://orcid.org/0000-0001-6457-2452>),\nThomas Nagler [ctb] (ORCID: <https://orcid.org/0000-0003-1855-0046>)",
  "Maintainer": "Tommy Jones <jones.thos.w@gmail.com>",
  "_user": "tommyjones",
  "_type": "src",
  "_file": "mvrsquared_0.1.6.999.tar.gz",
  "_fileid": "https://r2.ropensci.org/a8f121e6b8f5dd4bb43177396ec56d055241ee62d3f997e35d5ac04d334b890f",
  "_filesize": 211376,
  "_sha256": "a8f121e6b8f5dd4bb43177396ec56d055241ee62d3f997e35d5ac04d334b890f",
  "_expires": "2027-01-09T07:44:50.000Z",
  "_created": "2026-10-01T07:36:54.000Z",
  "_published": "2026-10-01T07:44:52.073Z",
  "_jobs": [
    {
      "job": 110268617903,
      "time": 158,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11146614264"
    },
    {
      "job": 110268617991,
      "time": 171,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11147316677"
    },
    {
      "job": 110268618008,
      "time": 156,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11147431071"
    },
    {
      "job": 110268617994,
      "time": 162,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11146524648"
    },
    {
      "job": 110268617916,
      "time": 208,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11147595598"
    },
    {
      "job": 110268618017,
      "time": 421,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11147975876"
    },
    {
      "job": 110268618016,
      "time": 153,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11147386154"
    },
    {
      "job": 110268617985,
      "time": 255,
      "config": "macos-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11147174456"
    },
    {
      "job": 110267416317,
      "time": 231,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11147238280"
    },
    {
      "job": 110268617860,
      "time": 131,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "11148005112"
    },
    {
      "job": 110268618066,
      "time": 358,
      "config": "windows-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11147771021"
    },
    {
      "job": 110268618062,
      "time": 170,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11147795043"
    },
    {
      "job": 110268617953,
      "time": 132,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11147184039"
    },
    {
      "job": 110268618000,
      "time": 344,
      "config": "windows-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11147249267"
    },
    {
      "job": 110268617977,
      "time": 130,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11147258675"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288",
  "_status": "success",
  "_upstream": "https://github.com/tommyjones/mvrsquared",
  "_commit": {
    "id": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
    "author": "Tommy Jonesgit config --global user.email jones.thos.w@gmail.com <you@example.com>",
    "committer": "Tommy Jonesgit config --global user.email jones.thos.w@gmail.com <you@example.com>",
    "message": "Moving to dev version for GH\n",
    "time": 1788214599
  },
  "_maintainer": {
    "name": "Tommy Jones",
    "email": "jones.thos.w@gmail.com",
    "login": "tommyjones",
    "linkedin": "in/twjstats",
    "description": "Technology | Statistics | Machine Learning. ",
    "uuid": 4990978,
    "orcid": "0000-0001-6457-2452"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.0.2",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "RcppArmadillo",
      "role": "LinkingTo"
    },
    {
      "package": "RcppThread",
      "version": ">= 2.1.3",
      "role": "LinkingTo"
    },
    {
      "package": "Matrix",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "Rcpp",
      "version": ">= 1.0.2",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "role": "Suggests"
    },
    {
      "package": "furrr",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "MASS",
      "role": "Suggests"
    },
    {
      "package": "nnet",
      "role": "Suggests"
    },
    {
      "package": "parallel",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "stats",
      "role": "Suggests"
    },
    {
      "package": "stringr",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "textmineR",
      "role": "Suggests"
    },
    {
      "package": "tidytext",
      "role": "Suggests"
    },
    {
      "package": "spelling",
      "role": "Suggests"
    }
  ],
  "_owner": "tommyjones",
  "_selfowned": true,
  "_usedby": 1,
  "_updates": [
    {
      "week": "2026-35",
      "n": 2
    },
    {
      "week": "2026-36",
      "n": 6
    }
  ],
  "_tags": [
    {
      "name": "v0.1.6",
      "date": "2026-08-31"
    }
  ],
  "_stars": 0,
  "_contributors": [
    {
      "user": "tommyjones",
      "count": 99,
      "uuid": 4990978
    },
    {
      "user": "tnagler",
      "count": 4,
      "uuid": 8761435
    }
  ],
  "_userbio": {
    "uuid": 4990978,
    "type": "user",
    "name": "Tommy Jones",
    "followers": 94,
    "description": "Technology | Statistics | Machine Learning. "
  },
  "_downloads": {
    "count": 498,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/mvrsquared"
  },
  "_devurl": "https://github.com/tommyjones/mvrsquared",
  "_searchresults": 19,
  "_topics": [
    "openblas",
    "cpp",
    "openmp"
  ],
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/mvrsquared.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "LICENSE"
  ],
  "_homeurl": "https://github.com/tommyjones/mvrsquared",
  "_realowner": "tommyjones",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.0.3",
      "date": "2020-02-20"
    },
    {
      "version": "0.1.0",
      "date": "2020-06-25"
    },
    {
      "version": "0.1.1",
      "date": "2020-10-21"
    },
    {
      "version": "0.1.2",
      "date": "2021-09-20"
    },
    {
      "version": "0.1.4",
      "date": "2022-06-01"
    },
    {
      "version": "0.1.5",
      "date": "2023-07-15"
    },
    {
      "version": "0.1.6",
      "date": "2026-09-08"
    }
  ],
  "_exports": [
    "calc_rsquared"
  ],
  "_help": [
    {
      "page": "calc_rsquared",
      "title": "Calculate R-Squared.",
      "topics": [
        "calc_rsquared"
      ]
    }
  ],
  "_pkglogo": "https://github.com/tommyjones/mvrsquared/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/tommyjones/mvrsquared/raw/HEAD/README.md",
  "_rundeps": [
    "lattice",
    "Matrix",
    "Rcpp",
    "RcppArmadillo",
    "RcppThread"
  ],
  "_sysdeps": [
    {
      "shlib": "libblas",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.32+ds-5",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "16-20260322-1ubuntu1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    },
    {
      "shlib": "libgomp",
      "package": "libgomp1",
      "source": "gcc",
      "version": "16-20260322-1ubuntu1",
      "name": "openmp",
      "homepage": "http://gcc.gnu.org/",
      "description": "GCC OpenMP (GOMP) support library"
    }
  ],
  "_vignettes": [
    {
      "source": "getting_started_with_mvrsquared.Rmd",
      "filename": "getting_started_with_mvrsquared.html",
      "title": "Getting Started With mvrsquared",
      "author": "Tommy Jones",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Traditional R-squared",
        "Multivariate R-squared",
        "Multivariate prediction",
        "A silly example to prove a point",
        "A more realistic example",
        "Probabilistic topic modeling",
        "Latent semantic analysis topic modeling",
        "Parallelization/distributed computing for large data sets"
      ],
      "created": "2020-01-20 19:07:10",
      "modified": "2020-06-24 04:39:48",
      "commits": 9
    }
  ],
  "_score": 4.7558748556724915,
  "_indexed": true,
  "_nocasepkg": "mvrsquared",
  "_universes": [
    "tommyjones"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:39:32.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/fdcb4b9a089c984e9268a8847d85b70ce79e40af7c704c94802ded4b6f5bf5ab",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:39:34.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/1ae9f51aa6afa36666478c86c7415435f6b9a1a12421655573b77ecff19d1d11",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:39:34.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/ac80303fb7898bf80f9fe624b9cf33b5e66bed8ec988c6af627d371ba4252793",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:39:34.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/49f9ee6093100468815a160c039d6054dc0adccec2f8b8fd9ea2d1991389c24f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:39:55.000Z",
      "arch": "aarch64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/a3fdf7fff3abb57868880ba5e649bfdb8d152717e34a14c778a803955ca59656",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:41:32.000Z",
      "arch": "x86_64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/7b83486cacfeb9006cefacad6eceb6804c8ca6b4a2f1c0bc8501f212206310af",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:39:08.000Z",
      "arch": "aarch64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/3ed6e7a31a42d2291660c3602a20221826477ea35a58429a438f6e97a0fe618b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:40:06.000Z",
      "arch": "x86_64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/ff7bcc5fc5ec1c3013beb7293230eb4ade466b8e614da315bc80da0406f02a89",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:39:27.000Z",
      "arch": "emscripten",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/a430240e1342f554fafbb166878a4bee501ab682a6dc460fabba30df91bfd671",
      "status": "success",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:42:10.000Z",
      "arch": "aarch64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/718105b909e13b18a971cf9c3b77e69b98ad710d3c530ab3b34daa800faf3ca1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:38:32.000Z",
      "arch": "x86_64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/376dd1848086eb7c02c15c378ca7aaeef62c287544a287ff45b12106bf6b2f51",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:38:25.000Z",
      "arch": "x86_64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/80191c0553143b13d1bfe019e68a1089ef7c3defd017ea37bcb705f2b90fa1c7",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:41:53.000Z",
      "arch": "aarch64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/98b09323a55b6f36f35b48168db05bda423622d336355b1857ad6da3284ee565",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.6.999",
      "date": "2026-10-01T07:38:30.000Z",
      "arch": "x86_64",
      "commit": "80a147c7ea17aa017dd368f96dfb80b12c56e983",
      "fileid": "https://r2.ropensci.org/3d8c1a370b186601797502695823f003bb2778796c4c1532a721d282b6714e1d",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tommyjones/actions/runs/36830997288"
    }
  ]
}