{
  "_id": "6a181604acfb0bcc41daf75b",
  "Package": "TreeDimensionTest",
  "Type": "Package",
  "Title": "Trajectory Presence and Heterogeneity in Multivariate Data",
  "Version": "0.0.2",
  "Date": "2022-03-11",
  "Authors@R": "c(\nperson(\"Lovemore\", \"Tenha\", , \"ltenha@nmsu.edu\", role = \"aut\",\ncomment = c(ORCID = \"0000-0001-9705-2023\")),\nperson(\"Joe\", \"Song\", , \"joemsong@cs.nmsu.edu\", role = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-6883-6547\"))\n)",
  "Author": "Lovemore Tenha [aut] (<https://orcid.org/0000-0001-9705-2023>),\nJoe Song [aut, cre] (<https://orcid.org/0000-0002-6883-6547>)",
  "Maintainer": "Joe Song <joemsong@cs.nmsu.edu>",
  "Description": "Testing for trajectory presence and heterogeneity on\nmultivariate data. Two statistical methods (Tenha & Song 2022)\n<doi:10.1371/journal.pcbi.1009829> are implemented. The tree\ndimension test quantifies the statistical evidence for\ntrajectory presence. The subset specificity measure summarizes\npattern heterogeneity using the minimum subtree cover. There is\nno user tunable parameters for either method. Examples are\nincluded to illustrate how to use the methods on single-cell\ndata for studying gene and pathway expression dynamics and\npathway expression specificity.",
  "License": "LGPL (>= 3)",
  "RoxygenNote": "7.1.2",
  "Encoding": "UTF-8",
  "VignetteBuilder": "knitr",
  "NeedsCompilation": "yes",
  "RdMacros": "Rdpack",
  "Packaged": {
    "Date": "2026-05-28 10:11:56 UTC",
    "User": "root"
  },
  "Config/pak/sysreqs": "libglpk-dev libxml2-dev",
  "Repository": "https://joemsong.r-universe.dev",
  "Date/Publication": "2022-03-12 09:30:07 UTC",
  "RemoteUrl": "https://github.com/cran/TreeDimensionTest",
  "RemoteRef": "HEAD",
  "RemoteSha": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
  "MD5sum": "5fb77db372157d37fb5881bf2030f3de",
  "_user": "joemsong",
  "_type": "src",
  "_file": "TreeDimensionTest_0.0.2.tar.gz",
  "_fileid": "fea0bca882c6a7c0aa623cc4236de080ed17e9b80f00cb0c008ef5ef4487b3d9",
  "_filesize": 2232663,
  "_sha256": "fea0bca882c6a7c0aa623cc4236de080ed17e9b80f00cb0c008ef5ef4487b3d9",
  "_created": "2026-05-28T10:11:56.000Z",
  "_published": "2026-05-28T10:16:36.390Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 78269387151,
      "time": 189,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7263304208"
    },
    {
      "job": 78269387092,
      "time": 150,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7263292191"
    },
    {
      "job": 78269387071,
      "time": 162,
      "config": "linux-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7263295226"
    },
    {
      "job": 78269387147,
      "time": 178,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7263300464"
    },
    {
      "job": 78269387109,
      "time": 161,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7263294493"
    },
    {
      "job": 78269387099,
      "time": 194,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7263306101"
    },
    {
      "job": 78269387169,
      "time": 198,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7263306924"
    },
    {
      "job": 78269387139,
      "time": 233,
      "config": "macos-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7263318634"
    },
    {
      "job": 78268894174,
      "time": 188,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7263245571"
    },
    {
      "job": 78269386979,
      "time": 122,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7263282923"
    },
    {
      "job": 78269387078,
      "time": 130,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7263285378"
    },
    {
      "job": 78269387155,
      "time": 204,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7263310090"
    },
    {
      "job": 78269387088,
      "time": 119,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7263282264"
    }
  ],
  "_buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/TreeDimensionTest",
  "_commit": {
    "id": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
    "author": "Joe Song <joemsong@cs.nmsu.edu>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.0.2\n",
    "time": 1647077407
  },
  "_maintainer": {
    "name": "Joe Song",
    "email": "joemsong@cs.nmsu.edu",
    "login": "joemsong",
    "description": "",
    "uuid": 28720910,
    "orcid": "0000-0002-6883-6547"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "mlpack",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "fitdistrplus",
      "role": "Imports"
    },
    {
      "package": "igraph",
      "role": "Imports"
    },
    {
      "package": "nFactors",
      "role": "Imports"
    },
    {
      "package": "Rcpp",
      "version": ">= 1.0.2",
      "role": "Imports"
    },
    {
      "package": "RColorBrewer",
      "role": "Imports"
    },
    {
      "package": "Rdpack",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    }
  ],
  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
    {
      "user": "joemsong",
      "count": 2,
      "uuid": 28720910
    }
  ],
  "_userbio": {
    "uuid": 28720910,
    "type": "user",
    "name": "The Song Lab"
  },
  "_downloads": {
    "count": 159,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/TreeDimensionTest"
  },
  "_searchresults": 1,
  "_topics": [
    "cpp"
  ],
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/TreeDimensionTest.html",
    "manual.pdf"
  ],
  "_realowner": "joemsong",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.0.1",
      "date": "2022-01-20"
    },
    {
      "version": "0.0.2",
      "date": "2022-03-12"
    }
  ],
  "_exports": [
    "compute.stats",
    "empirical.distributions",
    "separability",
    "test.trajectory"
  ],
  "_help": [
    {
      "page": "compute.stats",
      "title": "Tree Dimension Test Related Statistics",
      "topics": [
        "compute.stats"
      ]
    },
    {
      "page": "empirical.distributions",
      "title": "Empirical Null Distribution of Tree Dimension Test",
      "topics": [
        "empirical.distributions"
      ]
    },
    {
      "page": "plot.test",
      "title": "Visualizing Euclidean Minimum Spanning Trees",
      "topics": [
        "plot.treedim"
      ]
    },
    {
      "page": "separability",
      "title": "Separability of Labeled Data Points",
      "topics": [
        "separability"
      ]
    },
    {
      "page": "test.trajectory",
      "title": "Tree Dimension Test",
      "topics": [
        "test.trajectory"
      ]
    }
  ],
  "_readme": "https://github.com/cran/TreeDimensionTest/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "cpp11",
    "fitdistrplus",
    "glue",
    "GPArotation",
    "igraph",
    "lattice",
    "lifecycle",
    "magrittr",
    "MASS",
    "Matrix",
    "mlpack",
    "mnormt",
    "nFactors",
    "nlme",
    "pkgconfig",
    "psych",
    "rbibutils",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "RcppEnsmallen",
    "Rdpack",
    "rlang",
    "survival",
    "vctrs"
  ],
  "_sysdeps": [
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "14.2.0-4ubuntu2~24.04.1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    }
  ],
  "_vignettes": [
    {
      "source": "Tutorial.Rmd",
      "filename": "Tutorial.html",
      "title": "Tutorial: Using the 'TreeDimensionTest' package",
      "engine": "knitr::rmarkdown",
      "headings": [
        "1. Testing trajectory presence",
        "Example 1.1 Simulated single-cell data with trajectory presence",
        "Example 1.2 Simulated isotropic data without trajectory presence",
        "Calculating test statistics without $p$-value",
        "2. Measuring data subset homogeneity by separability",
        "Example 2.1 Homogeneous data with low separability",
        "Example 2.2 Heterogeneous data with high separability",
        "3. Understanding tissue specificity of pathway gene expression dynamics via separability",
        "Example 3.1 Tissue specificity of the calcium signaling pathway during development",
        "Example 3.2 Tissue specificity of the ribosome pathway during development",
        "References"
      ],
      "created": "2022-01-20 07:52:44",
      "modified": "2022-03-12 09:30:07",
      "commits": 2
    }
  ],
  "_score": 2.6989700043360187,
  "_indexed": true,
  "_nocasepkg": "treedimensiontest",
  "_universes": [
    "joemsong"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.0.2",
      "date": "2026-05-28T10:15:01.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "6397f5dac44b5f62b32d414d2f898c55508d172cb34fd1ed438c97a37bc9e910",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.0.2",
      "date": "2026-05-28T10:14:17.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "578a3dd2f5f90bba5c110c2c3364b67770296dd11408b4421a2711c550bfd226",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.0.2",
      "date": "2026-05-28T10:14:31.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "990d88cb8410953fa8b5f166d5c082c301e256ff6bd918936a943c5a6c9c8628",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.0.2",
      "date": "2026-05-28T10:14:40.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "9991576ea373bcf294f5ae9af02df9d15ec31f4c347d5abd65f2377909092f0a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.0.2",
      "date": "2026-05-28T10:13:59.000Z",
      "arch": "aarch64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "ffe50a4039c1713cc6bb9ea229e27b6d69ec4ee1ac3a87d963060b48daeabdad",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.0.2",
      "date": "2026-05-28T10:14:39.000Z",
      "arch": "x86_64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "a970d1d59939aee9c0159cebb512584d2eb325d76213430ab549bf5c5cd78bcb",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.0.2",
      "date": "2026-05-28T10:14:33.000Z",
      "arch": "aarch64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "9a47e7d7ec0e3f6257f90085e4d766fd5c68ca8c17c5a667c1cb8fe25e51e637",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.0.2",
      "date": "2026-05-28T10:15:16.000Z",
      "arch": "x86_64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "52091c017981715a3512208c07f684e18512a402590069eca82595badaaa9555",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.0.2",
      "date": "2026-05-28T10:14:18.000Z",
      "arch": "emscripten",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "be0754253357d4e65f48568719c86066734309742f2756b747fc08610d92072c",
      "status": "success",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.0.2",
      "date": "2026-05-28T10:13:33.000Z",
      "arch": "x86_64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "1555b73c1b7ae4f2743a325e7d435d2e657b4e8ac087e3aad7de7ce434ead61b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.0.2",
      "date": "2026-05-28T10:13:48.000Z",
      "arch": "x86_64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "f4277ec1aeb39b8b8ee2b402cf5876e7b9130e8f2844572bbf7ac18e36c2c6d6",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.0.2",
      "date": "2026-05-28T10:13:20.000Z",
      "arch": "x86_64",
      "commit": "92d770f047a0d4f98dc5bf71a2d63a14e163be6e",
      "fileid": "9384af904595cfb5ee903330fd3e369d3fa0b83223a78a137e4d8cefa10b5c1f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/joemsong/actions/runs/26568381732"
    }
  ]
}