{
  "_id": "6a339a1d3efcd9bda43a4f6e",
  "Package": "multilevelTools",
  "Title": "Multilevel and Mixed Effects Model Diagnostics and Effect Sizes",
  "Version": "0.2.2",
  "Authors@R": "person(given = \"Joshua F.\",\nfamily = \"Wiley\",\nrole = c(\"aut\", \"cre\"),\nemail = \"jwiley.psych@gmail.com\",\ncomment = c(ORCID = \"0000-0002-0271-6702\"))",
  "URL": "https://joshuawiley.com/multilevelTools/,\nhttps://github.com/JWiley/multilevelTools",
  "BugReports": "https://github.com/JWiley/multilevelTools/issues",
  "Description": "Effect sizes, diagnostics and performance metrics for\nmultilevel and mixed effects models. Includes marginal and\nconditional 'R2' estimates for linear mixed effects models\nbased on Johnson (2014) <doi:10.1111/2041-210X.12225>.",
  "License": "GPL (>= 3)",
  "Encoding": "UTF-8",
  "Config/testthat/edition": "3",
  "VignetteBuilder": "knitr",
  "RoxygenNote": "7.3.3",
  "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev libx11-dev\nzlib1g-dev",
  "Repository": "https://jwiley.r-universe.dev",
  "Date/Publication": "2025-11-23 07:15:15 UTC",
  "RemoteUrl": "https://github.com/jwiley/multileveltools",
  "RemoteRef": "HEAD",
  "RemoteSha": "6df027ed71b44f3d8a6aa16f74333484188a8746",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-18 06:49:49 UTC",
    "User": "root"
  },
  "Author": "Joshua F. Wiley [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-0271-6702>)",
  "Maintainer": "Joshua F. Wiley <jwiley.psych@gmail.com>",
  "MD5sum": "7062b839c40ac2eb8551b8f287ed89bf",
  "_user": "jwiley",
  "_type": "src",
  "_file": "multilevelTools_0.2.2.tar.gz",
  "_fileid": "2aa8eeed4ff1c1b6d32ae4f44efbeb829fd9fdc044d88ae4fca2dd05afd7ac1f",
  "_filesize": 1200425,
  "_sha256": "2aa8eeed4ff1c1b6d32ae4f44efbeb829fd9fdc044d88ae4fca2dd05afd7ac1f",
  "_created": "2026-06-18T06:49:49.000Z",
  "_published": "2026-06-18T07:11:25.684Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 82071387696,
      "time": 281,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "7716206044"
    },
    {
      "job": 82071387724,
      "time": 327,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7716218395"
    },
    {
      "job": 82071387723,
      "time": 212,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "7716485574"
    },
    {
      "job": 82071387713,
      "time": 162,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7716461948"
    },
    {
      "job": 82070784966,
      "time": 252,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7716123473"
    },
    {
      "job": 82071387717,
      "time": 174,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7716177376"
    },
    {
      "job": 82071387715,
      "time": 203,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "7716184995"
    },
    {
      "job": 82071387694,
      "time": 194,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "7716181345"
    },
    {
      "job": 82071387712,
      "time": 195,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7716181619"
    }
  ],
  "_buildurl": "https://github.com/r-universe/jwiley/actions/runs/27741861012",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/jwiley/multileveltools",
  "_commit": {
    "id": "6df027ed71b44f3d8a6aa16f74333484188a8746",
    "author": "Joshua F. Wiley <jwiley.psych@gmail.com>",
    "committer": "Joshua F. Wiley <jwiley.psych@gmail.com>",
    "message": "bump to 0.2.2 and minor tweaks to ranefdata plots for visibility\n",
    "time": 1763882115
  },
  "_maintainer": {
    "name": "Joshua F. Wiley",
    "email": "jwiley.psych@gmail.com",
    "login": "jwiley",
    "twitter": "@WileyResearch",
    "description": "I am a lecturer in the Turner Institute for Brain and Mental Health and School of Psychological Sciences at Monash University",
    "uuid": 322716,
    "orcid": "0000-0002-0271-6702"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "lme4",
      "role": "Imports"
    },
    {
      "package": "lmerTest",
      "role": "Imports"
    },
    {
      "package": "data.table",
      "version": ">= 1.14.6",
      "role": "Imports"
    },
    {
      "package": "nlme",
      "role": "Imports"
    },
    {
      "package": "extraoperators",
      "version": ">= 0.2.0",
      "role": "Imports"
    },
    {
      "package": "JWileymisc",
      "version": ">= 1.4.2",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "ggpubr",
      "role": "Imports"
    },
    {
      "package": "scales",
      "role": "Imports"
    },
    {
      "package": "lavaan",
      "role": "Imports"
    },
    {
      "package": "zoo",
      "role": "Imports"
    },
    {
      "package": "brms",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "version": ">= 3.1.0",
      "role": "Imports"
    },
    {
      "package": "reformulas",
      "role": "Imports"
    },
    {
      "package": "covr",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    }
  ],
  "_owner": "jwiley",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-36",
      "n": 2
    },
    {
      "week": "2025-47",
      "n": 2
    }
  ],
  "_tags": [],
  "_stars": 5,
  "_contributors": [
    {
      "user": "jwiley",
      "count": 42,
      "uuid": 322716
    },
    {
      "user": "bbolker",
      "count": 1,
      "uuid": 78918
    }
  ],
  "_userbio": {
    "uuid": 322716,
    "type": "user",
    "name": "Joshua F. Wiley, Ph.D.",
    "followers": 56,
    "description": "I am a lecturer in the Turner Institute for Brain and Mental Health and School of Psychological Sciences at Monash University"
  },
  "_downloads": {
    "count": 885,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/multilevelTools"
  },
  "_devurl": "https://github.com/jwiley/multileveltools",
  "_pkgdown": "https://joshuawiley.com/multilevelTools/",
  "_searchresults": 136,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/multilevelTools.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/jwiley/multileveltools",
  "_realowner": "jwiley",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.1",
      "date": "2020-03-04"
    },
    {
      "version": "0.2.0",
      "date": "2025-04-13"
    },
    {
      "version": "0.2.1",
      "date": "2025-09-07"
    }
  ],
  "_exports": [
    "acfByID",
    "evaluateLags",
    "iccMixed",
    "meanDecompose",
    "meanDeviations",
    "nEffective",
    "omegaSEM",
    "ranefdata",
    "weighted.sma"
  ],
  "_help": [
    {
      "page": "acfByID",
      "title": "Estimate the autocorrelation by unit (ID)",
      "topics": [
        "acfByID"
      ]
    },
    {
      "page": "APAStyler.modelTest.merMod",
      "title": "Format results from a linear mixed model",
      "topics": [
        "APAStyler.modelTest.merMod"
      ]
    },
    {
      "page": "evaluateLags",
      "title": "Create lag variables and evaluate models with different number of lags",
      "topics": [
        "evaluateLags"
      ]
    },
    {
      "page": "iccMixed",
      "title": "Intraclass Correlation Coefficient (ICC) from Mixed Models",
      "topics": [
        "iccMixed"
      ]
    },
    {
      "page": "meanDecompose",
      "title": "Mean decomposition of a variable by group(s)",
      "topics": [
        "meanDecompose"
      ]
    },
    {
      "page": "meanDeviations",
      "title": "Function to calculate the mean and deviations from mean",
      "topics": [
        "meanDeviations"
      ]
    },
    {
      "page": "modelCompare.merMod",
      "title": "Compare two lmer models",
      "topics": [
        "modelCompare.merMod"
      ]
    },
    {
      "page": "modelDiagnostics.lme",
      "title": "modelDiagnostics method for lme objects",
      "topics": [
        "modelDiagnostics.lme"
      ]
    },
    {
      "page": "modelDiagnostics.merMod",
      "title": "modelDiagnostics method for merMod objects",
      "topics": [
        "modelDiagnostics.merMod"
      ]
    },
    {
      "page": "modelPerformance.merMod",
      "title": "modelPerformance method for merMod objects",
      "topics": [
        "modelPerformance.merMod"
      ]
    },
    {
      "page": "modelTest.merMod",
      "title": "estimate detailed results per variable and effect sizes for both fixed and random effects from lmer models",
      "topics": [
        "modelTest.merMod"
      ]
    },
    {
      "page": "nEffective",
      "title": "Estimate the effective sample size from longitudinal data",
      "topics": [
        "nEffective"
      ]
    },
    {
      "page": "omegaSEM",
      "title": "Calculate multilevel omega reliability",
      "topics": [
        "omegaSEM"
      ]
    },
    {
      "page": "plot.modelDiagnostics.lme",
      "title": "Plot Diagnostics for an 'lme' model",
      "topics": [
        "plot.modelDiagnostics.lme"
      ]
    },
    {
      "page": "plot.modelDiagnostics.merMod",
      "title": "Plot Diagnostics for an 'lmer' model",
      "topics": [
        "plot.modelDiagnostics.merMod"
      ]
    },
    {
      "page": "R2.merMod",
      "title": "merMod method for R2",
      "topics": [
        "R2.merMod"
      ]
    },
    {
      "page": "ranefdata",
      "title": "Create data and plots for 'brm' random effect models",
      "topics": [
        "ranefdata"
      ]
    },
    {
      "page": "residualDiagnostics.lme",
      "title": "residualDiagnostics methods for 'lme' objects",
      "topics": [
        "residualDiagnostics.lme"
      ]
    },
    {
      "page": "residualDiagnostics.merMod",
      "title": "residualDiagnostics methods for merMod objects",
      "topics": [
        "residualDiagnostics.merMod"
      ]
    },
    {
      "page": "weighted.sma",
      "title": "Weighted Simple Moving Average",
      "topics": [
        "weighted.sma"
      ]
    }
  ],
  "_readme": "https://github.com/jwiley/multileveltools/raw/HEAD/README.md",
  "_rundeps": [
    "abind",
    "backports",
    "bayesplot",
    "BH",
    "bit",
    "bit64",
    "boot",
    "bridgesampling",
    "brio",
    "brms",
    "Brobdingnag",
    "broom",
    "callr",
    "car",
    "carData",
    "checkmate",
    "cli",
    "clipr",
    "coda",
    "codetools",
    "colorspace",
    "corrplot",
    "cowplot",
    "cpp11",
    "crayon",
    "data.table",
    "DEoptimR",
    "Deriv",
    "desc",
    "diffobj",
    "digest",
    "distributional",
    "doBy",
    "dplyr",
    "emmeans",
    "estimability",
    "evaluate",
    "extraoperators",
    "farver",
    "forcats",
    "foreach",
    "forecast",
    "Formula",
    "fracdiff",
    "fs",
    "fst",
    "fstcore",
    "future",
    "future.apply",
    "gamlss",
    "gamlss.data",
    "gamlss.dist",
    "generics",
    "ggplot2",
    "ggpubr",
    "ggrepel",
    "ggridges",
    "ggsci",
    "ggsignif",
    "glmnet",
    "globals",
    "glue",
    "GPArotation",
    "gridExtra",
    "gtable",
    "haven",
    "hms",
    "inline",
    "isoband",
    "iterators",
    "jomo",
    "jsonlite",
    "JWileymisc",
    "labeling",
    "lattice",
    "lavaan",
    "lifecycle",
    "listenv",
    "lme4",
    "lmerTest",
    "lmtest",
    "loo",
    "magrittr",
    "MASS",
    "Matrix",
    "MatrixModels",
    "matrixStats",
    "mgcv",
    "mice",
    "microbenchmark",
    "minqa",
    "mitml",
    "mnormt",
    "modelr",
    "multcompView",
    "mvtnorm",
    "nleqslv",
    "nlme",
    "nloptr",
    "nnet",
    "numDeriv",
    "ordinal",
    "otel",
    "pan",
    "parallelly",
    "pbivnorm",
    "pbkrtest",
    "pillar",
    "pkgbuild",
    "pkgconfig",
    "pkgload",
    "plyr",
    "polynom",
    "posterior",
    "praise",
    "prettyunits",
    "processx",
    "progress",
    "ps",
    "psych",
    "purrr",
    "quadprog",
    "quantreg",
    "QuickJSR",
    "R6",
    "rbibutils",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "RcppEigen",
    "RcppParallel",
    "Rdpack",
    "readr",
    "reformulas",
    "reshape2",
    "rlang",
    "robustbase",
    "rpart",
    "rprojroot",
    "rstan",
    "rstantools",
    "rstatix",
    "S7",
    "scales",
    "shape",
    "SparseM",
    "StanHeaders",
    "stringi",
    "stringr",
    "survival",
    "tensorA",
    "testthat",
    "tibble",
    "tidyr",
    "tidyselect",
    "timeDate",
    "tzdb",
    "ucminf",
    "urca",
    "utf8",
    "vctrs",
    "VGAM",
    "viridisLite",
    "vroom",
    "waldo",
    "withr",
    "zoo"
  ],
  "_vignettes": [
    {
      "source": "lmer-vignette.Rmd",
      "filename": "lmer-vignette.html",
      "title": "Multilevel Models using lmer",
      "author": "Joshua F. Wiley",
      "engine": "knitr::rmarkdown",
      "headings": [
        "A Quick View of the Data",
        "Mixed Effects (Multilevel) Model",
        "Interactions",
        "Interactions with Categorical Variable(s)",
        "If you really want",
        "Interactions with Continuous Variables"
      ],
      "created": "2019-12-16 03:29:44",
      "modified": "2025-03-26 06:31:47",
      "commits": 4
    }
  ],
  "_score": 5.832508912706236,
  "_indexed": true,
  "_nocasepkg": "multileveltools",
  "_universes": [
    "jwiley"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.2.2",
      "date": "2026-06-18T06:53:12.000Z",
      "distro": "noble",
      "commit": "6df027ed71b44f3d8a6aa16f74333484188a8746",
      "fileid": "2a0171f4b24a2966d42b3e774d3f11b51d1fe922a4f730da0b99766f2bc0b80b",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/jwiley/actions/runs/27741861012"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.2.2",
      "date": "2026-06-18T06:53:55.000Z",
      "distro": "noble",
      "commit": "6df027ed71b44f3d8a6aa16f74333484188a8746",
      "fileid": "52de09f08c9b6f40800528755c91d518f291df6a3dd4aa5fd60e554e61ebe480",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/jwiley/actions/runs/27741861012"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.2.2",
      "date": "2026-06-18T07:09:27.000Z",
      "commit": "6df027ed71b44f3d8a6aa16f74333484188a8746",
      "fileid": "e2357c4bf0f4b72c2f66a7ab6188c6cfa95e8436f4d12dccfbd4b3273e35a135",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/jwiley/actions/runs/27741861012"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.2.2",
      "date": "2026-06-18T07:08:24.000Z",
      "commit": "6df027ed71b44f3d8a6aa16f74333484188a8746",
      "fileid": "7ef574ae64759568225bceeb31b68ff55a92c121b190b5c8695b03e942f47527",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/jwiley/actions/runs/27741861012"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.2.2",
      "date": "2026-06-18T06:53:13.000Z",
      "commit": "6df027ed71b44f3d8a6aa16f74333484188a8746",
      "fileid": "7d2c15c3b946e2c1f55c0c6f1abce7dcdf376ff9dc5b00c9afc16f40d754cd91",
      "status": "success",
      "buildurl": "https://github.com/r-universe/jwiley/actions/runs/27741861012"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.2.2",
      "date": "2026-06-18T06:51:36.000Z",
      "commit": "6df027ed71b44f3d8a6aa16f74333484188a8746",
      "fileid": "5c98b336bceac71c3a8e1a7298f5e2b2d079027e98863dabbc2c03cb2170a1a5",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/jwiley/actions/runs/27741861012"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.2.2",
      "date": "2026-06-18T06:51:32.000Z",
      "commit": "6df027ed71b44f3d8a6aa16f74333484188a8746",
      "fileid": "c8100bcf178f8e0b7b12d728f41c1bedb806ed91d69bf0255f29d8a02130d3e7",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/jwiley/actions/runs/27741861012"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.2.2",
      "date": "2026-06-18T06:51:35.000Z",
      "commit": "6df027ed71b44f3d8a6aa16f74333484188a8746",
      "fileid": "b2e003b3f788340108d764efaef00e5929af41587a80a14c165428904d93dab2",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/jwiley/actions/runs/27741861012"
    }
  ]
}