{
  "_id": "6a10262bacfb0bcc41c8f491",
  "Package": "imputeMulti",
  "Title": "Imputation Methods for Multivariate Multinomial Data",
  "Version": "0.8.4",
  "Authors@R": "person(\"Alex\", \"Whitworth\", , \"whitworth.alex@gmail.com\", c(\"aut\", \"cre\"))",
  "Description": "Implements imputation methods using EM and Data\nAugmentation for multinomial data following the work of Schafer\n1997 <ISBN: 978-0-412-04061-0>.",
  "License": "GPL-3",
  "LazyData": "true",
  "RoxygenNote": "7.1.2",
  "Encoding": "UTF-8",
  "VignetteBuilder": "knitr, R.rsp",
  "Collate": "'RcppExports.R' 'class_imputeMulti.R' 'data-tract2221.R'\n'data_dep_prior_multi.R' 'imputeMulti-package.R'\n'int-count_levels.R' 'int-impute_multinomial.R'\n'int-search_z_Os_y.R' 'int-splitRows.R' 'merge_imputed.R'\n'methods_imputeMulti.R' 'multinomial_data_aug.R'\n'multinomial_em.R' 'multinomial_impute.R' 'multinomial_stats.R'",
  "Repository": "https://alexwhitworth.r-universe.dev",
  "Date/Publication": "2022-07-11 04:14:38 UTC",
  "RemoteUrl": "https://github.com/alexwhitworth/imputemulti",
  "RemoteRef": "HEAD",
  "RemoteSha": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-05-13 09:09:05 UTC",
    "User": "root"
  },
  "Author": "Alex Whitworth [aut, cre]",
  "Maintainer": "Alex Whitworth <whitworth.alex@gmail.com>",
  "MD5sum": "f1c1ace2f5702faab8be5d64f212246a",
  "_user": "alexwhitworth",
  "_type": "src",
  "_file": "imputeMulti_0.8.4.tar.gz",
  "_fileid": "3ea2503c990f7f2bec6d0f7487366fc2b3dc64bbf9905105f46d40f16f12403d",
  "_filesize": 705123,
  "_sha256": "3ea2503c990f7f2bec6d0f7487366fc2b3dc64bbf9905105f46d40f16f12403d",
  "_created": "2026-05-13T09:09:05.000Z",
  "_published": "2026-05-22T09:47:23.900Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77355607323,
      "time": 150,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6966042614"
    },
    {
      "job": 77355607657,
      "time": 140,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6966038860"
    },
    {
      "job": 77355607439,
      "time": 150,
      "config": "linux-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6966042559"
    },
    {
      "job": 77355607805,
      "time": 152,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6966045940"
    },
    {
      "job": 77355607868,
      "time": 219,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6966053941"
    },
    {
      "job": 77355607570,
      "time": 291,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6966086431"
    },
    {
      "job": 77355607812,
      "time": 185,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6966045235"
    },
    {
      "job": 77355607186,
      "time": 308,
      "config": "macos-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6966085011"
    },
    {
      "job": 77355606910,
      "time": 178,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6965986260"
    },
    {
      "job": 77355606887,
      "time": 105,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7157609897"
    },
    {
      "job": 77355607687,
      "time": 154,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6966043944"
    },
    {
      "job": 77355607639,
      "time": 188,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6966056347"
    },
    {
      "job": 77355607590,
      "time": 149,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6966041957"
    }
  ],
  "_buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/alexwhitworth/imputemulti",
  "_commit": {
    "id": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
    "author": "Alex Whitworth <awhitworth@pinterest.com>",
    "committer": "Alex Whitworth <awhitworth@pinterest.com>",
    "message": "remove coveralls\n",
    "time": 1657512878
  },
  "_maintainer": {
    "name": "Alex Whitworth",
    "email": "whitworth.alex@gmail.com",
    "login": "alexwhitworth",
    "uuid": 13594486
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "gtools",
      "version": ">= 3.3",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "parallel",
      "role": "Imports"
    },
    {
      "package": "Rcpp",
      "version": ">= 0.11.4",
      "role": "Imports"
    },
    {
      "package": "data.table",
      "version": ">= 1.14.2",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "R.rsp",
      "role": "Suggests"
    },
    {
      "package": "covr",
      "role": "Suggests"
    }
  ],
  "_owner": "alexwhitworth",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_topics": [
    "imputation",
    "imputation-methods",
    "multivariate-multinomial-data",
    "cpp"
  ],
  "_stars": 5,
  "_contributors": [
    {
      "user": "alexwhitworth",
      "count": 70,
      "uuid": 13594486
    },
    {
      "user": "jimhester",
      "count": 1,
      "uuid": 205275
    }
  ],
  "_userbio": {
    "uuid": 13594486,
    "type": "user",
    "name": "Alex Whitworth",
    "description": "Research Scientist. Interests in developing R and Python libraries"
  },
  "_downloads": {
    "count": 243,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/imputeMulti"
  },
  "_devurl": "https://github.com/alexwhitworth/imputemulti",
  "_searchresults": 28,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/imputeMulti.html",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/alexwhitworth/imputemulti",
  "_realowner": "alexwhitworth",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.4.5",
      "date": "2016-05-05"
    },
    {
      "version": "0.4.6",
      "date": "2016-05-26"
    },
    {
      "version": "0.5.2",
      "date": "2016-06-07"
    },
    {
      "version": "0.5.3",
      "date": "2016-06-15"
    },
    {
      "version": "0.6.1",
      "date": "2016-07-21"
    },
    {
      "version": "0.6.2",
      "date": "2016-08-10"
    },
    {
      "version": "0.6.3",
      "date": "2016-08-11"
    },
    {
      "version": "0.6.4",
      "date": "2017-02-12"
    },
    {
      "version": "0.8.3",
      "date": "2021-12-02"
    },
    {
      "version": "0.8.4",
      "date": "2023-02-18"
    }
  ],
  "_exports": [
    "data_dep_prior_multi",
    "get_imputations",
    "get_iterations",
    "get_logLik",
    "get_method",
    "get_parameters",
    "get_prior",
    "is.imputeMulti",
    "is.mod_imputeMulti",
    "merge_imputed",
    "multinomial_data_aug",
    "multinomial_em",
    "multinomial_impute",
    "multinomial_stats",
    "n_miss",
    "summary"
  ],
  "_datasets": [
    {
      "name": "tract2221",
      "title": "Observational data on individuals living in census tract 2221",
      "object": "tract2221",
      "class": [
        "data.frame"
      ],
      "fields": [
        "age",
        "gender",
        "marital_status",
        "edu_attain",
        "emp_status",
        "nativity",
        "pov_status",
        "geog_mobility",
        "ind_income",
        "race"
      ],
      "rows": 3974,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "data_dep_prior_multi",
      "title": "Data Dependent Prior for Multinomial Distribution",
      "topics": [
        "data_dep_prior_multi"
      ]
    },
    {
      "page": "imputeMulti-class",
      "title": "Class \"imputeMulti\"",
      "topics": [
        "get_imputations",
        "get_imputations,imputeMulti-method",
        "imputeMulti-class",
        "n_miss",
        "show,imputeMulti-method",
        "show-imputeMulti"
      ]
    },
    {
      "page": "is.imputeMulti",
      "title": "Check imputeMulti Class",
      "topics": [
        "is.imputeMulti"
      ]
    },
    {
      "page": "is.mod_imputeMulti",
      "title": "Check mod_imputeMulti Class",
      "topics": [
        "is.mod_imputeMulti"
      ]
    },
    {
      "page": "merge_imputed",
      "title": "Merge imputed data and original dataset",
      "topics": [
        "merge_imputed"
      ]
    },
    {
      "page": "mod_imputeMulti-class",
      "title": "Class \"mod_imputeMulti\"",
      "topics": [
        "get_iterations",
        "get_iterations,mod_imputeMulti-method",
        "get_logLik",
        "get_logLik,mod_imputeMulti-method",
        "get_method",
        "get_method,mod_imputeMulti-method",
        "get_parameters",
        "get_parameters,mod_imputeMulti-method",
        "get_prior",
        "get_prior,mod_imputeMulti-method",
        "mod_imputeMulti-class",
        "n_miss,imputeMulti-method",
        "show,mod_imputeMulti-method",
        "show-mod_imputeMulti"
      ]
    },
    {
      "page": "multinomial_data_aug",
      "title": "Data Augmentation algorithm for multinomial data",
      "topics": [
        "multinomial_data_aug"
      ]
    },
    {
      "page": "multinomial_em",
      "title": "EM algorithm for multinomial data",
      "topics": [
        "multinomial_em"
      ]
    },
    {
      "page": "multinomial_impute",
      "title": "Impute Values for missing multinomial values",
      "topics": [
        "multinomial_impute"
      ]
    },
    {
      "page": "multinomial_stats",
      "title": "Multinomial Sufficient Statistics",
      "topics": [
        "multinomial_stats"
      ]
    },
    {
      "page": "summary-imputeMulti-method",
      "title": "Summarizing imputMulti objects",
      "topics": [
        "summary,imputeMulti-method"
      ]
    },
    {
      "page": "summary-mod_imputeMulti-method",
      "title": "Summarizing mod_imputMulti objects",
      "topics": [
        "summary,mod_imputeMulti-method"
      ]
    },
    {
      "page": "supDistC",
      "title": "Calculate the sup of L1 distance between x and y",
      "topics": [
        "supDistC"
      ]
    },
    {
      "page": "tract2221",
      "title": "Observational data on individuals living in census tract 2221",
      "topics": [
        "tract2221"
      ]
    }
  ],
  "_rundeps": [
    "data.table",
    "gtools",
    "Rcpp"
  ],
  "_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": "imputeMulti.tex.rsp",
      "filename": "imputeMulti.pdf",
      "title": "imputeMulti: An Introduction",
      "engine": "R.rsp::rsp",
      "headings": [],
      "created": "2021-12-01 23:05:44",
      "modified": "2021-12-17 21:05:05",
      "commits": 4
    }
  ],
  "_score": 4.146128035678238,
  "_indexed": true,
  "_nocasepkg": "imputemulti",
  "_universes": [
    "alexwhitworth"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.8.4",
      "date": "2026-05-13T09:11:10.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "d7e78e46b9d453c1b453793e44943e4adcd70c6a07a58db65f7e9ab4ef072a65",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.8.4",
      "date": "2026-05-13T09:10:57.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "4eb7fcd236b248b5e3fd4f55a8208b1cdaa629847f3b7dc553a980989db0e6db",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.8.4",
      "date": "2026-05-13T09:11:10.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "b648da8ee3346a5a2d4290cb011fc4539fa4f0be1e2375b2744e96dab64306d5",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.8.4",
      "date": "2026-05-13T09:11:17.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "32ac35da95d952bb5b1528cdb4d97229cd633bcbfd41ab567a1be6b2977d6b40",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.8.4",
      "date": "2026-05-13T09:11:37.000Z",
      "arch": "aarch64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "8ea8a2a0b8e5921118c23756d7fbdd1a722bcf31ae16719ff47d451173c0a6e2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.8.4",
      "date": "2026-05-13T09:12:42.000Z",
      "arch": "x86_64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "8105b18ddc1b9078fdd59394c1a9d77c9fbf9e32ff7aee4d4a94b3d6b7301bf9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.8.4",
      "date": "2026-05-13T09:11:07.000Z",
      "arch": "aarch64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "575750b23978d38efd8d6c4f85abeb59ea0e905feb7197883773e0a5a3c20081",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.8.4",
      "date": "2026-05-13T09:12:18.000Z",
      "arch": "x86_64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "ec858ddff9cc4bd1c0d6053b7a9f40f93cc2e653f7914321f094a6523d34b815",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.8.4",
      "date": "2026-05-13T09:10:31.000Z",
      "arch": "x86_64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "1ad239057bb8c9f8e3aa3057956b9bfb999b67785f48286f9eae3cfba4d8a059",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.8.4",
      "date": "2026-05-13T09:10:30.000Z",
      "arch": "x86_64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "fe0f46338a383ecaa21d9a7411c786d042ab385a9a71b19da41e8b047f0a0276",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.8.4",
      "date": "2026-05-13T09:10:30.000Z",
      "arch": "x86_64",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "ef08eed64221fe856436f6288395b3678d722fde6af7b95ae2dd4a50a95900dc",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.8.4",
      "date": "2026-05-22T09:46:56.000Z",
      "arch": "emscripten",
      "commit": "d2d0ef5228c57e0a8715c03ae9850867239b4337",
      "fileid": "d4d889d8f318e583dad25891d7949f91744cda50c8dfc6c0b829db449fd7dd2d",
      "status": "success",
      "buildurl": "https://github.com/r-universe/alexwhitworth/actions/runs/25789439368"
    }
  ]
}