{ "_id": "6a10312bacfb0bcc41c967b2", "Package": "modi", "Type": "Package", "Title": "Multivariate Outlier Detection and Imputation for Incomplete\nSurvey Data", "Version": "0.1.3", "Authors@R": "c(\nperson(\"Beat\", \"Hulliger\", email = \"beat.hulliger@fhnw.ch\", role = c(\"aut\", \"cre\")),\nperson(\"Martin\", \"Sterchi\", email = \"martin.sterchi@fhnw.ch\", role = \"ctb\"),\nperson(\"Tobias\", \"Schoch\", email = \"tobias.schoch@fhnw.ch\", role = \"ctb\"))", "Description": "Algorithms for multivariate outlier detection when missing\nvalues occur. Algorithms are based on Mahalanobis distance or\ndata depth. Imputation is based on the multivariate normal\nmodel or uses nearest neighbour donors. The algorithms take\nsample designs, in particular weighting, into account. The\nmethods are described in Bill and Hulliger (2016)\n.", "License": "MIT + file LICENSE", "URL": "https://github.com/martinSter/modi", "BugReports": "https://github.com/martinSter/modi/issues", "Language": "en-GB", "Encoding": "UTF-8", "LazyData": "true", "RoxygenNote": "7.3.2", "VignetteBuilder": "knitr", "Repository": "https://martinster.r-universe.dev", "Date/Publication": "2025-08-22 12:04:26 UTC", "RemoteUrl": "https://github.com/martinster/modi", "RemoteRef": "HEAD", "RemoteSha": "e31452f9162655ab00c7783307890b0f78cc3fa8", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-22 10:31:17 UTC", "User": "root" }, "Author": "Beat Hulliger [aut, cre],\nMartin Sterchi [ctb],\nTobias Schoch [ctb]", "Maintainer": "Beat Hulliger ", "MD5sum": "95bf96e5a5c2b740c2b7a156842d9394", "_user": "martinster", "_type": "src", "_file": "modi_0.1.3.tar.gz", "_fileid": "83b3b370a2c7a04074675a7430dbcbff8be11653fcee6a8e9792eb27bcee3747", "_filesize": 1069976, "_sha256": "83b3b370a2c7a04074675a7430dbcbff8be11653fcee6a8e9792eb27bcee3747", "_created": "2026-05-22T10:31:17.000Z", "_published": "2026-05-22T10:34:19.219Z", "_distro": "noble", "_jobs": [ { "job": 77362506404, "time": 149, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7158449477" }, { "job": 77362506414, "time": 117, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7158440177" }, { "job": 77362506508, "time": 105, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7158447770" }, { "job": 77362506387, "time": 92, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7158445095" }, { "job": 77362081677, "time": 170, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7158404526" }, { "job": 77362506376, "time": 128, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7158443195" }, { "job": 77362506415, "time": 94, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7158433703" }, { "job": 77362506428, "time": 88, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7158431964" }, { "job": 77362506390, "time": 88, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7158431981" } ], "_buildurl": "https://github.com/r-universe/martinster/actions/runs/26282529091", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/martinster/modi", "_commit": { "id": "e31452f9162655ab00c7783307890b0f78cc3fa8", "author": "beat-h ", "committer": "beat-h ", "message": "next try to update repo on github\n", "time": 1755864266 }, "_maintainer": { "name": "Beat Hulliger", "email": "beat.hulliger@fhnw.ch", "login": "beat-h", "description": "", "uuid": 43067636 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" }, { "package": "MASS", "version": ">= 7.3-50", "role": "Imports" }, { "package": "norm", "version": ">= 1.0-9.5", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "graphics", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "survey", "role": "Suggests" }, { "package": "testthat", "role": "Suggests" } ], "_owner": "martinster", "_selfowned": true, "_usedby": 1, "_updates": [ { "week": "2025-34", "n": 3 } ], "_tags": [], "_stars": 4, "_contributors": [ { "user": "beat-h", "count": 34, "uuid": 43067636 }, { "user": "tobiasschoch", "count": 1, "uuid": 35873932 }, { "user": "martinster", "count": 1, "uuid": 41634274 } ], "_userbio": { "uuid": 41634274, "type": "user", "name": "martinSter" }, "_downloads": { "count": 922, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/modi" }, "_devurl": "https://github.com/martinster/modi", "_searchresults": 124, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/modi.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/martinster/modi", "_realowner": "martinster", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2018-11-20" }, { "version": "0.1.1", "date": "2023-03-03" }, { "version": "0.1.2", "date": "2023-03-14" }, { "version": "0.1.3", "date": "2025-08-22" } ], "_exports": [ "BEM", "EA.dist", "EAdet", "EAimp", "EM.normal", "ER", "ER.normal", "GIMCD", "ind.dij", "ind.dijs", "MDmiss", "nz.min", "plotIT", "PlotMD", "POEM", "psi.lismi", "sweep.operator", "TRC", "weighted.quantile", "weighted.var", "weightsum", "Winsimp" ], "_datasets": [ { "name": "bushfire", "title": "Bushfire scars.", "object": "bushfire", "class": [ "data.frame" ], "fields": [ "X1", "X2", "X3", "X4", "X5" ], "rows": 38, "table": true, "tojson": true }, { "name": "bushfire.weights", "title": "Weights for Bushfire scars.", "object": "bushfire.weights", "class": [ "numeric" ], "fields": [], "table": false, "tojson": true }, { "name": "bushfirem", "title": "Bushfire scars with missing data.", "object": "bushfirem", "class": [ "data.frame" ], "fields": [ "X1", "X2", "X3", "X4", "X5" ], "rows": 38, "table": true, "tojson": true }, { "name": "lival", "title": "Living Standards Measurement Survey Albania 2012", "object": "lival", "class": [ "data.frame" ], "fields": [ "psu", "hhid", "hh", "prefectu", "urban", "strat", "region", "totcons", "rcons", "rfood", "rtotnfoo", "reduexpp", "rdurcons", "rtotutil", "egap0", "egap1", "egap2", "agap0", "agap1", "agap2", "weight", "nph", "mph", "mphi", "pi1", "pi2" ], "rows": 6671, "table": true, "tojson": true }, { "name": "sepe", "title": "Sample Environment Protection Expenditure Survey.", "object": "sepe", "class": [ "data.frame" ], "fields": [ "idnr", "exp", "totinvwp", "totinvwm", "totinvap", "totinvnp", "totinvot", "totinvto", "totexpwp", "totexpwm", "totexpap", "totexpnp", "totexpot", "totexpto", "subtot", "rectot", "employ", "sizeclass", "stratum", "activity", "popsize", "popempl", "weight" ], "rows": 675, "table": true, "tojson": true } ], "_help": [ { "page": "BEM", "title": "BACON-EEM Algorithm for multivariate outlier detection in incomplete multivariate survey data", "topics": [ "BEM" ] }, { "page": "bushfire", "title": "Bushfire scars.", "topics": [ "bushfire" ] }, { "page": "bushfire.weights", "title": "Weights for Bushfire scars.", "topics": [ "bushfire.weights" ] }, { "page": "bushfirem", "title": "Bushfire scars with missing data.", "topics": [ "bushfirem" ] }, { "page": "EAdet", "title": "Epidemic Algorithm for detection of multivariate outliers in incomplete survey data", "topics": [ "EAdet" ] }, { "page": "EAimp", "title": "Epidemic Algorithm for imputation of multivariate outliers in incomplete survey data.", "topics": [ "EAimp" ] }, { "page": "ER", "title": "Robust EM-algorithm ER", "topics": [ "ER" ] }, { "page": "GIMCD", "title": "Gaussian imputation followed by MCD", "topics": [ "GIMCD" ] }, { "page": "lival", "title": "Living Standards Measurement Survey Albania 2012", "topics": [ "lival" ] }, { "page": "MDmiss", "title": "Mahalanobis distance (MD) for data with missing values", "topics": [ "MDmiss" ] }, { "page": "modi", "title": "modi: Multivariate outlier detection for incomplete survey data.", "topics": [ "modi" ] }, { "page": "plotIT", "title": "Plot of infection times of the EA algorithm", "topics": [ "plotIT" ] }, { "page": "PlotMD", "title": "QQ-Plot of Mahalanobis distances", "topics": [ "PlotMD" ] }, { "page": "POEM", "title": "Nearest Neighbour Imputation with Mahalanobis distance", "topics": [ "POEM" ] }, { "page": "sepe", "title": "Sample Environment Protection Expenditure Survey.", "topics": [ "sepe" ] }, { "page": "TRC", "title": "Transformed rank correlations for multivariate outlier detection", "topics": [ "TRC" ] }, { "page": "weighted.quantile", "title": "Quantiles of a weighted cdf", "topics": [ "weighted.quantile" ] }, { "page": "weighted.var", "title": "Weighted univariate variance coping with missing values", "topics": [ "weighted.var" ] }, { "page": "Winsimp", "title": "Winsorization followed by imputation", "topics": [ "Winsimp" ] } ], "_readme": "https://github.com/martinster/modi/raw/HEAD/README.md", "_rundeps": [ "MASS", "norm" ], "_vignettes": [ { "source": "modi_vignette.Rmd", "filename": "modi_vignette.html", "title": "Introduction to modi", "author": "Beat Hulliger, Martin Sterchi", "engine": "knitr::rmarkdown", "headings": [ "Introduction", "Overview", "Data", "How to apply functions in the modi package", "BEM() and Winsimp()", "TRC()", "GIMCD()", "EAdet() and EAimp()", "Conclusion", "Acknowledgement", "References" ], "created": "2018-07-24 13:48:27", "modified": "2025-08-21 10:12:31", "commits": 7 } ], "_score": 6.172602931209861, "_indexed": true, "_nocasepkg": "modi", "_universes": [ "martinster", "beat-h" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.3", "date": "2026-05-22T10:33:46.000Z", "distro": "noble", "commit": "e31452f9162655ab00c7783307890b0f78cc3fa8", "fileid": "94df168c0954558994b9a99bd39a2df23e00c763561a6a917bd3f3464d489bce", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/martinster/actions/runs/26282529091" }, { "r": "4.6.0", "os": "linux", "version": "0.1.3", "date": "2026-05-22T10:33:18.000Z", "distro": "noble", "commit": "e31452f9162655ab00c7783307890b0f78cc3fa8", "fileid": "5e69ae3f45b6de97374d115c66d52476e67426570d3b7f3187667292d7320a14", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/martinster/actions/runs/26282529091" }, { "r": "4.5.3", "os": "mac", "version": "0.1.3", "date": "2026-05-22T10:33:45.000Z", "commit": "e31452f9162655ab00c7783307890b0f78cc3fa8", "fileid": "12c0957fa3cf416641ef7e89b004cbe65b96ccc0cb1a63c52be05d1ebe7e2b6f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/martinster/actions/runs/26282529091" }, { "r": "4.6.0", "os": "mac", "version": "0.1.3", "date": "2026-05-22T10:33:33.000Z", "commit": "e31452f9162655ab00c7783307890b0f78cc3fa8", "fileid": "a9f79a92f11b6edeb771ef75cee42eebe01be0301ac9dcf068a66e9b0de23ab7", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/martinster/actions/runs/26282529091" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.3", "date": "2026-05-22T10:33:43.000Z", "commit": "e31452f9162655ab00c7783307890b0f78cc3fa8", "fileid": "3fac8c2114f06709f0b42d2f879f5add35941db238568f02f9797aa77da58e1d", "status": "success", "buildurl": "https://github.com/r-universe/martinster/actions/runs/26282529091" }, { "r": "4.7.0", "os": "win", "version": "0.1.3", "date": "2026-05-22T10:32:47.000Z", "commit": "e31452f9162655ab00c7783307890b0f78cc3fa8", "fileid": "51a26e7d931d64d5a570ea9307c16a4f0e7599b08ca326ed27c92f5944e57d03", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/martinster/actions/runs/26282529091" }, { "r": "4.5.3", "os": "win", "version": "0.1.3", "date": "2026-05-22T10:32:36.000Z", "commit": "e31452f9162655ab00c7783307890b0f78cc3fa8", "fileid": "1d0b68bad01870ef189960ee90c4e8ad5a5006fceeb3dbfa1a7bd39ee28619f3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/martinster/actions/runs/26282529091" }, { "r": "4.6.0", "os": "win", "version": "0.1.3", "date": "2026-05-22T10:32:41.000Z", "commit": "e31452f9162655ab00c7783307890b0f78cc3fa8", "fileid": "dc249ca2c49004a2bbbadae01761898ff1a16f50a159fee218ff7ed12e42a24a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/martinster/actions/runs/26282529091" } ] }