{ "_id": "6a21355ecd65a98ecbd266c3", "Package": "miceRanger", "Title": "Multiple Imputation by Chained Equations with Random Forests", "Version": "1.5.1", "Authors@R": "person(given = \"Sam\",\nfamily = \"Wilson\",\nrole = c(\"aut\",\"cre\"),\nemail = \"samwilson303@gmail.com\")", "Maintainer": "Sam Wilson ", "Description": "Multiple Imputation has been shown to be a flexible method\nto impute missing values by Van Buuren (2007)\n. Expanding on this, random\nforests have been shown to be an accurate model by Stekhoven\nand Buhlmann to impute missing values in\ndatasets. They have the added benefits of returning out of bag\nerror and variable importance estimates, as well as being\nsimple to run in parallel.", "URL": "https://github.com/FarrellDay/miceRanger", "BugReports": "https://github.com/FarrellDay/miceRanger/issues", "Encoding": "UTF-8", "LazyData": "true", "License": "MIT + file LICENSE", "RoxygenNote": "7.1.1", "VignetteBuilder": "knitr", "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev libssl-dev\nlibx11-dev zlib1g-dev", "Repository": "https://farrellday.r-universe.dev", "Date/Publication": "2022-05-19 19:38:03 UTC", "RemoteUrl": "https://github.com/farrellday/miceranger", "RemoteRef": "HEAD", "RemoteSha": "4b87a65189ff6ef6f3d88705d989feefe180d103", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-04 08:16:31 UTC", "User": "root" }, "Author": "Sam Wilson [aut, cre]", "MD5sum": "c5a0fea203c21ca47a2e686279811e0f", "_user": "farrellday", "_type": "src", "_file": "miceRanger_1.5.1.tar.gz", "_fileid": "1382e4610a6d5abc81781b840883bba7da3ff8a643bb39ae99ca4937631a1721", "_filesize": 1345116, "_sha256": "1382e4610a6d5abc81781b840883bba7da3ff8a643bb39ae99ca4937631a1721", "_created": "2026-06-04T08:16:31.000Z", "_published": "2026-06-04T08:20:46.304Z", "_distro": "noble", "_jobs": [ { "job": 79477943144, "time": 193, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "7406466766" }, { "job": 79477943196, "time": 172, "config": "linux-release-x86_64", "r": "4.6.0", "check": "NOTE", "artifact": "7406459842" }, { "job": 79477943134, "time": 191, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "7406455795" }, { "job": 79477943203, "time": 210, "config": "macos-release-arm64", "r": "4.6.0", "check": "NOTE", "artifact": "7406457951" }, { "job": 79477325254, "time": 235, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7406405984" }, { "job": 79477943148, "time": 140, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7406449994" }, { "job": 79477943099, "time": 120, "config": "windows-devel", "r": "4.7.0", "check": "NOTE", "artifact": "7406444253" }, { "job": 79477943172, "time": 143, "config": "windows-oldrel", "r": "4.5.3", "check": "NOTE", "artifact": "7406450971" }, { "job": 79477943141, "time": 128, "config": "windows-release", "r": "4.6.0", "check": "NOTE", "artifact": "7406446584" } ], "_buildurl": "https://github.com/r-universe/farrellday/actions/runs/26939517985", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/farrellday/miceranger", "_commit": { "id": "4b87a65189ff6ef6f3d88705d989feefe180d103", "author": "samFarrellDay ", "committer": "samFarrellDay ", "message": "Fixes #17\n", "time": 1652989083 }, "_maintainer": { "name": "Sam Wilson", "email": "samwilson303@gmail.com", "login": "anothersamwilson", "description": "Data Scientist with an actuarial background. I enjoy designing efficient libraries that aid in my work.", "uuid": 44655289 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" }, { "package": "ranger", "role": "Imports" }, { "package": "data.table", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "FNN", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "crayon", "role": "Imports" }, { "package": "corrplot", "role": "Imports" }, { "package": "ggpubr", "role": "Imports" }, { "package": "DescTools", "role": "Imports" }, { "package": "foreach", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "doParallel", "role": "Suggests" }, { "package": "testthat", "version": ">= 2.1.0", "role": "Suggests" } ], "_owner": "farrellday", "_selfowned": true, "_usedby": 2, "_updates": [], "_tags": [], "_topics": [ "imputation-methods", "machine-learning", "mice", "missing-data", "missing-values", "random-forests" ], "_stars": 70, "_contributors": [ { "user": "samfarrellday", "count": 79, "uuid": 56970744 } ], "_userbio": { "uuid": 59486121, "type": "organization", "name": "Farrell Day", "description": "Farrell Day - Public Respositories" }, "_downloads": { "count": 520, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/miceRanger" }, "_devurl": "https://github.com/farrellday/miceranger", "_searchresults": 65, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/miceRanger.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/farrellday/miceranger", "_realowner": "farrellday", "_cranurl": true, "_releases": [ { "version": "1.1.0", "date": "2020-01-19" }, { "version": "1.2.0", "date": "2020-01-21" }, { "version": "1.3.0", "date": "2020-01-29" }, { "version": "1.3.1", "date": "2020-02-14" }, { "version": "1.3.4", "date": "2020-02-22" }, { "version": "1.3.5", "date": "2020-04-03" }, { "version": "1.4.0", "date": "2021-05-13" }, { "version": "1.5.0", "date": "2021-09-06" } ], "_exports": [ "addDatasets", "addIterations", "amputeData", "completeData", "getVarImps", "impute", "miceRanger", "plotCorrelations", "plotDistributions", "plotImputationVariance", "plotModelError", "plotVarConvergence", "plotVarImportance" ], "_datasets": [ { "name": "sampleMiceDefs", "title": "Sample miceDefs object built off of iris dataset. Included so examples don't run for too long.", "object": "sampleMiceDefs", "class": [ "miceDefs" ], "fields": [], "table": false, "tojson": false } ], "_help": [ { "page": "addDatasets", "title": "addDatasets", "topics": [ "addDatasets" ] }, { "page": "addIterations", "title": "addIterations", "topics": [ "addIterations" ] }, { "page": "amputeData", "title": "amputeData", "topics": [ "amputeData" ] }, { "page": "completeData", "title": "completeData", "topics": [ "completeData" ] }, { "page": "getVarImps", "title": "Get Variable Imputations", "topics": [ "getVarImps" ] }, { "page": "impute", "title": "Impute New Data With Existing Models", "topics": [ "impute" ] }, { "page": "miceRanger", "title": "miceRanger: Fast Imputation with Random Forests", "topics": [ "miceRanger" ] }, { "page": "plotCorrelations", "title": "plotCorrelations", "topics": [ "plotCorrelations" ] }, { "page": "plotDistributions", "title": "plotDistributions", "topics": [ "plotDistributions" ] }, { "page": "plotImputationVariance", "title": "plotImputationVariance", "topics": [ "plotImputationVariance" ] }, { "page": "plotModelError", "title": "plotModelError", "topics": [ "plotModelError" ] }, { "page": "plotVarConvergence", "title": "plotVarConvergence", "topics": [ "plotVarConvergence" ] }, { "page": "plotVarImportance", "title": "plotVarImportance", "topics": [ "plotVarImportance" ] }, { "page": "print", "title": "Print a 'miceDefs' object", "topics": [ "print.miceDefs" ] }, { "page": "sampleMiceDefs", "title": "Sample miceDefs object built off of iris dataset. Included so examples don't run for too long.", "topics": [ "sampleMiceDefs" ] } ], "_readme": "https://github.com/farrellday/miceranger/raw/HEAD/README.md", "_rundeps": [ "abind", "askpass", "backports", "bit", "bit64", "boot", "broom", "car", "carData", "cellranger", "class", "cli", "clipr", "codetools", "colorspace", "corrplot", "cowplot", "cpp11", "crayon", "curl", "data.table", "Deriv", "DescTools", "doBy", "dplyr", "e1071", "Exact", "expm", "farver", "FNN", "forcats", "foreach", "forecast", "Formula", "fracdiff", "fs", "generics", "ggplot2", "ggpubr", "ggrepel", "ggsci", "ggsignif", "gld", "glue", "gridExtra", "gtable", "haven", "hms", "httr", "isoband", "iterators", "jsonlite", "labeling", "lattice", "lifecycle", "lme4", "lmom", "lmtest", "magrittr", "MASS", "Matrix", "MatrixModels", "mgcv", "microbenchmark", "mime", "minqa", "modelr", "mvtnorm", "nlme", "nloptr", "nnet", "numDeriv", "openssl", "pbkrtest", "pillar", "pkgconfig", "polynom", "prettyunits", "progress", "proxy", "purrr", "quantreg", "R6", "ranger", "rbibutils", "RColorBrewer", "Rcpp", "RcppArmadillo", "RcppEigen", "Rdpack", "readr", "readxl", "reformulas", "rematch", "rlang", "rootSolve", "rstatix", "rstudioapi", "S7", "scales", "SparseM", "stringi", "stringr", "survival", "sys", "tibble", "tidyr", "tidyselect", "timeDate", "tzdb", "urca", "utf8", "vctrs", "viridisLite", "vroom", "withr", "zoo" ], "_vignettes": [ { "source": "diagnosticPlotting.Rmd", "filename": "diagnosticPlotting.html", "title": "Diagnostic Plotting", "author": "Sam Wilson", "engine": "knitr::rmarkdown", "headings": [ "Setup", "Diagnostic Plotting", "Distribution of Imputed Values", "Convergence of Correlation", "Center and Dispersion Convergence", "Model OOB Error", "Variable Importance", "Imputed Variance Between Datasets" ], "created": "2020-01-23 20:31:54", "modified": "2020-02-17 19:29:00", "commits": 3 }, { "source": "usingMiceRanger.Rmd", "filename": "usingMiceRanger.html", "title": "Imputing Missing Data with miceRanger", "author": "Sam Wilson", "engine": "knitr::rmarkdown", "headings": [ "Introduction", "Using miceRanger", "Simple example", "Running in Parallel", "Adding More Iterations/Datasets", "Specifying Predictors, Value Selector, and Mean Matching Candidates by Variable", "Imputing New Data with Existing Models", "Using the Imputed Data" ], "created": "2020-01-09 00:07:15", "modified": "2020-02-17 19:29:00", "commits": 7 }, { "source": "miceAlgorithm.Rmd", "filename": "miceAlgorithm.html", "title": "The MICE Algorithm", "author": "Sam Wilson", "engine": "knitr::rmarkdown", "headings": [ "Introduction", "Predictive Mean Matching", "Effects of Mean Matching", "Bimodial Variable", "Skewed Variable", "Integer Variable", "Common Use Cases of MICE", "Data Leakage:", "Funnel Analysis:", "Confidence Intervals:" ], "created": "2020-01-23 20:31:54", "modified": "2020-02-17 19:29:00", "commits": 5 } ], "_score": 7.612253906096438, "_indexed": true, "_nocasepkg": "miceranger", "_universes": [ "farrellday", "anothersamwilson" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.5.1", "date": "2026-06-04T08:19:13.000Z", "distro": "noble", "commit": "4b87a65189ff6ef6f3d88705d989feefe180d103", "fileid": "743016eb4ca8eda37c0242248a2f67aa2ee563d8114bccea103aa2de24467e5c", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/farrellday/actions/runs/26939517985" }, { "r": "4.6.0", "os": "linux", "version": "1.5.1", "date": "2026-06-04T08:18:59.000Z", "distro": "noble", "commit": "4b87a65189ff6ef6f3d88705d989feefe180d103", "fileid": "c5548c96817657c25a3abc54f553209bbdea6af173099bca6ee818c9d8188622", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/farrellday/actions/runs/26939517985" }, { "r": "4.5.3", "os": "mac", "version": "1.5.1", "date": "2026-06-04T08:18:56.000Z", "commit": "4b87a65189ff6ef6f3d88705d989feefe180d103", "fileid": "7f92695e0bfdc05c0d680295c3156af72139c4f882a53243ae84086f49da0e48", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/farrellday/actions/runs/26939517985" }, { "r": "4.6.0", "os": "mac", "version": "1.5.1", "date": "2026-06-04T08:18:48.000Z", "commit": "4b87a65189ff6ef6f3d88705d989feefe180d103", "fileid": "69c372d34c5fab5e825491e56a1f04cc0dbf5d9663cd39e18d5348114459defa", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/farrellday/actions/runs/26939517985" }, { "r": "4.6.0", "os": "wasm", "version": "1.5.1", "date": "2026-06-04T08:19:15.000Z", "commit": "4b87a65189ff6ef6f3d88705d989feefe180d103", "fileid": "a4df216070438e7496219a915ea34bbc5234caa44f6056705ee43c9db2f880ae", "status": "success", "buildurl": "https://github.com/r-universe/farrellday/actions/runs/26939517985" }, { "r": "4.7.0", "os": "win", "version": "1.5.1", "date": "2026-06-04T08:17:58.000Z", "commit": "4b87a65189ff6ef6f3d88705d989feefe180d103", "fileid": "71896fc20adbee9830016dbdb73a50254a64df90442e65a8153d3cba2355f9d7", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/farrellday/actions/runs/26939517985" }, { "r": "4.5.3", "os": "win", "version": "1.5.1", "date": "2026-06-04T08:18:16.000Z", "commit": "4b87a65189ff6ef6f3d88705d989feefe180d103", "fileid": "36594df6b9174e17e54287ae1af4814c84efc0772cdff5d36c3ca18e68c841b2", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/farrellday/actions/runs/26939517985" }, { "r": "4.6.0", "os": "win", "version": "1.5.1", "date": "2026-06-04T08:18:07.000Z", "commit": "4b87a65189ff6ef6f3d88705d989feefe180d103", "fileid": "f64763f33780c2457341788f79987fcf24afd87c565e4150cfbabdaca50da1dc", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/farrellday/actions/runs/26939517985" } ] }