{ "_id": "6a104e50acfb0bcc41ca098f", "Package": "tornado", "Title": "Plots for Model Sensitivity and Variable Importance", "Version": "0.2.0", "Authors@R": "person(given = \"Rob\",\nfamily = \"Carnell\",\nrole = c(\"aut\", \"cre\"),\nemail = \"bertcarnell@gmail.com\")", "Description": "Draws tornado plots for model sensitivity to univariate\nchanges. Implements methods for many modeling methods\nincluding linear models, generalized linear models, survival\nregression models, and arbitrary machine learning models in the\ncaret package. Also draws variable importance plots.", "License": "GPL-3", "Encoding": "UTF-8", "RoxygenNote": "7.3.2", "VignetteBuilder": "knitr", "URL": "https://bertcarnell.github.io/tornado/,\nhttps://github.com/bertcarnell/tornado", "BugReports": "https://github.com/bertcarnell/tornado/issues", "Collate": "'create_data_low_high.R' 'create_dict.R' 'create_endpoints.R'\n'create_factor_plot_data.R' 'create_importance_data.R'\n'create_means.R' 'create_plot_data.R' 'importance.R'\n'importance_glm.R' 'importance_glmnet.R' 'importance_lm.R'\n'importance_survreg.R' 'importance_train.R'\n'plot_importance_plot.R' 'plot_tornado_plot.R'\n'print_importance_plot.R' 'print_tornado_plot.R'\n'quantile_ordered.R' 'tornado.R' 'tornado_coxph.R'\n'tornado_glm.R' 'tornado_glmnet.R' 'tornado_lm.R'\n'tornado_survreg.R' 'tornado_train.R'", "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev", "Repository": "https://bertcarnell.r-universe.dev", "Date/Publication": "2024-08-03 20:35:42 UTC", "RemoteUrl": "https://github.com/bertcarnell/tornado", "RemoteRef": "HEAD", "RemoteSha": "97ab07552f9fea57e3792cc97167d09d726e3893", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-10 06:36:17 UTC", "User": "root" }, "Author": "Rob Carnell [aut, cre]", "Maintainer": "Rob Carnell ", "MD5sum": "8027fe726ab401c5bd9d5cb4a93cb6d4", "_user": "bertcarnell", "_type": "src", "_file": "tornado_0.2.0.tar.gz", "_fileid": "8cd8421f9a5da7f980ad9dac141789681f5b37409e89da8a05417790e5ea1606", "_filesize": 803884, "_sha256": "8cd8421f9a5da7f980ad9dac141789681f5b37409e89da8a05417790e5ea1606", "_created": "2026-05-10T06:36:17.000Z", "_published": "2026-05-22T12:38:40.879Z", "_distro": "noble", "_jobs": [ { "job": 77380831223, "time": 213, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "6901648859" }, { "job": 77380831460, "time": 210, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6901648548" }, { "job": 77380831578, "time": 132, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "6901645657" }, { "job": 77380831398, "time": 197, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6901650470" }, { "job": 77380831179, "time": 250, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6901629248" }, { "job": 77380830746, "time": 140, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7160656614" }, { "job": 77380831350, "time": 155, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "6901643508" }, { "job": 77380831298, "time": 152, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "6901643184" }, { "job": 77380831338, "time": 171, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "6901644815" } ], "_buildurl": "https://github.com/r-universe/bertcarnell/actions/runs/25621901738", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/bertcarnell/tornado", "_commit": { "id": "97ab07552f9fea57e3792cc97167d09d726e3893", "author": "Rob ", "committer": "GitHub ", "message": "Update r-cmd-check.yml to fix Ubuntu problems", "time": 1722717342 }, "_maintainer": { "name": "Rob Carnell", "email": "bertcarnell@gmail.com", "login": "bertcarnell", "uuid": 1971363 }, "_registered": true, "_dependencies": [ { "package": "survival", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "scales", "role": "Imports" }, { "package": "grid", "role": "Imports" }, { "package": "gridExtra", "role": "Imports" }, { "package": "rlang", "role": "Imports" }, { "package": "Hmisc", "role": "Imports" }, { "package": "testthat", "role": "Suggests" }, { "package": "caret", "role": "Suggests" }, { "package": "glmnet", "role": "Suggests" }, { "package": "randomForest", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" } ], "_owner": "bertcarnell", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_topics": [ "explanability", "regression", "sensitivity-analysis" ], "_stars": 9, "_contributors": [ { "user": "bertcarnell", "count": 105, "uuid": 1971363 }, { "user": "olivroy", "count": 9, "uuid": 52606734 }, { "user": "teunbrand", "count": 1, "uuid": 49372158 } ], "_userbio": { "uuid": 1971363, "type": "user", "name": "Rob", "description": "Physicist, Submariner, Nuclear Engineer, Statistician, Data Scientist, SCOTUS Watcher, Genealogist, Cancer Charity Rider" }, "_downloads": { "count": 347, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/tornado" }, "_devurl": "https://github.com/bertcarnell/tornado", "_pkgdown": "https://bertcarnell.github.io/tornado/", "_searchresults": 6, "_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/tornado.html", "manual.pdf" ], "_homeurl": "https://github.com/bertcarnell/tornado", "_realowner": "bertcarnell", "_cranurl": true, "_releases": [ { "version": "0.1.1", "date": "2022-01-10" }, { "version": "0.1.2", "date": "2023-02-12" }, { "version": "0.1.3", "date": "2024-01-21" } ], "_exports": [ "importance", "tornado" ], "_help": [ { "page": "importance", "title": "Generic Importance Plot", "topics": [ "importance" ] }, { "page": "importance.cv.glmnet", "title": "Plot Variable Importance for a GLMNET model", "topics": [ "importance.cv.glmnet" ] }, { "page": "importance.glm", "title": "GLM variable importance plot", "topics": [ "importance.glm" ] }, { "page": "importance.lm", "title": "Linear Model variable importance plot", "topics": [ "importance.lm" ] }, { "page": "importance.survreg", "title": "Create a variable importance plot for a survreg model", "topics": [ "importance.survreg" ] }, { "page": "importance.train", "title": "Importance Plot for the caret::train objects", "topics": [ "importance.train" ] }, { "page": "plot.importance_plot", "title": "Plot an Importance Plot object", "topics": [ "plot.importance_plot" ] }, { "page": "plot.tornado_plot", "title": "Plot a Tornado Plot object", "topics": [ "plot.tornado_plot" ] }, { "page": "print.importance_plot", "title": "print data in an 'importance_plot'", "topics": [ "print.importance_plot" ] }, { "page": "print.tornado_plot", "title": "print data in a 'tornado_plot'", "topics": [ "print.tornado_plot" ] }, { "page": "quantile.ordered", "title": "Quantile for Ordered Factors", "topics": [ "quantile.ordered" ] }, { "page": "tornado", "title": "Generic tornado plotting method", "topics": [ "tornado" ] }, { "page": "tornado.coxph", "title": "Cox Proportional Hazards Tornado Diagram", "topics": [ "tornado.coxph" ] }, { "page": "tornado.cv.glmnet", "title": "GLMNET Tornado Diagram", "topics": [ "tornado.cv.glmnet" ] }, { "page": "tornado.glm", "title": "GLM Tornado Diagram", "topics": [ "tornado.glm" ] }, { "page": "tornado.lm", "title": "Linear Model Tornado Diagram", "topics": [ "tornado.lm" ] }, { "page": "tornado.survreg", "title": "Survreg Tornado Diagram", "topics": [ "tornado.survreg" ] }, { "page": "tornado.train", "title": "Caret Tornado Diagram", "topics": [ "tornado.train" ] } ], "_pkglogo": "https://github.com/bertcarnell/tornado/raw/HEAD/man/figures/logo.png", "_readme": "https://github.com/bertcarnell/tornado/raw/HEAD/README.md", "_rundeps": [ "backports", "base64enc", "bslib", "cachem", "checkmate", "cli", "cluster", "colorspace", "cpp11", "data.table", "digest", "evaluate", "farver", "fastmap", "fontawesome", "foreign", "Formula", "fs", "ggplot2", "glue", "gridExtra", "gtable", "highr", "Hmisc", "htmlTable", "htmltools", "htmlwidgets", "isoband", "jquerylib", "jsonlite", "knitr", "labeling", "lattice", "lifecycle", "magrittr", "Matrix", "memoise", "mime", "nnet", "R6", "rappdirs", "RColorBrewer", "rlang", "rmarkdown", "rpart", "rstudioapi", "S7", "sass", "scales", "stringi", "stringr", "survival", "tinytex", "vctrs", "viridisLite", "withr", "xfun", "yaml" ], "_vignettes": [ { "source": "tornadoVignette.Rmd", "filename": "tornadoVignette.html", "title": "Tornado and Importance Plots", "engine": "knitr::rmarkdown", "headings": [ "Overview", "Data Sets", "Tornado Plot Examples", "LM", "type = \"PercentChange\"", "type = \"rangess\"", "type = \"percentiles\"", "Including Categorical Variables", "Changing Variable Names", "Plotting Options", "Extending the ggplot", "GLM", "Censored Data", "Surival Regression or Accelerated Failure", "Cox Proportional Hazards", "Ridge Regression and LASSO", "Machine Learning Models", "Regression", "Classification", "Importance Plots", "Linear Models", "Using a dictionary to translate the variable names and chaning colors", "Generalized Linear Models", "Machine Learning" ], "created": "2021-12-31 20:59:39", "modified": "2024-01-27 18:21:23", "commits": 5 } ], "_score": 4.954242509439325, "_indexed": true, "_nocasepkg": "tornado", "_universes": [ "bertcarnell" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.2.0", "date": "2026-05-10T06:38:48.000Z", "distro": "noble", "commit": "97ab07552f9fea57e3792cc97167d09d726e3893", "fileid": "e4e8008573458fc1d2c6a6b3d3a586d16dccb6bb13d3ffea0608ce30e827ee03", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/bertcarnell/actions/runs/25621901738" }, { "r": "4.6.0", "os": "linux", "version": "0.2.0", "date": "2026-05-10T06:38:44.000Z", "distro": "noble", "commit": "97ab07552f9fea57e3792cc97167d09d726e3893", "fileid": "e4881fa981bcabd15b526def4df71cf3809c3dbba5fc3be98c311aab998a38a3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/bertcarnell/actions/runs/25621901738" }, { "r": "4.5.3", "os": "mac", "version": "0.2.0", "date": "2026-05-10T06:38:38.000Z", "commit": "97ab07552f9fea57e3792cc97167d09d726e3893", "fileid": "212746491b55867ef5dd57b5f8ec9af119d74fc033fed0af9f05a9f9aacfb42f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/bertcarnell/actions/runs/25621901738" }, { "r": "4.6.0", "os": "mac", "version": "0.2.0", "date": "2026-05-10T06:39:01.000Z", "commit": "97ab07552f9fea57e3792cc97167d09d726e3893", "fileid": "34ce60f6caacac7df1247631ce77762e8d6ab3bba15b4bf8cfbdbd1b39ce3355", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/bertcarnell/actions/runs/25621901738" }, { "r": "4.7.0", "os": "win", "version": "0.2.0", "date": "2026-05-10T06:37:39.000Z", "commit": "97ab07552f9fea57e3792cc97167d09d726e3893", "fileid": "bf21351ae0bfe5fc431e42835636ef289b6f2e18147c10043375b6e472cdcd07", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/bertcarnell/actions/runs/25621901738" }, { "r": "4.5.3", "os": "win", "version": "0.2.0", "date": "2026-05-10T06:37:33.000Z", "commit": "97ab07552f9fea57e3792cc97167d09d726e3893", "fileid": "ae5b28603d6ecb97af274e69a9908f92047ddd4cd58f8a20f057bd832f853f2a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/bertcarnell/actions/runs/25621901738" }, { "r": "4.6.0", "os": "win", "version": "0.2.0", "date": "2026-05-10T06:38:08.000Z", "commit": "97ab07552f9fea57e3792cc97167d09d726e3893", "fileid": "ffc4f3508d305fb2aee5a78e1bc6524dcec26b9d726460b7e336d672e3094bce", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/bertcarnell/actions/runs/25621901738" }, { "r": "4.6.0", "os": "wasm", "version": "0.2.0", "date": "2026-05-22T12:38:23.000Z", "commit": "97ab07552f9fea57e3792cc97167d09d726e3893", "fileid": "4b73cc7d9ea82ea9ee65b744c1f456660be1d4cf2402713429bf5b4a002fede2", "status": "success", "buildurl": "https://github.com/r-universe/bertcarnell/actions/runs/25621901738" } ] }