{ "_id": "6a3b3dc15cdecea1d6813896", "Package": "topmodels", "Title": "Infrastructure for Forecasting and Assessment of Probabilistic\nModels", "Version": "0.3-0", "Date": "2025-09-20", "Authors@R": "c(person(given = \"Achim\", family = \"Zeileis\", role = c(\"aut\", \"cre\"), email = \"Achim.Zeileis@R-project.org\", comment = c(ORCID = \"0000-0003-0918-3766\")),\nperson(given = c(\"Moritz\", \"N.\"), family = \"Lang\", role = \"aut\", email = \"moritz.n.lang@gmail.com\", comment = c(ORCID = \"0000-0002-2533-9903\")),\nperson(given = \"Reto\", family = \"Stauffer\", role = \"aut\", email = \"reto.stauffer@uibk.ac.at\", comment = c(ORCID = \"0000-0002-3798-5507\")),\nperson(given = \"Christian\", family = \"Kleiber\", role = \"ctb\", email = \"Christian.Kleiber@unibas.ch\", comment = c(ORCID = \"0000-0002-6781-4733\")),\nperson(given = \"Ioannis\", family = \"Kosmidis\", role = \"ctb\", email = \"i.kosmidis@ucl.ac.uk\", comment = c(ORCID = \"0000-0003-1556-0302\")),\nperson(given = \"Jakob\", family = \"Messner\", role = \"ctb\", email = \"jakob.messner@posteo.net\", comment = c(ORCID = \"0000-0002-1027-3673\")))", "Description": "Unified infrastructure for probabilistic models and\ndistributional regressions: Probabilistic forecasting of\nin-sample and out-of-sample of probabilities, densities,\nquantiles, and moments. Probabilistic residuals and scoring via\nlog-score (or log-likelihood), (continuous) ranked probability\nscore, etc. Diagnostic graphics like rootograms, PIT\nhistograms, (randomized) quantile residual Q-Q plots, and\nreliagrams (reliability diagrams).", "License": "GPL-2 | GPL-3", "Encoding": "UTF-8", "URL": "https://topmodels.R-Forge.R-project.org/topmodels/", "Additional_repositories": "https://zeileis.R-universe.dev", "RoxygenNote": "7.3.3", "Repository": "https://zeileis.r-universe.dev", "Date/Publication": "2025-09-26 18:37:17 UTC", "RemoteUrl": "https://github.com/r-forge/topmodels", "RemoteRef": "HEAD", "RemoteSha": "0325f4bb389eba1a8187fd791ea0f039c6116468", "RemoteSubdir": "pkg/topmodels", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-06-24 02:09:57 UTC", "User": "root" }, "Author": "Achim Zeileis [aut, cre] (ORCID:\n),\nMoritz N. Lang [aut] (ORCID: ),\nReto Stauffer [aut] (ORCID: ),\nChristian Kleiber [ctb] (ORCID:\n),\nIoannis Kosmidis [ctb] (ORCID: ),\nJakob Messner [ctb] (ORCID: )", "Maintainer": "Achim Zeileis ", "MD5sum": "0557b0176f3e7c8bbb0cca793b09dfa1", "_user": "zeileis", "_type": "src", "_file": "topmodels_0.3-0.tar.gz", "_fileid": "ca417ec4cfc18e33cc4f186c44004888c5d684ce1820106b3212db2ba527a24e", "_filesize": 601079, "_sha256": "ca417ec4cfc18e33cc4f186c44004888c5d684ce1820106b3212db2ba527a24e", "_created": "2026-06-24T02:09:57.000Z", "_published": "2026-06-24T02:15:29.324Z", "_distro": "resolute", "_jobs": [ { "job": 83103399623, "time": 247, "config": "linux-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "7838489136" }, { "job": 83103399633, "time": 279, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7838495299" }, { "job": 83103399615, "time": 244, "config": "linux-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7838488457" }, { "job": 83103399634, "time": 225, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7838484133" }, { "job": 83103399610, "time": 135, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7838465810" }, { "job": 83103399573, "time": 236, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "7838486260" }, { "job": 83103399586, "time": 126, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7838463813" }, { "job": 83103399575, "time": 287, "config": "macos-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7838496780" }, { "job": 83103075041, "time": 181, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7838438013" }, { "job": 83103399526, "time": 180, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7838474633" }, { "job": 83103399581, "time": 199, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7838478758" }, { "job": 83103399594, "time": 192, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7838477531" }, { "job": 83103399557, "time": 208, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7838480809" } ], "_buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/r-forge/topmodels", "_commit": { "id": "0325f4bb389eba1a8187fd791ea0f039c6116468", "author": "retos (Reto Stauffer) ", "committer": "retos (Reto Stauffer) ", "message": "feat: Started adding parallelization to pdf.distribution\n\ngit-svn-id: svn://svn.r-forge.r-project.org/svnroot/topmodels@1909 edb9625f-4e0d-4859-8d74-9fd3b1da38cb\n", "time": 1758911837 }, "_maintainer": { "name": "Achim Zeileis", "email": "achim.zeileis@r-project.org", "login": "zeileis", "mastodon": "@zeileis@fosstodon.org", "bluesky": "@zeileis.org", "description": "Statistics, science, software.", "uuid": 61125774, "orcid": "0000-0003-0918-3766" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.6.0", "role": "Depends" }, { "package": "graphics", "role": "Imports" }, { "package": "grDevices", "role": "Imports" }, { "package": "grid", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "colorspace", "role": "Imports" }, { "package": "distributions3", "version": ">= 0.2.1", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "bamlss", "version": ">= 1.2-1", "role": "Suggests" }, { "package": "countreg", "role": "Suggests" }, { "package": "crch", "version": ">= 1.1-1", "role": "Suggests" }, { "package": "digest", "role": "Suggests" }, { "package": "gamlss", "version": ">= 5.4-20", "role": "Suggests" }, { "package": "gamlss.dist", "version": ">= 6.1-1", "role": "Suggests" }, { "package": "MASS", "role": "Suggests" }, { "package": "PoissonBinomial", "role": "Suggests" }, { "package": "qqconf", "role": "Suggests" }, { "package": "scoringRules", "role": "Suggests" }, { "package": "tibble", "role": "Suggests" }, { "package": "tinytest", "role": "Suggests" }, { "package": "numDeriv", "role": "Suggests" } ], "_owner": "r-forge", "_selfowned": true, "_usedby": 1, "_updates": [ { "week": "2025-30", "n": 5 }, { "week": "2025-31", "n": 2 }, { "week": "2025-33", "n": 3 }, { "week": "2025-38", "n": 6 }, { "week": "2025-39", "n": 10 } ], "_tags": [], "_stars": 0, "_contributors": [ { "user": "lmsstudios", "count": 880, "uuid": 97995137 }, { "user": "mnlang", "count": 406, "uuid": 75885241 }, { "user": "zeileis", "count": 260, "uuid": 61125774 }, { "user": "retostauffer", "count": 210, "uuid": 13628564 }, { "user": "jakmes", "count": 9, "uuid": 20949564 }, { "user": "mamueller", "count": 6, "uuid": 1119037 }, { "user": "ikosmidis", "count": 2, "uuid": 15086307 }, { "user": "theussl", "count": 1, "uuid": 22165873 } ], "_userbio": { "uuid": 61125774, "type": "user", "name": "Achim Zeileis", "followers": 131, "description": "Statistics, science, software." }, "_downloads": { "count": 0, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/topmodels" }, "_devurl": "https://github.com/r-forge/topmodels", "_searchresults": 40, "_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/topmodels.html", "manual.pdf" ], "_cranurl": false, "_exports": [ "crps.distribution", "dempirical", "Empirical", "geom_pithist", "geom_pithist_confint", "geom_pithist_expected", "geom_pithist_simint", "geom_qqrplot", "geom_qqrplot_confint", "geom_qqrplot_ref", "geom_qqrplot_simint", "geom_rootogram", "geom_rootogram_confint", "geom_rootogram_expected", "geom_rootogram_ref", "GeomPithist", "GeomPithistConfint", "GeomPithistExpected", "GeomPithistSimint", "GeomQqrplot", "GeomQqrplotConfint", "GeomQqrplotRef", "GeomQqrplotSimint", "GeomRootogram", "GeomRootogramConfint", "GeomRootogramExpected", "GeomRootogramRef", "newresponse", "pempirical", "pithist", "procast", "promodel", "proresiduals", "proscore", "qempirical", "qqrplot", "reliagram", "rempirical", "rootogram", "stat_pithist", "stat_pithist_confint", "stat_pithist_expected", "stat_pithist_simint", "stat_qqrplot_confint", "stat_qqrplot_ref", "stat_qqrplot_simint", "stat_rootogram", "stat_rootogram_confint", "stat_rootogram_expected", "StatPithist", "StatPithistConfint", "StatPithistExpected", "StatPithistSimint", "StatQqrplotConfint", "StatQqrplotRef", "StatQqrplotSimint", "StatRootogram", "StatRootogramConfint", "StatRootogramExpected", "topmodels", "wormplot" ], "_datasets": [ { "name": "SerumPotassium", "title": "Serum Potassium Levels", "object": "SerumPotassium", "file": "SerumPotassium.rda", "class": [ "numeric" ], "fields": [], "table": false, "tojson": true }, { "name": "VolcanoHeights", "title": "Tukey's Volcano Heights", "object": "VolcanoHeights", "file": "VolcanoHeights.rda", "class": [ "numeric" ], "fields": [], "table": false, "tojson": true } ], "_help": [ { "page": "crps.distribution", "title": "Method for Numerically Evaluating the CRPS of Probability Distributions", "topics": [ "crps.BAMLSS", "crps.Bernoulli", "crps.Beta", "crps.Binomial", "crps.distribution", "crps.Erlang", "crps.Exponential", "crps.GAMLSS", "crps.Gamma", "crps.Geometric", "crps.GEV", "crps.Gumbel", "crps.HyperGeometric", "crps.Logistic", "crps.LogNormal", "crps.NegativeBinomial", "crps.Normal", "crps.Poisson", "crps.StudentsT", "crps.Uniform", "crps.XBetaX" ] }, { "page": "mean.distribution", "title": "Method for Numerically Evaluate Central Moments of Probability Distributions", "topics": [ "distribution_calculate_moments", "kurtosis.distribution", "mean.distribution", "random.distribution", "skewness.distribution", "variance.distribution" ] }, { "page": "Empirical", "title": "Create an Empirical Distribution", "concept": [ "Empirical distribution", "Normal distribution", "distributions" ], "topics": [ "cdf.Empirical", "dempirical", "Empirical", "kurtosis.Empirical", "log_pdf.Empirical", "mean.Empirical", "pdf.Empirical", "pempirical", "qempirical", "quantile.Empirical", "random.Empirical", "rempirical", "skewness.Empirical", "support.Empirical", "variance.Empirical" ] }, { "page": "geom_qqrplot", "title": "'geom_*' and 'stat_*' for Producing Quantile Residual Q-Q Plots with `ggplot2`", "topics": [ "GeomQqrplot", "GeomQqrplotConfint", "GeomQqrplotRef", "GeomQqrplotSimint", "geom_qqrplot", "geom_qqrplot_confint", "geom_qqrplot_ref", "geom_qqrplot_simint", "StatQqrplotConfint", "StatQqrplotRef", "StatQqrplotSimint", "stat_qqrplot_confint", "stat_qqrplot_ref", "stat_qqrplot_simint" ] }, { "page": "newresponse", "title": "Extract Observed Responses from New Data", "topics": [ "newresponse", "newresponse.default", "newresponse.distribution", "newresponse.glm" ] }, { "page": "pdf.distribution", "title": "Methods for Numerically Approximating PDF and Quantile Functions", "topics": [ "cdf.distribution", "pdf.distribution", "quantile.distribution" ] }, { "page": "pithist", "title": "PIT Histograms for Assessing Goodness of Fit of Probability Models", "topics": [ "c.pithist", "pithist", "pithist.default", "rbind.pithist" ] }, { "page": "plot.pithist", "title": "S3 Methods for Plotting PIT Histograms", "topics": [ "autoplot.pithist", "lines.pithist", "plot.pithist" ] }, { "page": "plot.qqrplot", "title": "S3 Methods for Plotting Q-Q Residuals Plots", "topics": [ "autoplot.qqrplot", "plot.qqrplot", "points.qqrplot" ] }, { "page": "plot.reliagram", "title": "S3 Methods for a Reliagram (Extended Reliability Diagram)", "topics": [ "autoplot.reliagram", "lines.reliagram", "plot.reliagram" ] }, { "page": "plot.rootogram", "title": "S3 Methods for Plotting Rootograms", "topics": [ "autoplot.rootogram", "plot.rootogram" ] }, { "page": "procast", "title": "Procast: Probabilistic Forecasting", "topics": [ "procast", "procast.bamlss", "procast.default", "procast.disttree", "procast.glm", "procast.lm" ] }, { "page": "promodel", "title": "Predictions and Residuals Dispatch for Probabilistic Models", "topics": [ "predict.promodel", "promodel", "residuals.promodel" ] }, { "page": "proresiduals", "title": "Residuals for Probabilistic Regression Models", "topics": [ "proresiduals", "proresiduals.default" ] }, { "page": "proscore", "title": "Scoring Probabilistic Forecasts", "topics": [ "proscore", "proscore.default" ] }, { "page": "qqrplot", "title": "Q-Q Plots for Quantile Residuals", "topics": [ "c.qqrplot", "qqrplot", "qqrplot.default" ] }, { "page": "reliagram", "title": "Reliagram (Extended Reliability Diagram)", "topics": [ "c.reliagram", "reliagram", "reliagram.default" ] }, { "page": "rootogram", "title": "Rootograms for Assessing Goodness of Fit of Probability Models", "topics": [ "c.rootogram", "rbind.rootogram", "rootogram", "rootogram.default" ] }, { "page": "SerumPotassium", "title": "Serum Potassium Levels", "topics": [ "SerumPotassium" ] }, { "page": "geom_pithist", "title": "'geom_*' and 'stat_*' for Producing PIT Histograms with `ggplot2`", "topics": [ "GeomPithist", "GeomPithistConfint", "GeomPithistExpected", "GeomPithistSimint", "geom_pithist", "geom_pithist_confint", "geom_pithist_expected", "geom_pithist_simint", "StatPithist", "StatPithistConfint", "StatPithistExpected", "StatPithistSimint", "stat_pithist", "stat_pithist_confint", "stat_pithist_expected", "stat_pithist_simint" ] }, { "page": "geom_rootogram", "title": "'geom_*' and 'stat_*' for Producing Rootograms with `ggplot2`", "topics": [ "GeomRootogram", "GeomRootogramConfint", "GeomRootogramExpected", "GeomRootogramRef", "geom_rootogram", "geom_rootogram_confint", "geom_rootogram_expected", "geom_rootogram_ref", "StatRootogram", "StatRootogramConfint", "StatRootogramExpected", "stat_rootogram", "stat_rootogram_confint", "stat_rootogram_expected" ] }, { "page": "topmodels", "title": "Plotting Graphical Evaluation Tools for Probabilistic Models", "topics": [ "topmodels" ] }, { "page": "VolcanoHeights", "title": "Tukey's Volcano Heights", "topics": [ "VolcanoHeights" ] }, { "page": "wormplot", "title": "Worm Plots for Quantile Residuals", "topics": [ "wormplot", "wormplot.default" ] } ], "_rundeps": [ "cli", "colorspace", "cpp11", "distributions3", "farver", "ggplot2", "glue", "gtable", "isoband", "labeling", "lifecycle", "R6", "RColorBrewer", "rlang", "S7", "scales", "vctrs", "viridisLite", "withr" ], "_score": 3.6232492903979003, "_indexed": false, "_nocasepkg": "topmodels", "_universes": [ "zeileis" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.3-0", "date": "2026-06-24T02:13:10.000Z", "distro": "resolute", "arch": "aarch64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "a9226f69ca103d056964d058525697dc8d6080463ec3fd611ccc573c2b92b9f5", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.7.0", "os": "linux", "version": "0.3-0", "date": "2026-06-24T02:13:20.000Z", "distro": "resolute", "arch": "x86_64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "19f9d402c7f824d2f1bbc21d3b78cc5ad9a9f651f5c4d597e23f3c69f5062b4a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.6.0", "os": "linux", "version": "0.3-0", "date": "2026-06-24T02:13:06.000Z", "distro": "resolute", "arch": "aarch64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "1197b23b2690f78fe0482a36d2abb85f89660178a6577ebd68caad1c7d46fd06", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.6.0", "os": "linux", "version": "0.3-0", "date": "2026-06-24T02:12:36.000Z", "distro": "resolute", "arch": "x86_64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "b9034315d9ba689a67d8f9f6884b5735f82a1e478d8f966f89d823417a68bda7", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.5.3", "os": "mac", "version": "0.3-0", "date": "2026-06-24T02:11:34.000Z", "arch": "aarch64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "e51e7d1cbe688a996ca1b50934c972373e4ac4002b92a3a8a67814d64870dac4", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.5.3", "os": "mac", "version": "0.3-0", "date": "2026-06-24T02:12:19.000Z", "arch": "x86_64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "62be7d90bd312a7b464fde8d25845031430b6ad415a1bffab040c5b0058b5cfd", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.6.0", "os": "mac", "version": "0.3-0", "date": "2026-06-24T02:11:28.000Z", "arch": "aarch64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "29d263c5e03ab6c506c9b3a7330f6b999130f5dcdb96579248897ee3ec98c137", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.6.0", "os": "mac", "version": "0.3-0", "date": "2026-06-24T02:12:49.000Z", "arch": "x86_64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "6e1bfe4ae3307d30859228999deea323a1c5eb3eace097dc4b57ac63f117fdac", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.6.0", "os": "wasm", "version": "0.3-0", "date": "2026-06-24T02:13:17.000Z", "arch": "emscripten", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "af7fe23ca689ba725a750c9e9b654b837fb0ea005a584c3e6e04608eea660457", "status": "success", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.7.0", "os": "win", "version": "0.3-0", "date": "2026-06-24T02:11:28.000Z", "arch": "x86_64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "8639442c80388619db250cb1f66f63d26d11a26914933816aa28fbf374a28d81", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.5.3", "os": "win", "version": "0.3-0", "date": "2026-06-24T02:11:24.000Z", "arch": "x86_64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "d5eaacfefe8f74924441b4189efc350e1a17cad25647785961ee1c228f6b5d63", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" }, { "r": "4.6.0", "os": "win", "version": "0.3-0", "date": "2026-06-24T02:11:38.000Z", "arch": "x86_64", "commit": "0325f4bb389eba1a8187fd791ea0f039c6116468", "fileid": "5df7bd09834f80a996003004a65dc6fd9299d1d36660ef2d28f496e1fb8cc9e4", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/zeileis/actions/runs/28070224613" } ] }