{
  "_id": "6a1055dcacfb0bcc41ca27a7",
  "Package": "rattle",
  "Version": "5.6.2",
  "Date": "2026-02-09",
  "Title": "R Data Science Supporting Rattle",
  "Authors@R": "c(person(\"Graham\", \"Williams\",\nrole=c(\"aut\", \"cph\", \"cre\"),\nemail=\"Graham.Williams@togaware.com\"),\nperson(\"Mark\", \"Vere Culp\", role=\"cph\"),\nperson(\"Ed\", \"Cox\", role=\"ctb\"),\nperson(\"Anthony\", \"Nolan\", role=\"ctb\"),\nperson(\"Denis\", \"White\", role=\"cph\"),\nperson(\"Daniele\", \"Medri\", role=\"ctb\"),\nperson(\"Akbar\", \"Waljee\", role=\"ctb\",\ncomment=\"OOB AUC for Random Forest\"),\nperson(\"Brian\", \"Ripley\", role=\"cph\",\ncomment=\"print.summary.nnet\"),\nperson(\"Jose\", \"Magana\", role=\"ctb\",\ncomment=\"ggpairs plots\"),\nperson(\"Surendra\", \"Tipparaju\", role=\"ctb\",\ncomment=\"initial RevoScaleR/XDF\"),\nperson(\"Durga\", \"Prasad Chappidi\", role=\"ctb\",\ncomment=\"initial RevoScaleR/XDF\"),\nperson(\"Dinesh\", \"Manyam Venkata\", role=\"ctb\",\ncomment=\"initial RevoScaleR/XDF\"),\nperson(\"Mrinal\", \"Chakraborty\", role=\"ctb\",\ncomment=\"initial RevoScaleR/XDF\"),\nperson(\"Fang\", \"Zhou\", role=\"ctb\",\ncomment=\"initial xgboost\"),\nperson(\"Cameron\", \"Chisholm\", role=\"ctb\",\ncomment=\"risk plot on risk chart\"))",
  "Maintainer": "Graham Williams <Graham.Williams@togaware.com>",
  "Description": "The R Analytic Tool To Learn Easily (Rattle) provides a\ncollection of utilities functions for the data scientist. This\npackage (v5.6.0) supports the companion graphical interface\nwith the aim to provide a simple and intuitive introduction to\nR for data science, allowing a user to quickly load data from a\nCSV file transform and explore the data, and to build and\nevaluate models. A key aspect of the GUI is that all R commands\nare logged and commented through the log tab. This can be saved\nas a standalone R script file and as an aid for the user to\nlearn R or to copy-and-paste directly into R itself. If you\nwant to use the older Rattle implementing the GUI in RGtk2\n(which is no longer available from CRAN) then please install\nthe Rattle package v5.5.1. See rattle.togaware.com for\ninstructions on installing the modern Rattle graphical user\ninterface.",
  "License": "GPL (>= 2)",
  "LazyLoad": "yes",
  "LazyData": "yes",
  "LazyDataCompression": "gzip",
  "URL": "https://togaware.com/projects/rattle/",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-09 08:03:59 UTC",
    "User": "root"
  },
  "Author": "Graham Williams [aut, cph, cre], Mark Vere Culp [cph], Ed Cox\n[ctb], Anthony Nolan [ctb], Denis White [cph], Daniele Medri\n[ctb], Akbar Waljee [ctb] (OOB AUC for Random Forest), Brian\nRipley [cph] (print.summary.nnet), Jose Magana [ctb] (ggpairs\nplots), Surendra Tipparaju [ctb] (initial RevoScaleR/XDF),\nDurga Prasad Chappidi [ctb] (initial RevoScaleR/XDF), Dinesh\nManyam Venkata [ctb] (initial RevoScaleR/XDF), Mrinal\nChakraborty [ctb] (initial RevoScaleR/XDF), Fang Zhou [ctb]\n(initial xgboost), Cameron Chisholm [ctb] (risk plot on risk\nchart)",
  "Config/pak/sysreqs": "libicu-dev libxml2-dev",
  "Repository": "https://gjwgit.r-universe.dev",
  "Date/Publication": "2026-02-08 21:46:54 UTC",
  "RemoteUrl": "https://github.com/cran/rattle",
  "RemoteRef": "HEAD",
  "RemoteSha": "bf78d23bc485a630f89291668d39a1965584e6d1",
  "MD5sum": "2ddabbde5d92461e730c11a91966dc0a",
  "_user": "gjwgit",
  "_type": "src",
  "_file": "rattle_5.6.2.tar.gz",
  "_fileid": "fff7dc927c86728bcf1521a7e05e01e0c652d4d1117288636016401f92c67f0a",
  "_filesize": 4735034,
  "_sha256": "fff7dc927c86728bcf1521a7e05e01e0c652d4d1117288636016401f92c67f0a",
  "_created": "2026-05-09T08:03:59.000Z",
  "_published": "2026-05-22T13:10:52.210Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77385973346,
      "time": 191,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6894200471"
    },
    {
      "job": 77385973628,
      "time": 210,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6894201853"
    },
    {
      "job": 77385973272,
      "time": 161,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6894196054"
    },
    {
      "job": 77385973363,
      "time": 211,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6894199179"
    },
    {
      "job": 77385972663,
      "time": 290,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6894182625"
    },
    {
      "job": 77385972450,
      "time": 189,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7161302365"
    },
    {
      "job": 77385973352,
      "time": 195,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6894200766"
    },
    {
      "job": 77385973521,
      "time": 144,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6894196234"
    },
    {
      "job": 77385973159,
      "time": 129,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6894194884"
    }
  ],
  "_buildurl": "https://github.com/r-universe/gjwgit/actions/runs/25595957083",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/rattle",
  "_commit": {
    "id": "bf78d23bc485a630f89291668d39a1965584e6d1",
    "author": "Graham Williams <Graham.Williams@togaware.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 5.6.2\n",
    "time": 1770587214
  },
  "_maintainer": {
    "name": "Graham Williams",
    "email": "graham.williams@togaware.com",
    "login": "gjwgit",
    "uuid": 1681429
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "tibble",
      "role": "Depends"
    },
    {
      "package": "bitops",
      "role": "Depends"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "grDevices",
      "role": "Imports"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "jsonlite",
      "role": "Imports"
    },
    {
      "package": "lubridate",
      "role": "Imports"
    },
    {
      "package": "magrittr",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "stringi",
      "role": "Imports"
    },
    {
      "package": "stringr",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "XML",
      "role": "Imports"
    },
    {
      "package": "rpart.plot",
      "role": "Imports"
    },
    {
      "package": "ada",
      "role": "Suggests"
    },
    {
      "package": "amap",
      "role": "Suggests"
    },
    {
      "package": "arules",
      "role": "Suggests"
    },
    {
      "package": "arulesViz",
      "role": "Suggests"
    },
    {
      "package": "cba",
      "role": "Suggests"
    },
    {
      "package": "cluster",
      "role": "Suggests"
    },
    {
      "package": "colorspace",
      "role": "Suggests"
    },
    {
      "package": "corrplot",
      "role": "Suggests"
    },
    {
      "package": "descr",
      "role": "Suggests"
    },
    {
      "package": "doBy",
      "role": "Suggests"
    },
    {
      "package": "e1071",
      "role": "Suggests"
    },
    {
      "package": "ellipse",
      "role": "Suggests"
    },
    {
      "package": "fBasics",
      "role": "Suggests"
    },
    {
      "package": "foreign",
      "role": "Suggests"
    },
    {
      "package": "fpc",
      "role": "Suggests"
    },
    {
      "package": "gdata",
      "role": "Suggests"
    },
    {
      "package": "ggdendro",
      "role": "Suggests"
    },
    {
      "package": "gplots",
      "role": "Suggests"
    },
    {
      "package": "grid",
      "role": "Suggests"
    },
    {
      "package": "gridExtra",
      "role": "Suggests"
    },
    {
      "package": "gtools",
      "role": "Suggests"
    },
    {
      "package": "Hmisc",
      "role": "Suggests"
    },
    {
      "package": "janitor",
      "role": "Suggests"
    },
    {
      "package": "kernlab",
      "role": "Suggests"
    },
    {
      "package": "Matrix",
      "role": "Suggests"
    },
    {
      "package": "mice",
      "role": "Suggests"
    },
    {
      "package": "nnet",
      "role": "Suggests"
    },
    {
      "package": "party",
      "role": "Suggests"
    },
    {
      "package": "plyr",
      "role": "Suggests"
    },
    {
      "package": "psych",
      "role": "Suggests"
    },
    {
      "package": "randomForest",
      "role": "Suggests"
    },
    {
      "package": "RColorBrewer",
      "role": "Suggests"
    },
    {
      "package": "readxl",
      "role": "Suggests"
    },
    {
      "package": "reshape",
      "role": "Suggests"
    },
    {
      "package": "ROCR",
      "role": "Suggests"
    },
    {
      "package": "rpart",
      "role": "Suggests"
    },
    {
      "package": "scales",
      "role": "Suggests"
    },
    {
      "package": "SnowballC",
      "role": "Suggests"
    },
    {
      "package": "survival",
      "role": "Suggests"
    },
    {
      "package": "tidyselect",
      "role": "Suggests"
    },
    {
      "package": "timeDate",
      "role": "Suggests"
    },
    {
      "package": "tm",
      "role": "Suggests"
    },
    {
      "package": "xgboost",
      "role": "Suggests"
    }
  ],
  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 2,
  "_updates": [
    {
      "week": "2026-06",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "5.6.2",
      "date": "2026-02-08"
    }
  ],
  "_stars": 16,
  "_contributors": [
    {
      "user": "gjwgit",
      "count": 16,
      "uuid": 1681429
    }
  ],
  "_userbio": {
    "uuid": 1681429,
    "type": "user",
    "name": "Graham Williams",
    "description": "Chief Scientist, Software Innovation Institute, and Professor and Cluster Lead for Data Science, School of Computing, Australian National University. "
  },
  "_downloads": {
    "count": 6179,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/rattle"
  },
  "_mentions": 9,
  "_searchresults": 3376,
  "_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/rattle.html",
    "manual.pdf"
  ],
  "_realowner": "gjwgit",
  "_cranurl": false,
  "_releases": [
    {
      "version": "2.6.25",
      "date": "2013-01-22"
    },
    {
      "version": "2.6.26",
      "date": "2013-03-19"
    },
    {
      "version": "3.0.2",
      "date": "2014-02-06"
    },
    {
      "version": "3.1.0",
      "date": "2014-07-18"
    },
    {
      "version": "3.3.0",
      "date": "2014-09-07"
    },
    {
      "version": "3.4.1",
      "date": "2014-12-30"
    },
    {
      "version": "3.5.0",
      "date": "2015-07-14"
    },
    {
      "version": "4.0.0",
      "date": "2015-11-05"
    },
    {
      "version": "4.0.5",
      "date": "2015-11-24"
    },
    {
      "version": "4.1.0",
      "date": "2016-01-26"
    },
    {
      "version": "5.1.0",
      "date": "2017-09-05"
    },
    {
      "version": "5.2.0",
      "date": "2018-08-17"
    },
    {
      "version": "5.3.0",
      "date": "2019-12-16"
    },
    {
      "version": "5.4.0",
      "date": "2020-05-23"
    },
    {
      "version": "5.5.1",
      "date": "2022-03-21"
    },
    {
      "version": "5.6.2",
      "date": "2026-02-08"
    }
  ],
  "_exports": [
    "acquireAuditData",
    "asRules",
    "benfordDistr",
    "binning",
    "calcInitialDigitDistr",
    "calculateAUC",
    "cat_toggled",
    "centers.hclust",
    "close_rattle",
    "comcat",
    "con_toggled",
    "copyPlotToClipboard",
    "crs",
    "crv",
    "digitDistr",
    "drawTreeNodes",
    "drawTreesAda",
    "errorMatrix",
    "evaluateRisk",
    "fancyRpartPlot",
    "find_fewest_levels",
    "generateAprioriSummary",
    "genPlotTitleCmd",
    "ggVarImp",
    "importance",
    "interrupt_rattle",
    "listAdaVarsUsed",
    "listTreesAda",
    "listVersions",
    "meta_data",
    "modalvalue",
    "normVarNames",
    "on_about_menu_activate",
    "on_aboutdialog_response",
    "on_ada_continue_button_clicked",
    "on_ada_defaults_button_clicked",
    "on_ada_draw_button_clicked",
    "on_ada_errors_button_clicked",
    "on_ada_importance_button_clicked",
    "on_ada_list_button_clicked",
    "on_ada_stumps_button_clicked",
    "on_ada_stumps_checkbutton_toggled",
    "on_associate_plot_button_clicked",
    "on_associate_plot_frequency_button_clicked",
    "on_associate_rules_button_clicked",
    "on_biclust_radiobutton_toggled",
    "on_boost_radiobutton_toggled",
    "on_categorical_clear_button_clicked",
    "on_clara_radiobutton_toggled",
    "on_cleanup_radiobutton_toggled",
    "on_close_activate",
    "on_continuous_clear_button_clicked",
    "on_copy1_activate",
    "on_cut1_activate",
    "on_data_arff_radiobutton_toggled",
    "on_data_corpus_radiobutton_toggled",
    "on_data_csv_radiobutton_toggled",
    "on_data_edit_button_clicked",
    "on_data_filechooserbutton_file_set",
    "on_data_library_radiobutton_toggled",
    "on_data_name_combobox_button_press_event",
    "on_data_name_combobox_enter_notify_event",
    "on_data_name_combobox_focus",
    "on_data_name_combobox_focus_in_event",
    "on_data_name_combobox_set_focus_child",
    "on_data_odbc_radiobutton_toggled",
    "on_data_rdata_radiobutton_toggled",
    "on_data_rdataset_radiobutton_toggled",
    "on_data_sample_checkbutton_toggled",
    "on_data_target_survival_radiobutton_toggled",
    "on_data_view_button_clicked",
    "on_delete_menu_activate",
    "on_dtree_radiobutton_toggled",
    "on_e1071_radiobutton_toggled",
    "on_evaluate_confusion_radiobutton_toggled",
    "on_evaluate_costcurve_radiobutton_toggled",
    "on_evaluate_csv_radiobutton_toggled",
    "on_evaluate_lift_radiobutton_toggled",
    "on_evaluate_model_checkbutton_toggled",
    "on_evaluate_precision_radiobutton_toggled",
    "on_evaluate_pvo_radiobutton_toggled",
    "on_evaluate_radiobutton_group_changed",
    "on_evaluate_rdataset_radiobutton_toggled",
    "on_evaluate_risk_radiobutton_toggled",
    "on_evaluate_roc_radiobutton_toggled",
    "on_evaluate_score_radiobutton_toggled",
    "on_evaluate_sensitivity_radiobutton_toggled",
    "on_ewkm_radiobutton_toggled",
    "on_execute_button_clicked",
    "on_explore_correlation_hier_checkbutton_toggled",
    "on_explore_correlation_radiobutton_toggled",
    "on_explore_distr_radiobutton_toggled",
    "on_explore_interactive_radiobutton_toggled",
    "on_export_button_clicked",
    "on_glm_gaussian_radiobutton_toggled",
    "on_glm_linear_radiobutton_toggled",
    "on_glm_logistic_radiobutton_toggled",
    "on_glm_multinomial_radiobutton_toggled",
    "on_hclust_data_plot_button_clicked",
    "on_hclust_dendrogram_button_clicked",
    "on_hclust_discriminant_plot_button_clicked",
    "on_hclust_radiobutton_toggled",
    "on_hclust_stats_button_clicked",
    "on_help_ada_activate",
    "on_help_arff_activate",
    "on_help_associate_menuitem_activate",
    "on_help_cluster_hclust_activate",
    "on_help_cluster_stats_activate",
    "on_help_confusion_table_activate",
    "on_help_correlation_activate",
    "on_help_cost_curve_activate",
    "on_help_csv_activate",
    "on_help_data_corpus_activate",
    "on_help_data_fex_activate",
    "on_help_data_library_activate",
    "on_help_distributions_activate",
    "on_help_general_activate",
    "on_help_ggobi_activate",
    "on_help_ggraptr_activate",
    "on_help_glm_activate",
    "on_help_hand_activate",
    "on_help_hierarchical_correlation_activate",
    "on_help_kmeans_activate",
    "on_help_lift_activate",
    "on_help_log_activate",
    "on_help_model_nnet_activate",
    "on_help_model_survival_activate",
    "on_help_nomenclature_data_activate",
    "on_help_normalise_activate",
    "on_help_odbc_activate",
    "on_help_precision_activate",
    "on_help_principal_components_activate",
    "on_help_project_menuitem_activate",
    "on_help_prvob_activate",
    "on_help_randomForest_activate",
    "on_help_rdata_file_activate",
    "on_help_rdataset_activate",
    "on_help_risk_chart_activate",
    "on_help_roc_activate",
    "on_help_roles_activate",
    "on_help_rpart_activate",
    "on_help_sample_activate",
    "on_help_score_activate",
    "on_help_sensitivity_activate",
    "on_help_summary_activate",
    "on_help_support_vector_machine_activate",
    "on_help_test_correlation_activate",
    "on_help_test_f_activate",
    "on_help_test_kolmogorov_smirnov_activate",
    "on_help_test_t_activate",
    "on_help_test_wilcoxon_activate",
    "on_help_test_wilcoxon_signed_rank_activate",
    "on_help_transform_cleanup_emissing_activate",
    "on_help_transform_cleanup_ignored_activate",
    "on_help_transform_cleanup_missing_activate",
    "on_help_transform_cleanup_selected_activate",
    "on_help_transform_impute_constant_activate",
    "on_help_transform_impute_mean_activate",
    "on_help_transform_impute_median_activate",
    "on_help_transform_impute_mode_activate",
    "on_help_transform_impute_zero_activate",
    "on_help_transform_log_activate",
    "on_help_transform_matrix_activate",
    "on_help_transform_medianmad_activate",
    "on_help_transform_nolan_activate",
    "on_help_transform_rank_activate",
    "on_help_transform_recenter_activate",
    "on_help_transform_remap_ascat_activate",
    "on_help_transform_remap_asnum_activate",
    "on_help_transform_remap_equal_activate",
    "on_help_transform_remap_indicator_activate",
    "on_help_transform_remap_joincat_activate",
    "on_help_transform_remap_kmeans_activate",
    "on_help_transform_remap_quantiles_activate",
    "on_help_transform_scale01_activate",
    "on_help_weight_calculator_activate",
    "on_impute_constant_radiobutton_toggled",
    "on_impute_radiobutton_toggled",
    "on_kernlab_radiobutton_toggled",
    "on_kmeans_data_plot_button_clicked",
    "on_kmeans_discriminant_plot_button_clicked",
    "on_kmeans_hclust_centers_checkbutton_toggled",
    "on_kmeans_iterate_checkbutton_toggled",
    "on_kmeans_radiobutton_toggled",
    "on_kmeans_seed_button_clicked",
    "on_kmeans_stats_button_clicked",
    "on_kmeans_weights_plot_button_clicked",
    "on_log_export_rename_checkbutton_toggled",
    "on_model_boost_ada_radiobutton_toggled",
    "on_model_boost_xgb_radiobutton_toggled",
    "on_model_linear_plot_button_clicked",
    "on_model_linear_poisson_radiobutton_toggled",
    "on_model_linear_probit_radiobutton_toggled",
    "on_model_linear_radiobutton_toggled",
    "on_model_rf_conditional_radiobutton_toggled",
    "on_model_rf_traditional_radiobutton_toggled",
    "on_model_survival_coxph_radiobutton_toggled",
    "on_model_survival_plot_residual_button_clicked",
    "on_model_survival_plot_survival_button_clicked",
    "on_model_survival_radiobutton_toggled",
    "on_model_tree_ctree_radiobutton_toggled",
    "on_model_tree_rpart_radiobutton_toggled",
    "on_new_activate",
    "on_new_button_clicked",
    "on_nnet_radiobutton_toggled",
    "on_normalise_interval_radiobutton_toggled",
    "on_normalise_radiobutton_toggled",
    "on_notebook_switch_page",
    "on_open_activate",
    "on_open_button_clicked",
    "on_paste1_activate",
    "on_plot_close_button_clicked",
    "on_plot_copy_button_clicked",
    "on_plot_print_button_clicked",
    "on_plot_save_button_clicked",
    "on_prcomp_radiobutton_toggled",
    "on_priors_entry_changed",
    "on_rattle_menu_activate",
    "on_rattle_window_delete_event",
    "on_remap_radiobutton_toggled",
    "on_report_toolbutton_clicked",
    "on_rf_errors_button_clicked",
    "on_rf_importance_button_clicked",
    "on_rf_oob_roc_button_clicked",
    "on_rf_print_tree_button_clicked",
    "on_rf_radiobutton_toggled",
    "on_risk_comboboxentry_changed",
    "on_rpart_best_radiobutton_toggled",
    "on_rpart_build_radiobutton_toggled",
    "on_rpart_loss_comboboxentry_set_focus_child",
    "on_rpart_plot_button_clicked",
    "on_rpart_rules_button_clicked",
    "on_rpart_tune_radiobutton_toggled",
    "on_sample_count_spinbutton_changed",
    "on_sample_percentage_spinbutton_changed",
    "on_sample_seed_button_clicked",
    "on_save_as_activate",
    "on_save_button_clicked",
    "on_save_menu_activate",
    "on_summary_find_button_clicked",
    "on_summary_next_button_clicked",
    "on_summary_radiobutton_toggled",
    "on_svm_kernel_combobox_changed",
    "on_svm_radiobutton_toggled",
    "on_test_correlation_radiobutton_toggled",
    "on_test_groupby_checkbutton_toggled",
    "on_test_wilcoxon_signed_radiobutton_toggled",
    "on_tools_associate_activate",
    "on_tools_cluster_activate",
    "on_tools_data_activate",
    "on_tools_evaluate_activate",
    "on_tools_explore_activate",
    "on_tools_log_activate",
    "on_tools_model_activate",
    "on_tools_test_activate",
    "on_tools_transform_activate",
    "on_tooltips_activate",
    "on_variables_toggle_ignore_button_clicked",
    "on_variables_toggle_input_button_clicked",
    "on_verbose_menuitem_toggled",
    "on_viewdata_find_button_clicked",
    "on_viewdata_next_button_clicked",
    "open_odbc_set_combo",
    "plotDigitFreq",
    "plotOptimalLine",
    "plotRisk",
    "predict.hclust",
    "predict.kmeans",
    "print.summary.nnet",
    "printPlot",
    "printRandomForests",
    "psfchart",
    "quit_rattle",
    "randomForest2Rules",
    "rattle",
    "rattle.print.summary.multinom",
    "rattleInfo",
    "rescale.by.group",
    "riskchart",
    "rocChart",
    "savePlotToFile",
    "setupDataset",
    "theme_rattle",
    "toga",
    "treeset.randomForest",
    "unique_columns",
    "whichNumerics",
    "xgboost"
  ],
  "_datasets": [
    {
      "name": "audit",
      "title": "Sample dataset to illustrate Rattle functionality.",
      "object": "audit",
      "class": [
        "data.frame"
      ],
      "fields": [
        "ID",
        "Age",
        "Employment",
        "Education",
        "Marital",
        "Occupation",
        "Income",
        "Gender",
        "Deductions",
        "Hours",
        "IGNORE_Accounts",
        "RISK_Adjustment",
        "TARGET_Adjusted"
      ],
      "rows": 2000,
      "table": true,
      "tojson": true
    },
    {
      "name": "locationsAUS",
      "title": "Daily weather observations from multiple Australian weather stations.",
      "object": "locationsAUS",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "stnID",
        "name",
        "stnNum",
        "latitude",
        "longitude"
      ],
      "rows": 49,
      "table": true,
      "tojson": true
    },
    {
      "name": "weather",
      "title": "Sample dataset of daily weather observations from Canberra airport in Australia.",
      "object": "weather",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "Date",
        "Location",
        "MinTemp",
        "MaxTemp",
        "Rainfall",
        "Evaporation",
        "Sunshine",
        "WindGustDir",
        "WindGustSpeed",
        "WindDir9am",
        "WindDir3pm",
        "WindSpeed9am",
        "WindSpeed3pm",
        "Humidity9am",
        "Humidity3pm",
        "Pressure9am",
        "Pressure3pm",
        "Cloud9am",
        "Cloud3pm",
        "Temp9am",
        "Temp3pm",
        "RainToday",
        "RISK_MM",
        "RainTomorrow"
      ],
      "rows": 366,
      "table": true,
      "tojson": true
    },
    {
      "name": "weatherAUS",
      "title": "Daily weather observations from multiple Australian weather stations.",
      "object": "weatherAUS",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "Date",
        "Location",
        "MinTemp",
        "MaxTemp",
        "Rainfall",
        "Evaporation",
        "Sunshine",
        "WindGustDir",
        "WindGustSpeed",
        "WindDir9am",
        "WindDir3pm",
        "WindSpeed9am",
        "WindSpeed3pm",
        "Humidity9am",
        "Humidity3pm",
        "Pressure9am",
        "Pressure3pm",
        "Cloud9am",
        "Cloud3pm",
        "Temp9am",
        "Temp3pm",
        "RainToday",
        "RISK_MM",
        "RainTomorrow"
      ],
      "rows": 275410,
      "table": true,
      "tojson": true
    },
    {
      "name": "wine",
      "title": "The wine dataset from the UCI Machine Learning Repository.",
      "object": "wine",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Type",
        "Alcohol",
        "Malic",
        "Ash",
        "Alcalinity",
        "Magnesium",
        "Phenols",
        "Flavanoids",
        "Nonflavanoids",
        "Proanthocyanins",
        "Color",
        "Hue",
        "Dilution",
        "Proline"
      ],
      "rows": 178,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "acquireAuditData",
      "title": "Generate the audit dataset.",
      "topics": [
        "acquireAuditData"
      ]
    },
    {
      "page": "asRules",
      "title": "List the rules corresponding to the rpart decision tree",
      "topics": [
        "asRules"
      ]
    },
    {
      "page": "asRules.rpart",
      "title": "List the rules corresponding to the rpart decision tree",
      "topics": [
        "asRules.rpart"
      ]
    },
    {
      "page": "audit",
      "title": "Sample dataset to illustrate Rattle functionality.",
      "topics": [
        "audit"
      ]
    },
    {
      "page": "binning",
      "title": "Perform binning over numeric data",
      "topics": [
        "binning"
      ]
    },
    {
      "page": "calcInitialDigitDistr",
      "title": "Generate a frequency count of the initial digits",
      "topics": [
        "calcInitialDigitDistr"
      ]
    },
    {
      "page": "calculateAUC",
      "title": "Determine area under a curve (e.g. a risk or recall curve) of a risk chart",
      "topics": [
        "calculateAUC"
      ]
    },
    {
      "page": "centers.hclust",
      "title": "List Cluster Centers for a Hierarchical Cluster",
      "topics": [
        "centers.hclust"
      ]
    },
    {
      "page": "comcat",
      "title": "Echo data in a human readable form.",
      "topics": [
        "comcat"
      ]
    },
    {
      "page": "drawTreeNodes",
      "title": "Draw nodes of a decision tree",
      "topics": [
        "drawTreeNodes"
      ]
    },
    {
      "page": "drawTreesAda",
      "title": "Draw trees from an Ada model",
      "topics": [
        "drawTreesAda"
      ]
    },
    {
      "page": "errorMatrix",
      "title": "Generate an error matrix from actua and predicted data.",
      "topics": [
        "errorMatrix"
      ]
    },
    {
      "page": "evaluateRisk",
      "title": "Summarise the performance of a data mining model",
      "topics": [
        "evaluateRisk"
      ]
    },
    {
      "page": "fancyRpartPlot",
      "title": "A wrapper for plotting rpart trees using prp",
      "topics": [
        "fancyRpartPlot"
      ]
    },
    {
      "page": "find_fewest_levels",
      "title": "Identify the categoric columns with the fewest values.",
      "topics": [
        "find_fewest_levels"
      ]
    },
    {
      "page": "genPlotTitleCmd",
      "title": "Generate a string to add a title to a plot",
      "topics": [
        "genPlotTitleCmd"
      ]
    },
    {
      "page": "ggVarImp",
      "title": "Model.",
      "topics": [
        "ggVarImp"
      ]
    },
    {
      "page": "listAdaVarsUsed",
      "title": "List the variables used by an adaboost model",
      "topics": [
        "listAdaVarsUsed"
      ]
    },
    {
      "page": "listTreesAda",
      "title": "List trees from an Ada model",
      "topics": [
        "listTreesAda"
      ]
    },
    {
      "page": "listVersions",
      "title": "Versions of Installed Packages",
      "topics": [
        "listVersions"
      ]
    },
    {
      "page": "meta_data",
      "title": "Calculate the dataset meta data for use by the Rattle V6 UI.",
      "topics": [
        "meta_data"
      ]
    },
    {
      "page": "modalvalue",
      "title": "Calculate the mode of a vector, array or list.",
      "topics": [
        "modalvalue"
      ]
    },
    {
      "page": "plotOptimalLine",
      "title": "Plot three lines on a risk chart, one vertical and two horizontal",
      "topics": [
        "plotOptimalLine"
      ]
    },
    {
      "page": "plotRisk",
      "title": "Plot a risk chart",
      "topics": [
        "plotRisk"
      ]
    },
    {
      "page": "printRandomForests",
      "title": "Print a representation of the Random Forest models to the console",
      "topics": [
        "printRandomForests"
      ]
    },
    {
      "page": "randomForest2Rules",
      "title": "Generate accessible data structure of a randomForest model",
      "topics": [
        "randomForest2Rules"
      ]
    },
    {
      "page": "rattle",
      "title": "Display the Rattle User Interface",
      "topics": [
        "crs",
        "crv",
        "rattle"
      ]
    },
    {
      "page": "rattle.print.summary.multinom",
      "title": "Print information about a multinomial model",
      "topics": [
        "rattle.print.summary.multinom"
      ]
    },
    {
      "page": "rattleInfo",
      "title": "Extract Rattle and related package information.",
      "topics": [
        "rattleInfo"
      ]
    },
    {
      "page": "grouper",
      "title": "Transform a numeric vector by grouping it according to the values of the supplied factor and then rescaling within the groups.",
      "topics": [
        "rescale.by.group"
      ]
    },
    {
      "page": "riskchart",
      "title": "Plot a risk chart",
      "topics": [
        "riskchart"
      ]
    },
    {
      "page": "savePlotToFile",
      "title": "Save a plot in some way",
      "topics": [
        "copyPlotToClipboard",
        "printPlot",
        "savePlotToFile"
      ]
    },
    {
      "page": "setupDataset",
      "title": "Given specific contents of env add other dataset related variables.",
      "topics": [
        "setupDataset"
      ]
    },
    {
      "page": "theme_rattle",
      "title": "A default GGPlot2 theme for Rattle V6",
      "topics": [
        "theme_rattle"
      ]
    },
    {
      "page": "treeset.randomForest",
      "title": "Generate a representation of a tree in a Random Forest",
      "topics": [
        "treeset.randomForest"
      ]
    },
    {
      "page": "unique_columns",
      "title": "List columns with unique values for every row.",
      "topics": [
        "unique_columns"
      ]
    },
    {
      "page": "weather",
      "title": "Sample dataset of daily weather observations from Canberra airport in Australia.",
      "topics": [
        "weather"
      ]
    },
    {
      "page": "weatherAUS",
      "title": "Daily weather observations from multiple Australian weather stations.",
      "topics": [
        "locationsAUS",
        "weatherAUS"
      ]
    },
    {
      "page": "whichNumerics",
      "title": "Returns a list of the names of the numeric variables in a data frame.",
      "topics": [
        "whichNumerics"
      ]
    },
    {
      "page": "wine",
      "title": "The wine dataset from the UCI Machine Learning Repository.",
      "topics": [
        "wine"
      ]
    }
  ],
  "_rundeps": [
    "bitops",
    "cli",
    "cpp11",
    "dplyr",
    "farver",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "jsonlite",
    "labeling",
    "lifecycle",
    "lubridate",
    "magrittr",
    "pillar",
    "pkgconfig",
    "purrr",
    "R6",
    "RColorBrewer",
    "rlang",
    "rpart",
    "rpart.plot",
    "S7",
    "scales",
    "stringi",
    "stringr",
    "tibble",
    "tidyr",
    "tidyselect",
    "timechange",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr",
    "XML"
  ],
  "_vignettes": [
    {
      "source": "rattle.Rnw",
      "filename": "rattle.pdf",
      "title": "Rattle Quick Start Guide",
      "engine": "utils::Sweave",
      "headings": [],
      "created": "2013-01-22 14:38:12",
      "modified": "2026-02-08 21:46:54",
      "commits": 6
    }
  ],
  "_score": 8.25583437564709,
  "_indexed": true,
  "_nocasepkg": "rattle",
  "_universes": [
    "gjwgit"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "5.6.2",
      "date": "2026-05-09T08:07:05.000Z",
      "distro": "noble",
      "commit": "bf78d23bc485a630f89291668d39a1965584e6d1",
      "fileid": "e44eabb54325561ffeeb19e2ec808cf2a10a9804a82e81286ce66f804107e297",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/gjwgit/actions/runs/25595957083"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "5.6.2",
      "date": "2026-05-09T08:07:23.000Z",
      "distro": "noble",
      "commit": "bf78d23bc485a630f89291668d39a1965584e6d1",
      "fileid": "00ae2d60d193463d4dedcd586d78c142618e3aaa7376267bc900c3ace3bfb8aa",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/gjwgit/actions/runs/25595957083"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "5.6.2",
      "date": "2026-05-09T08:06:31.000Z",
      "commit": "bf78d23bc485a630f89291668d39a1965584e6d1",
      "fileid": "c8eecb305e0bb6f551e9dba6212d756b52624d261142365dabe4a0e924d68380",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/gjwgit/actions/runs/25595957083"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "5.6.2",
      "date": "2026-05-09T08:06:50.000Z",
      "commit": "bf78d23bc485a630f89291668d39a1965584e6d1",
      "fileid": "4cd1aca93f96edcaa0c4c46328d1756c4af36a82e422dacb5b2dd24e4295ca38",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/gjwgit/actions/runs/25595957083"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "5.6.2",
      "date": "2026-05-09T08:06:32.000Z",
      "commit": "bf78d23bc485a630f89291668d39a1965584e6d1",
      "fileid": "0401c1e90b7b74453b8c73f6c9a9b7ccb53b82c4e533272a9578cb4c5b91ca86",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/gjwgit/actions/runs/25595957083"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "5.6.2",
      "date": "2026-05-09T08:06:12.000Z",
      "commit": "bf78d23bc485a630f89291668d39a1965584e6d1",
      "fileid": "9fcf71c67e8b626d4d527b19d8bdee6f78b729110e4755f12f3ffa1916d39e96",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/gjwgit/actions/runs/25595957083"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "5.6.2",
      "date": "2026-05-09T08:05:52.000Z",
      "commit": "bf78d23bc485a630f89291668d39a1965584e6d1",
      "fileid": "5ef51685998c558a674a8dffc9b8b367d1d3449e7d65bbfe9505f40999429f71",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/gjwgit/actions/runs/25595957083"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "5.6.2",
      "date": "2026-05-22T13:10:29.000Z",
      "commit": "bf78d23bc485a630f89291668d39a1965584e6d1",
      "fileid": "bb52ffbd1c0247eb782704b901083586d9fde9ddfe8785899135bcad78dae980",
      "status": "success",
      "buildurl": "https://github.com/r-universe/gjwgit/actions/runs/25595957083"
    }
  ]
}