Package: nuggets Title: Extensible Framework for Data Pattern Exploration Version: 2.2.1 Date: 2026-06-10 Authors@R: person(given = "Michal", family = "Burda", role = c("aut", "cre"), email = "michal.burda@osu.cz", comment = c(ORCID = "0000-0002-4182-4407")) Maintainer: Michal Burda Description: A framework for systematic exploration of association rules (Agrawal et al., 1994, ), contrast patterns (Chen, 2022, ), emerging patterns (Dong et al., 1999, ), subgroup discovery (Atzmueller, 2015, ), and conditional correlations (Hájek, 1978, ). User-defined functions may also be supplied to guide custom pattern searches. Supports both crisp (Boolean) and fuzzy data. Generates candidate conditions expressed as elementary conjunctions, evaluates them on a dataset, and inspects the induced sub-data for statistical, logical, or structural properties such as associations, correlations, or contrasts. Includes methods for visualization of logical structures and supports interactive exploration through integrated Shiny applications. URL: https://beerda.github.io/nuggets/, https://github.com/beerda/nuggets/ BugReports: https://github.com/beerda/nuggets/issues/ License: GPL (>= 3) Encoding: UTF-8 Roxygen: list(markdown = TRUE) Language: en-US Depends: R (>= 4.4.0) Imports: classInt, cli, dplyr, fastmatch, generics, ggplot2, grid, lifecycle, methods, purrr, Rcpp, rlang, stats, stringr, tibble, tidyr, tidyselect, utils LinkingTo: cli, Rcpp, testthat SystemRequirements: C++17 Suggests: arules, DT, htmltools, htmlwidgets, jsonlite, shiny, shinyjs, shinyWidgets, testthat (>= 3.0.0), xml2, withr, knitr, rmarkdown Config/testthat/edition: 3 VignetteBuilder: knitr Config/roxygen2/version: 8.0.0 RoxygenNote: 8.0.0 Config/pak/sysreqs: cmake make libicu-dev libuv1-dev Repository: https://beerda.r-universe.dev Date/Publication: 2026-06-10 14:42:14 UTC RemoteUrl: https://github.com/beerda/nuggets RemoteRef: HEAD RemoteSha: 8a2ad33af8d434f9bb731b339b13dad6653b3fa1 NeedsCompilation: yes Packaged: 2026-06-10 15:16:49 UTC; root Author: Michal Burda [aut, cre] (ORCID: )