High Dimensional Analysis in Linked Spaces R package pandemonium version 1.0.0 A 'shiny' GUI that performs high dimensional cluster analysis. This tool performs data preparation, clustering and visualisation within a dynamic GUI. With interactive methods allowing the user to change settings all without having to to leave the GUI. An earlier version of this package was described in Laa and Valencia (2022) <doi:10.1140/epjp/s13360-021-02310-1>. Software Depends: R (>= 3.5) Imports: tourr (>= 1.2.6), stats, tibble (>= 3.3.1), ggplot2 (>= 4.0.0), RColorBrewer, dplyr, dendextend (>= 1.19.1), fpc, shiny (>= 1.13.0), shinythemes (>= 1.2.0), shinyFeedback (>= 0.4.0), DT (>= 0.34.0), tidyr (>= 1.3.2), tidyselect (>= 1.2.1), magrittr (>= 2.0.4), detourr (>= 0.2.0), crosstalk (>= 1.2.2), Rtsne (>= 0.17), plotly (>= 4.12.0), alphahull (>= 2.5), uwot (>= 0.2.4), ggpcp (>= 0.2.0), rlang (>= 1.1.7), viridis (>= 0.6.5) Suggests: knitr, readr, rmarkdown, testthat (>= 3.0.0), VIM Gabriel McCoy <gabe.mccoy02@gmail.com> Comprehensive R Archive Network (CRAN) Gabriel McCoy [aut, cre] (ORCID: <https://orcid.org/0009-0008-3570-0361>), Ursula Laa [aut] (ORCID: <https://orcid.org/0000-0002-0249-6439>), German Valencia [aut] (ORCID: <https://orcid.org/0000-0001-6600-1290>) MIT + file LICENSE (https://CRAN.R-project.org/package=pandemonium/LICENSE) 2026-05-21 application/tgz https://CRAN.R-project.org/package=pandemonium doi:10.32614/CRAN.package.pandemonium