To construct a model in 2-D space from 2-D nonlinear
    dimension reduction data and then lift it to the high-dimensional
    space. Additionally, provides tools to visualise the model overlay the
    data in 2-D and high-dimensional space. Furthermore, provides
    summaries and diagnostics to evaluate the nonlinear dimension
    reduction layout.
| Version: | 0.3.13 | 
| Depends: | R (≥ 4.1.0) | 
| Imports: | cli, crosstalk, dplyr, ggplot2, grid, htmltools, interp (≥
1.1-6), langevitour, patchwork, plotly, proxy, purrr, Rcpp, rsample, stats, tibble, tidyr, tidyselect | 
| LinkingTo: | Rcpp, RcppArmadillo | 
| Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0), vdiffr | 
| Published: | 2025-09-23 | 
| DOI: | 10.32614/CRAN.package.quollr | 
| Author: | Jayani P. Gamage  [aut, cre],
  Dianne Cook  [aut],
  Paul Harrison  [aut],
  Michael Lydeamore  [aut],
  Thiyanga S. Talagala  [aut] | 
| Maintainer: | Jayani P. Gamage  <jayanilakshika76 at gmail.com> | 
| BugReports: | https://github.com/jayanilakshika/quollr/issues | 
| License: | MIT + file LICENSE | 
| URL: | https://jayanilakshika.github.io/quollr/ | 
| NeedsCompilation: | yes | 
| Language: | en-GB | 
| Materials: | README, NEWS | 
| CRAN checks: | quollr results |