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 |