Package: spatialkit Title: Spatial Tessellation, Modeling, and Cross-Validation Toolkit Version: 2.0.0.9000 Authors@R: person("Justin", "Chase", email = "jchase.msu@gmail.com", role = c("aut", "cre", "cph")) Description: Constructs analysis regions from the distribution of the data itself, as an alternative to aggregating onto administrative boundaries that were drawn for unrelated purposes. Seeds and builds Voronoi, Delaunay, hexagonal and square tessellations with reproducible identifiers, selects a cell count from the spatial structure of the observations, assigns features to cells, and aggregates to cell level with optional design-effect corrections so that standard errors account for within-cell autocorrelation. Also manages coordinate reference systems. Fits geographically weighted regression (via 'GWmodel'; Lu et al. (2014) ), Bayesian spatial Gaussian process regression (via 'brms', using the Hilbert space approximation of Riutort-Mayol et al. (2023) ) and random forests (via 'ranger', with the permutation importance of Strobl et al. (2007) ), each behind one S3 class with consistent predict, fitted, residuals and plot methods. Provides spatial cross-validation with random, block, buffered, leave-location-out and nearest-neighbour distance-matched folds (Mila et al. (2022) ), forward variable selection, model comparison, prediction onto a regular surface, and the area of applicability of Meyer and Pebesma (2021) to flag where a fitted model extrapolates beyond its training data. License: MIT + file LICENSE URL: https://elkronos.github.io/gis_modeling_toolkit/, https://github.com/elkronos/gis_modeling_toolkit BugReports: https://github.com/elkronos/gis_modeling_toolkit/issues Encoding: UTF-8 Roxygen: list(markdown = TRUE) Depends: R (>= 4.1.0) Imports: sf (>= 1.0), dplyr (>= 1.0), logger, digest, stats, methods, utils, parallel Suggests: sp, GWmodel, ranger, brms (>= 2.17.0), cmdstanr, loo, tibble, geometry, gstat, ggplot2 (>= 3.4.0), patchwork, FNN, Matrix, nlme, spdep, testthat (>= 3.1.7), knitr, rmarkdown, units, vctrs, withr Additional_repositories: https://stan-dev.r-universe.dev Config/testthat/edition: 3 VignetteBuilder: knitr Config/roxygen2/version: 8.1.0 Config/pak/sysreqs: libabsl-dev cmake libgdal-dev gdal-bin libgeos-dev libssl-dev libproj-dev libsqlite3-dev libudunits2-dev Repository: https://elkronos.r-universe.dev Date/Publication: 2026-10-07 22:07:41 UTC RemoteUrl: https://github.com/elkronos/gis_modeling_toolkit RemoteRef: HEAD RemoteSha: 227c8e1ace732b69e27e40736b0b3dae51453e95 NeedsCompilation: no Packaged: 2026-10-07 22:35:29 UTC; root Author: Justin Chase [aut, cre, cph] Maintainer: Justin Chase