R version 4.3.1 (2023-06-16)
Platform: aarch64-apple-darwin20 (64-bit)
Running under: macOS Sonoma 14.3.1
Matrix products: default
BLAS: /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/lib/libRblas.0.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/lib/libRlapack.dylib; LAPACK version 3.11.0
locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
time zone: Australia/Sydney
tzcode source: internal
attached base packages:
[1] grid stats graphics grDevices utils datasets methods
[8] base
other attached packages:
[1] respondR_1.0.0 quarto_1.3 RColorBrewer_1.1-3
[4] units_0.8-5 here_1.0.1 dismo_1.3-14
[7] raster_3.6-26 sp_2.1-2 caret_6.0-94
[10] lattice_0.22-5 gbm_2.1.8.1 stringr_1.5.1
[13] tidyr_1.3.0 lubridate_1.9.3 magrittr_2.0.3
[16] dplyr_1.1.4 DiagrammeR_1.0.10 ggforce_0.4.1
[19] ggpubr_0.6.0 ggrepel_0.9.4 ggplot2_3.4.4
[22] OpenStreetMap_0.4.0 tmaptools_3.1-1 tmap_3.3-4
[25] leaflet_2.2.1 sf_1.0-14
loaded via a namespace (and not attached):
[1] DBI_1.1.3 pROC_1.18.5 rlang_1.1.2
[4] e1071_1.7-14 compiler_4.3.1 reshape2_1.4.4
[7] png_0.1-8 vctrs_0.6.5 pkgconfig_2.0.3
[10] fastmap_1.1.1 backports_1.4.1 lwgeom_0.2-13
[13] leafem_0.2.3 utf8_1.2.4 rmarkdown_2.25
[16] prodlim_2023.08.28 ps_1.7.5 purrr_1.0.2
[19] xfun_0.41 jsonlite_1.8.8 recipes_1.0.8
[22] later_1.3.2 tweenr_2.0.2 terra_1.7-55
[25] broom_1.0.5 parallel_4.3.1 R6_2.5.1
[28] stringi_1.8.3 parallelly_1.36.0 car_3.1-2
[31] rpart_4.1.23 stars_0.6-4 Rcpp_1.0.11
[34] iterators_1.0.14 knitr_1.45 future.apply_1.11.0
[37] base64enc_0.1-3 leaflet.providers_2.0.0 Matrix_1.6-4
[40] splines_4.3.1 nnet_7.3-19 timechange_0.2.0
[43] tidyselect_1.2.0 rstudioapi_0.15.0 dichromat_2.0-0.1
[46] abind_1.4-5 yaml_2.3.8 timeDate_4022.108
[49] codetools_0.2-19 processx_3.8.3 listenv_0.9.0
[52] tibble_3.2.1 leafsync_0.1.0 plyr_1.8.9
[55] withr_2.5.2 evaluate_0.23 future_1.33.0
[58] survival_3.5-7 rJava_1.0-10 proxy_0.4-27
[61] polyclip_1.10-6 pillar_1.9.0 carData_3.0-5
[64] KernSmooth_2.23-22 stats4_4.3.1 foreach_1.5.2
[67] generics_0.1.3 rprojroot_2.0.4 munsell_0.5.0
[70] scales_1.3.0 globals_0.16.2 class_7.3-22
[73] glue_1.6.2 tools_4.3.1 data.table_1.15.0
[76] ModelMetrics_1.2.2.2 gower_1.0.1 ggsignif_0.6.4
[79] visNetwork_2.1.2 XML_3.99-0.16.1 crosstalk_1.2.1
[82] ipred_0.9-14 colorspace_2.1-0 nlme_3.1-164
[85] cli_3.6.2 fansi_1.0.6 viridisLite_0.4.2
[88] lava_1.7.3 gtable_0.3.4 rstatix_0.7.2
[91] digest_0.6.33 classInt_0.4-10 htmlwidgets_1.6.4
[94] farver_2.1.1 htmltools_0.5.7 lifecycle_1.0.4
[97] hardhat_1.3.0 MASS_7.3-60
Appendix C — Software used for analysis and documentation
C.1 Details of R session
All statistical analysis were performed using R version 4.3.1 (2023-06-16) (R Core Team, 2023). For the suitability model we used package caret (Kuhn, 2008) and some functions of packages s gbm (Greenwell et al., 2022) and dismo (Hijmans et al., 2022).
C.2 Other software and templates
Apart from R we used these pieces of software and templates:
- Quarto
- An open-source scientific and technical publishing system
- RLE-pdf, available on GitHub
- Quarto extension for a template to generate a PDF with (pretty) LaTeX styling for RLE assessments:
- WebPlotDigitizer
- Web based tool to extract data from plots, images, and maps
- Color Blind Vision Simulator from pilestone.com
- Error Propagation Calculator by Subhash Bose