Package: sgsR Type: Package Version: 1.5.0 License: GPL (>= 3) Title: Structurally Guided Sampling Authors@R: c( person(given = "Tristan RH", family = "Goodbody", email = "goodbody.t@gmail.com", role = c("aut", "cre", "cph"), comment = c(ORCID = "0000-0002-6894-7925")), person(given = "Nicholas C", family = "Coops", email = "nicholas.coops@ubc.ca", role = "aut", comment = c(ORCID = "0000-0002-0151-9037")), person(given = "Martin", family = "Queinnec", role = "aut", email = "queinnec@mail.ubc.ca", comment = c(ORCID = "0000-0002-2741-1032")) ) Description: Structurally guided sampling (SGS) approaches for airborne laser scanning (ALS; LIDAR). Primary functions provide means to generate data-driven stratifications & methods for allocating samples. Intermediate functions for calculating and extracting important information about input covariates and samples are also included. Processing outcomes are intended to help forest and environmental management practitioners better optimize field sample placement as well as assess and augment existing sample networks in the context of data distributions and conditions. ALS data is the primary intended use case, however any rasterized remote sensing data can be used, enabling data-driven stratifications and sampling approaches. URL: https://github.com/tgoodbody/sgsR, https://tgoodbody.github.io/sgsR/ BugReports: https://github.com/tgoodbody/sgsR/issues Depends: R (>= 3.5.0), methods Imports: dplyr, ggplot2, sf, terra, tidyr, clhs, SamplingBigData, BalancedSampling, spatstat.geom Suggests: knitr, rmarkdown, Rfast, testthat (>= 3.0.0), doParallel, doSNOW, snow, foreach, entropy, roxygen2, covr, RANN, spelling VignetteBuilder: knitr Config/testthat/edition: 3 Config/testthat/parallel: true Encoding: UTF-8 RoxygenNote: 7.3.2 Language: en-US Config/pak/sysreqs: libabsl-dev cmake libgdal-dev gdal-bin libgeos-dev libicu-dev libssl-dev libproj-dev libsqlite3-dev libudunits2-dev Repository: https://tgoodbody.r-universe.dev Date/Publication: 2025-06-18 16:59:40 UTC RemoteUrl: https://github.com/tgoodbody/sgsr RemoteRef: HEAD RemoteSha: be8855e75e650f2763294692878a6f6613049532 NeedsCompilation: no Packaged: 2026-06-13 08:47:16 UTC; root Author: Tristan RH Goodbody [aut, cre, cph] (ORCID: ), Nicholas C Coops [aut] (ORCID: ), Martin Queinnec [aut] (ORCID: ) Maintainer: Tristan RH Goodbody