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Provides functions for probability and non-probability sampling design, sample selection, and population estimation tailored to natural resource management. Probability methods include simple random sampling, stratified sampling, systematic sampling, cluster sampling, and probability-proportional-to-size sampling. Non-probability methods include convenience, judgement-based, and quota sampling. Estimation functions cover means, totals, ratio estimators, regression estimators, and the unequal-probability estimator of Horvitz and Thompson (1952, <doi:10.2307/2280784>) for unequal-probability designs. Utilities support biomass, soil-loss, and carbon-stock estimation from field plots. Spatial extensions provide random, systematic, stratified, and raster-weighted sampling within geographic polygons using the 'sf' and 'terra' packages, with extraction of remote-sensing covariates at sample locations. Applications include forest inventory, soil erosion monitoring, watershed studies, and ecological field surveys.
| Version: | 0.2.2 |
| Depends: | R (≥ 4.1.0) |
| Imports: | stats, utils |
| Suggests: | sf (≥ 1.0.0), terra (≥ 1.7.0), ggplot2 (≥ 3.4.0), dplyr (≥ 1.1.0), testthat (≥ 3.0.0), knitr (≥ 1.40), rmarkdown (≥ 2.18), covr, spelling |
| Published: | 2026-04-22 |
| DOI: | 10.32614/CRAN.package.NRMSampling |
| Author: | Sadikul Islam |
| Maintainer: | Sadikul Islam <sadikul.islamiasri at gmail.com> |
| License: | GPL (≥ 3) |
| NeedsCompilation: | no |
| Language: | en-US |
| Materials: | NEWS |
| CRAN checks: | NRMSampling results |
| Reference manual: | NRMSampling.html , NRMSampling.pdf |
| Vignettes: |
NRMSampling: Comprehensive Framework for Sampling Design and Estimation in Natural Resource Management (source, R code) |
| Package source: | NRMSampling_0.2.2.tar.gz |
| Windows binaries: | r-release: NRMSampling_0.2.2.zip, r-oldrel: NRMSampling_0.2.2.zip |
| macOS binaries: | r-release (arm64): NRMSampling_0.2.2.tgz, r-oldrel (arm64): NRMSampling_0.2.2.tgz, r-release (x86_64): NRMSampling_0.2.2.tgz, r-oldrel (x86_64): NRMSampling_0.2.2.tgz |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.