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Provides a comprehensive, modular framework for computing the Soil Quality Index (SQI) using six established methods: Linear Scoring (Doran and Parkin, 1994, <doi:10.2136/sssaspecpub35.c1>), Regression-based (Masto et al., 2008, <doi:10.1007/s10661-007-9697-z>), Principal Component Analysis-based (Andrews et al., 2004, <doi:10.2136/sssaj2004.1945>), Fuzzy Logic, Entropy Weighting (Shannon, 1948, <doi:10.1002/j.1538-7305.1948.tb01338.x>), and TOPSIS (Hwang and Yoon, 1981, <doi:10.1007/978-3-642-48318-9>). Implements four variable scoring functions: more-is-better, less-is-better, optimum-value, and trapezoidal, following Karlen and Stott (1994, <doi:10.2136/sssaspecpub35.c4>). Includes automated Minimum Data Set selection via Principal Component Analysis with Variance Inflation Factor filtering (Kaiser, 1960, <doi:10.1177/001316446002000116>), one-way ANOVA with Tukey HSD post-hoc tests, leave-one-out sensitivity analysis, and publication-quality visualization using 'ggplot2'.
| Version: | 0.1.0 |
| Depends: | R (≥ 4.0.0) |
| Imports: | dplyr (≥ 1.0.0), tidyr (≥ 1.1.0), ggplot2 (≥ 3.3.0), FactoMineR (≥ 2.4), factoextra (≥ 1.0.7), stats, methods, rlang (≥ 0.4.0), matrixStats (≥ 0.61.0), glmnet (≥ 4.1.0), car (≥ 3.0.0) |
| Suggests: | openxlsx (≥ 4.2.4), readxl (≥ 1.3.1), ggpubr (≥ 0.4.0), testthat (≥ 3.0.0), knitr (≥ 1.33), rmarkdown (≥ 2.11), spelling (≥ 2.2), covr (≥ 3.5.0) |
| Published: | 2026-04-20 |
| DOI: | 10.32614/CRAN.package.SQIpro (may not be active yet) |
| Author: | Sadikul Islam |
| Maintainer: | Sadikul Islam <sadikul.islamiasri at gmail.com> |
| License: | GPL (≥ 3) |
| NeedsCompilation: | no |
| Language: | en-US |
| Materials: | README, NEWS |
| CRAN checks: | SQIpro results |
| Reference manual: | SQIpro.html , SQIpro.pdf |
| Vignettes: |
Getting Started with SQIpro (source, R code) |
| Package source: | SQIpro_0.1.0.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): not available, r-oldrel (arm64): not available, r-release (x86_64): SQIpro_0.1.0.tgz, r-oldrel (x86_64): SQIpro_0.1.0.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.
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