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Assembles agricultural analyses around a single unit of observation, the management unit within a season, and keeps climate, soil and remote-sensing covariates aligned to it. Covariates are aggregated over phenological windows derived from accumulated growing degree days rather than calendar months, following McMaster and Wilhelm (1997) <doi:10.1016/S0168-1923(97)00027-0>. Models are validated with spatial resampling by default, since random cross-validation inflates apparent skill when observations are spatially autocorrelated, as shown by Roberts and others (2017) <doi:10.1111/ecog.02881>. Prediction intervals use split conformal inference after Lei and others (2018) <doi:10.1080/01621459.2017.1307116>. Data sources and learning algorithms are supplied through registries so that new providers and methods can be added without modifying the package.
| Version: | 0.1.0 |
| Depends: | R (≥ 4.1.0) |
| Imports: | graphics, grDevices, stats, utils |
| Suggests: | testthat (≥ 3.0.0), ranger, xgboost, Cubist, glmnet, kernlab, mgcv, treeshap, nasapower, chirps, daymetr, geodata, terra, agridat, knitr, rmarkdown |
| Published: | 2026-08-26 |
| DOI: | 10.32614/CRAN.package.AgriFusionR |
| Author: | Muhammad Farooqi |
| Maintainer: | Muhammad Farooqi <mqfarooqi at gmail.com> |
| BugReports: | https://github.com/mqfarooqi1/AgriFusionR/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/mqfarooqi1/AgriFusionR |
| NeedsCompilation: | no |
| Language: | en-GB |
| Materials: | NEWS |
| CRAN checks: | AgriFusionR results |
| Reference manual: | AgriFusionR.html , AgriFusionR.pdf |
| Vignettes: |
Getting started with AgriFusionR (source, R code) |
| Package source: | AgriFusionR_0.1.0.tar.gz |
| Windows binaries: | r-devel: AgriFusionR_0.1.0.zip, r-release: AgriFusionR_0.1.0.zip, r-oldrel: AgriFusionR_0.1.0.zip |
| macOS binaries: | r-release (arm64): AgriFusionR_0.1.0.tgz, r-oldrel (arm64): AgriFusionR_0.1.0.tgz, r-release (x86_64): AgriFusionR_0.1.0.tgz, r-oldrel (x86_64): AgriFusionR_0.1.0.tgz |
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These binaries (installable software) and packages are in development.
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