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A tool for Hierarchical Climate Regionalization applicable to any correlation-based clustering. It adds several features and a new clustering method (called, 'regional' linkage) to hierarchical clustering in R ('hclust' function in 'stats' library): data regridding, coarsening spatial resolution, geographic masking, contiguity-constrained clustering, data filtering by mean and/or variance thresholds, data preprocessing (detrending, standardization, and PCA), faster correlation function with preliminary big data support, different clustering methods, hybrid hierarchical clustering, multivariate clustering (MVC), cluster validation, visualization of regionalization results, and exporting region map and mean timeseries into NetCDF-4 file. The technical details are described in Badr et al. (2015) <doi:10.1007/s12145-015-0221-7>.
Version: | 2.2.1 |
Depends: | R (≥ 2.10) |
Imports: | graphics, grDevices, stats, utils, ncdf4 |
Suggests: | covr, devtools, knitr, rmarkdown, roxygen2, spelling, testthat |
Published: | 2022-01-20 |
DOI: | 10.32614/CRAN.package.HiClimR |
Author: | Hamada S. Badr |
Maintainer: | Hamada S. Badr <badr at jhu.edu> |
BugReports: | https://github.com/hsbadr/HiClimR/issues |
License: | GPL-3 |
URL: | https://hsbadr.github.io/HiClimR/, https://github.com/hsbadr/HiClimR |
NeedsCompilation: | yes |
SystemRequirements: | NetCDF (>= 4.1) |
Language: | en-US |
Citation: | HiClimR citation info |
Materials: | README NEWS |
CRAN checks: | HiClimR results |
Reference manual: | HiClimR.pdf |
Vignettes: |
Bug Reporting |
Package source: | HiClimR_2.2.1.tar.gz |
Windows binaries: | r-devel: HiClimR_2.2.1.zip, r-release: HiClimR_2.2.1.zip, r-oldrel: HiClimR_2.2.1.zip |
macOS binaries: | r-release (arm64): HiClimR_2.2.1.tgz, r-oldrel (arm64): HiClimR_2.2.1.tgz, r-release (x86_64): HiClimR_2.2.1.tgz, r-oldrel (x86_64): HiClimR_2.2.1.tgz |
Old sources: | HiClimR archive |
Reverse imports: | erah, imsig, wTO |
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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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