Package: HiClimR 2.2.1

HiClimR: Hierarchical Climate Regionalization

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>.

Authors:Hamada S. Badr [aut, cre], Benjamin F. Zaitchik [aut], Amin K. Dezfuli [aut]

HiClimR_2.2.1.tar.gz
HiClimR_2.2.1.zip(r-4.5)HiClimR_2.2.1.zip(r-4.4)HiClimR_2.2.1.zip(r-4.3)
HiClimR_2.2.1.tgz(r-4.4-x86_64)HiClimR_2.2.1.tgz(r-4.4-arm64)HiClimR_2.2.1.tgz(r-4.3-x86_64)HiClimR_2.2.1.tgz(r-4.3-arm64)
HiClimR_2.2.1.tar.gz(r-4.5-noble)HiClimR_2.2.1.tar.gz(r-4.4-noble)
HiClimR_2.2.1.tgz(r-4.4-emscripten)HiClimR_2.2.1.tgz(r-4.3-emscripten)
HiClimR.pdf |HiClimR.html
HiClimR/json (API)
NEWS

# Install 'HiClimR' in R:
install.packages('HiClimR', repos = c('https://hsbadr.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/hsbadr/hiclimr/issues

Pkgdown site:https://hsbadr.github.io

Datasets:
  • TestCase - Test Data for Functionality Demonstration of 'HiClimR' Package
  • WorldMask - World Mask for Geographic Masking in HiClimR

On CRAN:

clusteringcontiguityhomogeneitymultivariateregionalizationspatiotemporalfortran

8.02 score 15 stars 3 packages 53 scripts 1.0k downloads 1 mentions 8 exports 1 dependencies

Last updated 13 days agofrom:9a3d758031. Checks:9 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 06 2025
R-4.5-win-x86_64OKJan 06 2025
R-4.5-linux-x86_64OKJan 06 2025
R-4.4-win-x86_64OKJan 06 2025
R-4.4-mac-x86_64OKJan 06 2025
R-4.4-mac-aarch64OKJan 06 2025
R-4.3-win-x86_64OKJan 06 2025
R-4.3-mac-x86_64OKJan 06 2025
R-4.3-mac-aarch64OKJan 06 2025

Exports:coarseRfastCorgeogMaskgrid2DHiClimRHiClimR2ncminSigCorvalidClimR

Dependencies:ncdf4

Bug Reporting

Rendered fromBugReports.Rmdusingknitr::rmarkdownon Jan 06 2025.

Last update: 2021-05-17
Started: 2019-01-15