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multiScaleR

Methods for Optimizing Scales of Effect

v0.6.13 · Apr 18, 2026 · GPL-3

Description

A tool for optimizing scales of effect when modeling ecological processes in space. Specifically, the scale parameter of a distance-weighted kernel distribution is identified for all environmental layers included in the model. Includes functions to assist in model selection, model evaluation, efficient transformation of raster surfaces using fast Fourier transformation, and projecting models. For more details see Peterman (2026) <doi:10.1007/s10980-025-02267-x>.

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CRAN Check Status

1 ERROR
12 OK
Show all 13 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc ERROR
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (1 non-OK)
ERROR r-devel-linux-x86_64-fedora-gcc

re-building of vignette outputs

Error(s) in re-building vignettes:
--- re-building ‘multiScaleR_Guide.Rmd’ using rmarkdown
trying URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt_exp.RData'
Content type 'application/octet-stream' length 8745544 bytes (8.3 MB)
==================================================
downloaded 8.3 MB

trying URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt_expow.RData'
Content type 'application/octet-stream' length 8704720 bytes (8.3 MB)
==================================================
downloaded 8.3 MB

trying URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt_fixed.RData'
Content type 'application/octet-stream' length 8713968 bytes (8.3 MB)
==================================================
downloaded 8.3 MB

trying URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt_umf_counts.RData'
Content type 'application/octet-stream' length 3761392 bytes (3.6 
...[truncated]...
ata'

Quitting from multiScaleR_Guide.Rmd:16-37 [setup]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `download.file()`:
! cannot open URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt1.RData'
---
Backtrace:
    ▆
 1. └─utils::download.file(...)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'multiScaleR_Guide.Rmd' failed with diagnostics:
cannot open URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt1.RData'
--- failed re-building ‘multiScaleR_Guide.Rmd’

--- re-building ‘quickstart.Rmd’ using rmarkdown
--- finished re-building ‘quickstart.Rmd’

--- re-building ‘spatial_projection_clamping.Rmd’ using rmarkdown
--- finished re-building ‘spatial_projection_clamping.Rmd’

SUMMARY: processing the following file failed:
  ‘multiScaleR_Guide.Rmd’

Error: Vignette re-building failed.
Execution halted

Check History

ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 29, 2026
ERROR r-devel-linux-x86_64-fedora-gcc

re-building of vignette outputs

Error(s) in re-building vignettes:
--- re-building ‘multiScaleR_Guide.Rmd’ using rmarkdown
trying URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt_exp.RData'
Content type 'application/octet-stream' length 8745544 b
...[truncated]...
- re-building ‘spatial_projection_clamping.Rmd’ using rmarkdown
--- finished re-building ‘spatial_projection_clamping.Rmd’

SUMMARY: processing the following file failed:
  ‘multiScaleR_Guide.Rmd’

Error: Vignette re-building failed.
Execution halted
OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 27, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 20, 2026
ERROR r-devel-linux-x86_64-debian-gcc

re-building of vignette outputs

Error(s) in re-building vignettes:
  ...
--- re-building ‘multiScaleR_Guide.Rmd’ using rmarkdown
trying URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt_exp.RData'
Content type 'application/octet-stream' length 874
...[truncated]...
- re-building ‘spatial_projection_clamping.Rmd’ using rmarkdown
--- finished re-building ‘spatial_projection_clamping.Rmd’

SUMMARY: processing the following file failed:
  ‘multiScaleR_Guide.Rmd’

Error: Vignette re-building failed.
Execution halted
OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE May 26, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE May 23, 2026
ERROR r-devel-linux-x86_64-debian-gcc

re-building of vignette outputs

Error(s) in re-building vignettes:
  ...
--- re-building ‘multiScaleR_Guide.Rmd’ using rmarkdown
trying URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt_exp.RData'
Content type 'application/octet-stream' length 874
...[truncated]...
- re-building ‘spatial_projection_clamping.Rmd’ using rmarkdown
--- finished re-building ‘spatial_projection_clamping.Rmd’

SUMMARY: processing the following file failed:
  ‘multiScaleR_Guide.Rmd’

Error: Vignette re-building failed.
Execution halted
OK 12 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 25, 2026
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 21, 2026
ERROR r-devel-macos-arm64

whether package can be installed

Installation failed.
See ‘/Volumes/Builds/packages/sonoma-arm64/results/4.6/multiScaleR.Rcheck/00install.out’ for details.
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 20, 2026
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 2026
ERROR r-devel-windows-x86_64

whether package can be installed

Installation failed.
See 'd:/Rcompile/CRANpkg/local/4.6/multiScaleR.Rcheck/00install.out' for details.
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 16, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 2 ERROR · 0 FAILURE Apr 9, 2026
ERROR r-devel-linux-x86_64-debian-gcc

re-building of vignette outputs

Error(s) in re-building vignettes:
  ...
--- re-building ‘multiScaleR_Guide.Rmd’ using rmarkdown
trying URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt_exp.RData'
Content type 'application/octet-stream' length 874
...[truncated]...
- re-building ‘spatial_projection_clamping.Rmd’ using rmarkdown
--- finished re-building ‘spatial_projection_clamping.Rmd’

SUMMARY: processing the following file failed:
  ‘multiScaleR_Guide.Rmd’

Error: Vignette re-building failed.
Execution halted
ERROR r-patched-linux-x86_64

re-building of vignette outputs

Error(s) in re-building vignettes:
  ...
--- re-building ‘multiScaleR_Guide.Rmd’ using rmarkdown
trying URL 'https://raw.githubusercontent.com/wpeterman/multiScaleR/master/inst/extdata/opt_exp.RData'
Content type 'application/octet-stream' length 874
...[truncated]...
- re-building ‘spatial_projection_clamping.Rmd’ using rmarkdown
--- finished re-building ‘spatial_projection_clamping.Rmd’

SUMMARY: processing the following file failed:
  ‘multiScaleR_Guide.Rmd’

Error: Vignette re-building failed.
Execution halted
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Dependency Network

Dependencies Reverse dependencies terra sf Rcpp Matrix cowplot dplyr fields ggplot2 insight unmarked exactextractr crayon optimParallel AICcmodavg pscl multiScaleR

Version History

4 tracked
updated 0.6.13 ← 0.6.6 diff Apr 18, 2026
updated 0.6.6 ← 0.5.0 diff Apr 13, 2026
updated 0.5.0 ← 0.4.5 diff Mar 26, 2026
new 0.4.5 Mar 10, 2026

R Observatory began tracking this package on Mar 10, 2026; it first appeared on CRAN Sep 2, 2025. Releases before tracking aren’t shown.