R Observatory: Metrics for ENMeval version 2.0.5.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

ENMeval

2.0.5.2

Automated Tuning and Evaluations of Ecological Niche Models

5packages depend

73.1Kdownloads / year

51.5%test coverage

12/13checks pass

Overview

About

Maintained by Jamie M. KassFirst published 2014-08-2615 releasesCRAN page ↗

Runs ecological niche models over all combinations of user-defined settings (i.e., tuning), performs cross validation to evaluate models, and returns data tables to aid in selection of optimal model settings that balance goodness-of-fit and model complexity. Also has functions to partition data spatially (or not) for cross validation, to plot multiple visualizations of results, to run null models to estimate significance and effect sizes of performance metrics, and to calculate range overlap between model predictions, among others. The package was originally built for Maxent models (Phillips et al. 2006, Phillips et al. 2017), but the current version allows possible extensions for any modeling algorithm. The extensive vignette, which guides users through most package functionality but unfortunately has a file size too big for CRAN, can be found here on the package's Github Pages website: https://jamiemkass.github.io/ENMeval/articles/ENMeval-2.0-vignette.html.

Install

R (CRAN)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("ENMeval", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-enmeval

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-ENMeval

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-ENMeval

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

1ERROR12OK

Failing flavors

ERROR r-oldrel-macos-arm64

Slowest check: 14.0 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.27

51.5%

Coverage · measured lines

100%

Documentation · exports

15

Dependencies · direct

Check history

ERROR2026-03-10
12 OK · 0 NOTE · 0 WARNING · 2 ERROR · 0 FAILURE

Documentation

READMEYes · 578 wordsVignettesNopkgdown siteNoNEWSYes · 33% structuredCode of conductNoContributing guideNo

Examples that run: 10%
Documented parameters: 100%
Return-value docs: 18%
References docs: 15%

Downloads

73.1K

CRAN downloads in the past year

Rank #1,724 · ~200/day · ~6.1K/mo

Releases R versions

Daily download trend is not available in this view yet.

4.2K30 days

13.6K90 days

73.1K1 year

Compare downloads with other packages →

Also on265 r2u17 autocran2.1K conda_forge37 c2d4u

Repository

GitHub ↗ jamiemkass/enmeval

57Stars

37Forks

12Open issues

1Open PRs

5Releases

849Commits

14Contributors

849 commits · Last activity 2026-08-18 · 0% stars, 30d

Stars over time

2025-08-11 · 522026-07-07 · 57

Repository practices

Upstream repositoryBeta

2 development-tooling and community-health practices detected across 2 families in the upstream repository

Checks run against github.com/jamiemkass/enmeval on 2026-08-16.

Continuous integration (1)

GitHub Actions

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

23 external dependencies (excludes base and recommended)

Depends (2)

R >= 4.1.0methods

Imports (14)

terra maxnet predictsparallelforeachutilsstatsgrDevicesdplyr tidyr ggplot2 glmnet rangeModelMetadata rlang

LinkingTo (0)

none

Suggests (14)

rmarkdowngraphicstestthat knitr rJava spocc RColorBrewer sf blockCV devtools tibble ecospat geodata usdm

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

5direct

0indirect

ENMTools wallace BiodiversityR biomod2 confcons

Code & Tests

Datasets

People & History

People (8)

Maintainer (1)

Jamie M. Kass

Author, Maintainer

Authors (8)

Jamie M. Kass

Author, Maintainer

Robert P. Anderson

Author

Corentin Bohl

Author · added in 2.0.0

Robert A. Boria

Author

Gonzalo E. Buitrago-Pinilla

Author · added in 2.0.0

Peter J. Galante

Author

Robert Muscarella

Author

Mariano Soley-Guardia

Author

Listed in earlier versions (1)

Maria Uriarte

no longer listed · 0.1.0 to 0.3.1

Package Timeline

15 releases. Pick two to compare their code metrics. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
2.0.5.2Latest
2025-05-01 · current release · diff ↗
2.0.5.1
2025-04-30 · diff ↗
R
R 4.5.0 released · 2025-04-11
2.0.5
2025-02-11 · diff ↗
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
2.0.4
2023-01-09 · diff ↗
R
R 4.2.0 released · 2022-04-22
2.0.3
2022-01-10 · diff ↗
2.0.2
2021-12-13 · diff ↗
2.0.1
2021-06-12 · diff ↗
2.0.0
2021-05-19 · diff ↗
R
R 4.1.0 released · 2021-05-18
0.3.1
2020-09-12 · diff ↗
R
R 4.0.0 released · 2020-04-24

Show 12 earlier events

R
R 3.6.0 released · 2019-04-26
0.3.0
2018-08-15 · diff ↗
R
R 3.5.0 released · 2018-04-23
R
R 3.4.0 released · 2017-04-21
0.2.2
2017-01-10 · diff ↗
R
R 3.3.0 released · 2016-05-03
0.2.1
2016-01-04 · diff ↗
0.2.0
2015-09-11 · diff ↗
R
R 3.2.0 released · 2015-04-16
0.1.1
2014-10-05 · diff ↗
0.1.0
2014-08-26
R
R 3.1.0 released · 2014-04-10

Package metadata

First published: 2014-08-26
Total releases: 15 / 12 yrs
License: GPL-3 OSI
Minimum R: ≥ 4.1.0
Bundled data: 1.9 MB / 2 files
Download size: 1.9 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("ENMeval")

Format

Kass, J. M., Anderson, R. P., Bohl, C., Boria, R. A., Buitrago-Pinilla, G. E., Galante, P. J., Muscarella, R., & Soley-Guardia, M. (2025). ENMeval: Automated Tuning and Evaluations of Ecological Niche Models (Version 2.0.5.2) [Computer software]. https://doi.org/10.32614/CRAN.package.ENMeval

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for ENMeval version 2.0.5.2 [Data set]. HJJB, LLC. Data release v2026-08-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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