R Observatory: Metrics for hubEvals version 0.4.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

hubEvals

0.4.0

Tools for Scoring and Evaluating Hubverse Model Outputs

1packages depend

511downloads / year

59.4%test coverage

13/13checks pass

Overview

About

Maintained by Anna KrystalliFirst published 2026-06-293 releasesCRAN page ↗GitHub ↗

Provides tools for scoring and evaluating 'hubverse' model outputs against observed data, wrapping scoring workflows from the 'scoringutils' package and bridging hubverse model output formats to 'scoringutils' forecast classes.

Install

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

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

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

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("hubverse-org/hubEvals")

Development version from hubverse-org/hubEvals. Installs pak first if it is not already available.

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-hubevals

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-hubEvals

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-hubEvals

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

Health

CRAN checks

13OK

Slowest check: 1.7 min · r-release-macos-x86_64

Code health

Yes

Tests · ratio 3.07

59.4%

Coverage · measured lines

100%

Documentation · exports

7

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-30
7 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 294 wordsVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 100%
References docs: 20%

Downloads

511

CRAN downloads in the past year

Rank #21,461 · ~1/day · ~43/mo

Releases R versions

Daily download trend is not available in this view yet.

24530 days

51190 days

5111 year

Compare downloads with other packages →

Also on19 r2u

Repository

GitHub ↗ hubverse-org/hubevals

5Stars

1Forks

14Open issues

0Open PRs

6Releases

311Commits

11Contributors

hubverser-package

311 commits · Last activity 2026-08-14

Stars over time

2025-06-05 · 52026-07-07 · 5

Repository practices

Upstream repositoryBeta

8 development-tooling and community-health practices detected across 6 families in the upstream repository

Checks run against github.com/hubverse-org/hubevals on 2026-08-16.

Continuous integration (1)

GitHub Actions

CRAN release process (1)

cran-comments.md

Docs source (1)

README.Rmd

Automation and maintenance (1)

Dependabot

Show all practices

Lint, format, editor (3)

lintrAirRStudio project

Governance and community (1)

CODEOWNERS

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

Development tooling

AI-assisted toolingBeta

Uses AI-assisted development tooling (declared in repo)

Earliest detected marker: claude on 2026-01-14

claude

Most recent: claude on 2026-01-14

Evidence

claude: on 2026-01-14 · evidence B, D

How this is detected·Detection ruleset v2 (updated 2026-07-29)

Dependencies

Declared dependencies

11 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.1.0

Imports (7)

cli dplyr hubUtils purrr rlang scoringutils tibble

LinkingTo (0)

none

Suggests (4)

hubExamples knitr rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

modelimportance

Code & Tests

People & History

People (10)

Maintainer (1)

Anna Krystalli

Author, Maintainer

Authors (5)

Author, Maintainer

Author

Author

Author

Author

Contributors (4)

Contributor

Contributor

Contributor

Contributor

Copyright holders (1)

Consortium of Infectious Disease Modeling Hubs

Copyright holder

Package Timeline

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

0.4.0Latest
2026-07-22 · current release · diff ↗
0.3.1
2026-07-17 · diff ↗
0.3.0
2026-06-29
R
R 4.6.0 released · 2026-04-24

Package metadata

First published: 2026-06-29
Total releases: 3 / 1 yrs
License: MIT + file LICENSE OSI
Additional repositories: hubverse-org.r-universe.dev
Minimum R: ≥ 4.1.0
Download size: 70 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("hubEvals")

Format

Krystalli, A., Consortium of Infectious Disease Modeling Hubs, Bosse, N., Contamin, L., Kamvar, Z., Ray, E., Reich, N., Roosa, K., Shandross, L., & Sweger, B. (2026). hubEvals: Tools for Scoring and Evaluating Hubverse Model Outputs (Version 0.4.0) [Computer software]. https://doi.org/10.32614/CRAN.package.hubEvals

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 hubEvals version 0.4.0 [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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