R Observatory: Metrics for validmind version 2.12.5

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

validmind

2.12.5Package record

Interface to the 'ValidMind' Platform

0packages depend

5.7Kdownloads / year

–test coverage

13/13flavors OK

Overview

About

Maintained by Andres RodriguezCRAN page ↗GitHub ↗Issues ↗

Deploy, execute, and analyze the results of models hosted on the 'ValidMind' Platform https://validmind.ai. This package interfaces with the 'Python' Library API in order to allow advanced diagnostics and insight into trained models all from an 'R' environment.

Install

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

install.packages("validmind", 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("validmind/validmind-library")

Development version from validmind/validmind-library. 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-validmind

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

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-validmind

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-validmind

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 2.2 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-08-04
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 2.12.5

READMEYes · 618 wordsVignettesNoNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION

Help pages: 12
Examples that run: 17%1 run in a plain check · 5 never run
Exported functions with examples: 86%
Documented parameters: 98%
Return-value docs: 86%
Help pages citing references: 0%

How these are measured

Downloads

5.7K

CRAN downloads in the past year

Rank #11,654 · ~16/day · ~477/mo

Releases R versions

Daily download trend is not available in this view yet.

33130 days

92890 days

5.7K1 year

Compare downloads with other packages →

Also on78 r2u3 autocran

How downloads are counted

Repository

validmind/validmind-library ↗Organization: validmind

9Stars

4Forks

0Open issues

5Open PRs

45Releases

2,544Commits

29Commit identities

2,544 commits · Last activity 2026-10-22 · 0% stars, 30d

Responsiveness

How these are sampled

PRs merged (all time): 92%
Median days to close, 50 most recently updated closed issues: 1
Median days to close, 50 most recently updated closed PRs: 1

Stars over time

2025-10-10 · 112026-08-27 · 9

How these are measured

PracticesBeta

5 development-tooling and community-health practices detected across 5 families in the upstream repository

Checks run against github.com/validmind/validmind-library on 2026-10-21.

Continuous integration (1)

GitHub Actions

Governance and community (1)

PR template

Reproducibility and dev environment (1)

Makefile

Automation and maintenance (1)

pre-commit

Show all practicesHide 1 practice

Lint, format, editor (1)

VS Code

How this is detected·Detection ruleset v4 (2026-10-20)

AI coding toolsBeta

This repository shows signs of AI coding tools.

Cursorfirst seen 2025-08-06
Seen in the repository: .cursorrules
Commits: at least 19 crediting it in the message
Claude Codefirst seen 2026-03-18
Pull request it wrote: opened by a project member
Commits: at least 51 crediting it in the message
GitHub Copilotfirst seen 2026-09-08
Commits: 2 by its own account

From outside contributors

Claude Code
Pull requests: 17 from outside contributors, first on 2026-03-19

Models named in its commits

Claude Opus 4.614 commits · Mar 2026
Claude Fable 5.18 commits · Sep 2026
Claude Opus 4.88 commits · Jun to Jul 2026
Claude Fable 55 commits · Jul 2026
Claude Opus 5.55 commits · Oct 2026

5 more models not listed.

Counts are commits, not lines of code. Commits by a tool's accounts count once across all of its accounts. Commits crediting it are the largest count among its credit lines, a minimum.How this is detected·Detection ruleset v4 (updated 2026-09-27)

Dependencies

Declared dependencies

8 external dependencies (excludes base and recommended)

Installing validmind adds 70 packages (38 with compiled code, 66 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (0)

none

Imports (8)

glue reticulate dplyr plotly htmltools rmarkdown DT base64enc

LinkingTo (0)

none

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (1)

Andres Rodriguez

Releases (3)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
2.12.5Latest
record
2026-03-25 · current release · diff ↗ ·
added 1 export
py_print
R
R 4.5.0 released · 2025-04-11
0.1.2
record
2024-11-07 · diff ↗ ·
added 3 exports
register_custom_test, run_custom_test, save_model
R
R 4.4.0 released · 2024-04-24
0.1.1
record
2024-04-08
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2024-04-08
Total releases: 3 / 2 yrs
License: AGPL-3 OSI
Download size: 12 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("validmind")

Format

Rodriguez, A. (2026). validmind: Interface to the 'ValidMind' Platform (Version 2.12.5) [Computer software]. https://doi.org/10.32614/CRAN.package.validmind

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

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 validmind version 2.12.5 [Data set]. HJJB, LLC. Data release v2026-10-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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