R Observatory: Metrics for rbmiUtils version 0.3.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

rbmiUtils

0.3.0Package record

Utility Functions to Support and Extend the 'rbmi' Package

0packages depend

3.4Kdownloads / year

91.0%test coverage

10/13flavors OK

Overview

About

Maintained by Mark BaillieCRAN page ↗GitHub ↗Issues ↗

Provides utility functions that extend the capabilities of the reference-based multiple imputation package 'rbmi'. It supports clinical trial analysis workflows with functions for managing imputed datasets, applying analysis methods across imputations, and tidying results for reporting.

Changes in 0.3.0

CRAN Release

From NEWS.md in the release

Install

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

install.packages("rbmiUtils", 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("openpharma/rbmiUtils")

Development version from openpharma/rbmiUtils. 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-rbmiutils

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-rbmiUtils

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-rbmiUtils

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

3ERROR10OK

Check messages

ERRORre-building of vignette outputsr-devel-windows-x86_64, r-oldrel-windows-x86_64, r-release-windows-x86_64

r-devel-windows-x86_64

Error(s) in re-building vignettes:
--- re-building 'analyse2.Rmd' using rmarkdown
specified C++17
make cmd is
  make -f "D:/RCompile/recent/R/etc/x64/Makeconf" -f "D:/RCompile/recent/R/share/make/winshlib.mk" CXX='$(CXX17) $(CXX17STD)' CXXFLAGS='$(CXX17FLAGS)' CXXPICFLAGS='$(CXX17PICFLAGS)' SHLIB_LDFLAGS='$(SHLIB_CXX17LDFLAGS)' SHLIB_LD='$(SHLIB_CXX17LD)' SHLIB="file1db8435bc6674.dll" WIN=64 TCLBIN= OBJECTS="file1db8435bc6674.o"

make would use
if test "zfile1db8435bc6674.o" != "z"; then \
  if test -e "file1db8435bc6674-win.def"; then \
    echo g++   -shared  -s -static-libgcc -o file1db8435bc6674.dll file1db8435bc6674-win.def file1db8435bc6674.o  "D:/RCompile/CRANpkg/lib/4.7/rstan/lib/x64/libStanServices.a" -L"D:/RCompile/CRANpkg/lib/4.7/StanHeaders/libs/x64" -lStanHeaders -L"D:/RCompile/CRANpkg/lib/4.7/RcppParallel/lib/x64" -ltbb -LD:/RCompile/CRANpkg/lib/4.7/RcppParallel/libs/x64 -lRcppParallel -LD:/RCompile/CRANpkg/lib/4.7/RcppParallel/lib/x64 -ltbb -ltbbmalloc -L"d:/rtools45/x86
...[truncated]...
six/lib"  -L"D:/RCompile/recent/R/bin/x64" -lR ; \
    rm -f tmp.def; \
  fi \
fi

Quitting from pipeline.Rmd:160-165 [draws]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `sink()`:
! invalid connection
---
Backtrace:
    ▆
 1. ├─rbmi::draws(data = dat, vars = vars, method = method)
 2. └─rbmi:::draws.bayes(data = dat, vars = vars, method = method)
 3.   └─rbmi:::fit_mcmc(...)
 4.     └─rbmi:::get_stan_model(covariance = method$covariance, prior_cov = method$prior_cov)
 5.       └─rstan::stan_model(...)
 6.         └─rstan:::cxxfunctionplus(...)
 7.           └─base::sink(type = "output")
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'pipeline.Rmd' failed with diagnostics:
invalid connection
--- failed re-building 'pipeline.Rmd'

SUMMARY: processing the following files failed:
  'analyse2.Rmd' 'pipeline.Rmd'

Error: Vignette re-building failed.
Execution halted

r-oldrel-windows-x86_64

Error(s) in re-building vignettes:
--- re-building 'analyse2.Rmd' using rmarkdown
make cmd is
  make -f "D:/RCompile/recent/R-4.5.3/etc/x64/Makeconf" -f "D:/RCompile/recent/R-4.5.3/share/make/winshlib.mk" CXX='$(CXX17) $(CXX17STD)' CXXFLAGS='$(CXX17FLAGS)' CXXPICFLAGS='$(CXX17PICFLAGS)' SHLIB_LDFLAGS='$(SHLIB_CXX17LDFLAGS)' SHLIB_LD='$(SHLIB_CXX17LD)' SHLIB="file54f9860c55ddc.dll" WIN=64 TCLBIN= OBJECTS="file54f9860c55ddc.o"

make would use
if test "zfile54f9860c55ddc.o" != "z"; then \
  if test -e "file54f9860c55ddc-win.def"; then \
    echo g++  -shared -s -static-libgcc -o file54f9860c55ddc.dll file54f9860c55ddc-win.def file54f9860c55ddc.o  "D:/RCompile/CRANpkg/lib/4.5/rstan/lib/x64/libStanServices.a" -L"D:/RCompile/CRANpkg/lib/4.5/StanHeaders/libs/x64" -lStanHeaders -L"D:/RCompile/CRANpkg/lib/4.5/RcppParallel/lib/x64" -ltbb -LD:/RCompile/CRANpkg/lib/4.5/RcppParallel/libs/x64 -lRcppParallel -LD:/RCompile/CRANpkg/lib/4.5/RcppParallel/lib/x64 -ltbb -ltbbmalloc -L"d:/rtools45/x86_64-w6
...[truncated]...
b"  -L"D:/RCompile/recent/R-4.5.3/bin/x64" -lR ; \
    rm -f tmp.def; \
  fi \
fi

Quitting from pipeline.Rmd:160-165 [draws]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `sink()`:
! invalid connection
---
Backtrace:
    ▆
 1. ├─rbmi::draws(data = dat, vars = vars, method = method)
 2. └─rbmi:::draws.bayes(data = dat, vars = vars, method = method)
 3.   └─rbmi:::fit_mcmc(...)
 4.     └─rbmi:::get_stan_model(covariance = method$covariance, prior_cov = method$prior_cov)
 5.       └─rstan::stan_model(...)
 6.         └─rstan:::cxxfunctionplus(...)
 7.           └─base::sink(type = "output")
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'pipeline.Rmd' failed with diagnostics:
invalid connection
--- failed re-building 'pipeline.Rmd'

SUMMARY: processing the following files failed:
  'analyse2.Rmd' 'pipeline.Rmd'

Error: Vignette re-building failed.
Execution halted

r-release-windows-x86_64

Error(s) in re-building vignettes:
--- re-building 'analyse2.Rmd' using rmarkdown
specified C++17
make cmd is
  make -f "D:/RCompile/recent/R-4.6.1/etc/x64/Makeconf" -f "D:/RCompile/recent/R-4.6.1/share/make/winshlib.mk" CXX='$(CXX17) $(CXX17STD)' CXXFLAGS='$(CXX17FLAGS)' CXXPICFLAGS='$(CXX17PICFLAGS)' SHLIB_LDFLAGS='$(SHLIB_CXX17LDFLAGS)' SHLIB_LD='$(SHLIB_CXX17LD)' SHLIB="file571ac57455045.dll" WIN=64 TCLBIN= OBJECTS="file571ac57455045.o"

make would use
if test "zfile571ac57455045.o" != "z"; then \
  if test -e "file571ac57455045-win.def"; then \
    echo g++   -shared  -s -static-libgcc -o file571ac57455045.dll file571ac57455045-win.def file571ac57455045.o  "D:/RCompile/CRANpkg/lib/4.6/rstan/lib/x64/libStanServices.a" -L"D:/RCompile/CRANpkg/lib/4.6/StanHeaders/libs/x64" -lStanHeaders -L"D:/RCompile/CRANpkg/lib/4.6/RcppParallel/lib/x64" -ltbb -LD:/RCompile/CRANpkg/lib/4.6/RcppParallel/libs/x64 -lRcppParallel -LD:/RCompile/CRANpkg/lib/4.6/RcppParallel/lib/x64 -ltbb -ltbbmalloc -L"d:/
...[truncated]...
b"  -L"D:/RCompile/recent/R-4.6.1/bin/x64" -lR ; \
    rm -f tmp.def; \
  fi \
fi

Quitting from pipeline.Rmd:160-165 [draws]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `sink()`:
! invalid connection
---
Backtrace:
    ▆
 1. ├─rbmi::draws(data = dat, vars = vars, method = method)
 2. └─rbmi:::draws.bayes(data = dat, vars = vars, method = method)
 3.   └─rbmi:::fit_mcmc(...)
 4.     └─rbmi:::get_stan_model(covariance = method$covariance, prior_cov = method$prior_cov)
 5.       └─rstan::stan_model(...)
 6.         └─rstan:::cxxfunctionplus(...)
 7.           └─base::sink(type = "output")
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'pipeline.Rmd' failed with diagnostics:
invalid connection
--- failed re-building 'pipeline.Rmd'

SUMMARY: processing the following files failed:
  'analyse2.Rmd' 'pipeline.Rmd'

Error: Vignette re-building failed.
Execution halted

ERRORtestsr-devel-windows-x86_64, r-oldrel-windows-x86_64, r-release-windows-x86_64

r-devel-windows-x86_64

Running 'spelling.R' [0s]
  Running 'testthat.R' [132s]
Running the tests in 'tests/testthat.R' failed.
Complete output:
  > # This file is part of the standard setup for testthat.
  > # It is recommended that you do not modify it.
  > #
  > # Where should you do additional test configuration?
  > # Learn more about the roles of various files in:
  > # * https://r-pkgs.org/testing-design.html#sec-tests-files-overview
  > # * https://testthat.r-lib.org/articles/special-files.html
  > 
  > library(testthat)
  > library(rbmiUtils)
  > 
  > test_check("rbmiUtils")
  
  Attaching package: 'dplyr'
  
  The following objects are masked from 'package:stats':
  
      filter, lag
  
  The following objects are masked from 'package:base':
  
      intersect, setdiff, setequal, union
  
  v All outcome values are complete -- no missing data to impute.
  i You may not need `data_ice` for `rbmi::draws()`.
  v All outcome values are complete -- no missing data to impute.
  i You may not need `data_i
...[truncated]...
an::stan_model(...)
    6.         └─rstan:::cxxfunctionplus(...)
    7.           ├─pkgbuild::with_build_tools(...)
    8.           │ └─pkgbuild:::withr_with_path(rtools_path(), code)
    9.           │   └─base::force(code)
   10.           └─inline::cxxfunction(...)
   11.             └─inline:::compileCode(f, code, language = language, verbose = verbose)
  ── Error ('test-utils.R:39:3'): positive test get_imputed_data (from vignettes) ──
  Error in `sink(type = "output")`: invalid connection
  Backtrace:
      ▆
   1. ├─rbmi::draws(data = dat, vars = vars, method = method, quiet = TRUE) at test-utils.R:39:3
   2. └─rbmi:::draws.bayes(...)
   3.   └─rbmi:::fit_mcmc(...)
   4.     └─rbmi:::get_stan_model(covariance = method$covariance, prior_cov = method$prior_cov)
   5.       └─rstan::stan_model(...)
   6.         └─rstan:::cxxfunctionplus(...)
   7.           └─base::sink(type = "output")
  
  [ FAIL 2 | WARN 16 | SKIP 2 | PASS 1024 ]
  Error:
  ! Test failures.
  Execution halted

r-oldrel-windows-x86_64

Running 'spelling.R' [0s]
  Running 'testthat.R' [173s]
Running the tests in 'tests/testthat.R' failed.
Complete output:
  > # This file is part of the standard setup for testthat.
  > # It is recommended that you do not modify it.
  > #
  > # Where should you do additional test configuration?
  > # Learn more about the roles of various files in:
  > # * https://r-pkgs.org/testing-design.html#sec-tests-files-overview
  > # * https://testthat.r-lib.org/articles/special-files.html
  > 
  > library(testthat)
  > library(rbmiUtils)
  > 
  > test_check("rbmiUtils")
  
  Attaching package: 'dplyr'
  
  The following objects are masked from 'package:stats':
  
      filter, lag
  
  The following objects are masked from 'package:base':
  
      intersect, setdiff, setequal, union
  
  v All outcome values are complete -- no missing data to impute.
  i You may not need `data_ice` for `rbmi::draws()`.
  v All outcome values are complete -- no missing data to impute.
  i You may not need `data_i
...[truncated]...
an::stan_model(...)
    6.         └─rstan:::cxxfunctionplus(...)
    7.           ├─pkgbuild::with_build_tools(...)
    8.           │ └─pkgbuild:::withr_with_path(rtools_path(), code)
    9.           │   └─base::force(code)
   10.           └─inline::cxxfunction(...)
   11.             └─inline:::compileCode(f, code, language = language, verbose = verbose)
  ── Error ('test-utils.R:39:3'): positive test get_imputed_data (from vignettes) ──
  Error in `sink(type = "output")`: invalid connection
  Backtrace:
      ▆
   1. ├─rbmi::draws(data = dat, vars = vars, method = method, quiet = TRUE) at test-utils.R:39:3
   2. └─rbmi:::draws.bayes(...)
   3.   └─rbmi:::fit_mcmc(...)
   4.     └─rbmi:::get_stan_model(covariance = method$covariance, prior_cov = method$prior_cov)
   5.       └─rstan::stan_model(...)
   6.         └─rstan:::cxxfunctionplus(...)
   7.           └─base::sink(type = "output")
  
  [ FAIL 2 | WARN 16 | SKIP 2 | PASS 1024 ]
  Error:
  ! Test failures.
  Execution halted

r-release-windows-x86_64

Running 'spelling.R' [0s]
  Running 'testthat.R' [128s]
Running the tests in 'tests/testthat.R' failed.
Complete output:
  > # This file is part of the standard setup for testthat.
  > # It is recommended that you do not modify it.
  > #
  > # Where should you do additional test configuration?
  > # Learn more about the roles of various files in:
  > # * https://r-pkgs.org/testing-design.html#sec-tests-files-overview
  > # * https://testthat.r-lib.org/articles/special-files.html
  > 
  > library(testthat)
  > library(rbmiUtils)
  > 
  > test_check("rbmiUtils")
  
  Attaching package: 'dplyr'
  
  The following objects are masked from 'package:stats':
  
      filter, lag
  
  The following objects are masked from 'package:base':
  
      intersect, setdiff, setequal, union
  
  v All outcome values are complete -- no missing data to impute.
  i You may not need `data_ice` for `rbmi::draws()`.
  v All outcome values are complete -- no missing data to impute.
  i You may not need `data_i
...[truncated]...
an::stan_model(...)
    6.         └─rstan:::cxxfunctionplus(...)
    7.           ├─pkgbuild::with_build_tools(...)
    8.           │ └─pkgbuild:::withr_with_path(rtools_path(), code)
    9.           │   └─base::force(code)
   10.           └─inline::cxxfunction(...)
   11.             └─inline:::compileCode(f, code, language = language, verbose = verbose)
  ── Error ('test-utils.R:39:3'): positive test get_imputed_data (from vignettes) ──
  Error in `sink(type = "output")`: invalid connection
  Backtrace:
      ▆
   1. ├─rbmi::draws(data = dat, vars = vars, method = method, quiet = TRUE) at test-utils.R:39:3
   2. └─rbmi:::draws.bayes(...)
   3.   └─rbmi:::fit_mcmc(...)
   4.     └─rbmi:::get_stan_model(covariance = method$covariance, prior_cov = method$prior_cov)
   5.       └─rstan::stan_model(...)
   6.         └─rstan:::cxxfunctionplus(...)
   7.           └─base::sink(type = "output")
  
  [ FAIL 2 | WARN 16 | SKIP 2 | PASS 1024 ]
  Error:
  ! Test failures.
  Execution halted

CRAN check page ↗

Slowest check: 23.5 min · r-oldrel-macos-x86_64

Status changes

ERROR10 OK, 3 ERRORNow
ERROR12 OK, 1 ERROR2026-09-04
OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK14 OK2026-04-22
ERROR13 OK, 1 ERROR2026-04-18

Show 1 earlier changeHide 1 earlier change

OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.3.0

READMEYes · 335 wordsVignettesYes · 6 · evaluation depends on the environmentNEWSYes · 100% structured · mentions 0.3.0Citation fileNo

Help pages: 36 (4 internal)includes a package overview page
Examples that run: 40%12 run in a plain check · 14 only when donttest examples are enabled (R CMD check --as-cran) · 4 never run
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 0%

Vignettes (6)

How these are measured

Downloads

3.4K

CRAN downloads in the past year

Rank #17,265 · ~9/day · ~283/mo

Releases R versions

Daily download trend is not available in this view yet.

25230 days

74390 days

3.4K1 year

Compare downloads with other packages →

Also on105 r2u6 autocran

How downloads are counted

Repository

openpharma/rbmiutils ↗Organization: openpharma

4Stars

1Forks

2Open issues

2Open PRs

5Releases

146Commits

2Commit identities

multiple-imputationrrbmiutils

License file reads as GPL-3.0 · 146 commits · Last activity 2026-02-16 · 0% stars, 30d · Default branch at 0.3.0.9000, ahead of CRAN 0.3.0 (checked 2026-10-21)

Responsiveness

How these are sampled

PRs merged (all time): 100%
Median days to close, 50 most recently updated closed issues: 1
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2025-10-11 · 42026-07-07 · 4

How these are measured

PracticesBeta

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

Checks run against github.com/openpharma/rbmiutils on 2026-10-21.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2026-02-16 · The repository has a site deploy workflow

Coverage (1)

Coverage reporting

Reproducibility and dev environment (1)

data-raw/

Show all practicesHide 2 practices

CRAN release process (1)

cran-comments.md

Lint, format, editor (1)

RStudio project

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

AI coding toolsBeta

This repository shows signs of AI coding tools.

Claude Codefirst seen 2026-01-24
Named in .Rbuildignore: .claude
Commits: 5 by its own account · at least 7 crediting it in the message

From outside contributors

Claude Code
Pull requests: 2 from outside contributors, first on 2026-01-25, 2 from forks

Models named in its commits

Claude Sonnet 4.54 commits · Jan 2026
Claude Opus 4.53 commits · Jan 2026

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

20 external dependencies (excludes base and recommended)

Installing rbmiUtils adds 51 packages (28 with compiled code, 32 MB of source tarballs). Heaviest: stringi 11 MB, Rcpp 1.8 MB, RcppEigen 1.7 MB.

Depends (1)

R >= 4.1

Imports (9)

assertthat beeca cli dplyr lifecycle (>= 1.0.4)purrr rbmi rlang tidyr

LinkingTo (0)

none

Suggests (11)

cards ggplot2 gt knitr patchwork readr rmarkdown rstan spelling testthat tibble

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

Datasets

People & History

People (4)

Mark Baillie

Tobias Muetze

Author · added in 0.3.0

Jack Talboys

Author

Lukas A. Widmer

Contributor

Listed in earlier versions (1)

Tobias Mütze

no longer listed · 0.1.4 to 0.1.8

Releases (4)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
0.3.0Latest
record
2026-02-16 · current release · diff ↗ ·
added 18 exports
combine_results, create_impid, describe_draws, describe_imputation, efficacy_table, expand_imputed_data, extract_lsm, extract_trt_effects, format_estimate, format_pvalue, format_results, format_results_table, plot_forest, pool_to_ard, prepare_data_ice, reduce_imputed_data, summarise_missingness, validate_data
unarchivedReturned to CRAN
2026-01-24
0.1.8
record
2026-01-24 · diff ↗
archivedRemoved from CRAN
2025-11-19
requires archived package 'rbmi'
0.1.6
record
2025-09-13 · diff ↗
0.1.4
record
2025-05-23
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2025-05-23
Total releases: 4 / 1 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 4.1
Bundled data: 63 KB / 2 files
Download size: 3.0 MB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("rbmiUtils")

Format

Baillie, M., Muetze, T., Talboys, J., & Widmer, L. A. (2026). rbmiUtils: Utility Functions to Support and Extend the 'rbmi' Package (Version 0.3.0) [Computer software]. https://doi.org/10.32614/CRAN.package.rbmiUtils

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 rbmiUtils version 0.3.0 [Data set]. HJJB, LLC. Data release v2026-10-25. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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