R Observatory: Metrics for optimall version 1.4.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

optimall

1.4.0

Allocate Samples Among Strata

0packages depend

5.9Kdownloads / year

78.4%test coverage

13/13checks pass

Overview

About

Maintained by Jasper YangFirst published 2021-07-2112 releasesCRAN page ↗GitHub ↗

Functions for the design process of survey sampling, with specific tools for multi-wave and multi-phase designs. Perform optimum allocation using Neyman (1934) doi:10.2307/2342192 or Wright (2012) doi:10.1080/00031305.2012.733679 allocation, split strata based on quantiles or values of known variables, randomly select samples from strata, allocate sampling waves iteratively, and organize a complex survey design. Also includes a Shiny application for observing the effects of different strata splits. A paper on this package was published in the Journal of Statistical Software doi:10.18637/jss.v114.i10.

Install

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

install.packages("optimall", 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("yangjasp/optimall")

Development version from yangjasp/optimall. 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-optimall

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-optimall

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-optimall

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

Health

CRAN checks

13OK

Slowest check: 2.0 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.91

78.4%

Coverage · measured lines

100%

Documentation · exports

8

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
OK2026-06-29
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-25
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 4 earlier snapshots

ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-04-09
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-02
13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 384 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 76%
References docs: 10%

Downloads

5.9K

CRAN downloads in the past year

Rank #7,343 · ~16/day · ~493/mo

Releases R versions

Daily download trend is not available in this view yet.

22830 days

1.2K90 days

5.9K1 year

Compare downloads with other packages →

Also on210 r2u30 autocran

Repository

GitHub ↗ yangjasp/optimall

7Stars

2Forks

0Open issues

0Open PRs

8Releases

562Commits

3Contributors

562 commits · Last activity 2026-04-03 · 0% stars, 30d

Stars over time

2025-05-22 · 62026-07-07 · 7

Repository practices

Upstream repositoryBeta

5 development-tooling and community-health practices detected across 4 families in the upstream repository

Checks run against github.com/yangjasp/optimall on 2026-08-16.

Continuous integration (1)

GitHub Actions

CRAN release process (2)

cran-comments.mdCRAN-SUBMISSION

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

17 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5.0

Imports (8)

dplyr glue magrittrmethodsrlangstatstibbleutils

LinkingTo (0)

none

Suggests (14)

bslib DiagrammeR DTdatasetsglobals knitrMASSrmarkdown shiny shinytest survey tidyr testthat webshot

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (5)

Maintainer (1)

Jasper Yang

Author, Maintainer

Authors (2)

Jasper Yang

Author, Maintainer

Pamela Shaw

Author

Contributors (2)

Thomas Lumley

Contributor

Bryan Shepherd

Contributor

Reviewers (1)

Gustavo Amorim

Reviewer

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
1.4.0Latest
2026-04-04 · current release · diff ↗
1.3.1
2026-01-28 · diff ↗
1.3.0
2025-09-08 · diff ↗
1.2.0
2025-07-17 · diff ↗
R
R 4.5.0 released · 2025-04-11
1.1.1
2024-06-03 · diff ↗
R
R 4.4.0 released · 2024-04-24
1.1.0
2024-04-13 · diff ↗
unarchivedReturned to CRAN
2024-04-13
archivedRemoved from CRAN
2024-04-12
issues were not corrected in time
0.1.5
2024-02-15 · diff ↗
0.1.4
2024-01-12 · diff ↗
0.1.3
2023-09-06 · diff ↗
R
R 4.3.0 released · 2023-04-21
0.1.2
2022-11-09 · diff ↗

Show 6 earlier events

R
R 4.2.0 released · 2022-04-22
0.1.1
2022-02-09 · diff ↗
unarchivedReturned to CRAN
2022-02-09
archivedRemoved from CRAN
2022-02-06
check problems were not corrected in time
0.1.0
2021-07-21
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2021-07-21
Total releases: 12 / 5 yrs
License: GPL-3 OSI
Minimum R: ≥ 3.5.0
Bundled data: 186 KB / 1 file
Download size: 3.0 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("optimall")

Format

Yang, J., Amorim, G., Lumley, T., Shaw, P., & Shepherd, B. (2026). optimall: Allocate Samples Among Strata (Version 1.4.0) [Computer software]. https://doi.org/10.32614/CRAN.package.optimall

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 optimall version 1.4.0 [Data set]. HJJB, LLC. Data release v2026-08-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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