R Observatory: Metrics for NMAR version 0.1.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

NMAR

0.1.2

Estimation under not Missing at Random Nonresponse

0packages depend

1.5Kdownloads / year

78.3%test coverage

13/13checks pass

Overview

About

Maintained by Maciej BeresewiczFirst published 2026-01-162 releasesCRAN page ↗GitHub ↗

Methods to estimate finite-population parameters under nonresponse that is not missing at random (NMAR, nonignorable). Incorporates auxiliary information and user-specified response models, and supports independent samples and complex survey designs via objects from the 'survey' package. Provides diagnostics and optional variance estimates. For methodological background see Qin, Leung and Shao (2002) doi:10.1198/016214502753479338 and Riddles, Kim and Im (2016) doi:10.1093/jssam/smv047.

Install

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

install.packages("NMAR", 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("ncn-foreigners/NMAR")

Development version from ncn-foreigners/NMAR. 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-nmar

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-NMAR

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-NMAR

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

Health

CRAN checks

13OK

Slowest check: 2.9 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.56

78.3%

Coverage · measured lines

100%

Documentation · exports

5

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
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 346 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 75%
Documented parameters: 100%
Return-value docs: 100%
References docs: 3%

Downloads

1.5K

CRAN downloads in the past year

Rank #20,330 · ~4/day · ~126/mo

Releases R versions

Daily download trend is not available in this view yet.

15630 days

56190 days

1.5K1 year

Compare downloads with other packages →

Also on55 r2u29 autocran

Repository

GitHub ↗ ncn-foreigners/nmar

4Stars

0Forks

5Open issues

0Open PRs

3Releases

25Commits

2Contributors

missing-datarsurveynon-ignorableselection-bias

25 commits · Last activity 2026-03-08 · 0% stars, 30d

Stars over time

2025-10-28 · 12026-07-07 · 4

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/ncn-foreigners/nmar on 2026-08-23.

Continuous integration (1)

GitHub Actions

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

Coverage (1)

Codecov

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

Dependencies

Declared dependencies

14 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5

Imports (5)

statsnleqslvutilsgenerics Formula

LinkingTo (0)

none

Suggests (11)

knitr rmarkdown testthat numDeriv survey svrep broom progressr future future.apply spelling

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (3)

Maintainer (1)

Maciej Beresewicz

Author, Maintainer

Authors (3)

Maciej Beresewicz

Author, Maintainer

Mateusz Iwaniuk

Author, Contributor

Igor Kołodziej

Author, Contributor

Contributors (2)

Mateusz Iwaniuk

Author, Contributor

Igor Kołodziej

Author, Contributor

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
0.1.2Latest
2026-02-05 · current release · diff ↗
0.1.1
2026-01-16
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2026-01-16
Total releases: 2 / 1 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 3.5
Bundled data: 536 KB / 6 files
Download size: 827 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("NMAR")

Format

Beresewicz, M., Iwaniuk, M., & Kołodziej, I. (2026). NMAR: Estimation under not Missing at Random Nonresponse (Version 0.1.2) [Computer software]. https://doi.org/10.32614/CRAN.package.NMAR

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 NMAR version 0.1.2 [Data set]. HJJB, LLC. Data release v2026-08-24. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-24, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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