R Observatory: Metrics for OPSR version 1.0.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

OPSR

1.0.1Package record

Ordered Probit Switching Regression

0packages depend

2.3Kdownloads / year

80.7%test coverage

13/13flavors OK

Overview

About

Maintained by Daniel HeimgartnerCRAN page ↗GitHub ↗Issues ↗

Estimates ordered probit switching regression models - a Heckman type selection model with an ordinal selection and continuous outcomes. Different model specifications are allowed for each treatment/regime. For more details on the method, see Wang & Mokhtarian (2024) doi:10.1016/j.tra.2024.104072 or Chiburis & Lokshin (2007) doi:10.1177/1536867X0700700202.

Changes in 1.0.1

opsr_simulate() now takes seed argument to enable reproducibility.
plot.opsr() and opsr_te() define type arg list to behave similarly to predict.opsr().

From NEWS.md in the release

Install

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

install.packages("OPSR", 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("dheimgartner/OPSR")

Development version from dheimgartner/OPSR. 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-opsr

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-OPSR

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-OPSR

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: 8.6 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-09-08
ERROR12 OK, 1 ERROR2026-09-07
OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09

Show 4 earlier changesHide 4 earlier changes

ERROR12 OK, 1 ERROR2026-06-08
OK14 OK2026-04-22
ERROR13 OK, 1 ERROR2026-04-18
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.0.1

READMEYes · 185 wordsVignettesYes · 1 · dynamicNEWSYes · 100% structured · mentions 1.0.1Citation fileYes · cites a publicationWebsitenot declared in DESCRIPTION

Help pages: 31 (1 internal)includes a package overview page
Examples that run: 90%9 run in a plain check · 1 only when donttest examples are enabled (R CMD check --as-cran)
Exported functions with examples: 42%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 10% with a bibliography file

Vignettes (1)

OPSR: A Package for Estimating Ordered Probit Switching Regression Models in R PDF

How these are measured

Downloads

2.3K

CRAN downloads in the past year

Rank #18,208 · ~6/day · ~192/mo

Releases R versions

Daily download trend is not available in this view yet.

27330 days

70890 days

2.3K1 year

Compare downloads with other packages →

Also on357 r2u3 autocran

How downloads are counted

Repository

dheimgartner/opsr ↗Account: dheimgartner

0Stars

1Forks

3Open issues

0Open PRs

3Releases

350Commits

4Commit identities

License file reads as GPL-3.0 · 350 commits · Last activity 2026-08-09 · Default branch at 1.0.1.9001, ahead of CRAN 1.0.1 (checked 2026-10-18)

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

Forks over time

2025-03-19 · 12026-07-07 · 1

How these are measured

PracticesBeta

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

Checks run against github.com/dheimgartner/opsr on 2026-10-18.

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 (1)

README.Rmd

Reproducibility and dev environment (2)

data-raw/Makefile

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v3 (2026-09-26)

AI coding toolsBeta

This repository shows signs of AI coding tools.

Claude Codefirst seen 2026-06-09
Seen in the repository: CLAUDE.md
Pull request it wrote: opened by a project member
Commits: at least 15 crediting it in the message

Models named in its commits

Claude Sonnet 4.610 commits · Jun 2026
Claude Sonnet 54 commits · Aug 2026
Claude Fable 51 commit · Aug 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

15 external dependencies (excludes base and recommended)

Installing OPSR adds 73 packages (40 with compiled code, 61 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, doBy 4.3 MB.

Depends (1)

R >= 3.5.0

Imports (13)

car FormulagraphicsMASSmaxLikmethodsmvtnorm Rcpp Rdpack sandwichstatstexregutils

LinkingTo (2)

Rcpp RcppArmadillo

Suggests (5)

gridExtra gridGraphics sampleSelection scales testthat

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 (2)

Daniel Heimgartner

Xinyi Wang

Author

Releases (3)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
1.0.1Latest
record
2025-07-28 · current release · diff ↗
1.0.0
record
2025-07-07 · diff ↗ ·
added 2 exports
opsr_step, opsr_te
R
R 4.5.0 released · 2025-04-11
0.1.2
record
2024-11-01
R
R 4.4.0 released · 2024-04-24

Package metadata

First published: 2024-11-01
Total releases: 3 / 2 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 3.5.0
Bundled data: 147 KB / 2 files
Download size: 1.0 MB

Cite

Cite this package

Run in R for the authors' entry:

citation("OPSR")

The package provides a citation file, so citation() returns the authors' own entry.

It points to 10.3929/ethz-b-000729641, 10.1016/j.tra.2024.104072.

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 OPSR version 1.0.1 [Data set]. HJJB, LLC. Data release v2026-10-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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