R Observatory: Metrics for iTOS version 1.0.3

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

iTOS

1.0.3

Methods and Examples from Introduction to the Theory of Observational Studies

3packages depend

2.6Kdownloads / year

–test coverage

13/13checks pass

Overview

About

Maintained by Paul R. RosenbaumFirst published 2024-09-051 releasesCRAN page ↗

Supplements for a book, "iTOS" = "Introduction to the Theory of Observational Studies." Data sets are 'aHDL' from Rosenbaum (2023a) doi:10.1111/biom.13558 and 'bingeM' from Rosenbaum (2023b) doi:10.1111/biom.13921. The function makematch() uses two-criteria matching from Zhang et al. (2023) doi:10.1080/01621459.2021.1981337 to create the matched data 'bingeM' from 'binge'. The makematch() function also implements optimal matching (Rosenbaum (1989) doi:10.2307/2290079) and matching with fine or near-fine balance (Rosenbaum et al. (2007) doi:10.1198/016214506000001059 and Yang et al (2012) doi:10.1111/j.1541-0420.2011.01691.x). The book makes use of two other R packages, 'weightedRank' and 'tightenBlock'.

Install

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

install.packages("iTOS", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

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-itos

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-iTOS

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-iTOS

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

Health

CRAN checks

13OK

Slowest check: 1.3 min · r-oldrel-windows-x86_64

Code health

None

Tests · ratio 0.00

not tracked

Coverage

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

READMENoVignettesNopkgdown siteNoNEWSNoCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: not tracked
Return-value docs: not tracked
References docs: 85%

Downloads

2.6K

CRAN downloads in the past year

Rank #17,322 · ~7/day · ~216/mo

Releases R versions

Daily download trend is not available in this view yet.

15530 days

61990 days

2.6K1 year

Compare downloads with other packages →

Also on103 r2u19 autocran

Dependencies

Declared dependencies

4 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5.0

Imports (5)

statsMASSrcbalance BiasedUrn xtable

LinkingTo (0)

none

Suggests (1)

weightedRank

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

3direct

0indirect

aamatch observationalBlocks alcoholSurv

Code & Tests

Datasets

People & History

People (1)

Maintainer (1)

Paul R. Rosenbaum

Author, Maintainer

Authors (1)

Paul R. Rosenbaum

Author, Maintainer

Listed in earlier versions (1)

Rosenbaum

no longer listed · 1.0.3

Package Timeline

1 release. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
1.0.3Latest
2026-03-10 · current release
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2024-09-05
Total releases: 1 / 2 yrs
License: GPL-2 OSI
Minimum R: ≥ 3.5.0
Bundled data: 159 KB / 3 files
Download size: 193 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("iTOS")

Format

Rosenbaum, P. R. (2024). iTOS: Methods and Examples from Introduction to the Theory of Observational Studies (Version 1.0.3) [Computer software]. https://doi.org/10.32614/CRAN.package.iTOS

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 iTOS version 1.0.3 [Data set]. HJJB, LLC. Data release v2026-08-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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