R Observatory: Metrics for StatsTFLValR version 1.0.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

StatsTFLValR

1.0.0

Utilities for Validation of Clinical Trial 'SDTM', 'ADaM' and 'TFL' Outputs

0packages depend

1.3Kdownloads / year

84.2%test coverage

13/13checks pass

Overview

About

Maintained by Mangesh KalsekarFirst published 2026-01-291 releasesCRAN page ↗GitHub ↗

Provides utility functions for validation and quality control of clinical trial datasets and outputs across 'SDTM', 'ADaM' and 'TFL' workflows. The package supports dataset loading, metadata inspection, frequency and summary calculations, table-ready aggregations, and compare-style dataset review similar to 'SAS' 'PROC COMPARE'. Functions are designed to support reproducible execution, transparent review, and independent verification of statistical programming results. Dataset comparisons may leverage 'arsenal' https://cran.r-project.org/package=arsenal.

Install

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

install.packages("StatsTFLValR", 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("kalsem/StatsTFLValR")

Development version from kalsem/StatsTFLValR. 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-statstflvalr

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-StatsTFLValR

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-StatsTFLValR

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

Health

CRAN checks

13OK

Slowest check: 1.9 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.72

84.2%

Coverage · measured lines

100%

Documentation · exports

10

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

Documentation

READMEYes · 618 wordsVignettesNopkgdown siteNoNEWSNoCode of conductNoContributing guideNo

Examples that run: 90%
Documented parameters: 96%
Return-value docs: 100%
References docs: 0%

Downloads

1.3K

CRAN downloads in the past year

Rank #21,563 · ~4/day · ~109/mo

Releases R versions

Daily download trend is not available in this view yet.

10330 days

51190 days

1.3K1 year

Compare downloads with other packages →

Also on50 r2u19 autocran

Repository

GitHub ↗ kalsem/statstflvalr

2Stars

0Forks

0Open issues

0Open PRs

1Releases

29Commits

1Contributors

29 commits · Last activity 2026-01-29 · 0% stars, 30d

Stars over time

2026-02-01 · 12026-07-07 · 2

Repository practices

Upstream repositoryBeta

4 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/kalsem/statstflvalr on 2026-08-16.

Continuous integration (1)

GitHub Actions

CRAN release process (2)

cran-comments.mdCRAN-SUBMISSION

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

16 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.2.0

Imports (10)

dplyr tidyr tibble rlang haven readxl tidyselect purrr arsenal data.table

LinkingTo (0)

none

Suggests (6)

knitr rmarkdown testthat gt gtsummary withr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (1)

Maintainer (1)

Mangesh Kalsekar

Author, Maintainer

Authors (1)

Mangesh Kalsekar

Author, Maintainer

Package Timeline

1 release. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
1.0.0Latest
2026-03-10 · current release
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2026-01-29
Total releases: 1 / 1 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.2.0
Download size: 1.7 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("StatsTFLValR")

Format

Kalsekar, M. (2026). StatsTFLValR: Utilities for Validation of Clinical Trial 'SDTM', 'ADaM' and 'TFL' Outputs (Version 1.0.0) [Computer software]. https://doi.org/10.32614/CRAN.package.StatsTFLValR

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 StatsTFLValR version 1.0.0 [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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