R Observatory: Metrics for PDtoolkit version 1.2.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

PDtoolkit

1.2.0

Collection of Tools for PD Rating Model Development and Validation

0packages depend

3.2Kdownloads / year

–test coverage

0/13checks pass

Overview

About

Maintained by Andrija DjurovicFirst published 2022-01-0410 releasesCRAN page ↗GitHub ↗

The goal of this package is to cover the most common steps in probability of default (PD) rating model development and validation. The main procedures available are those that refer to univariate, bivariate, multivariate analysis, calibration and validation. Along with accompanied 'monobin' and 'monobinShiny' packages, 'PDtoolkit' provides functions which are suitable for different data transformation and modeling tasks such as: imputations, monotonic binning of numeric risk factors, binning of categorical risk factors, weights of evidence (WoE) and information value (IV) calculations, WoE coding (replacement of risk factors modalities with WoE values), risk factor clustering, area under curve (AUC) calculation and others. Additionally, package provides set of validation functions for testing homogeneity, heterogeneity, discriminatory and predictive power of the model.

Install

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

install.packages("PDtoolkit", 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("andrija-djurovic/PDtoolkit")

Development version from andrija-djurovic/PDtoolkit. 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-pdtoolkit

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-PDtoolkit

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-PDtoolkit

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

Health

CRAN checks

13NOTE

Failing flavors

NOTE r-devel-linux-x86_64-debian-clang
NOTE r-devel-linux-x86_64-debian-gcc
NOTE r-devel-linux-x86_64-fedora-clang
NOTE r-devel-linux-x86_64-fedora-gcc
NOTE r-devel-windows-x86_64
NOTE r-oldrel-macos-arm64
NOTE r-oldrel-macos-x86_64
NOTE r-oldrel-windows-x86_64
NOTE r-patched-linux-x86_64
NOTE r-release-linux-x86_64
NOTE r-release-macos-arm64
NOTE r-release-macos-x86_64
NOTE r-release-windows-x86_64

Slowest check: 3.8 min · r-oldrel-windows-x86_64

Code health

None

Tests · ratio 0.00

not tracked

Coverage

100%

Documentation · exports

3

Dependencies · direct

Check history

NOTE2026-06-09
0 OK · 13 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
0 OK · 12 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-03-10
0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 7,476 wordsVignettesNopkgdown siteNoNEWSYes · 67% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 94%
Return-value docs: 100%
References docs: 27%

Downloads

3.2K

CRAN downloads in the past year

Rank #13,590 · ~9/day · ~263/mo

Releases R versions

Daily download trend is not available in this view yet.

20630 days

76590 days

3.2K1 year

Compare downloads with other packages →

Also on99 r2u31 autocran402 conda_forge

Repository

GitHub ↗ andrija-djurovic/pdtoolkit

17Stars

7Forks

0Open issues

0Open PRs

0Releases

525Commits

1Contributors

License GPL-3.0 · 525 commits · Last activity 2025-12-09 · 0% stars, 30d

Stars over time

2025-07-19 · 152026-07-07 · 17

Repository practices

Upstream repositoryBeta

1 development-tooling and community-health practice detected across 1 family in the upstream repository

Checks run against github.com/andrija-djurovic/pdtoolkit on 2026-08-23.

CRAN release process (1)

cran-comments.md

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

Dependencies

Declared dependencies

2 external dependencies (excludes base and recommended)

Depends (2)

R >= 2.10monobin

Imports (2)

dplyrrpart

LinkingTo (0)

none

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (1)

Maintainer (1)

Andrija Djurovic

Author, Maintainer

Authors (1)

Andrija Djurovic

Author, Maintainer

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
1.2.0Latest
2023-09-20 · current release · diff ↗
1.1.1
2023-08-16 · diff ↗
R
R 4.3.0 released · 2023-04-21
1.1.0
2023-04-07 · diff ↗
1.0.1
2023-02-14 · diff ↗
1.0.0
2022-11-16 · diff ↗
0.4.0
2022-06-06 · diff ↗
0.3.0
2022-04-27 · diff ↗
R
R 4.2.0 released · 2022-04-22
0.2.0
2022-03-06 · diff ↗
0.1.0
2022-02-04 · diff ↗
0.0.9
2022-01-04
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2022-01-04
Total releases: 10 / 4 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 2.10
Bundled data: 8.9 KB / 1 file
Download size: 163 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("PDtoolkit")

Format

Djurovic, A. (2023). PDtoolkit: Collection of Tools for PD Rating Model Development and Validation (Version 1.2.0) [Computer software]. https://doi.org/10.32614/CRAN.package.PDtoolkit

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 PDtoolkit version 1.2.0 [Data set]. HJJB, LLC. Data release v2026-08-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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