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PDtoolkit

Collection of Tools for PD Rating Model Development and Validation

v1.2.0 · Sep 19, 2023 · GPL (>= 3)

Description

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.

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CRAN Check Status

13 NOTE
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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 NOTE
Check details (13 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) embedded.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) ensemble.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) ensemble.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
checkRd: (-1) staged.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                                                  ^
checkRd: (-1) staged.blocks.Rd:44: Lost braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^

Check History

NOTE 0 OK · 13 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
ERROR 0 OK · 12 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 2026
NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
ERROR r-devel-linux-x86_64-debian-gcc

package dependencies

Package required but not available: ‘monobin’

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) embedded.blocks.Rd:39: Lost braces
    39 | \item{miv.threshold}{MIV (marginal information value) entrance threshold applicable only for code{"stepMIV"} method.
       |                                                                   
...[truncated]...
t braces
    44 | \item{m.ch.p.val}{Significance level of p-value for marginal chi-square test applicable only for code{"stepMIV"} method.
       |                                                                                                      ^

Code intelligence has not been computed for this package yet.

Code

Structure

Lines of code

10,739

Files

97

Compiled share

0%

Has compiled src

No

Language breakdown

R 7,420 (69.1%)Docs 3,319 (30.9%)

API

Exported functions

47

Internal functions

86

Recent export changes

v1.1.0+2 stepFWDr, stepRPCr
v1.0.0+16 cat.slice, confusion.matrix, constrained.logit +13 more

Testing & CI

Has tests

No

Test-to-code ratio

0.00

testthat edition

CI present

No

CI type

[]

PR gated

No

Docs

Return-value doc rate

100%

\dontrun example ratio

0%

Roxygen coverage

100%

Has pkgdown

No

NEWS present

Yes

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

100%

Unsafe pattern score

51

Dep constraint coverage

0%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

2.10

System requirements

C++ standard

License

GPL (>= 3)

License flags

SPDX valid, OSI approved

History

Versions

10

First release

2022-01-04

Latest release

2023-09-20

Avg cadence

52 days

Cold removal rate

Dep drift

0

LOC over versions

v0.0.9: 4,394 LOCv0.1.0: 4,773 LOCv0.2.0: 5,555 LOCv0.3.0: 6,374 LOCv0.4.0: 7,094 LOCv1.0.0: 10,102 LOCv1.0.1: 10,090 LOCv1.1.0: 10,737 LOCv1.1.1: 10,740 LOCv1.2.0: 10,739 LOC

Per-file churn detail lives in the source pipeline: https://github.com/r-observatory/cran-code-metrics.

Dependency Network

Dependencies Reverse dependencies monobin dplyr rpart PDtoolkit

Version History

11 tracked
new 1.2.0 Mar 10, 2026
updated 1.2.0 ← 1.1.1 diff Sep 19, 2023
updated 1.1.1 ← 1.1.0 diff Aug 15, 2023
updated 1.1.0 ← 1.0.1 diff Apr 6, 2023
updated 1.0.1 ← 1.0.0 diff Feb 13, 2023
updated 1.0.0 ← 0.4.0 diff Nov 15, 2022
updated 0.4.0 ← 0.3.0 diff Jun 5, 2022
updated 0.3.0 ← 0.2.0 diff Apr 26, 2022
updated 0.2.0 ← 0.1.0 diff Mar 5, 2022
updated 0.1.0 ← 0.0.9 diff Feb 3, 2022
new 0.0.9 Jan 3, 2022