R Observatory: Metrics for drifter version 0.2.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

drifter

0.2.1Package record

Concept Drift and Concept Shift Detection for Predictive Models

0packages depend

3Kdownloads / year

64.3%test coverage

11/13flavors OK

Overview

About

Maintained by Przemyslaw BiecekCRAN page ↗GitHub ↗Website ↗Issues ↗

Concept drift refers to the change in the data distribution or in the relationships between variables over time. 'drifter' calculates distances between variable distributions or variable relations and identifies both types of drift. Key functions are: calculate_covariate_drift() checks distance between corresponding variables in two datasets, calculate_residuals_drift() checks distance between residual distributions for two models, calculate_model_drift() checks distance between partial dependency profiles for two models, check_drift() executes all checks against drift. 'drifter' is a part of the 'DrWhy.AI' universe (Biecek 2018) arXiv:1806.08915.

Changes in 0.2.1

tiny corrections requested by CRAN

From NEWS.md in the release

Install

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

install.packages("drifter", 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("ModelOriented/drifter")

Development version from ModelOriented/drifter. 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-drifter

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-drifter

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-drifter

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

2NOTE11OK

Check messages

NOTECRAN incoming feasibilityr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc

Maintainer: ‘Przemyslaw Biecek <przemyslaw.biecek@gmail.com>’

The Description field contains
  of the 'DrWhy.AI' universe (Biecek 2018) <arXiv:1806.08915>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

CRAN check page ↗

Slowest check: 2.0 min · r-oldrel-windows-x86_64

Status changes

NOTE11 OK, 2 NOTENow
NOTE9 OK, 5 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.2.1

README· In the repository, left out of the releaseVignettesNoNEWSYes · 33% structured · mentions 0.2.1Citation fileNoWebsiteYes · pkgdown

Help pages: 9
Examples that run: 100%8 run in a plain check
Exported functions with examples: 83%
Documented parameters: 94%
Return-value docs: 100%
Help pages citing references: 0%

How these are measured

Downloads

3K

CRAN downloads in the past year

Rank #13,960 · ~8/day · ~247/mo

Releases R versions

Daily download trend is not available in this view yet.

30530 days

84190 days

3K1 year

Compare downloads with other packages →

Also on74 r2u4 autocran

How downloads are counted

Repository

modeloriented/drifter ↗Organization: ModelOriented

19Stars

8Forks

4Open issues

0Open PRs

0Releases

35Commits

2Commit identities

concept-driftconcept-shiftpredictive-modelingdrwhy

35 commits · Last activity 2019-09-24 · Default branch at 0.2.2, ahead of CRAN 0.2.1 (checked 2026-10-21)

Responsiveness

How these are sampled

PRs merged (all time): 67%
Median days to close, 50 most recently updated closed issues: 4
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2024-07-24 · 192026-07-07 · 19

How these are measured

PracticesBeta

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

Checks run against github.com/modeloriented/drifter on 2026-10-21.

Continuous integration (1)

Travis CI (config file)

Docs source (2)

pkgdown

GitHub Pages site last deployed 2019-09-24

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v4 (2026-10-20)

Dependencies

Declared dependencies

6 external dependencies (excludes base and recommended)

Installing drifter adds 43 packages (17 with compiled code, 35 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, ingredients 2.4 MB.

Depends (1)

R >= 3.1

Imports (4)

DALEX dplyr tidyr ingredients

LinkingTo (0)

none

Suggests (2)

testthat ranger

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (1)

Przemyslaw Biecek

Author, Maintainer since 0.2.1 (2019)

Releases (1)

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
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
R
R 4.0.0 released · 2020-04-24
0.2.1Latest
record
2019-05-31 · current release
R
R 3.6.0 released · 2019-04-26

Package metadata

First published: 2019-05-31
Total releases: 1 / 7 yrs
License: GPL
Minimum R: ≥ 3.1
Download size: 7.0 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("drifter")

Format

Biecek, P. (2019). drifter: Concept Drift and Concept Shift Detection for Predictive Models (Version 0.2.1) [Computer software]. https://doi.org/10.32614/CRAN.package.drifter

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

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 drifter version 0.2.1 [Data set]. HJJB, LLC. Data release v2026-10-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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