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heimdall

Drift Adaptable Models

v1.2.727 · Mar 10, 2026 · MIT + file LICENSE

Description

In streaming data analysis, it is crucial to detect significant shifts in the data distribution or the accuracy of predictive models over time, a phenomenon known as concept drift. The package aims to identify when concept drift occurs and provide methodologies for adapting models in non-stationary environments. It offers a range of state-of-the-art techniques for detecting concept drift and maintaining model performance. Additionally, the package provides tools for adapting models in response to these changes, ensuring continuous and accurate predictions in dynamic contexts. Methods for concept drift detection are described in Tavares (2022) <doi:10.1007/s12530-021-09415-z>.

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9

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35

Last 90 days

112

Last year

Trend: 0% (30d vs prior 30d)

autoCRAN

5

Last 7 days

12

Last 30 days

1

All-time

autoCRAN-only: this name is served only by autoCRAN, so the count is exact.

CRAN Check Status

13 OK
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Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 9, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 2026
ERROR r-devel-linux-x86_64-debian-gcc

package dependencies

Packages required but not available: 'caret', 'daltoolbox', 'car'

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE May 2, 2026
ERROR 11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 25, 2026
ERROR r-release-macos-x86_64

package dependencies

Packages required but not available: 'caret', 'daltoolbox'

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Code

Structure

Lines of code

3,321

Files

58

Compiled share

0%

Has compiled src

No

Language breakdown

R 2,282 (68.7%)Docs 1,039 (31.3%)

API

Exported functions

30

Internal functions

55

Recent export changes

v1.2.727+1 dfr_lbdd
v1.0.737+7 dfr_aedd, dfr_multi_criteria, mt_accuracy +4 more  −1 multi_criteria

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

No

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

0%

Unsafe pattern score

0

Dep constraint coverage

0%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

System requirements

C++ standard

License

MIT + file LICENSE

License flags

SPDX valid, OSI approved

History

Versions

6

First release

2024-05-27

Latest release

2026-03-10

Avg cadence

26 days

Cold removal rate

100%

Dep drift

4

LOC over versions

v1.0.3: 2,533 LOCv1.0.707: 2,428 LOCv1.0.717: 2,349 LOCv1.0.737: 3,069 LOCv1.2.707: 3,069 LOCv1.2.727: 3,321 LOC

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

Dependency Network

Dependencies Reverse dependencies caret daltoolbox ggplot2 Metrics reticulate pROC car heimdall

Version History

7 tracked
updated 1.2.727 ← 1.2.707 diff Mar 10, 2026
new 1.2.707 Mar 10, 2026
updated 1.2.707 ← 1.0.737 diff May 12, 2025
updated 1.0.737 ← 1.0.717 diff Apr 27, 2025
updated 1.0.717 ← 1.0.707 diff Jun 29, 2024
updated 1.0.707 ← 1.0.3 diff Jun 21, 2024
new 1.0.3 May 26, 2024