https://github.com/ing-bank/probatus

binary-classifiers data-analysis data-science feature-elimination machine-learning multi-class-classification recursive-feature-elimination regressors shap statistics tree-model

Score: 18.452937263304012

Last synced: about 9 hours ago
JSON representation

Repository metadata:

SHAP-based validation for linear and tree-based models. Applied to binary, multiclass and regression problems.

Host: GitHub
URL: https://github.com/ing-bank/probatus
Owner: ing-bank
License: mit
Created: 2020-11-09T13:25:51.000Z (almost 6 years ago)
Default Branch: main
Last Pushed: 2026-09-08T06:49:47.000Z (about 2 months ago)
Last Synced: 2026-10-06T13:46:06.734Z (28 days ago)
Topics: binary-classifiers, data-analysis, data-science, feature-elimination, machine-learning, multi-class-classification, recursive-feature-elimination, regressors, shap, statistics, tree-model
Language: Python
Homepage: https://ing-bank.github.io/probatus
Size: 17.8 MB
Stars: 154
Watchers: 7
Forks: 42
Open Issues: 2
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md

Owner metadata:

Name: ING Bank
Login: ing-bank
Email: OpenSource@ING.com
Kind: organization
Description: ING Open-source projects
Website: https://www.ing.com
Location: Amsterdam, the Netherlands
Twitter:
Company:
Icon url: https://avatars.githubusercontent.com/u/13854005?v=4
Repositories: 57
Last Synced at: 2026-10-29T01:38:10.992Z
Profile URL: https://github.com/ing-bank

GitHub Events

Total

Create event: 4
Fork event: 1
Issue comment event: 16
Issues event: 14
Member event: 1
Pull request event: 6
Push event: 40
Release event: 1
Watch event: 16
Total: 99

Last Year

Create event: 1
Issues event: 1
Push event: 2
Total: 4

Committers metadata

Last synced: 1 day ago

Total Commits: 929
Total Committers: 40
Avg Commits per committer: 23.225
Development Distribution Score (DDS): 0.704

Commits in past year: 5
Committers in past year: 2
Avg Commits per committer in past year: 2.5
Development Distribution Score (DDS) in past year: 0.2

Name	Email	Commits
mgarbacz	m**z@i**m	275
Tim Vink	v**m@g**m	97
Anil P	p**9@g**m	73
Frits	f**s@i**m	61
Sandro	s**c@g**m	61
Artur Usov	a**v@i**m	48
thomas.wesselink@ing.com	t**k@i**m	43
Joao Pinto Moura	j**a@i**m	41
Reinier Koops	i**o@r**k	23
TF85SJ	r**s@i**m	22
Mateusz Garbacz	m**0@g**m	21
WE56SC	s**c@i**m	19
ruya gokhan kocer	r**r@g**m	19
claudio.arcidiacono	c**o@i**m	16
Ahmet Emre Bayraktar	a**r@g**m	15
Whiskeybear	3****n	15
Gilles Verbockhaven	g**n@i**m	13
Floriana Zefi	f**i@g**m	10
Gilles Verbockhaven	g****m	9
Alberto Martin	a**2@g**m	6
Reinier Koops	r**k@o**m	6
Tim Loderhose	t**e@m**m	6
Paul Zhutovsky	p**y@g**m	4
Eduardo.Lourenco	e**o@i**m	4
Ahmet (A.E.) Bayraktar	a**r@i**m	3
Mark Regan	m**n@g**m	2
JanBargeman	j**n@l**l	2
Daniel Herman	d**9@g**m	2
christopher.madsen@mlprograms.com	c**n@m**m	2
Frits Hermans	p**t@f**l	1
and 10 more...

Issue and Pull Request metadata

Last synced: 1 day ago

Total issues: 114
Total pull requests: 112
Average time to close issues: 12 months
Average time to close pull requests: about 2 months
Total issue authors: 35
Total pull request authors: 25
Average comments per issue: 2.48
Average comments per pull request: 1.77
Merged pull request: 79
Bot issues: 0
Bot pull requests: 12

Past year issues: 2
Past year pull requests: 6
Past year average time to close issues: 5 months
Past year average time to close pull requests: about 2 months
Past year issue authors: 1
Past year pull request authors: 2
Past year average comments per issue: 0.5
Past year average comments per pull request: 0.5
Past year merged pull request: 2
Past year bot issues: 0
Past year bot pull requests: 0

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/ing-bank/probatus

Top Issue Authors

ReinierKoops (26)
Matgrb (24)
detrin (6)
gverbock (6)
timvink (6)
anilkumarpanda (5)
reza1615 (3)
operte (3)
markdregan (2)
orchardbirds (2)
timlod (2)
christophermadsen (2)
komodovaran (2)
oleg-savko (2)
PaulZhutovsky (2)

Top Pull Request Authors

ReinierKoops (39)
Matgrb (13)
dependabot[bot] (12)
timvink (8)
eduardo-lourenco (6)
detrin (4)
ClaudioSalvatoreArcidiacono (3)
christophermadsen (3)
markdregan (3)
gverbock (2)
DiFiSi (2)
daaf89 (2)
timlod (2)
PaulZhutovsky (2)
lproth (1)

Top Issue Labels

enhancement (58)
bug (28)
good first issue (15)
investigation needed (9)
documentation (9)
important (5)

Top Pull Request Labels

dependencies (12)

Package metadata

Total packages: 3
Total downloads:
- pypi: 16,543 last-month
Total dependent packages: 1 (may contain duplicates)
Total dependent repositories: 2 (may contain duplicates)
Total versions: 99
Total maintainers: 5

proxy.golang.org: github.com/ing-bank/Probatus

Homepage:
Documentation: https://pkg.go.dev/github.com/ing-bank/Probatus#section-documentation
Licenses: mit
Latest release: v3.1.5+incompatible (published about 2 months ago)
Last Synced: 2026-11-02T01:16:47.957Z (1 day ago)
Versions: 28
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 4.693%
- Average: 4.85%
- Dependent repos count: 5.008%

proxy.golang.org: github.com/ing-bank/probatus

Homepage:
Documentation: https://pkg.go.dev/github.com/ing-bank/probatus#section-documentation
Licenses: mit
Latest release: v3.1.5+incompatible (published about 2 months ago)
Last Synced: 2026-11-02T01:13:13.706Z (1 day ago)
Versions: 28
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 6.528%
- Average: 6.747%
- Dependent repos count: 6.966%

pypi.org: probatus

Validation of regression & classifiers and data used to develop them

Homepage: https://ing-bank.github.io/probatus/
Documentation: https://ing-bank.github.io/probatus/api/feature_elimination.html
Licenses: MIT License
Latest release: 3.1.5 (published about 2 months ago)
Last Synced: 2026-11-02T01:13:11.857Z (1 day ago)
Versions: 43
Dependent Packages: 1
Dependent Repositories: 2
Downloads: 16,543 Last month
Rankings:
- Downloads: 5.595%
- Forks count: 6.526%
- Stargazers count: 6.779%
- Average: 8.11%
- Dependent packages count: 10.108%
- Dependent repos count: 11.544%
Maintainers (5)
- timvink
- pyrisk
- anilpanda
- matgrb0
- rwkoops

Dependencies

.github/workflows/cronjob_unit_tests.yml actions

actions/checkout master composite
actions/setup-python master composite
lukka/get-cmake latest composite

.github/workflows/publish_to_pypi.yml actions

actions/checkout master composite
actions/setup-python master composite

.github/workflows/unit_tests.yml actions

actions/checkout master composite
actions/setup-python master composite
codecov/codecov-action v1 composite
lukka/get-cmake latest composite

pyproject.toml pypi

joblib >=0.13.2
matplotlib >=3.1.1
numba >=0.57.0
numpy >=1.23.2
pandas >=1.0.0
scikit-learn >=0.22.2
scipy >=1.4.0
shap >=0.41.0,<0.43.0
tqdm >=4.41.0

uv.lock pypi

150 dependencies

.github/workflows/checks.yml actions

actions/checkout v4 composite
astral-sh/setup-uv v8.1.0 composite
codecov/codecov-action v4 composite

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