Science Score: 77.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
✓DOI references
Found 3 DOI reference(s) in README -
✓Academic publication links
Links to: zenodo.org -
✓Committers with academic emails
42 of 243 committers (17.3%) from academic institutions -
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (15.1%) to scientific vocabulary
Keywords
brain-connectivity
brain-imaging
brain-mri
decoding
fmri
machine-learning
mvpa
neuroimaging
python
Keywords from Contributors
bids
brainweb
closember
dataflow
dataflow-programming
workflow-engine
neuroscience
eeg
fmri-preprocessing
meg
Last synced: 4 months ago
·
JSON representation
·
Repository
Machine learning for NeuroImaging in Python
Basic Info
- Host: GitHub
- Owner: nilearn
- License: bsd-3-clause
- Language: Python
- Default Branch: main
- Homepage: http://nilearn.github.io
- Size: 67.9 MB
Statistics
- Stars: 1,305
- Watchers: 64
- Forks: 630
- Open Issues: 284
- Releases: 15
Topics
brain-connectivity
brain-imaging
brain-mri
decoding
fmri
machine-learning
mvpa
neuroimaging
python
Created almost 15 years ago
· Last pushed 4 months ago
Metadata Files
Readme
Contributing
License
Citation
Authors
README.rst
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nilearn
=======
Nilearn enables approachable and versatile analyses of brain volumes and surfaces.
It provides statistical and machine-learning tools, with instructive documentation & friendly community.
It supports general linear model (GLM) based analysis
and leverages the `scikit-learn `_ Python toolbox
for multivariate statistics with applications
such as predictive modeling, classification, decoding, or connectivity analysis.
Important links
===============
- Official source code repo: https://github.com/nilearn/nilearn/
- HTML documentation (stable release): https://nilearn.github.io/
Install
=======
Latest release
--------------
**1. Setup a virtual environment**
We recommend that you install ``nilearn`` in a virtual Python environment,
either managed with the standard library ``venv`` or with ``conda``
(see `miniconda `_ for instance).
Either way, create and activate a new python environment.
With ``venv``:
.. code-block:: bash
python3 -m venv /
source //bin/activate
Windows users should change the last line to ``\\Scripts\activate.bat``
in order to activate their virtual environment.
With ``conda``:
.. code-block:: bash
conda create -n nilearn python=3.10
conda activate nilearn
**2. Install nilearn with pip**
Execute the following command in the command prompt / terminal
in the proper python environment:
.. code-block:: bash
python -m pip install -U nilearn
Development version
-------------------
Please find all development setup instructions in the
`contribution guide `_.
Check installation
------------------
Try importing nilearn in a python / iPython session:
.. code-block:: python
import nilearn
If no error is raised, you have installed nilearn correctly.
Drop-in Hours
=============
The Nilearn team organizes regular online drop-in hours to answer questions,
discuss feature requests, or have any Nilearn-related discussions. Nilearn
drop-in hours occur *every Wednesday from 4pm to 5pm UTC*, and we make sure that at
least one member of the core-developer team is available. These events are held
on `Jitsi Meet `_ and are fully open,
anyone is welcome to join!
For more information and ways to engage with the Nilearn team see
`How to get help `_.
Dependencies
============
The required dependencies to use the software are listed
in the file `pyproject.toml `_.
If you are using nilearn plotting functionalities or running the examples, matplotlib >= 3.8.0 is required.
Some plotting functions in Nilearn support both matplotlib and plotly as plotting engines.
In order to use the plotly engine in these functions,
you will need to install both plotly and kaleido, which can both be installed with pip and anaconda.
If you want to run the tests, you need pytest >= 6.0.0 and pytest-cov for coverage reporting.
Development
===========
Detailed instructions on how to contribute are available at
https://nilearn.github.io/stable/development.html
Owner
- Name: nilearn
- Login: nilearn
- Kind: organization
- Website: nilearn.github.io
- Twitter: nilearn
- Repositories: 7
- Profile: https://github.com/nilearn
Citation (CITATION.cff)
# https://citation-file-format.github.io/
# https://github.com/citation-file-format/citation-file-format/blob/main/schema-guide.md
cff-version: 1.2.0
title: nilearn
abstract: |
Nilearn enables approachable and versatile analyses of brain volumes.
It provides statistical and machine-learning tools,
with instructive documentation & friendly community.
message: If you use this software, please cite it as below.
repository-code: https://github.com/nilearn/nilearn
preferred-citation:
authors:
- family-names: Nilearn contributors
title: Nilearn
url: https://doi.org/10.5281/zenodo.8397156
type: software
identifiers:
- description: 2014, Frontiers in Neuroinformatics
type: doi
value: 10.3389/fninf.2014.00014
- description: Zenodo collection for all releases
type: doi
value: 10.5281/zenodo.8397156
- description: 2023, OHBM poster
type: doi
value: 10.5281/zenodo.8383514
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website: https://github.com/eickenberg
affiliation: Flatiron Institute, New-York, New-York, USA
- given-names: Michael
family-names: Hanke
website: https://github.com/mih
email: michael.hanke@gmail.com
affiliation: Psychoinformatics, Forschungszentrum Jülich GmbH, Jülich, Germany
orcid: https://orcid.org/0000-0001-6398-6370
- given-names: Michael
family-names: Notter
website: https://github.com/miykael
email: michaelnotter@hotmail.com
affiliation: ams OSRAM, Martigny, Lausanne, Switzerland
orcid: https://orcid.org/0000-0002-5866-047X
- given-names: Michael
family-names: Waskom
website: https://mwaskom.github.io/
affiliation: Flatiron health, New York, USA
email: mwaskom+www@gmail.com
- given-names: Michelle
family-names: Wang
website: https://michellewang.github.io
affiliation: Origami lab, McGill University, Montréal, Canada
- given-names: Mohammad
family-names: Torabi
website: https://github.com/mtorabi59
affiliation: Origami lab, McGill University, Montréal, Canada
email: mohammad.torabi@mail.mcgill.ca
orcid: https://orcid.org/0000-0002-4429-8481
- given-names: Moritz
family-names: Boos
website: https://github.com/mjboos
- given-names: Mudassir
family-names: Chapra
website: https://github.com/muddi900
- given-names: Myeong Seop
family-names: Song
website: https://github.com/NeuroVR-Song
- given-names: Natasha
family-names: Clarke
website: https://github.com/clarkenj
affiliation: '@SIMEXP, Montréal, Canada'
- given-names: Neelay
family-names: Shah
website: https://github.com/NeelayS
affiliation: Max Planck Institute for Intelligent Systems, Germany
email: shahnh19@gmail.com
- given-names: Nicolas
family-names: Gensollen
website: https://nicolasgensollen.github.io/
affiliation: Inria, Paris, France
orcid: https://orcid.org/0000-0001-7199-9753
- given-names: Nikhil
family-names: Krish
website: https://github.com/NIkhilgKrish
affiliation: University of Texas, Austin
- given-names: Oliver
family-names: Warrington
website: https://github.com/OliverWarrington
affiliation: Wellcome Centre for Human Neuroimaging, UCL, London, UK
orcid: https://orcid.org/0000-0002-3592-7071
- given-names: Oscar
family-names: Esteban
website: https://github.com/oesteban
affiliation: Centre Hospitalier Universitaire Vaudoise, Lausanne, Switzerland
orcid: https://orcid.org/0000-0001-8435-6191
- given-names: Patrick
family-names: Sadil
website: https://psadil.github.io/psadil
affiliation: Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, USA
orcid: https://orcid.org/0000-0003-4141-1343
- given-names: Paul
family-names: Bogdan
website: https://github.com/paulcbogdan
- given-names: Paul
family-names: Reiners
website: https://github.com/paul-reiners
affiliation: Masonic Institute for the Developing Brain, University of Minnesota, USA
orcid: https://orcid.org/0000-0002-6167-5007
- given-names: Paula
family-names: Sanz-Leon
website: https://github.com/pausz
orcid: https://orcid.org/0000-0002-1545-6380
affiliation: Medical Research Institute, Brisbane, Australia
- given-names: Peer
family-names: Herholz
website: https://peerherholz.github.io/
affiliation: Origami lab, McGill University, Montréal, Canada
orcid: https://orcid.org/0000-0002-9840-6257
- given-names: Philippe
family-names: Gervais
website: https://github.com/pgervais
affiliation: Zurich, Switzerland
- given-names: Pierre
family-names: Bellec
website: https://github.com/lunebellec
affiliation: Psychology Department, University of Montréal, Montréal, Canada
orcid: https://orcid.org/0000-0002-9111-0699
email: pierre.bellec@gmail.com
- given-names: Pierre
family-names: Glaser
website: https://pierreglaser.github.io/
affiliation: Gatsby Computational Neuroscience Unit, University College London, London, UK
- given-names: Pierre-Louis
family-names: Barbarant
website: https://github.com/pbarbarant
affiliation: Inria, Saclay, France
- given-names: Pierre-Olivier
family-names: Quirion
website: https://github.com/poquirion
affiliation: Canadian Center for Computational Genomics / Calcul, Québec, Canada
email: po.quirion@mcgill.ca
orcid: https://orcid.org/0000-0003-2270-0000
- given-names: Pradeep Reddy
family-names: Raamana
website: https://github.com/raamana
affiliation: University of Pittsburgh, Pittsburgh, PA, USA
email: raamanap@pitt.edu
orcid: https://orcid.org/0000-0003-4662-0558
- given-names: Prakhar
family-names: Jain
website: https://github.com/PrakharJain1509
affiliation: RV College of Engineering, Bangalore, India
- given-names: Rahul
family-names: Brito
website: https://github.com/Rahul-Brito
- given-names: Raphael
family-names: Meudec
website: https://github.com/RaphaelMeudec
affiliation: Inria, Saclay, France
- given-names: Robert
family-names: Luke
website: https://github.com/rob-luke
affiliation: '@agencyenterprise, Melbourne, Australia'
orcid: https://orcid.org/0000-0002-4930-8351
- given-names: Robert
family-names: Williamson
website: https://github.com/RobWilliamson15
- given-names: Roberto
family-names: Guidotti
website: https://github.com/robbisg
affiliation: University "G. D'Annunzio" Chieti-Pescara, San Benedetto del Tronto, Italy
- given-names: Rohan Thomas
family-names: Jepegnanam
website: https://github.com/rohan3412
affiliation: Cognitive Neuroscience & Clinical Phenomenology Lab, Christian Medical College, Vellore, India
- given-names: Ronald
family-names: Phlypo
website: https://github.com/rphlypo
affiliation: Lyon area, France
- given-names: Ryan
family-names: Hammonds
website: https://github.com/ryanhammonds
affiliation: UC San Diego, San Diego, California, USA
- given-names: Rémi
family-names: Gau
website: https://github.com/Remi-Gau
affiliation: Origami lab, McGill University, Montréal, Canada
orcid: https://orcid.org/0000-0002-1535-9767
email: remi.gau2@mcgill.ca
- given-names: Sachin
family-names: Patalasingh
website: https://github.com/sachin-bsai
- given-names: Sage
family-names: Hahn
website: https://github.com/sahahn
orcid: https://orcid.org/0000-0003-3560-2952
affiliation: deephealth
- given-names: Salma
family-names: Bougacha
website: https://github.com/salma1601
- given-names: Sam Buck
family-names: Johnson
website: https://github.com/sambjohnson
- given-names: Sami
family-names: Jawhar
website: https://github.com/sjawhar
email: sami@thecybermonk.com
orcid: https://orcid.org/0000-0002-9914-2193
- given-names: Simon
family-names: Steinkamp
website: https://github.com/SRSteinkamp
orcid: https://orcid.org/0000-0002-6437-0700
affiliation: Danish Research Centre for Magnetic Resonance, Copenhagen University Hospital Amager & Hvidovre, Copenhagen, Denmark.
- given-names: Sin
family-names: Kim
website: https://github.com/kimsin98
orcid: https://orcid.org/0000-0003-4652-3758
affiliation: 'Korea Advanced Institute of Science and Technology: Daejeon, KR'
- given-names: Sourav
family-names: Singh
website: https://github.com/souravsingh
- given-names: Steven
family-names: Meisler
website: https://www.stevenmeisler.com
affiliation: Harvard-MIT Division of Health Sciences and Technology, Cambridge, Massachusetts, USA
email: smeisler@g.harvard.edu
orcid: https://orcid.org/0000-0002-8888-1572
- given-names: Suramya
family-names: Pokharel
website: https://github.com/SuramyaP
affiliation: Tribhuvan University, Kathmandu, Nepal
email: suramyapokharel7@gmail.com
- given-names: Sylvain
family-names: Lan
website: https://github.com/SylvainLan
- given-names: Sylvain
family-names: Takerkart
website: https://github.com/SylvainTakerkart
affiliation: CNRS, Institut des Neurosciences de la Timone, Marseille, France
orcid: https://orcid.org/0000-0001-8410-0962
- given-names: Tamer
family-names: Gezici
website: https://github.com/TamerGezici
affiliation: Bilkent University
- given-names: Tarun
family-names: Samanta
website: https://github.com/SamantaTarun
affiliation: Acharya Prafulla Chandra College
email: tarunsamanta77@gmail.com
orcid: https://orcid.org/0000-0003-1630-8993
- given-names: Taylor
family-names: Salo
website: https://tsalo.github.io/
affiliation: Lifespan Informatics & Neuroimaging Center, University of Pennsylvania, USA
email: salot@pennmedicine.upenn.edu
orcid: https://orcid.org/0000-0001-9813-3167
- given-names: Tharun
family-names: K
website: https://github.com/tharun634
- given-names: Thiti
family-names: Premrudeepreechacharn
website: https://tpremrud.github.io/
- given-names: Thomas
family-names: Bazeille
website: https://github.com/thomasbazeille
orcid: https://orcid.org/0000-0001-5377-9108
affiliation: Inria, Saclay, France
- given-names: Tom
family-names: Vanasse
website: https://github.com/tvanasse
affiliation: Wisconsin Institute for Sleep and Consciousness, USA
email: thomas.j.vanasse@gmail.com
orcid: https://orcid.org/0000-0003-4672-0049
- given-names: Vasco
family-names: Diogo
website: https://github.com/vascosa
- given-names: Victoria
family-names: Shevchenko
website: https://github.com/victoris93
affiliation: Inria Saclay, Université Paris Cité, France
- given-names: Vincent
family-names: Michel
website: https://github.com/vmichel
affiliation: https://www.logilab.fr/
- given-names: Virgile
family-names: Fritsch
website: https://github.com/VirgileFritsch
affiliation: Inria, Saclay, France
- given-names: Yaroslav
family-names: Halchenko
website: https://github.com/yarikoptic
affiliation: Dartmouth College, PBS, Hanover, New Hampshire, USA
email: debian@onerussian.com
orcid: https://orcid.org/0000-0003-3456-2493
- given-names: Yasmin
family-names: Mzayek
website: https://github.com/ymzayek
affiliation: Inria, Saclay, France
orcid: https://orcid.org/0000-0003-2904-2530
- given-names: Yichun
family-names: Huang
website: https://github.com/YCHuang0610
affiliation: Peking University, Beijing, China
- given-names: Zvi
family-names: Baratz
website: https://github.com/ZviBaratz
affiliation: Tel-Aviv University, Israel
email: z.baratz@gmail.com
orcid: https://orcid.org/0000-0001-7159-1387
- given-names: Óscar
family-names: Nájera
website: https://github.com/Titan-C
affiliation: Checkmk
Committers
Last synced: about 2 years ago
Top Committers
| Name | Commits | |
|---|---|---|
| Gael Varoquaux | g****x@n****g | 1,037 |
| Elvis Dohmatob | e****b@i****r | 855 |
| Alexandre Abraham | a****e@g****m | 671 |
| Kshitij Chawla (kchawla-pi) | k****i@g****m | 638 |
| Kamalakar Daddy | d****y@g****m | 493 |
| Jerome Dockes | j****e@d****g | 466 |
| Loïc Estève | l****e@y****m | 458 |
| Bertrand Thirion | b****n@i****r | 317 |
| Martin Perez-Guevara | m****a@g****m | 294 |
| Philippe Gervais | p****s@i****r | 228 |
| Alexandre Abraham | a****m@c****r | 221 |
| Remi Gau | r****u@h****m | 197 |
| Gensollen | n****n@g****m | 195 |
| Andrés Hoyos Idrobo | a****o@g****m | 167 |
| Ben Cipollini | b****i@u****u | 144 |
| Yasmin | 6****k | 141 |
| Danilo Bzdok | d****k@g****m | 139 |
| Alexandre Abadie | a****e@i****r | 135 |
| Virgile Fritsch | v****h@g****m | 117 |
| Pierre Bellec | p****c@g****m | 109 |
| Julia Huntenburg | j****g@g****m | 102 |
| Michael Eickenberg | m****g@g****m | 82 |
| Salma Bougacha | s****a@h****m | 76 |
| Elizabeth DuPre | e****2@c****u | 73 |
| Jerome-Alexis Chevalier | j****r@i****r | 55 |
| Taylor Salo | t****6@f****u | 54 |
| Jean Kossaifi | j****i@g****m | 52 |
| Jaques Grobler | j****r@g****m | 51 |
| SylvainLan | s****l@s****r | 47 |
| Franz Liem | f****m@g****m | 44 |
| and 213 more... | ||
Committer Domains (Top 20 + Academic)
inria.fr: 16
cea.fr: 5
polytechnique.edu: 2
drago.saclay.inria.fr: 2
is223297.intra.cea.fr: 2
m4x.org: 2
stanford.edu: 2
univ-amu.fr: 2
is220245.(none): 1
crans.org: 1
ncl.ac.uk: 1
pallier.org: 1
posteo.org: 1
ki.se: 1
msn.com: 1
yandex.com: 1
msu.edu: 1
fseoane.net: 1
is208616.intra.cea.fr: 1
is148601.intra.cea.fr: 1
student.ethz.ch: 1
fiu.edu: 1
cornell.edu: 1
ucsd.edu: 1
uni-bielefeld.de: 1
physics.usyd.edu.au: 1
uiowa.edu: 1
unc.edu: 1
g.harvard.edu: 1
uvm.edu: 1
unmc.edu: 1
fz-juelich.de: 1
nih.gov: 1
oregonstate.edu: 1
dtu.dk: 1
uni-oldenburg.de: 1
Issues and Pull Requests
Last synced: 4 months ago
All Time
- Total issues: 453
- Total pull requests: 965
- Average time to close issues: 9 months
- Average time to close pull requests: 20 days
- Total issue authors: 89
- Total pull request authors: 51
- Average comments per issue: 2.61
- Average comments per pull request: 3.1
- Merged pull requests: 674
- Bot issues: 25
- Bot pull requests: 80
Past Year
- Issues: 254
- Pull requests: 739
- Average time to close issues: 18 days
- Average time to close pull requests: 4 days
- Issue authors: 36
- Pull request authors: 35
- Average comments per issue: 1.44
- Average comments per pull request: 2.75
- Merged pull requests: 509
- Bot issues: 23
- Bot pull requests: 59
Top Authors
Issue Authors
- Remi-Gau (235)
- man-shu (43)
- github-actions[bot] (16)
- bthirion (14)
- JohannesWiesner (9)
- rita-skinner[bot] (7)
- htwangtw (6)
- NicolasGensollen (6)
- ymzayek (6)
- psadil (4)
- hndgzkn (4)
- kchawla-pi (4)
- tsalo (4)
- gurraburra (4)
- jeromedockes (3)
Pull Request Authors
- Remi-Gau (647)
- man-shu (57)
- DimitriPapadopoulos (47)
- hndgzkn (46)
- github-actions[bot] (36)
- pre-commit-ci[bot] (32)
- dependabot[bot] (12)
- ymzayek (12)
- michellewang (8)
- psadil (4)
- jeromedockes (4)
- anupriyakkumari (4)
- victoris93 (3)
- PrakharJain1509 (3)
- NicolasGensollen (3)
Top Labels
Issue Labels
Bug (51)
Documentation (48)
Surface (43)
Enhancement (33)
Code quality (25)
GLM (21)
Report (19)
Plotting (18)
Good first issue (18)
Maintenance (17)
Effort: low (14)
Testing (14)
Impact: low (13)
Priority: low (13)
Masker (11)
Developer Experience (9)
Discussion (9)
Atlas (6)
BIDS (6)
Infrastructure (5)
Effort: medium (5)
User Experience (5)
hacktoberfest (4)
Impact: medium (4)
Hackathon (4)
Priority: high (4)
Effort: high (3)
Performance (3)
Usage (3)
API (3)
Pull Request Labels
Review required (99)
Surface (39)
Code quality (29)
Blocker (18)
Documentation (16)
Infrastructure (12)
Dependencies (12)
Plotting (5)
GLM (4)
Enhancement (4)
Blocked (2)
Priority: high (2)
User Experience (2)
Masker (2)
Testing (1)
Report (1)
Discussion (1)
Effort: medium (1)
Impact: high (1)
hacktoberfest-accepted (1)
BIDS (1)
Bug (1)
Next dev agenda (1)
Packages
- Total packages: 1
-
Total downloads:
- pypi 37 last-month
- Total dependent packages: 0
- Total dependent repositories: 1
- Total versions: 4
- Total maintainers: 2
pypi.org: hidimstat
High-dimensional statistical inference tools for Python
- Homepage: https://mind-inria.github.io/hidimstat
- Documentation: https://hidimstat.readthedocs.io/
- License: BSD 2-Clause License Copyright (c) 2024, Mind-Inria All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
-
Latest release: 0.2.0
published over 1 year ago
Rankings
Dependent packages count: 10.1%
Forks count: 12.5%
Stargazers count: 13.1%
Average: 18.2%
Dependent repos count: 21.6%
Downloads: 33.9%
Last synced:
4 months ago
Dependencies
.github/workflows/auto-comment.yml
actions
- bubkoo/auto-comment v1.0.7 composite
.github/workflows/build-docs.yml
actions
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.github/workflows/circle_artifacts.yml
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.github/workflows/codespell.yml
actions
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.github/workflows/testing.yml
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.github/workflows/trigger-hosting.yml
actions
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.binder/requirements.txt
pypi
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.github/workflows/black.yml
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.github/workflows/detect_test_pollution.yml
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.github/workflows/f_strings.yml
actions
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.github/workflows/flake8.yml
actions
- actions/checkout v3 composite
- actions/setup-python v4 composite
.github/workflows/isort.yml
actions
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.github/workflows/testing_install.yml
actions
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.github/workflows/update_authors.yml
actions
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.github/workflows/update_precommit_hooks.yml
actions
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pyproject.toml
pypi
- joblib >=1.0.0
- lxml *
- nibabel >=3.2.0
- numpy >=1.19.0
- packaging *
- pandas >=1.1.5
- requests >=2.25.0
- scikit-learn >=1.0.0
- scipy >=1.6.0
.github/workflows/assign.yml
actions
doc/binder/requirements.txt
pypi