https://github.com/alleninstitute/mouse_connectivity_models

Python package providing mesoscale connectivity models for mouse.

https://github.com/alleninstitute/mouse_connectivity_models

Science Score: 36.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
  • DOI references
    Found 1 DOI reference(s) in README
  • Academic publication links
  • Committers with academic emails
    4 of 8 committers (50.0%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (16.8%) to scientific vocabulary

Keywords

neuroscience open-science python scikit-learn

Keywords from Contributors

interactive projection archival sequences genomics observability autograding hacking shellcodes modular
Last synced: 5 months ago · JSON representation

Repository

Python package providing mesoscale connectivity models for mouse.

Basic Info
Statistics
  • Stars: 38
  • Watchers: 7
  • Forks: 15
  • Open Issues: 4
  • Releases: 0
Topics
neuroscience open-science python scikit-learn
Created about 8 years ago · Last pushed almost 2 years ago
Metadata Files
Readme Contributing License Authors

README.rst

.. -*- mode: rst -*-


mouse_connectivity_models
=========================

|Travis|_ |Codecov|_ |Readthedocs|_

.. |Travis| image:: https://travis-ci.org/AllenInstitute/mouse_connectivity_models.svg?branch=master
.. _Travis: https://travis-ci.org/AllenInstitute/mouse_connectivity_models

.. |Codecov| image:: https://codecov.io/gh/AllenInstitute/mouse_connectivity_models/branch/master/graph/badge.svg
.. _Codecov: https://codecov.io/gh/AllenInstitute/mouse_connectivity_models
.. |Readthedocs| image:: https://readthedocs.org/projects/mouse-connectivity-models/badge/?version=latest
.. _Readthedocs: http://mouse-connectivity-models.readthedocs.io/en/latest/?badge=latest


.. image:: cortical_projection.gif

mouse_connectivity_models is a Python module for constructing and testing
mesoscale connectivity models using data from the `Allen Institute for Brain
Science `_.

It provides models written in `Scikit-Learn `_
``estimator`` style, and has been used in the following publications:

- `High resolution data-driven model of the mouse connectome
  `_

**Download**: http://download.alleninstitute.org/publications/A_high_resolution_data-driven_model_of_the_mouse_connectome/

**Website**: http://mouse-connectivity-models.readthedocs.io/en/latest/

Installation
------------

Dependencies
~~~~~~~~~~~~

mouse_connectivity_models requires:

- Python (>=2.7 or >= 3.4)
- scikit-learn (>= 0.22.1)
- allensdk (>= 2.10.1)

For running the examples Matplotlib >= 1.3.1 is required.

We have only tested and used this package on Linux.

User installation
~~~~~~~~~~~~~~~~~

We use `Git `_ for our version control and `Github
`_ for hosting our main repository.

You can check out the latest sources and install using ``pip``::

    $ git clone git@github.com:AllenInstitute/mouse_connectivity_models.git
    $ cd mouse_connectivity_models
    $ pip install .


Level of Support
----------------
We are not currently supporting this code, but simply releasing it to the
community AS IS but are not able to provide any guarantees of support. The
community is welcome to submit issues, but you should not expect an active
response.


Contributing
------------
We encourage the community to contribute! Please first review the `Allen
Institute Contributing Agreement `_, then refer to the
`contributing guide `_.


Installing the ``dev`` requirements
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Use `pipenv `_ to install the ``dev``
dependencies. If you do not have ``pipenv`` currently installed ::

   $ pip install pipenv

Then install ``dev`` dependencies ::

   $ pipenv install --dev

This will create a virtual environment on your machine for this project. To
activate the virtual environment (to develop) ::

   $ pipenv shell


Testing
~~~~~~~

After installation, you can launch the test suite from outside the source
directory (``mcmodels``) using `pytest `_ ::

   $ pytest mcmodels


Help and Support
----------------

Documentation
~~~~~~~~~~~~~
The documentation that supports mouse_connectivity_models can be found at the
`Website `_.

Owner

  • Name: Allen Institute
  • Login: AllenInstitute
  • Kind: organization
  • Location: Seattle, WA

Please visit http://alleninstitute.github.io/ for more information.

GitHub Events

Total
  • Issues event: 1
  • Fork event: 1
Last Year
  • Issues event: 1
  • Fork event: 1

Committers

Last synced: 10 months ago

All Time
  • Total Commits: 391
  • Total Committers: 8
  • Avg Commits per committer: 48.875
  • Development Distribution Score (DDS): 0.118
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Joseph Knox j****3@u****u 345
Kameron Decker Harris k****h@u****u 26
nile graddis n****s@g****m 8
dependabot[bot] 4****] 3
Jennifer Whitesell j****h@w****g 3
Jennifer Whitesell j****h@a****g 3
Jennifer Whitesell j****h@l****l 2
Noam Ringach 5****o 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 10 months ago

All Time
  • Total issues: 39
  • Total pull requests: 45
  • Average time to close issues: 4 months
  • Average time to close pull requests: 21 days
  • Total issue authors: 16
  • Total pull request authors: 6
  • Average comments per issue: 1.74
  • Average comments per pull request: 0.38
  • Merged pull requests: 38
  • Bot issues: 0
  • Bot pull requests: 12
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • jknox13 (9)
  • kamdh (5)
  • damingli09 (2)
  • FedeClaudi (2)
  • NileGraddis (1)
  • kokehel (1)
  • lguyot (1)
  • magnesium2400 (1)
  • ChristianNitzsche (1)
  • sjkoelle (1)
  • alex4200 (1)
  • LudovicoColetta (1)
  • keiko-fujii (1)
  • jw156605 (1)
  • rettigl (1)
Pull Request Authors
  • kamdh (9)
  • jknox13 (9)
  • dependabot[bot] (8)
  • DrJigsaw (3)
  • NileGraddis (3)
  • nbingo (1)
Top Labels
Issue Labels
Pull Request Labels
dependencies (8)

Dependencies

Pipfile pypi
  • bumpversion * develop
  • cookiecutter * develop
  • coverage * develop
  • funcsigs >=1 develop
  • matplotlib * develop
  • mock * develop
  • nose * develop
  • numpydoc * develop
  • pillow * develop
  • pytest * develop
  • ruamel.yaml * develop
  • sphinx <1.7 develop
  • sphinx-gallery * develop
  • tox * develop
  • typing * develop
  • allensdk *
  • numpy *
  • pandas *
  • scipy *
  • six *
  • sklearn *
Pipfile.lock pypi
  • alabaster ==0.7.12 develop
  • arrow ==0.15.4 develop
  • attrs ==19.3.0 develop
  • babel ==2.7.0 develop
  • binaryornot ==0.4.4 develop
  • bumpversion ==0.5.3 develop
  • certifi ==2019.11.28 develop
  • chardet ==3.0.4 develop
  • click ==7.0 develop
  • cookiecutter ==1.6.0 develop
  • coverage ==4.5.1 develop
  • cycler ==0.10.0 develop
  • docutils ==0.15.2 develop
  • funcsigs ==1.0.2 develop
  • future ==0.18.2 develop
  • idna ==2.8 develop
  • imagesize ==1.1.0 develop
  • jinja2 ==2.10.3 develop
  • jinja2-time ==0.2.0 develop
  • kiwisolver ==1.1.0 develop
  • markupsafe ==1.1.1 develop
  • matplotlib ==3.1.2 develop
  • mock ==2.0.0 develop
  • more-itertools ==8.0.2 develop
  • nose ==1.3.7 develop
  • numpy ==1.14.3 develop
  • numpydoc ==0.8.0 develop
  • pbr ==5.4.4 develop
  • pillow ==6.2.1 develop
  • pluggy ==0.6.0 develop
  • poyo ==0.5.0 develop
  • py ==1.8.0 develop
  • pygments ==2.5.2 develop
  • pyparsing ==2.4.5 develop
  • pytest ==3.5.1 develop
  • python-dateutil ==2.8.1 develop
  • pytz ==2019.3 develop
  • requests ==2.22.0 develop
  • ruamel.yaml ==0.16.5 develop
  • six ==1.11.0 develop
  • snowballstemmer ==2.0.0 develop
  • sphinx ==1.6.7 develop
  • sphinx-gallery ==0.1.13 develop
  • sphinxcontrib-websupport ==1.1.2 develop
  • tox ==3.0.0 develop
  • typing ==3.6.4 develop
  • urllib3 ==1.25.7 develop
  • virtualenv ==16.7.8 develop
  • whichcraft ==0.6.1 develop
  • allensdk ==0.14.4
  • certifi ==2019.11.28
  • chardet ==3.0.4
  • cycler ==0.10.0
  • decorator ==4.4.1
  • future ==0.18.2
  • h5py ==2.10.0
  • idna ==2.8
  • imageio ==2.6.1
  • jinja2 ==2.10.3
  • joblib ==0.14.1
  • kiwisolver ==1.1.0
  • markupsafe ==1.1.1
  • matplotlib ==3.1.2
  • networkx ==2.4
  • numpy ==1.14.3
  • pandas ==0.19.2
  • patsy ==0.5.1
  • pillow ==6.2.1
  • pynrrd ==0.4.1
  • pyparsing ==2.4.5
  • python-dateutil ==2.8.1
  • pytz ==2019.3
  • pywavelets ==1.1.1
  • requests ==2.22.0
  • requests-toolbelt ==0.9.1
  • scikit-image ==0.16.2
  • scikit-learn ==0.22
  • scipy ==1.1.0
  • simplejson ==3.17.0
  • six ==1.11.0
  • sklearn ==0.0
  • statsmodels ==0.10.2
  • urllib3 ==1.25.7
requirements-doc.txt pypi
  • allensdk *
  • coverage *
  • matplotlib ==2.2.2
  • mock *
  • nose *
  • numpydoc *
  • pillow *
  • pytest *
  • sklearn *
  • sphinx <1.7
  • sphinx-gallery *
  • sphinx_rtd_theme *
setup.py pypi