MDEntropy

MDEntropy: Information-Theoretic Analyses for Molecular Dynamics - Published in JOSS (2017)

https://github.com/msmbuilder/mdentropy

Science Score: 95.0%

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
    Found .zenodo.json file
  • DOI references
    Found 7 DOI reference(s) in README and JOSS metadata
  • Academic publication links
    Links to: joss.theoj.org
  • Committers with academic emails
    2 of 4 committers (50.0%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
    Published in Journal of Open Source Software

Scientific Fields

Mathematics Computer Science - 84% confidence
Last synced: 6 months ago · JSON representation

Repository

Analyze correlated motions in MD trajectories with only a few lines of Python.

Basic Info
  • Host: GitHub
  • Owner: msmbuilder
  • License: mit
  • Language: Python
  • Default Branch: master
  • Homepage:
  • Size: 575 KB
Statistics
  • Stars: 32
  • Watchers: 4
  • Forks: 13
  • Open Issues: 12
  • Releases: 4
Created about 11 years ago · Last pushed about 8 years ago
Metadata Files
Readme Contributing License

README.md

Build Status Code Health PyPI version License Documentation DOI

MDEntropy

MDEntropy is a python library that allows users to perform information-theoretic analyses on molecular dynamics (MD) trajectories. It includes methods to calculate:

  • Bias-Corrected Entropy
  • Conditional Entropy
  • Mutual Information
  • Normalized Mutual Information
  • Conditional Mutual Information
  • Normalized Conditional Mutual Information

Documentation

Full documentation can be found at http://msmbuilder.org/mdentropy/. For information about installation, please refer to our Installation page.

We also have example notebooks with common use cases for MDEntropy. Please feel free to add your own as a pull-request!

Requirements

  • python>=3.4
  • numpy>=1.10.4
  • scipy>=0.17.0
  • scikit-learn>=0.17.0
  • msmbuilder>=3.5.0
  • nose (optional, for testing)

Citing

Please cite:

bibtex @article{mdentropy, author = {Carlos X. Hern{\'{a}}ndez and Vijay S. Pande}, title = {{MDEntropy: Information-Theoretic Analyses for Molecular Dynamics}}, month = nov, year = 2017, doi = {10.21105/joss.00427}, url = {https://doi.org/10.21105/joss.00427} }

Owner

  • Name: MSMBuilder
  • Login: msmbuilder
  • Kind: organization
  • Email: msmbuilder-user@lists.stanford.edu

Statistical models for biomolecular dynamics

JOSS Publication

MDEntropy: Information-Theoretic Analyses for Molecular Dynamics
Published
November 15, 2017
Volume 2, Issue 19, Page 427
Authors
Carlos X. Hernández ORCID
Stanford University
Vijay S. Pande
Stanford University
Editor
Ariel Rokem ORCID
Tags
information theory molecular dynamics time-series

GitHub Events

Total
  • Watch event: 1
Last Year
  • Watch event: 1

Committers

Last synced: 7 months ago

All Time
  • Total Commits: 185
  • Total Committers: 4
  • Avg Commits per committer: 46.25
  • Development Distribution Score (DDS): 0.189
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Carlos Hernandez c****h@s****u 150
Carlos Hernández c****z 31
Muneeb m****n@i****r 3
server user for FAH s****r@v****u 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 44
  • Total pull requests: 32
  • Average time to close issues: 4 months
  • Average time to close pull requests: 7 days
  • Total issue authors: 13
  • Total pull request authors: 3
  • Average comments per issue: 1.52
  • Average comments per pull request: 0.75
  • Merged pull requests: 29
  • Bot issues: 0
  • Bot pull requests: 0
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
  • cxhernandez (26)
  • rupeshagarwal (3)
  • MamtaMohan (2)
  • MidhunkMadhu (2)
  • evanfeinberg (2)
  • Martin1937 (2)
  • cing (1)
  • autodataming (1)
  • jgpattis (1)
  • brookehus (1)
  • jiajiexiao (1)
  • anotherjoshsmith (1)
  • tharpole-chwy (1)
Pull Request Authors
  • cxhernandez (30)
  • evanfeinberg (1)
  • msultan (1)
Top Labels
Issue Labels
question (4) help wanted (2) bug (1)
Pull Request Labels
changelog (1) tested (1)

Dependencies

docs/requirements.txt pypi
  • jinja2 *
  • jupyter *
  • matplotlib *
  • msmb_data *
  • msmbuilder *
  • msmexplorer *
  • nbconvert *
  • numpydoc *
  • pyparsing *
  • python *
  • traitlets *
requirements.txt pypi
  • mdtraj *
  • msmbuilder *
  • numpy *
  • pandas *
  • scipy *