textnets

textnets: A Python package for text analysis with networks - Published in JOSS (2020)

https://github.com/jboynyc/textnets

Science Score: 100.0%

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 16 DOI reference(s) in README and JOSS metadata
✓
Academic publication links
Links to: joss.theoj.org
✓
Committers with academic emails
1 of 9 committers (11.1%) from academic institutions
○
Institutional organization owner
✓
JOSS paper metadata
Published in Journal of Open Source Software

Keywords

computational-social-science network-analysis nlp sociology text-analysis text-as-data visualization

Scientific Fields

Mathematics Computer Science - 84% confidence

Last synced: 4 months ago · JSON representation ·

Repository

Text analysis with networks.

Basic Info

Host: GitHub
Owner: jboynyc
License: gpl-3.0
Language: Python
Default Branch: trunk
Homepage: https://textnets.readthedocs.io/
Size: 2.92 MB

Statistics

Stars: 288
Watchers: 11
Forks: 24
Open Issues: 2
Releases: 39

Topics

computational-social-science network-analysis nlp sociology text-analysis text-as-data visualization

Created about 8 years ago · Last pushed 9 months ago

Metadata Files

Readme Changelog Contributing License Citation Authors

README.rst

=====================================
Textnets: text analysis with networks
=====================================

.. image:: https://mybinder.org/badge_logo.svg
   :target: https://mybinder.org/v2/gh/jboynyc/textnets-binder/trunk?filepath=Tutorial.ipynb
   :alt: Launch on Binder

.. image:: https://github.com/jboynyc/textnets/actions/workflows/ci.yml/badge.svg
   :target: https://github.com/jboynyc/textnets/actions/workflows/ci.yml
   :alt: CI Status

.. image:: https://readthedocs.org/projects/textnets/badge/?version=stable
   :target: https://textnets.readthedocs.io/en/stable/?badge=stable
   :alt: Documentation Status

.. image:: https://joss.theoj.org/papers/10.21105/joss.02594/status.svg
   :target: https://doi.org/10.21105/joss.02594
   :alt: Published in Journal of Open Source Software

**textnets** represents collections of texts as networks of documents and
words. This provides novel possibilities for the visualization and analysis of
texts.

.. figure:: https://textnets.readthedocs.io/en/dev/_static/impeachment-statements.svg
   :alt: Bipartite network graph

   Network of U.S. Senators and words used in their official statements
   following the acquittal vote in the 2020 Senate impeachment trial (`source
   `_).

**textnets** is free software under the terms of the GNU General Public License
v3.

The ideas underlying **textnets** are presented in this paper:

  Christopher A. Bail, "`Combining natural language processing and network
  analysis to examine how advocacy organizations stimulate conversation on social
  media`__," *Proceedings of the National Academy of Sciences of the United States
  of America* 113, no. 42 (2016), 11823–11828, doi:10.1073/pnas.1607151113.

__ https://doi.org/10.1073/pnas.1607151113

Initially begun as a Python implementation of `Chris Bail's textnets package
for R`_, **textnets** now comprises several unique features for term extraction
and weighing, visualization, and analysis.

.. _`Chris Bail's textnets package for R`: https://github.com/cbail/textnets/

Features
--------

**textnets** builds on `spaCy`_, a state-of-the-art library for
natural-language processing, and `igraph`_ for network analysis. It uses the
`Leiden algorithm`_ for community detection, which is able to perform community
detection on the bipartite (word–group) network.

.. _`igraph`: http://igraph.org/python/
.. _`Leiden algorithm`: https://doi.org/10.1038/s41598-019-41695-z
.. _`spaCy`: https://spacy.io/

**textnets** is installable using the ``pip`` and ``nix`` package managers. It
requires Python 3.9 or higher.

**textnets** integrates seamlessly with Python's excellent `scientific stack`_.
That means that you can use **textnets** to analyze and visualize your data in
Jupyter notebooks!

.. _`scientific stack`: https://scientific-python.org

Read `the documentation `_ to learn more about
the package's features.

Citation
--------

Using **textnets** in a scholarly publication? Please cite this paper:

.. code-block:: bibtex

   @article{Boy2020,
     author   = {John D. Boy},
     title    = {textnets},
     subtitle = {A {P}ython Package for Text Analysis with Networks},
     journal  = {Journal of Open Source Software},
     volume   = {5},
     number   = {54},
     pages    = {2594},
     year     = {2020},
     doi      = {10.21105/joss.02594},
   }

Learn More
----------

==================  =============================================
**Documentation**   https://textnets.readthedocs.io/
**Repository**      https://github.com/jboynyc/textnets
**Issues & Ideas**  https://github.com/jboynyc/textnets/issues
**PyPI**            https://pypi.org/project/textnets/
**FOSDEM ’22**      https://fosdem.org/2022/schedule/event/open_research_textnets/
**DOI**             `10.21105/joss.02594 `_
**Archive**         `10.5281/zenodo.3866676 `_
==================  =============================================

.. image:: https://textnets.readthedocs.io/en/dev/_static/textnets-logo.svg
   :alt: textnets logo
   :target: https://textnets.readthedocs.io
   :align: center
   :width: 140

Owner

Name: John Boy
Login: jboynyc
Kind: user
Location: Amsterdam ✖✖✖
Company: Leiden University

Website: https://www.jboy.space
Twitter: jboy
Repositories: 11
Profile: https://github.com/jboynyc

full-stack sociologist

JOSS Publication

textnets: A Python package for text analysis with networks

Published

October 15, 2020

DOI

10.21105/joss.02594

Volume 5, Issue 54, Page 2594

Authors

John D. Boy

Assistant Professor, Faculty of Social Sciences, Leiden University

Editor

George K. Thiruvathukal

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use this package, please cite it as below."
authors:
- family-names: "Boy"
  given-names: "John"
  orcid: "https://orcid.org/0000-0003-2118-4702"
title: "textnets"
doi: "10.5281/zenodo.3866676"
url: "https://textnets.readthedocs.io"
preferred-citation:
  type: article
  authors:
  - family-names: "Boy"
    given-names: "John"
    orcid: "https://orcid.org/0000-0003-2118-4702"
  title: "textnets: A Python Package for Text Analysis with Networks"
  journal: "Journal of Open Source Software"
  volume: 5
  issue: 54
  year: 2020
  start: 2594
  doi: "10.21105/joss.02594"

Papers & Mentions

Total mentions: 1

Organizational Disaster Communication Ecology: Examining Interagency Coordination on Social Media During the Onset of the COVID-19 Pandemic

DOI: 10.1177/0002764221992823
OpenAlex ID: https://openalex.org/W3127611902
Published: February 2021

Last synced: 2 months ago

GitHub Events

Total

Create event: 5
Issues event: 3
Release event: 4
Watch event: 4
Delete event: 2
Issue comment event: 10
Push event: 25
Fork event: 2

Last Year

Create event: 5
Issues event: 3
Release event: 4
Watch event: 4
Delete event: 2
Issue comment event: 10
Push event: 25
Fork event: 2

Committers

Last synced: 5 months ago

All Time

Total Commits: 882
Total Committers: 9
Avg Commits per committer: 98.0
Development Distribution Score (DDS): 0.042

Past Year

Commits: 48
Committers: 1
Avg Commits per committer: 48.0
Development Distribution Score (DDS): 0.0

Top Committers

Name	Email	Commits
John D. Boy	j**y@b**e	845
jdboy	j**y@c**l	18
jdboy	j**y@s**l	8
John Boy	j**y@u**l	4
jdboy	j**y@l**l	3
pyup-bot	g**t@p**o	1
Jeremy Foote	j**1@g**m	1
Jamal135	5****5	1
John Boy	j**t@s**g	1

Committer Domains (Top 20 + Academic)

sdf.org: 1 pyup.io: 1 lumc.nl: 1 uva.nl: 1 shark.researchlumc.nl: 1 camouflageshark.researchlumc.nl: 1 bius.moe: 1

Issues and Pull Requests

Last synced: 4 months ago

All Time

Total issues: 43
Total pull requests: 22
Average time to close issues: 2 months
Average time to close pull requests: 9 days
Total issue authors: 17
Total pull request authors: 7
Average comments per issue: 2.91
Average comments per pull request: 0.95
Merged pull requests: 7
Bot issues: 0
Bot pull requests: 9

Past Year

Issues: 1
Pull requests: 0
Average time to close issues: 11 days
Average time to close pull requests: N/A
Issue authors: 1
Pull request authors: 0
Average comments per issue: 9.0
Average comments per pull request: 0
Merged pull requests: 0
Bot issues: 0
Bot pull requests: 0

View more stats

Top Authors

Issue Authors

jboynyc (20)
BrandonKMLee (4)
sara-02 (3)
clark874 (2)
segu239 (1)
henri-rq (1)
sarahec (1)
onigiricoco (1)
Jamal135 (1)
tresoldi (1)
ReichYang (1)
aswansyahputra (1)
cacostame (1)
ehsong (1)
yaotianzhang (1)

Pull Request Authors

dependabot[bot] (9)
jboynyc (4)
pyup-bot (4)
BytingBitz (2)
danielskatz (2)
BrandonKMLee (1)
jdfoote (1)

Top Labels

Issue Labels

enhancement (11) bug (7) documentation (5) question (4) good first issue (1)

Pull Request Labels

dependencies (9)

Packages

Total packages: 2
Total downloads:
- pypi 403 last-month

Total dependent packages: 0
(may contain duplicates)
Total dependent repositories: 1
(may contain duplicates)
Total versions: 52
Total maintainers: 1

pypi.org: textnets

Automated text analysis with networks

Documentation: https://textnets.readthedocs.io
License: GPL-3.0-only
Latest release: 0.10.3
published 9 months ago

Versions: 37
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 403 Last month

Rankings

Stargazers count: 3.9%

Downloads: 7.7%

Forks count: 8.6%

Dependent packages count: 10.0%

Average: 10.4%

Dependent repos count: 21.7%

Maintainers (1)

jboy

Last synced: 4 months ago

conda-forge.org: textnets

textnets represents collections of texts as networks of documents and words. This provides novel possibilities for the visualization and analysis of text corpora.

Homepage: https://textnets.readthedocs.io
License: GPL-3.0-only
Latest release: 0.8.5
published about 3 years ago

Versions: 15
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Stargazers count: 22.1%

Dependent repos count: 34.0%

Forks count: 35.4%

Average: 35.7%

Dependent packages count: 51.2%

Last synced: 4 months ago

Dependencies

.github/workflows/ci.yml actions

actions/checkout v3 composite
actions/setup-python v4 composite

.github/workflows/codeql-analysis.yml actions

actions/checkout v2 composite
github/codeql-action/analyze v2 composite
github/codeql-action/autobuild v2 composite
github/codeql-action/init v2 composite

.github/workflows/pypi.yml actions

actions/checkout v3 composite
actions/download-artifact v3 composite
actions/setup-python v4 composite
actions/upload-artifact v2 composite
pypa/gh-action-pypi-publish release/v1 composite

poetry.lock pypi

146 dependencies

pyproject.toml pypi

coverage ^6.0.2 develop
flake8 ^5.0.4 develop
mypy ^0.991 develop
pandas-stubs ^1.5.2 develop
pytest ^7.1.2 develop
ufmt ^2.0.0 develop
Cython ^0.29.24
Sphinx ^5.0.2
cairocffi ^1.4.0
concepts ^0.9.2
igraph ^0.10.1
jupyter-sphinx ^0.4.0
leidenalg ^0.9.0
pandas ^1.5.0
pycairo ^1.22.0
pydata-sphinx-theme ^0.12.0
python >=3.8.0,<3.12
scipy ^1.9.1
spacy ^3.4.3
sphinxcontrib-bibtex ^2.3.0
toolz ^0.12.0
tqdm ^4.64.1
wasabi ^0.10.1

textnets

Science Score: 100.0%

Keywords

Scientific Fields

Repository

Basic Info

Statistics

Topics

Metadata Files

README.rst

Owner

JOSS Publication

textnets: A Python package for text analysis with networks

Authors

Editor

Tags

Citation (CITATION.cff)

Papers & Mentions

Organizational Disaster Communication Ecology: Examining Interagency Coordination on Social Media During the Onset of the COVID-19 Pandemic

GitHub Events

Total

Last Year

Committers

All Time

Past Year

Top Committers

Committer Domains (Top 20 + Academic)

Issues and Pull Requests

All Time

Past Year

Top Authors

Issue Authors

Pull Request Authors

Top Labels

Issue Labels

Pull Request Labels

Packages

pypi.org: textnets

Rankings

Maintainers (1)

conda-forge.org: textnets

Rankings

Dependencies