dython: A Set of Analysis and Visualization Tools for Data and Variables in Python

dython: A Set of Analysis and Visualization Tools for Data and Variables in Python - Published in JOSS (2025)

https://github.com/shakedzy/dython

Science Score: 89.0%

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

  • CITATION.cff file
  • codemeta.json file
  • .zenodo.json file
  • DOI references
    Found 3 DOI reference(s) in README and JOSS metadata
  • Academic publication links
    Links to: zenodo.org
  • Committers with academic emails
    1 of 19 committers (5.3%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
    Published in Journal of Open Source Software

Keywords

analysis correlation data modeling plot python roc
Last synced: 2 months ago · JSON representation

Repository

A set of data tools in Python

Basic Info
  • Host: GitHub
  • Owner: shakedzy
  • License: mit
  • Language: Python
  • Default Branch: master
  • Homepage: http://shakedzy.xyz/dython/
  • Size: 4.49 MB
Statistics
  • Stars: 508
  • Watchers: 13
  • Forks: 102
  • Open Issues: 0
  • Releases: 42
Topics
analysis correlation data modeling plot python roc
Created about 8 years ago · Last pushed 3 months ago
Metadata Files
Readme Changelog Contributing Funding License Code of conduct

README.md

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Dython

PyPI Version Conda Version Python Version PyPI - Downloads Coverage License DOI

A set of Data analysis tools in pYTHON 3.x.

Dython was designed with analysis usage in mind - meaning ease-of-use, functionality and readability are the core values of this library.

Installation

Dython can be installed directly using pip: pip install dython or, via the conda package manager: conda install -c conda-forge dython

Documentation

Modules documentation can be found on shakedzy.xyz/dython. You can also learn more and see examples of the main methods of this library on these blogposts.

Contributing

Contributions are always welcomed - if you found something you can fix, or have an idea for a new feature, feel free to write it and open a pull request. Please make sure to go over the contributions guidelines.

Citing

Use this reference to cite if you use Dython in a paper: bibtex @software{Zychlinski_dython_2018, author = {Zychlinski, Shaked}, title = {{dython}}, year = {2018}, url = {https://github.com/shakedzy/dython}, doi = {10.5281/zenodo.12698421} }

Owner

  • Name: Shaked Zychlinski
  • Login: shakedzy
  • Kind: user
  • Location: Tel Aviv, Israel
  • Company: @LightricksResearch

JOSS Publication

dython: A Set of Analysis and Visualization Tools for Data and Variables in Python
Published
December 17, 2025
Volume 10, Issue 116, Page 9174
Authors
Shaked Zychlinski ORCID
Independent Researcher, Israel
Editor
Richard Littauer ORCID
Tags
exploratory data analysis EDA correlation categorical data visualization

Papers & Mentions

Total mentions: 1

Species delimitation, environmental cline and phylogeny for a new Neotropical genus of Cryptinae (Ichneumonidae)
Last synced: 2 months ago

GitHub Events

Total
  • Create event: 4
  • Release event: 2
  • Issues event: 7
  • Watch event: 11
  • Issue comment event: 5
  • Push event: 22
  • Pull request event: 5
  • Fork event: 1
Last Year
  • Create event: 4
  • Release event: 2
  • Issues event: 6
  • Watch event: 8
  • Issue comment event: 4
  • Push event: 22
  • Pull request event: 5

Committers

Last synced: 4 months ago

All Time
  • Total Commits: 555
  • Total Committers: 19
  • Avg Commits per committer: 29.211
  • Development Distribution Score (DDS): 0.231
Past Year
  • Commits: 15
  • Committers: 1
  • Avg Commits per committer: 15.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Shaked Zychlinski s****y@g****m 427
Shaked Zychlinski s****z@t****m 31
Nuclear03020704 l****n@g****m 23
Shaked Zychlinski s****i@l****m 18
mahieyin-rahmun m****n@g****m 11
Ben Auffarth b****h@w****k 10
Shaked Zychlinski s****i@d****m 10
Sarthak Pati s****i@p****u 6
Minh-Duc, LUU v****u@g****m 4
enrir e****o@c****g 3
Ahmed a****d@s****g 2
enrir 3****r 2
whitesource-bolt-for-github[bot] w****] 2
Bauke b****r@g****m 1
shakedzy s****d@g****m 1
Matjaz Bercic me@m****g 1
benman1 a****h@g****m 1
govindjsk 3****k 1
swayam patil s****3@g****m 1

Issues and Pull Requests

Last synced: 2 months ago

All Time
  • Total issues: 75
  • Total pull requests: 52
  • Average time to close issues: 2 months
  • Average time to close pull requests: 10 days
  • Total issue authors: 52
  • Total pull request authors: 14
  • Average comments per issue: 2.31
  • Average comments per pull request: 1.12
  • Merged pull requests: 45
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 3
  • Pull requests: 5
  • Average time to close issues: 1 day
  • Average time to close pull requests: 7 minutes
  • Issue authors: 2
  • Pull request authors: 1
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 5
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • shakedzy (13)
  • KonradHoeffner (3)
  • uy4567 (2)
  • lucazav (2)
  • jayceslesar (2)
  • RNarayan73 (2)
  • lyrasheu1210 (2)
  • tamasbarat (2)
  • Jassy87 (2)
  • Nevermetyou65 (2)
  • Baukebrenninkmeijer (2)
  • AndhikaWB (1)
  • mainguyenanhvu (1)
  • antonae (1)
  • skuam (1)
Pull Request Authors
  • shakedzy (31)
  • sarthakpati (5)
  • mainguyenanhvu (2)
  • mahieyin-rahmun (2)
  • lahdjirayhan (2)
  • Swish78 (2)
  • victor-luu191 (1)
  • jayceslesar (1)
  • sksvineeth (1)
  • govindjsk (1)
  • matbb (1)
  • enrir (1)
  • aviacoder (1)
  • kurt-hectic (1)
Top Labels
Issue Labels
enhancement (21) question (17) bug (15) nothing to do (13) help wanted (7) duplicate (5) dependency issue (2) can't reproduce (2) more information required (2) versioning (2) deprecation handling (1) documentation (1)
Pull Request Labels

Packages

  • Total packages: 9
  • Total downloads:
    • pypi 68,403 last-month
  • Total docker downloads: 13
  • Total dependent packages: 9
    (may contain duplicates)
  • Total dependent repositories: 47
    (may contain duplicates)
  • Total versions: 67
  • Total maintainers: 2
pypi.org: dython

A set of data tools in Python

  • Versions: 52
  • Dependent Packages: 9
  • Dependent Repositories: 47
  • Downloads: 68,403 Last month
  • Docker Downloads: 13
Rankings
Downloads: 0.7%
Dependent packages count: 1.1%
Average: 1.8%
Dependent repos count: 2.1%
Docker downloads count: 3.4%
Maintainers (1)
Last synced: 2 months ago
alpine-v3.18: py3-dython

A set of data tools in Python

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 5.8%
Forks count: 11.4%
Stargazers count: 11.8%
Maintainers (1)
Last synced: 3 months ago
alpine-v3.18: py3-dython-pyc

Precompiled Python bytecode for py3-dython

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 5.8%
Forks count: 11.4%
Stargazers count: 11.8%
Maintainers (1)
Last synced: 3 months ago
alpine-edge: py3-dython

A set of data tools in Python

  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Average: 10.0%
Forks count: 12.2%
Stargazers count: 13.1%
Dependent packages count: 14.6%
Maintainers (1)
Last synced: 4 months ago
alpine-edge: py3-dython-pyc

Precompiled Python bytecode for py3-dython

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Average: 10.0%
Forks count: 12.5%
Stargazers count: 13.5%
Dependent packages count: 14.3%
Maintainers (1)
Last synced: 5 months ago
alpine-v3.19: py3-dython

A set of data tools in Python

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Last synced: 3 months ago
alpine-v3.20: py3-dython-pyc

Precompiled Python bytecode for py3-dython

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 3 months ago
alpine-v3.20: py3-dython

A set of data tools in Python

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 3 months ago
alpine-v3.19: py3-dython-pyc

Precompiled Python bytecode for py3-dython

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 3 months ago

Dependencies

dev_requirements.txt pypi
  • hypothesis >=6.24.0
  • pytest >=6.2.2
requirements.txt pypi
  • matplotlib >=3.4.3
  • numpy >=1.19.5
  • pandas >=1.3.2
  • scikit-learn >=0.24.2
  • scikit-plot >=0.3.7
  • scipy >=1.7.1
  • seaborn >=0.11.0
.github/workflows/pytest.yml actions
  • actions/checkout v3 composite
  • actions/setup-python v3 composite
.github/workflows/pythonpublish.yml actions
  • actions/checkout v3 composite
  • actions/checkout v2 composite
  • actions/setup-python v3 composite
  • actions/setup-python v1 composite