From 481d7b34039eaa93ce0c99ed667f3a8b62ef98ed Mon Sep 17 00:00:00 2001 From: trananhkma Date: Thu, 4 Aug 2022 10:00:21 +0700 Subject: [PATCH] "update 2022-08-04T10:00:20.881863" --- README.md | 961 +++++++++++++++++++++++++++--------------------------- 1 file changed, 481 insertions(+), 480 deletions(-) diff --git a/README.md b/README.md index c3ee7c3..3247965 100644 --- a/README.md +++ b/README.md @@ -107,80 +107,80 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for administrative interfaces.* -* [:octocat: ajenti](https://github.com/ajenti/ajenti) - :star: 6799 :fork_and_knife: 799 - The admin panel your servers deserve. +* [:octocat: ajenti](https://github.com/ajenti/ajenti) - :star: 6813 :fork_and_knife: 800 - The admin panel your servers deserve. * [:earth_americas: django-grappelli](https://grappelliproject.com/) - A jazzy skin for the Django Admin-Interface. -* [:octocat: django-jet](https://github.com/geex-arts/django-jet) - :star: 3302 :fork_and_knife: 768 - Modern responsive template for the Django admin interface with improved functionality. +* [:octocat: django-jet](https://github.com/geex-arts/django-jet) - :star: 3310 :fork_and_knife: 766 - Modern responsive template for the Django admin interface with improved functionality. * [:earth_americas: django-suit](https://djangosuit.com/) - Alternative Django Admin-Interface (free only for Non-commercial use). -* [:octocat: django-xadmin](https://github.com/sshwsfc/xadmin) - :star: 4661 :fork_and_knife: 1430 - Drop-in replacement of Django admin comes with lots of goodies. -* [:octocat: flask-admin](https://github.com/flask-admin/flask-admin) - :star: 5111 :fork_and_knife: 1467 - Simple and extensible administrative interface framework for Flask. -* [:octocat: flower](https://github.com/mher/flower) - :star: 5292 :fork_and_knife: 950 - Real-time monitor and web admin for Celery. -* [:octocat: jet-bridge](https://github.com/jet-admin/jet-bridge) - :star: 1229 :fork_and_knife: 116 - Admin panel framework for any application with nice UI (ex Jet Django) -* [:octocat: wooey](https://github.com/wooey/wooey) - :star: 1784 :fork_and_knife: 177 - A Django app which creates automatic web UIs for Python scripts. +* [:octocat: django-xadmin](https://github.com/sshwsfc/xadmin) - :star: 4661 :fork_and_knife: 1428 - Drop-in replacement of Django admin comes with lots of goodies. +* [:octocat: flask-admin](https://github.com/flask-admin/flask-admin) - :star: 5119 :fork_and_knife: 1476 - Simple and extensible administrative interface framework for Flask. +* [:octocat: flower](https://github.com/mher/flower) - :star: 5312 :fork_and_knife: 952 - Real-time monitor and web admin for Celery. +* [:octocat: jet-bridge](https://github.com/jet-admin/jet-bridge) - :star: 1235 :fork_and_knife: 116 - Admin panel framework for any application with nice UI (ex Jet Django) +* [:octocat: wooey](https://github.com/wooey/wooey) - :star: 1792 :fork_and_knife: 178 - A Django app which creates automatic web UIs for Python scripts. ## Algorithms and Design Patterns *Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms).* * Algorithms - * [:octocat: algorithms](https://github.com/keon/algorithms) - :star: 21313 :fork_and_knife: 4356 - Minimal examples of data structures and algorithms. - * [:octocat: python-ds](https://github.com/prabhupant/python-ds) - :star: 1740 :fork_and_knife: 489 - A collection of data structure and algorithms for coding interviews. - * [:octocat: sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - :star: 2619 :fork_and_knife: 175 - Fast and pure-Python implementation of sorted collections. - * [:octocat: TheAlgorithms](https://github.com/TheAlgorithms/Python) - :star: 140454 :fork_and_knife: 36262 - All Algorithms implemented in Python. + * [:octocat: algorithms](https://github.com/keon/algorithms) - :star: 21369 :fork_and_knife: 4369 - Minimal examples of data structures and algorithms. + * [:octocat: python-ds](https://github.com/prabhupant/python-ds) - :star: 1754 :fork_and_knife: 493 - A collection of data structure and algorithms for coding interviews. + * [:octocat: sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - :star: 2646 :fork_and_knife: 176 - Fast and pure-Python implementation of sorted collections. + * [:octocat: TheAlgorithms](https://github.com/TheAlgorithms/Python) - :star: 141000 :fork_and_knife: 36339 - All Algorithms implemented in Python. * Design Patterns - * [:octocat: PyPattyrn](https://github.com/tylerlaberge/PyPattyrn) - :star: 1549 :fork_and_knife: 128 - A simple yet effective library for implementing common design patterns. - * [:octocat: python-patterns](https://github.com/faif/python-patterns) - :star: 34519 :fork_and_knife: 6477 - A collection of design patterns in Python. - * [:octocat: transitions](https://github.com/pytransitions/transitions) - :star: 4446 :fork_and_knife: 497 - A lightweight, object-oriented finite state machine implementation. + * [:octocat: PyPattyrn](https://github.com/tylerlaberge/PyPattyrn) - :star: 1561 :fork_and_knife: 128 - A simple yet effective library for implementing common design patterns. + * [:octocat: python-patterns](https://github.com/faif/python-patterns) - :star: 34654 :fork_and_knife: 6497 - A collection of design patterns in Python. + * [:octocat: transitions](https://github.com/pytransitions/transitions) - :star: 4471 :fork_and_knife: 495 - A lightweight, object-oriented finite state machine implementation. ## ASGI Servers *[ASGI](https://asgi.readthedocs.io/en/latest/)-compatible web servers.* -* [:octocat: daphne](https://github.com/django/daphne) - :star: 1788 :fork_and_knife: 213 - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP. -* [:octocat: uvicorn](https://github.com/encode/uvicorn) - :star: 5496 :fork_and_knife: 465 - A lightning-fast ASGI server implementation, using uvloop and httptools. +* [:octocat: daphne](https://github.com/django/daphne) - :star: 1795 :fork_and_knife: 213 - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP. +* [:octocat: uvicorn](https://github.com/encode/uvicorn) - :star: 5538 :fork_and_knife: 470 - A lightning-fast ASGI server implementation, using uvloop and httptools. ## Asynchronous Programming * [:earth_americas: asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks. - [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio) -* [:octocat: trio](https://github.com/python-trio/trio) - :star: 4786 :fork_and_knife: 270 - A friendly library for async concurrency and I/O. +* [:octocat: trio](https://github.com/python-trio/trio) - :star: 4803 :fork_and_knife: 271 - A friendly library for async concurrency and I/O. * [:earth_americas: Twisted](https://twistedmatrix.com/trac/) - An event-driven networking engine. -* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 8730 :fork_and_knife: 508 - Ultra fast asyncio event loop. +* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 8764 :fork_and_knife: 509 - Ultra fast asyncio event loop. ## Audio *Libraries for manipulating audio and its metadata.* * Audio - * [:octocat: audioread](https://github.com/beetbox/audioread) - :star: 404 :fork_and_knife: 100 - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding. - * [:octocat: dejavu](https://github.com/worldveil/dejavu) - :star: 5777 :fork_and_knife: 1355 - Audio fingerprinting and recognition. - * [:octocat: kapre](https://github.com/keunwoochoi/kapre) - :star: 845 :fork_and_knife: 141 - Keras Audio Preprocessors - * [:octocat: librosa](https://github.com/librosa/librosa) - :star: 5289 :fork_and_knife: 827 - Python library for audio and music analysis - * [:octocat: matchering](https://github.com/sergree/matchering) - :star: 639 :fork_and_knife: 87 - A library for automated reference audio mastering. + * [:octocat: audioread](https://github.com/beetbox/audioread) - :star: 406 :fork_and_knife: 100 - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding. + * [:octocat: dejavu](https://github.com/worldveil/dejavu) - :star: 5797 :fork_and_knife: 1359 - Audio fingerprinting and recognition. + * [:octocat: kapre](https://github.com/keunwoochoi/kapre) - :star: 850 :fork_and_knife: 142 - Keras Audio Preprocessors + * [:octocat: librosa](https://github.com/librosa/librosa) - :star: 5315 :fork_and_knife: 833 - Python library for audio and music analysis + * [:octocat: matchering](https://github.com/sergree/matchering) - :star: 646 :fork_and_knife: 87 - A library for automated reference audio mastering. * [:earth_americas: mingus](http://bspaans.github.io/python-mingus/) - An advanced music theory and notation package with MIDI file and playback support. - * [:octocat: pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - :star: 4877 :fork_and_knife: 1095 - Audio feature extraction, classification, segmentation and applications. - * [:octocat: pydub](https://github.com/jiaaro/pydub) - :star: 6253 :fork_and_knife: 843 - Manipulate audio with a simple and easy high level interface. - * [:octocat: TimeSide](https://github.com/Parisson/TimeSide) - :star: 323 :fork_and_knife: 58 - Open web audio processing framework. + * [:octocat: pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - :star: 4901 :fork_and_knife: 1096 - Audio feature extraction, classification, segmentation and applications. + * [:octocat: pydub](https://github.com/jiaaro/pydub) - :star: 6283 :fork_and_knife: 848 - Manipulate audio with a simple and easy high level interface. + * [:octocat: TimeSide](https://github.com/Parisson/TimeSide) - :star: 324 :fork_and_knife: 58 - Open web audio processing framework. * Metadata - * [:octocat: beets](https://github.com/beetbox/beets) - :star: 11054 :fork_and_knife: 1737 - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger. - * [:octocat: eyeD3](https://github.com/nicfit/eyeD3) - :star: 384 :fork_and_knife: 55 - A tool for working with audio files, specifically MP3 files containing ID3 metadata. - * [:octocat: mutagen](https://github.com/quodlibet/mutagen) - :star: 1009 :fork_and_knife: 126 - A Python module to handle audio metadata. - * [:octocat: tinytag](https://github.com/devsnd/tinytag) - :star: 544 :fork_and_knife: 92 - A library for reading music meta data of MP3, OGG, FLAC and Wave files. + * [:octocat: beets](https://github.com/beetbox/beets) - :star: 11076 :fork_and_knife: 1737 - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger. + * [:octocat: eyeD3](https://github.com/nicfit/eyeD3) - :star: 386 :fork_and_knife: 55 - A tool for working with audio files, specifically MP3 files containing ID3 metadata. + * [:octocat: mutagen](https://github.com/quodlibet/mutagen) - :star: 1022 :fork_and_knife: 126 - A Python module to handle audio metadata. + * [:octocat: tinytag](https://github.com/devsnd/tinytag) - :star: 550 :fork_and_knife: 92 - A library for reading music meta data of MP3, OGG, FLAC and Wave files. ## Authentication *Libraries for implementing authentications schemes.* * OAuth - * [:octocat: authlib](https://github.com/lepture/authlib) - :star: 3190 :fork_and_knife: 325 - JavaScript Object Signing and Encryption draft implementation. - * [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - :star: 7327 :fork_and_knife: 2633 - Authentication app for Django that "just works." - * [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - :star: 2609 :fork_and_knife: 696 - OAuth 2 goodies for Django. - * [:octocat: oauthlib](https://github.com/idan/oauthlib) - :star: 2430 :fork_and_knife: 463 - A generic and thorough implementation of the OAuth request-signing logic. + * [:octocat: authlib](https://github.com/lepture/authlib) - :star: 3218 :fork_and_knife: 328 - JavaScript Object Signing and Encryption draft implementation. + * [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - :star: 7350 :fork_and_knife: 2634 - Authentication app for Django that "just works." + * [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - :star: 2612 :fork_and_knife: 698 - OAuth 2 goodies for Django. + * [:octocat: oauthlib](https://github.com/idan/oauthlib) - :star: 2433 :fork_and_knife: 464 - A generic and thorough implementation of the OAuth request-signing logic. * [:octocat: python-oauth2](https://github.com/joestump/python-oauth2) - :star: 2948 :fork_and_knife: 1041 - A fully tested, abstract interface to creating OAuth clients and servers. - * [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - :star: 2811 :fork_and_knife: 1126 - An easy-to-setup social authentication mechanism. + * [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - :star: 2813 :fork_and_knife: 1126 - An easy-to-setup social authentication mechanism. * JWT - * [:octocat: pyjwt](https://github.com/jpadilla/pyjwt) - :star: 4274 :fork_and_knife: 582 - JSON Web Token implementation in Python. - * [:octocat: python-jose](https://github.com/mpdavis/python-jose/) - :star: 1134 :fork_and_knife: 204 - A JOSE implementation in Python. - * [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - :star: 199 :fork_and_knife: 25 - A module for generating and verifying JSON Web Tokens. + * [:octocat: pyjwt](https://github.com/jpadilla/pyjwt) - :star: 4290 :fork_and_knife: 585 - JSON Web Token implementation in Python. + * [:octocat: python-jose](https://github.com/mpdavis/python-jose/) - :star: 1143 :fork_and_knife: 203 - A JOSE implementation in Python. + * [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - :star: 198 :fork_and_knife: 25 - A module for generating and verifying JSON Web Tokens. ## Build Tools @@ -188,40 +188,40 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:earth_americas: BitBake](http://www.yoctoproject.org/docs/1.6/bitbake-user-manual/bitbake-user-manual.html) - A make-like build tool for embedded Linux. * [:earth_americas: buildout](http://www.buildout.org/en/latest/) - A build system for creating, assembling and deploying applications from multiple parts. -* [:octocat: PlatformIO](https://github.com/platformio/platformio-core) - :star: 6002 :fork_and_knife: 701 - A console tool to build code with different development platforms. -* [:octocat: pybuilder](https://github.com/pybuilder/pybuilder) - :star: 1418 :fork_and_knife: 243 - A continuous build tool written in pure Python. +* [:octocat: PlatformIO](https://github.com/platformio/platformio-core) - :star: 6021 :fork_and_knife: 698 - A console tool to build code with different development platforms. +* [:octocat: pybuilder](https://github.com/pybuilder/pybuilder) - :star: 1422 :fork_and_knife: 245 - A continuous build tool written in pure Python. * [:earth_americas: SCons](http://www.scons.org/) - A software construction tool. ## Built-in Classes Enhancement *Libraries for enhancing Python built-in classes.* -* [:octocat: attrs](https://github.com/python-attrs/attrs) - :star: 4334 :fork_and_knife: 306 - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions. -* [:octocat: bidict](https://github.com/jab/bidict) - :star: 1140 :fork_and_knife: 49 - Efficient, Pythonic bidirectional map data structures and related functionality.. -* [:octocat: Box](https://github.com/cdgriffith/Box) - :star: 2022 :fork_and_knife: 88 - Python dictionaries with advanced dot notation access. +* [:octocat: attrs](https://github.com/python-attrs/attrs) - :star: 4366 :fork_and_knife: 307 - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions. +* [:octocat: bidict](https://github.com/jab/bidict) - :star: 1155 :fork_and_knife: 49 - Efficient, Pythonic bidirectional map data structures and related functionality.. +* [:octocat: Box](https://github.com/cdgriffith/Box) - :star: 2032 :fork_and_knife: 88 - Python dictionaries with advanced dot notation access. * [:earth_americas: dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes. -* [:octocat: DottedDict](https://github.com/carlosescri/DottedDict) - :star: 148 :fork_and_knife: 19 - A library that provides a method of accessing lists and dicts with a dotted path notation. +* [:octocat: DottedDict](https://github.com/carlosescri/DottedDict) - :star: 149 :fork_and_knife: 19 - A library that provides a method of accessing lists and dicts with a dotted path notation. ## CMS *Content Management Systems.* * [:earth_americas: django-cms](https://www.django-cms.org/en/) - An Open source enterprise CMS based on the Django. -* [:octocat: feincms](https://github.com/feincms/feincms) - :star: 836 :fork_and_knife: 233 - One of the most advanced Content Management Systems built on Django. -* [:octocat: indico](https://github.com/indico/indico) - :star: 1360 :fork_and_knife: 338 - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN). -* [:octocat: Kotti](https://github.com/Kotti/Kotti) - :star: 384 :fork_and_knife: 114 - A high-level, Pythonic web application framework built on Pyramid. -* [:octocat: mezzanine](https://github.com/stephenmcd/mezzanine) - :star: 4461 :fork_and_knife: 1570 - A powerful, consistent, and flexible content management platform. +* [:octocat: feincms](https://github.com/feincms/feincms) - :star: 835 :fork_and_knife: 232 - One of the most advanced Content Management Systems built on Django. +* [:octocat: indico](https://github.com/indico/indico) - :star: 1367 :fork_and_knife: 342 - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN). +* [:octocat: Kotti](https://github.com/Kotti/Kotti) - :star: 385 :fork_and_knife: 115 - A high-level, Pythonic web application framework built on Pyramid. +* [:octocat: mezzanine](https://github.com/stephenmcd/mezzanine) - :star: 4476 :fork_and_knife: 1570 - A powerful, consistent, and flexible content management platform. * [:earth_americas: plone](https://plone.org/) - A CMS built on top of the open source application server Zope. -* [:octocat: quokka](https://github.com/rochacbruno/quokka) - :star: 2201 :fork_and_knife: 455 - Flexible, extensible, small CMS powered by Flask and MongoDB. +* [:octocat: quokka](https://github.com/rochacbruno/quokka) - :star: 2202 :fork_and_knife: 455 - Flexible, extensible, small CMS powered by Flask and MongoDB. * [:earth_americas: wagtail](https://wagtail.io/) - A Django content management system. ## Caching *Libraries for caching data.* -* [:octocat: beaker](https://github.com/bbangert/beaker) - :star: 485 :fork_and_knife: 139 - A WSGI middleware for sessions and caching. -* [:octocat: django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - :star: 833 :fork_and_knife: 166 - Automatic caching and invalidation for Django models. -* [:octocat: django-cacheops](https://github.com/Suor/django-cacheops) - :star: 1628 :fork_and_knife: 203 - A slick ORM cache with automatic granular event-driven invalidation. +* [:octocat: beaker](https://github.com/bbangert/beaker) - :star: 486 :fork_and_knife: 139 - A WSGI middleware for sessions and caching. +* [:octocat: django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - :star: 836 :fork_and_knife: 166 - Automatic caching and invalidation for Django models. +* [:octocat: django-cacheops](https://github.com/Suor/django-cacheops) - :star: 1637 :fork_and_knife: 203 - A slick ORM cache with automatic granular event-driven invalidation. * [:earth_americas: dogpile.cache](http://dogpilecache.readthedocs.io/en/latest/) - dogpile.cache is next generation replacement for Beaker made by same authors. * [:earth_americas: HermesCache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention. * [:octocat: pylibmc](https://github.com/lericson/pylibmc) - :star: 455 :fork_and_knife: 128 - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface. @@ -231,36 +231,36 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for chatbot development.* -* [:octocat: errbot](https://github.com/errbotio/errbot/) - :star: 2724 :fork_and_knife: 581 - The easiest and most popular chatbot to implement ChatOps. +* [:octocat: errbot](https://github.com/errbotio/errbot/) - :star: 2732 :fork_and_knife: 583 - The easiest and most popular chatbot to implement ChatOps. ## Code Analysis *Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis).* * Code Analysis - * [:octocat: coala](https://github.com/coala/coala/) - :star: 3345 :fork_and_knife: 1352 - Language independent and easily extendable code analysis application. - * [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - :star: 2576 :fork_and_knife: 216 - Turn your Python and JavaScript code into DOT flowcharts. - * [:octocat: prospector](https://github.com/PyCQA/prospector) - :star: 1656 :fork_and_knife: 151 - A tool to analyse Python code. - * [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - :star: 1660 :fork_and_knife: 305 - A library that visualises the flow (call graph) of your Python application. - * [:octocat: vulture](https://github.com/jendrikseipp/vulture) - :star: 2170 :fork_and_knife: 107 - A tool for finding and analysing dead Python code. + * [:octocat: coala](https://github.com/coala/coala/) - :star: 3351 :fork_and_knife: 1349 - Language independent and easily extendable code analysis application. + * [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - :star: 2592 :fork_and_knife: 218 - Turn your Python and JavaScript code into DOT flowcharts. + * [:octocat: prospector](https://github.com/PyCQA/prospector) - :star: 1662 :fork_and_knife: 151 - A tool to analyse Python code. + * [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - :star: 1665 :fork_and_knife: 304 - A library that visualises the flow (call graph) of your Python application. + * [:octocat: vulture](https://github.com/jendrikseipp/vulture) - :star: 2180 :fork_and_knife: 106 - A tool for finding and analysing dead Python code. * Code Linters * [:earth_americas: flake8](https://pypi.org/project/flake8/) - A wrapper around `pycodestyle`, `pyflakes` and McCabe. - * [:octocat: awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions) - :star: 834 :fork_and_knife: 31 - * [:octocat: pylama](https://github.com/klen/pylama) - :star: 907 :fork_and_knife: 94 - A code audit tool for Python and JavaScript. + * [:octocat: awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions) - :star: 850 :fork_and_knife: 32 + * [:octocat: pylama](https://github.com/klen/pylama) - :star: 910 :fork_and_knife: 94 - A code audit tool for Python and JavaScript. * [:earth_americas: pylint](https://www.pylint.org/) - A fully customizable source code analyzer. - * [:octocat: wemake-python-styleguide](https://github.com/wemake-services/wemake-python-styleguide) - :star: 1954 :fork_and_knife: 338 - The strictest and most opinionated python linter ever. + * [:octocat: wemake-python-styleguide](https://github.com/wemake-services/wemake-python-styleguide) - :star: 1967 :fork_and_knife: 340 - The strictest and most opinionated python linter ever. * Code Formatters - * [:octocat: black](https://github.com/python/black) - :star: 28569 :fork_and_knife: 1808 - The uncompromising Python code formatter. - * [:octocat: isort](https://github.com/timothycrosley/isort) - :star: 5017 :fork_and_knife: 465 - A Python utility / library to sort imports. - * [:octocat: yapf](https://github.com/google/yapf) - :star: 12673 :fork_and_knife: 866 - Yet another Python code formatter from Google. + * [:octocat: black](https://github.com/python/black) - :star: 28740 :fork_and_knife: 1824 - The uncompromising Python code formatter. + * [:octocat: isort](https://github.com/timothycrosley/isort) - :star: 5047 :fork_and_knife: 468 - A Python utility / library to sort imports. + * [:octocat: yapf](https://github.com/google/yapf) - :star: 12707 :fork_and_knife: 866 - Yet another Python code formatter from Google. * Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing) * [:earth_americas: mypy](http://mypy-lang.org/) - Check variable types during compile time. - * [:octocat: pyre-check](https://github.com/facebook/pyre-check) - :star: 5981 :fork_and_knife: 386 - Performant type checking. - * [:octocat: typeshed](https://github.com/python/typeshed) - :star: 3010 :fork_and_knife: 1361 - Collection of library stubs for Python, with static types. + * [:octocat: pyre-check](https://github.com/facebook/pyre-check) - :star: 5997 :fork_and_knife: 391 - Performant type checking. + * [:octocat: typeshed](https://github.com/python/typeshed) - :star: 3043 :fork_and_knife: 1368 - Collection of library stubs for Python, with static types. * Static Type Annotations Generators - * [:octocat: MonkeyType](https://github.com/Instagram/MonkeyType) - :star: 3898 :fork_and_knife: 144 - A system for Python that generates static type annotations by collecting runtime types. - * [:octocat: pyannotate](https://github.com/dropbox/pyannotate) - :star: 1328 :fork_and_knife: 62 - Auto-generate PEP-484 annotations. - * [:octocat: pytype](https://github.com/google/pytype) - :star: 3804 :fork_and_knife: 255 - Pytype checks and infers types for Python code - without requiring type annotations. + * [:octocat: MonkeyType](https://github.com/Instagram/MonkeyType) - :star: 3914 :fork_and_knife: 146 - A system for Python that generates static type annotations by collecting runtime types. + * [:octocat: pyannotate](https://github.com/dropbox/pyannotate) - :star: 1329 :fork_and_knife: 62 - Auto-generate PEP-484 annotations. + * [:octocat: pytype](https://github.com/google/pytype) - :star: 3820 :fork_and_knife: 254 - Pytype checks and infers types for Python code - without requiring type annotations. ## Command-line Interface Development @@ -271,59 +271,59 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:earth_americas: click](http://click.pocoo.org/dev/) - A package for creating beautiful command line interfaces in a composable way. * [:earth_americas: cliff](https://docs.openstack.org/developer/cliff/) - A framework for creating command-line programs with multi-level commands. * [:earth_americas: docopt](http://docopt.org/) - Pythonic command line arguments parser. - * [:octocat: python-fire](https://github.com/google/python-fire) - :star: 22722 :fork_and_knife: 1314 - A library for creating command line interfaces from absolutely any Python object. - * [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - :star: 7830 :fork_and_knife: 632 - A library for building powerful interactive command lines. + * [:octocat: python-fire](https://github.com/google/python-fire) - :star: 22788 :fork_and_knife: 1321 - A library for creating command line interfaces from absolutely any Python object. + * [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - :star: 7859 :fork_and_knife: 636 - A library for building powerful interactive command lines. * Terminal Rendering - * [:octocat: alive-progress](https://github.com/rsalmei/alive-progress) - :star: 3605 :fork_and_knife: 145 - A new kind of Progress Bar, with real-time throughput, eta and very cool animations. - * [:octocat: asciimatics](https://github.com/peterbrittain/asciimatics) - :star: 3105 :fork_and_knife: 232 - A package to create full-screen text UIs (from interactive forms to ASCII animations). - * [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - :star: 1661 :fork_and_knife: 131 - Making basic plots in the terminal. + * [:octocat: alive-progress](https://github.com/rsalmei/alive-progress) - :star: 3644 :fork_and_knife: 148 - A new kind of Progress Bar, with real-time throughput, eta and very cool animations. + * [:octocat: asciimatics](https://github.com/peterbrittain/asciimatics) - :star: 3123 :fork_and_knife: 233 - A package to create full-screen text UIs (from interactive forms to ASCII animations). + * [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - :star: 1662 :fork_and_knife: 131 - Making basic plots in the terminal. * [:earth_americas: colorama](https://pypi.org/project/colorama/) - Cross-platform colored terminal text. - * [:octocat: rich](https://github.com/willmcgugan/rich) - :star: 38588 :fork_and_knife: 1296 - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler. - * [:octocat: tqdm](https://github.com/tqdm/tqdm) - :star: 22484 :fork_and_knife: 1144 - Fast, extensible progress bar for loops and CLI. + * [:octocat: rich](https://github.com/willmcgugan/rich) - :star: 38917 :fork_and_knife: 1312 - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler. + * [:octocat: tqdm](https://github.com/tqdm/tqdm) - :star: 22583 :fork_and_knife: 1146 - Fast, extensible progress bar for loops and CLI. ## Command-line Tools *Useful CLI-based tools for productivity.* * Productivity Tools - * [:octocat: copier](https://github.com/pykong/copier) - :star: 625 :fork_and_knife: 76 - A library and command-line utility for rendering projects templates. - * [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - :star: 17619 :fork_and_knife: 1688 - A command-line utility that creates projects from cookiecutters (project templates). - * [:octocat: doitlive](https://github.com/sloria/doitlive) - :star: 3143 :fork_and_knife: 96 - A tool for live presentations in the terminal. - * [:octocat: howdoi](https://github.com/gleitz/howdoi) - :star: 9600 :fork_and_knife: 844 - Instant coding answers via the command line. - * [:octocat: Invoke](https://github.com/pyinvoke/invoke#readme) - :star: 3643 :fork_and_knife: 318 - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks. - * [:octocat: PathPicker](https://github.com/facebook/PathPicker) - :star: 4768 :fork_and_knife: 303 - Select files out of bash output. - * [:octocat: percol](https://github.com/mooz/percol) - :star: 3120 :fork_and_knife: 150 - Adds flavor of interactive selection to the traditional pipe concept on UNIX. - * [:octocat: thefuck](https://github.com/nvbn/thefuck) - :star: 72376 :fork_and_knife: 3235 - Correcting your previous console command. - * [:octocat: tmuxp](https://github.com/tony/tmuxp) - :star: 3424 :fork_and_knife: 217 - A [tmux](https://github.com/tmux/tmux) session manager. - * [:octocat: try](https://github.com/timofurrer/try) - :star: 637 :fork_and_knife: 38 - A dead simple CLI to try out python packages - it's never been easier. + * [:octocat: copier](https://github.com/pykong/copier) - :star: 640 :fork_and_knife: 79 - A library and command-line utility for rendering projects templates. + * [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - :star: 17718 :fork_and_knife: 1696 - A command-line utility that creates projects from cookiecutters (project templates). + * [:octocat: doitlive](https://github.com/sloria/doitlive) - :star: 3152 :fork_and_knife: 97 - A tool for live presentations in the terminal. + * [:octocat: howdoi](https://github.com/gleitz/howdoi) - :star: 9619 :fork_and_knife: 844 - Instant coding answers via the command line. + * [:octocat: Invoke](https://github.com/pyinvoke/invoke#readme) - :star: 3653 :fork_and_knife: 319 - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks. + * [:octocat: PathPicker](https://github.com/facebook/PathPicker) - :star: 4771 :fork_and_knife: 303 - Select files out of bash output. + * [:octocat: percol](https://github.com/mooz/percol) - :star: 3123 :fork_and_knife: 150 - Adds flavor of interactive selection to the traditional pipe concept on UNIX. + * [:octocat: thefuck](https://github.com/nvbn/thefuck) - :star: 72622 :fork_and_knife: 3240 - Correcting your previous console command. + * [:octocat: tmuxp](https://github.com/tony/tmuxp) - :star: 3449 :fork_and_knife: 217 - A [tmux](https://github.com/tmux/tmux) session manager. + * [:octocat: try](https://github.com/timofurrer/try) - :star: 643 :fork_and_knife: 38 - A dead simple CLI to try out python packages - it's never been easier. * CLI Enhancements - * [:octocat: httpie](https://github.com/jakubroztocil/httpie) - :star: 22634 :fork_and_knife: 3689 - A command line HTTP client, a user-friendly cURL replacement. - * [:octocat: iredis](https://github.com/laixintao/iredis) - :star: 2062 :fork_and_knife: 86 - Redis CLI with autocompletion and syntax highlighting. - * [:octocat: kube-shell](https://github.com/cloudnativelabs/kube-shell) - :star: 2104 :fork_and_knife: 171 - An integrated shell for working with the Kubernetes CLI. - * [:octocat: litecli](https://github.com/dbcli/litecli) - :star: 1652 :fork_and_knife: 60 - SQLite CLI with autocompletion and syntax highlighting. - * [:octocat: mycli](https://github.com/dbcli/mycli) - :star: 10456 :fork_and_knife: 632 - MySQL CLI with autocompletion and syntax highlighting. - * [:octocat: pgcli](https://github.com/dbcli/pgcli) - :star: 10518 :fork_and_knife: 483 - PostgreSQL CLI with autocompletion and syntax highlighting. - * [:octocat: saws](https://github.com/donnemartin/saws) - :star: 4987 :fork_and_knife: 276 - A Supercharged [aws-cli](https://github.com/aws/aws-cli). + * [:octocat: httpie](https://github.com/jakubroztocil/httpie) - :star: 22830 :fork_and_knife: 3693 - A command line HTTP client, a user-friendly cURL replacement. + * [:octocat: iredis](https://github.com/laixintao/iredis) - :star: 2104 :fork_and_knife: 88 - Redis CLI with autocompletion and syntax highlighting. + * [:octocat: kube-shell](https://github.com/cloudnativelabs/kube-shell) - :star: 2111 :fork_and_knife: 171 - An integrated shell for working with the Kubernetes CLI. + * [:octocat: litecli](https://github.com/dbcli/litecli) - :star: 1664 :fork_and_knife: 61 - SQLite CLI with autocompletion and syntax highlighting. + * [:octocat: mycli](https://github.com/dbcli/mycli) - :star: 10481 :fork_and_knife: 633 - MySQL CLI with autocompletion and syntax highlighting. + * [:octocat: pgcli](https://github.com/dbcli/pgcli) - :star: 10542 :fork_and_knife: 483 - PostgreSQL CLI with autocompletion and syntax highlighting. + * [:octocat: saws](https://github.com/donnemartin/saws) - :star: 4998 :fork_and_knife: 277 - A Supercharged [aws-cli](https://github.com/aws/aws-cli). ## Compatibility *Libraries for migrating from Python 2 to 3.* * [:earth_americas: python-future](http://python-future.org/index.html) - The missing compatibility layer between Python 2 and Python 3. -* [:octocat: modernize](https://github.com/PyCQA/modernize) - :star: 287 :fork_and_knife: 52 - Modernizes Python code for eventual Python 3 migration. +* [:octocat: modernize](https://github.com/PyCQA/modernize) - :star: 288 :fork_and_knife: 52 - Modernizes Python code for eventual Python 3 migration. * [:earth_americas: six](https://pypi.org/project/six/) - Python 2 and 3 compatibility utilities. ## Computer Vision *Libraries for Computer Vision.* -* [:octocat: EasyOCR](https://github.com/JaidedAI/EasyOCR) - :star: 15338 :fork_and_knife: 2160 - Ready-to-use OCR with 40+ languages supported. -* [:octocat: Face Recognition](https://github.com/ageitgey/face_recognition) - :star: 45234 :fork_and_knife: 12372 - Simple facial recognition library. -* [:octocat: Kornia](https://github.com/kornia/kornia/) - :star: 6810 :fork_and_knife: 685 - Open Source Differentiable Computer Vision Library for PyTorch. +* [:octocat: EasyOCR](https://github.com/JaidedAI/EasyOCR) - :star: 15462 :fork_and_knife: 2187 - Ready-to-use OCR with 40+ languages supported. +* [:octocat: Face Recognition](https://github.com/ageitgey/face_recognition) - :star: 45380 :fork_and_knife: 12403 - Simple facial recognition library. +* [:octocat: Kornia](https://github.com/kornia/kornia/) - :star: 6861 :fork_and_knife: 690 - Open Source Differentiable Computer Vision Library for PyTorch. * [:earth_americas: OpenCV](https://opencv.org/) - Open Source Computer Vision Library. -* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - :star: 4318 :fork_and_knife: 610 - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr). -* [:octocat: SimpleCV](https://github.com/sightmachine/SimpleCV) - :star: 2561 :fork_and_knife: 806 - An open source framework for building computer vision applications. -* [:octocat: tesserocr](https://github.com/sirfz/tesserocr) - :star: 1661 :fork_and_knife: 223 - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR. +* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - :star: 4349 :fork_and_knife: 614 - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr). +* [:octocat: SimpleCV](https://github.com/sightmachine/SimpleCV) - :star: 2564 :fork_and_knife: 805 - An open source framework for building computer vision applications. +* [:octocat: tesserocr](https://github.com/sirfz/tesserocr) - :star: 1676 :fork_and_knife: 224 - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR. ## Concurrency and Parallelism @@ -331,10 +331,10 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:earth_americas: concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables. * [:earth_americas: eventlet](http://eventlet.net/) - Asynchronous framework with WSGI support. -* [:octocat: gevent](http://www.gevent.org/) - :star: 1373 :fork_and_knife: 218 - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet). +* [:octocat: gevent](http://www.gevent.org/) - :star: 1377 :fork_and_knife: 220 - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet). * [:earth_americas: multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism. -* [:octocat: scoop](https://github.com/soravux/scoop) - :star: 555 :fork_and_knife: 86 - Scalable Concurrent Operations in Python. -* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 8730 :fork_and_knife: 508 - Ultra fast implementation of `asyncio` event loop on top of `libuv`. +* [:octocat: scoop](https://github.com/soravux/scoop) - :star: 555 :fork_and_knife: 87 - Scalable Concurrent Operations in Python. +* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 8764 :fork_and_knife: 509 - Ultra fast implementation of `asyncio` event loop on top of `libuv`. ## Configuration @@ -342,25 +342,25 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:octocat: configobj](https://github.com/DiffSK/configobj) - :star: 277 :fork_and_knife: 65 - INI file parser with validation. * [:earth_americas: configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser. -* [:octocat: hydra](https://github.com/facebookresearch/hydra) - :star: 6113 :fork_and_knife: 488 - Hydra is a framework for elegantly configuring complex applications. +* [:octocat: hydra](https://github.com/facebookresearch/hydra) - :star: 6155 :fork_and_knife: 489 - Hydra is a framework for elegantly configuring complex applications. * [:earth_americas: profig](https://profig.readthedocs.io/en/latest/) - Config from multiple formats with value conversion. -* [:octocat: python-decouple](https://github.com/henriquebastos/python-decouple) - :star: 2170 :fork_and_knife: 156 - Strict separation of settings from code. +* [:octocat: python-decouple](https://github.com/henriquebastos/python-decouple) - :star: 2189 :fork_and_knife: 156 - Strict separation of settings from code. ## Cryptography * [:earth_americas: cryptography](https://cryptography.io/en/latest/) - A package designed to expose cryptographic primitives and recipes to Python developers. -* [:octocat: paramiko](https://github.com/paramiko/paramiko) - :star: 7775 :fork_and_knife: 1848 - The leading native Python SSHv2 protocol library. +* [:octocat: paramiko](https://github.com/paramiko/paramiko) - :star: 7802 :fork_and_knife: 1853 - The leading native Python SSHv2 protocol library. * [:earth_americas: passlib](https://passlib.readthedocs.io/en/stable/) - Secure password storage/hashing library, very high level. -* [:octocat: pynacl](https://github.com/pyca/pynacl) - :star: 897 :fork_and_knife: 213 - Python binding to the Networking and Cryptography (NaCl) library. +* [:octocat: pynacl](https://github.com/pyca/pynacl) - :star: 901 :fork_and_knife: 215 - Python binding to the Networking and Cryptography (NaCl) library. ## Data Analysis *Libraries for data analyzing.* -* [:octocat: AWS Data Wrangler](https://github.com/awslabs/aws-data-wrangler) - :star: 2946 :fork_and_knife: 505 - Pandas on AWS. -* [:octocat: Blaze](https://github.com/blaze/blaze) - :star: 3067 :fork_and_knife: 384 - NumPy and Pandas interface to Big Data. -* [:octocat: Open Mining](https://github.com/mining/mining) - :star: 1187 :fork_and_knife: 238 - Business Intelligence (BI) in Pandas interface. -* [:octocat: Optimus](https://github.com/ironmussa/Optimus) - :star: 1235 :fork_and_knife: 221 - Agile Data Science Workflows made easy with PySpark. +* [:octocat: AWS Data Wrangler](https://github.com/awslabs/aws-data-wrangler) - :star: 2979 :fork_and_knife: 511 - Pandas on AWS. +* [:octocat: Blaze](https://github.com/blaze/blaze) - :star: 3076 :fork_and_knife: 385 - NumPy and Pandas interface to Big Data. +* [:octocat: Open Mining](https://github.com/mining/mining) - :star: 1192 :fork_and_knife: 238 - Business Intelligence (BI) in Pandas interface. +* [:octocat: Optimus](https://github.com/ironmussa/Optimus) - :star: 1238 :fork_and_knife: 220 - Agile Data Science Workflows made easy with PySpark. * [:earth_americas: Orange](https://orange.biolab.si/) - Data mining, data visualization, analysis and machine learning through visual programming or scripts. * [:earth_americas: Pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools. @@ -368,39 +368,39 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for validating data. Used for forms in many cases.* -* [:octocat: Cerberus](https://github.com/pyeve/cerberus) - :star: 2798 :fork_and_knife: 224 - A lightweight and extensible data validation library. +* [:octocat: Cerberus](https://github.com/pyeve/cerberus) - :star: 2810 :fork_and_knife: 226 - A lightweight and extensible data validation library. * [:earth_americas: colander](https://docs.pylonsproject.org/projects/colander/en/latest/) - Validating and deserializing data obtained via XML, JSON, an HTML form post. -* [:octocat: jsonschema](https://github.com/Julian/jsonschema) - :star: 3737 :fork_and_knife: 526 - An implementation of [JSON Schema](http://json-schema.org/) for Python. -* [:octocat: schema](https://github.com/keleshev/schema) - :star: 2607 :fork_and_knife: 191 - A library for validating Python data structures. -* [:octocat: Schematics](https://github.com/schematics/schematics) - :star: 2514 :fork_and_knife: 293 - Data Structure Validation. +* [:octocat: jsonschema](https://github.com/Julian/jsonschema) - :star: 3758 :fork_and_knife: 526 - An implementation of [JSON Schema](http://json-schema.org/) for Python. +* [:octocat: schema](https://github.com/keleshev/schema) - :star: 2617 :fork_and_knife: 191 - A library for validating Python data structures. +* [:octocat: Schematics](https://github.com/schematics/schematics) - :star: 2516 :fork_and_knife: 293 - Data Structure Validation. * [:octocat: valideer](https://github.com/podio/valideer) - :star: 256 :fork_and_knife: 23 - Lightweight extensible data validation and adaptation library. -* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - :star: 1736 :fork_and_knife: 203 - A Python data validation library. +* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - :star: 1738 :fork_and_knife: 203 - A Python data validation library. ## Data Visualization *Libraries for visualizing data. Also see [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).* -* [:octocat: Altair](https://github.com/altair-viz/altair) - :star: 7647 :fork_and_knife: 686 - Declarative statistical visualization library for Python. -* [:octocat: Bokeh](https://github.com/bokeh/bokeh) - :star: 16506 :fork_and_knife: 3970 - Interactive Web Plotting for Python. -* [:octocat: bqplot](https://github.com/bloomberg/bqplot) - :star: 3323 :fork_and_knife: 466 - Interactive Plotting Library for the Jupyter Notebook -* [:octocat: Cartopy](https://github.com/SciTools/cartopy) - :star: 1071 :fork_and_knife: 323 - A cartographic python library with matplotlib support +* [:octocat: Altair](https://github.com/altair-viz/altair) - :star: 7670 :fork_and_knife: 688 - Declarative statistical visualization library for Python. +* [:octocat: Bokeh](https://github.com/bokeh/bokeh) - :star: 16536 :fork_and_knife: 3964 - Interactive Web Plotting for Python. +* [:octocat: bqplot](https://github.com/bloomberg/bqplot) - :star: 3328 :fork_and_knife: 467 - Interactive Plotting Library for the Jupyter Notebook +* [:octocat: Cartopy](https://github.com/SciTools/cartopy) - :star: 1079 :fork_and_knife: 324 - A cartographic python library with matplotlib support * [:earth_americas: Dash](https://plot.ly/products/dash/) - Built on top of Flask, React and Plotly aimed at analytical web applications. - * [:octocat: awesome-dash](https://github.com/Acrotrend/awesome-dash) - :star: 1568 :fork_and_knife: 223 -* [:octocat: diagrams](https://github.com/mingrammer/diagrams) - :star: 24618 :fork_and_knife: 1479 - Diagram as Code. + * [:octocat: awesome-dash](https://github.com/Acrotrend/awesome-dash) - :star: 1579 :fork_and_knife: 223 +* [:octocat: diagrams](https://github.com/mingrammer/diagrams) - :star: 25266 :fork_and_knife: 1520 - Diagram as Code. * [:earth_americas: Matplotlib](http://matplotlib.org/) - A Python 2D plotting library. -* [:octocat: plotnine](https://github.com/has2k1/plotnine) - :star: 3132 :fork_and_knife: 173 - A grammar of graphics for Python based on ggplot2. +* [:octocat: plotnine](https://github.com/has2k1/plotnine) - :star: 3148 :fork_and_knife: 174 - A grammar of graphics for Python based on ggplot2. * [:earth_americas: Pygal](http://www.pygal.org/en/latest/) - A Python SVG Charts Creator. * [:earth_americas: PyGraphviz](https://pypi.org/project/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/). * [:earth_americas: PyQtGraph](http://www.pyqtgraph.org/) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets. -* [:octocat: Seaborn](https://github.com/mwaskom/seaborn) - :star: 9601 :fork_and_knife: 1620 - Statistical data visualization using Matplotlib. -* [:octocat: VisPy](https://github.com/vispy/vispy) - :star: 2904 :fork_and_knife: 593 - High-performance scientific visualization based on OpenGL. +* [:octocat: Seaborn](https://github.com/mwaskom/seaborn) - :star: 9637 :fork_and_knife: 1628 - Statistical data visualization using Matplotlib. +* [:octocat: VisPy](https://github.com/vispy/vispy) - :star: 2910 :fork_and_knife: 595 - High-performance scientific visualization based on OpenGL. ## Database *Databases implemented in Python.* -* [:octocat: pickleDB](https://github.com/patx/pickledb) - :star: 687 :fork_and_knife: 113 - A simple and lightweight key-value store for Python. -* [:octocat: tinydb](https://github.com/msiemens/tinydb) - :star: 5192 :fork_and_knife: 452 - A tiny, document-oriented database. +* [:octocat: pickleDB](https://github.com/patx/pickledb) - :star: 689 :fork_and_knife: 112 - A simple and lightweight key-value store for Python. +* [:octocat: tinydb](https://github.com/msiemens/tinydb) - :star: 5224 :fork_and_knife: 455 - A tiny, document-oriented database. * [:octocat: ZODB](https://github.com/zopefoundation/ZODB) - :star: 539 :fork_and_knife: 77 - A native object database for Python. A key-value and object graph database. ## Database Drivers @@ -408,35 +408,35 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for connecting and operating databases.* * MySQL - [awesome-mysql](http://shlomi-noach.github.io/awesome-mysql/) - * [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - :star: 2080 :fork_and_knife: 367 - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork). - * [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - :star: 6978 :fork_and_knife: 1365 - A pure Python MySQL driver compatible to mysql-python. + * [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - :star: 2087 :fork_and_knife: 367 - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork). + * [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - :star: 6986 :fork_and_knife: 1362 - A pure Python MySQL driver compatible to mysql-python. * PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres) * [:earth_americas: psycopg2](http://initd.org/psycopg/) - The most popular PostgreSQL adapter for Python. - * [:octocat: queries](https://github.com/gmr/queries) - :star: 245 :fork_and_knife: 31 - A wrapper of the psycopg2 library for interacting with PostgreSQL. + * [:octocat: queries](https://github.com/gmr/queries) - :star: 246 :fork_and_knife: 31 - A wrapper of the psycopg2 library for interacting with PostgreSQL. * Other Relational Databases * [:earth_americas: pymssql](https://pymssql.readthedocs.io/en/latest/) - A simple database interface to Microsoft SQL Server. * [:octocat: SuperSQLite](https://github.com/plasticityai/supersqlite) - :star: 696 :fork_and_knife: 24 - A supercharged SQLite library built on top of [apsw](https://github.com/rogerbinns/apsw). * NoSQL Databases - * [:octocat: cassandra-driver](https://github.com/datastax/python-driver) - :star: 1295 :fork_and_knife: 494 - The Python Driver for Apache Cassandra. - * [:octocat: happybase](https://github.com/wbolster/happybase) - :star: 588 :fork_and_knife: 161 - A developer-friendly library for Apache HBase. - * [:octocat: kafka-python](https://github.com/dpkp/kafka-python) - :star: 4894 :fork_and_knife: 1285 - The Python client for Apache Kafka. + * [:octocat: cassandra-driver](https://github.com/datastax/python-driver) - :star: 1296 :fork_and_knife: 493 - The Python Driver for Apache Cassandra. + * [:octocat: happybase](https://github.com/wbolster/happybase) - :star: 589 :fork_and_knife: 161 - A developer-friendly library for Apache HBase. + * [:octocat: kafka-python](https://github.com/dpkp/kafka-python) - :star: 4907 :fork_and_knife: 1291 - The Python client for Apache Kafka. * [:earth_americas: py2neo](https://py2neo.org/) - A client library and toolkit for working with Neo4j. - * [:octocat: pymongo](https://github.com/mongodb/mongo-python-driver) - :star: 3643 :fork_and_knife: 1068 - The official Python client for MongoDB. - * [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - :star: 10582 :fork_and_knife: 2196 - The Python client for Redis. + * [:octocat: pymongo](https://github.com/mongodb/mongo-python-driver) - :star: 3653 :fork_and_knife: 1071 - The official Python client for MongoDB. + * [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - :star: 10620 :fork_and_knife: 2200 - The Python client for Redis. * Asynchronous Clients - * [:octocat: motor](https://github.com/mongodb/motor) - :star: 1983 :fork_and_knife: 182 - The async Python driver for MongoDB. + * [:octocat: motor](https://github.com/mongodb/motor) - :star: 1997 :fork_and_knife: 184 - The async Python driver for MongoDB. ## Date and Time *Libraries for working with dates and times.* * [:earth_americas: Arrow](https://arrow.readthedocs.io/en/latest/) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps. -* [:octocat: Chronyk](https://github.com/KoffeinFlummi/Chronyk) - :star: 330 :fork_and_knife: 16 - A Python 3 library for parsing human-written times and dates. -* [:octocat: dateutil](https://github.com/dateutil/dateutil) - :star: 1850 :fork_and_knife: 411 - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module. -* [:octocat: delorean](https://github.com/myusuf3/delorean/) - :star: 1816 :fork_and_knife: 130 - A library for clearing up the inconvenient truths that arise dealing with datetimes. -* [:octocat: maya](https://github.com/timofurrer/maya) - :star: 3330 :fork_and_knife: 215 - Datetimes for Humans. -* [:octocat: moment](https://github.com/zachwill/moment) - :star: 702 :fork_and_knife: 45 - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/). -* [:octocat: Pendulum](https://github.com/sdispater/pendulum) - :star: 4893 :fork_and_knife: 299 - Python datetimes made easy. +* [:octocat: Chronyk](https://github.com/KoffeinFlummi/Chronyk) - :star: 331 :fork_and_knife: 16 - A Python 3 library for parsing human-written times and dates. +* [:octocat: dateutil](https://github.com/dateutil/dateutil) - :star: 1864 :fork_and_knife: 412 - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module. +* [:octocat: delorean](https://github.com/myusuf3/delorean/) - :star: 1819 :fork_and_knife: 130 - A library for clearing up the inconvenient truths that arise dealing with datetimes. +* [:octocat: maya](https://github.com/timofurrer/maya) - :star: 3341 :fork_and_knife: 214 - Datetimes for Humans. +* [:octocat: moment](https://github.com/zachwill/moment) - :star: 704 :fork_and_knife: 45 - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/). +* [:octocat: Pendulum](https://github.com/sdispater/pendulum) - :star: 4913 :fork_and_knife: 301 - Python datetimes made easy. * [:octocat: PyTime](https://github.com/shinux/PyTime) - :star: 146 :fork_and_knife: 22 - An easy-to-use Python module which aims to operate date/time/datetime by string. * [:earth_americas: pytz](https://launchpad.net/pytz) - World timezone definitions, modern and historical. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python. * [:octocat: when.py](https://github.com/dirn/When.py) - :star: 193 :fork_and_knife: 19 - Providing user-friendly functions to help perform common date and time actions. @@ -446,60 +446,60 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for debugging code.* * pdb-like Debugger - * [:octocat: ipdb](https://github.com/gotcha/ipdb) - :star: 1576 :fork_and_knife: 140 - IPython-enabled [pdb](https://docs.python.org/3/library/pdb.html). - * [:octocat: pdb++](https://github.com/antocuni/pdb) - :star: 942 :fork_and_knife: 52 - Another drop-in replacement for pdb. - * [:octocat: pudb](https://github.com/inducer/pudb) - :star: 2425 :fork_and_knife: 199 - A full-screen, console-based Python debugger. - * [:octocat: wdb](https://github.com/Kozea/wdb) - :star: 1545 :fork_and_knife: 111 - An improbable web debugger through WebSockets. + * [:octocat: ipdb](https://github.com/gotcha/ipdb) - :star: 1582 :fork_and_knife: 140 - IPython-enabled [pdb](https://docs.python.org/3/library/pdb.html). + * [:octocat: pdb++](https://github.com/antocuni/pdb) - :star: 949 :fork_and_knife: 53 - Another drop-in replacement for pdb. + * [:octocat: pudb](https://github.com/inducer/pudb) - :star: 2437 :fork_and_knife: 205 - A full-screen, console-based Python debugger. + * [:octocat: wdb](https://github.com/Kozea/wdb) - :star: 1548 :fork_and_knife: 111 - An improbable web debugger through WebSockets. * Tracing * [:octocat: lptrace](https://github.com/khamidou/lptrace) - :star: 684 :fork_and_knife: 41 - [strace](http://man7.org/linux/man-pages/man1/strace.1.html) for Python programs. - * [:octocat: manhole](https://github.com/ionelmc/python-manhole) - :star: 329 :fork_and_knife: 19 - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt. + * [:octocat: manhole](https://github.com/ionelmc/python-manhole) - :star: 330 :fork_and_knife: 19 - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt. * [:octocat: pyringe](https://github.com/google/pyringe) - :star: 1624 :fork_and_knife: 80 - Debugger capable of attaching to and injecting code into Python processes. * [:octocat: python-hunter](https://github.com/ionelmc/python-hunter) - :star: 675 :fork_and_knife: 40 - A flexible code tracing toolkit. * Profiler - * [:octocat: line_profiler](https://github.com/rkern/line_profiler) - :star: 3589 :fork_and_knife: 255 - Line-by-line profiling. - * [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - :star: 76 :fork_and_knife: 13 - Monitor Memory usage of Python code. + * [:octocat: line_profiler](https://github.com/rkern/line_profiler) - :star: 3592 :fork_and_knife: 255 - Line-by-line profiling. + * [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - :star: 77 :fork_and_knife: 13 - Monitor Memory usage of Python code. * [:octocat: profiling](https://github.com/what-studio/profiling) - :star: 2983 :fork_and_knife: 119 - An interactive Python profiler. - * [:octocat: py-spy](https://github.com/benfred/py-spy) - :star: 8688 :fork_and_knife: 316 - A sampling profiler for Python programs. Written in Rust. - * [:octocat: pyflame](https://github.com/uber/pyflame) - :star: 2951 :fork_and_knife: 233 - A ptracing profiler For Python. - * [:octocat: vprof](https://github.com/nvdv/vprof) - :star: 3840 :fork_and_knife: 169 - Visual Python profiler. + * [:octocat: py-spy](https://github.com/benfred/py-spy) - :star: 8735 :fork_and_knife: 318 - A sampling profiler for Python programs. Written in Rust. + * [:octocat: pyflame](https://github.com/uber/pyflame) - :star: 2948 :fork_and_knife: 233 - A ptracing profiler For Python. + * [:octocat: vprof](https://github.com/nvdv/vprof) - :star: 3848 :fork_and_knife: 170 - Visual Python profiler. * Others - * [:octocat: django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar) - :star: 7090 :fork_and_knife: 979 - Display various debug information for Django. - * [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - :star: 1267 :fork_and_knife: 168 - A drop-in replacement for Django's runserver. - * [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - :star: 839 :fork_and_knife: 128 - A port of the django-debug-toolbar to flask. - * [:octocat: icecream](https://github.com/gruns/icecream) - :star: 6012 :fork_and_knife: 123 - Inspect variables, expressions, and program execution with a single, simple function call. - * [:octocat: pyelftools](https://github.com/eliben/pyelftools) - :star: 1467 :fork_and_knife: 457 - Parsing and analyzing ELF files and DWARF debugging information. + * [:octocat: django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar) - :star: 7113 :fork_and_knife: 979 - Display various debug information for Django. + * [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - :star: 1268 :fork_and_knife: 168 - A drop-in replacement for Django's runserver. + * [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - :star: 841 :fork_and_knife: 129 - A port of the django-debug-toolbar to flask. + * [:octocat: icecream](https://github.com/gruns/icecream) - :star: 6076 :fork_and_knife: 123 - Inspect variables, expressions, and program execution with a single, simple function call. + * [:octocat: pyelftools](https://github.com/eliben/pyelftools) - :star: 1477 :fork_and_knife: 455 - Parsing and analyzing ELF files and DWARF debugging information. ## Deep Learning *Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning).* -* [:octocat: caffe](https://github.com/BVLC/caffe) - :star: 32760 :fork_and_knife: 19005 - A fast open framework for deep learning.. -* [:octocat: keras](https://github.com/keras-team/keras) - :star: 55699 :fork_and_knife: 19146 - A high-level neural networks library and capable of running on top of either TensorFlow or Theano. -* [:octocat: mxnet](https://github.com/dmlc/mxnet) - :star: 20035 :fork_and_knife: 6883 - A deep learning framework designed for both efficiency and flexibility. -* [:octocat: pytorch](https://github.com/pytorch/pytorch) - :star: 57456 :fork_and_knife: 15987 - Tensors and Dynamic neural networks in Python with strong GPU acceleration. -* [:octocat: SerpentAI](https://github.com/SerpentAI/SerpentAI) - :star: 6291 :fork_and_knife: 746 - Game agent framework. Use any video game as a deep learning sandbox. -* [:octocat: tensorflow](https://github.com/tensorflow/tensorflow) - :star: 166502 :fork_and_knife: 86971 - The most popular Deep Learning framework created by Google. -* [:octocat: Theano](https://github.com/Theano/Theano) - :star: 9596 :fork_and_knife: 2504 - A library for fast numerical computation. +* [:octocat: caffe](https://github.com/BVLC/caffe) - :star: 32769 :fork_and_knife: 19002 - A fast open framework for deep learning.. +* [:octocat: keras](https://github.com/keras-team/keras) - :star: 55823 :fork_and_knife: 19160 - A high-level neural networks library and capable of running on top of either TensorFlow or Theano. +* [:octocat: mxnet](https://github.com/dmlc/mxnet) - :star: 20041 :fork_and_knife: 6878 - A deep learning framework designed for both efficiency and flexibility. +* [:octocat: pytorch](https://github.com/pytorch/pytorch) - :star: 57739 :fork_and_knife: 16090 - Tensors and Dynamic neural networks in Python with strong GPU acceleration. +* [:octocat: SerpentAI](https://github.com/SerpentAI/SerpentAI) - :star: 6305 :fork_and_knife: 748 - Game agent framework. Use any video game as a deep learning sandbox. +* [:octocat: tensorflow](https://github.com/tensorflow/tensorflow) - :star: 166841 :fork_and_knife: 87020 - The most popular Deep Learning framework created by Google. +* [:octocat: Theano](https://github.com/Theano/Theano) - :star: 9599 :fork_and_knife: 2504 - A library for fast numerical computation. ## DevOps Tools *Software and libraries for DevOps.* * Configuration Management - * [:octocat: ansible](https://github.com/ansible/ansible) - :star: 53870 :fork_and_knife: 22156 - A radically simple IT automation platform. + * [:octocat: ansible](https://github.com/ansible/ansible) - :star: 54038 :fork_and_knife: 22193 - A radically simple IT automation platform. * [:earth_americas: cloudinit](https://cloudinit.readthedocs.io/en/latest/) - A multi-distribution package that handles early initialization of a cloud instance. * [:earth_americas: OpenStack](https://www.openstack.org/) - Open source software for building private and public clouds. - * [:octocat: pyinfra](https://github.com/Fizzadar/pyinfra) - :star: 1554 :fork_and_knife: 278 - A versatile CLI tools and python libraries to automate infrastructure. - * [:octocat: saltstack](https://github.com/saltstack/salt) - :star: 12613 :fork_and_knife: 5328 - Infrastructure automation and management system. + * [:octocat: pyinfra](https://github.com/Fizzadar/pyinfra) - :star: 1565 :fork_and_knife: 282 - A versatile CLI tools and python libraries to automate infrastructure. + * [:octocat: saltstack](https://github.com/saltstack/salt) - :star: 12644 :fork_and_knife: 5342 - Infrastructure automation and management system. * SSH-style Deployment * [:octocat: cuisine](https://github.com/sebastien/cuisine) - :star: 1247 :fork_and_knife: 163 - Chef-like functionality for Fabric. - * [:octocat: fabric](https://github.com/fabric/fabric) - :star: 13527 :fork_and_knife: 1889 - A simple, Pythonic tool for remote execution and deployment. - * [:octocat: fabtools](https://github.com/fabtools/fabtools) - :star: 1256 :fork_and_knife: 215 - Tools for writing awesome Fabric files. + * [:octocat: fabric](https://github.com/fabric/fabric) - :star: 13549 :fork_and_knife: 1894 - A simple, Pythonic tool for remote execution and deployment. + * [:octocat: fabtools](https://github.com/fabtools/fabtools) - :star: 1256 :fork_and_knife: 214 - Tools for writing awesome Fabric files. * Process Management * [:octocat: honcho](https://github.com/nickstenning/honcho) - :star: 1474 :fork_and_knife: 137 - A Python clone of [Foreman](https://github.com/ddollar/foreman), for managing Procfile-based applications. - * [:octocat: supervisor](https://github.com/Supervisor/supervisor) - :star: 7401 :fork_and_knife: 1188 - Supervisor process control system for UNIX. + * [:octocat: supervisor](https://github.com/Supervisor/supervisor) - :star: 7422 :fork_and_knife: 1189 - Supervisor process control system for UNIX. * Monitoring - * [:octocat: psutil](https://github.com/giampaolo/psutil) - :star: 8535 :fork_and_knife: 1249 - A cross-platform process and system utilities module. + * [:octocat: psutil](https://github.com/giampaolo/psutil) - :star: 8574 :fork_and_knife: 1253 - A cross-platform process and system utilities module. * Backup * [:earth_americas: BorgBackup](https://www.borgbackup.org/) - A deduplicating archiver with compression and encryption. * Others @@ -510,44 +510,44 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Frameworks and libraries for Distributed Computing.* * Batch Processing - * [:octocat: dask](https://github.com/dask/dask) - :star: 10111 :fork_and_knife: 1510 - A flexible parallel computing library for analytic computing. - * [:octocat: luigi](https://github.com/spotify/luigi) - :star: 15830 :fork_and_knife: 2344 - A module that helps you build complex pipelines of batch jobs. - * [:octocat: mrjob](https://github.com/Yelp/mrjob) - :star: 2583 :fork_and_knife: 606 - Run MapReduce jobs on Hadoop or Amazon Web Services. + * [:octocat: dask](https://github.com/dask/dask) - :star: 10176 :fork_and_knife: 1520 - A flexible parallel computing library for analytic computing. + * [:octocat: luigi](https://github.com/spotify/luigi) - :star: 15863 :fork_and_knife: 2349 - A module that helps you build complex pipelines of batch jobs. + * [:octocat: mrjob](https://github.com/Yelp/mrjob) - :star: 2584 :fork_and_knife: 606 - Run MapReduce jobs on Hadoop or Amazon Web Services. * [:earth_americas: PySpark](https://pypi.org/project/pyspark/) - [Apache Spark](https://spark.apache.org/) Python API. - * [:octocat: Ray](https://github.com/ray-project/ray/) - :star: 21309 :fork_and_knife: 3718 - A system for parallel and distributed Python that unifies the machine learning ecosystem. + * [:octocat: Ray](https://github.com/ray-project/ray/) - :star: 21444 :fork_and_knife: 3759 - A system for parallel and distributed Python that unifies the machine learning ecosystem. * Stream Processing - * [:octocat: faust](https://github.com/robinhood/faust) - :star: 6242 :fork_and_knife: 536 - A stream processing library, porting the ideas from [Kafka Streams](https://kafka.apache.org/documentation/streams/) to Python. - * [:octocat: streamparse](https://github.com/Parsely/streamparse) - :star: 1463 :fork_and_knife: 219 - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/). + * [:octocat: faust](https://github.com/robinhood/faust) - :star: 6261 :fork_and_knife: 540 - A stream processing library, porting the ideas from [Kafka Streams](https://kafka.apache.org/documentation/streams/) to Python. + * [:octocat: streamparse](https://github.com/Parsely/streamparse) - :star: 1462 :fork_and_knife: 219 - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/). ## Distribution *Libraries to create packaged executables for release distribution.* -* [:octocat: dh-virtualenv](https://github.com/spotify/dh-virtualenv) - :star: 1536 :fork_and_knife: 182 - Build and distribute a virtualenv as a Debian package. +* [:octocat: dh-virtualenv](https://github.com/spotify/dh-virtualenv) - :star: 1537 :fork_and_knife: 183 - Build and distribute a virtualenv as a Debian package. * [:earth_americas: Nuitka](http://nuitka.net/) - Compile scripts, modules, packages to an executable or extension module. * [:earth_americas: py2app](http://pythonhosted.org/py2app/) - Freezes Python scripts (Mac OS X). * [:earth_americas: py2exe](http://www.py2exe.org/) - Freezes Python scripts (Windows). -* [:octocat: pyarmor](https://github.com/dashingsoft/pyarmor) - :star: 1650 :fork_and_knife: 191 - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts. -* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - :star: 9343 :fork_and_knife: 1817 - Converts Python programs into stand-alone executables (cross-platform). +* [:octocat: pyarmor](https://github.com/dashingsoft/pyarmor) - :star: 1673 :fork_and_knife: 190 - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts. +* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - :star: 9382 :fork_and_knife: 1819 - Converts Python programs into stand-alone executables (cross-platform). * [:earth_americas: pynsist](http://pynsist.readthedocs.io/en/latest/) - A tool to build Windows installers, installers bundle Python itself. -* [:octocat: shiv](https://github.com/linkedin/shiv) - :star: 1456 :fork_and_knife: 85 - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included. +* [:octocat: shiv](https://github.com/linkedin/shiv) - :star: 1491 :fork_and_knife: 84 - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included. ## Documentation *Libraries for generating project documentation.* -* [:octocat: sphinx](https://github.com/sphinx-doc/sphinx/) - :star: 4736 :fork_and_knife: 1715 - Python Documentation generator. +* [:octocat: sphinx](https://github.com/sphinx-doc/sphinx/) - :star: 4816 :fork_and_knife: 1735 - Python Documentation generator. * [:octocat: awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc) - :star: 803 :fork_and_knife: 69 -* [:octocat: pdoc](https://github.com/mitmproxy/pdoc) - :star: 1275 :fork_and_knife: 143 - Epydoc replacement to auto generate API documentation for Python libraries. -* [:octocat: pycco](https://github.com/pycco-docs/pycco) - :star: 786 :fork_and_knife: 148 - The literate-programming-style documentation generator. +* [:octocat: pdoc](https://github.com/mitmproxy/pdoc) - :star: 1286 :fork_and_knife: 144 - Epydoc replacement to auto generate API documentation for Python libraries. +* [:octocat: pycco](https://github.com/pycco-docs/pycco) - :star: 790 :fork_and_knife: 148 - The literate-programming-style documentation generator. ## Downloader *Libraries for downloading.* -* [:octocat: akshare](https://github.com/jindaxiang/akshare) - :star: 5200 :fork_and_knife: 1166 - A financial data interface library, built for human beings! -* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - :star: 3924 :fork_and_knife: 863 - A command line tool for managing Amazon S3 and CloudFront. -* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - :star: 1203 :fork_and_knife: 202 - Super S3 command line tool, good for higher performance. +* [:octocat: akshare](https://github.com/jindaxiang/akshare) - :star: 5245 :fork_and_knife: 1176 - A financial data interface library, built for human beings! +* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - :star: 3932 :fork_and_knife: 864 - A command line tool for managing Amazon S3 and CloudFront. +* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - :star: 1206 :fork_and_knife: 202 - Super S3 command line tool, good for higher performance. * [:earth_americas: you-get](https://you-get.org/) - A YouTube/Youku/Niconico video downloader written in Python 3. * [:earth_americas: youtube-dl](https://rg3.github.io/youtube-dl/) - A small command-line program to download videos from YouTube. @@ -556,12 +556,12 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Frameworks and libraries for e-commerce and payments.* * [:octocat: alipay](https://github.com/lxneng/alipay) - :star: 320 :fork_and_knife: 98 - Unofficial Alipay API for Python. -* [:octocat: Cartridge](https://github.com/stephenmcd/cartridge) - :star: 662 :fork_and_knife: 295 - A shopping cart app built using the Mezzanine. +* [:octocat: Cartridge](https://github.com/stephenmcd/cartridge) - :star: 663 :fork_and_knife: 295 - A shopping cart app built using the Mezzanine. * [:earth_americas: django-oscar](http://oscarcommerce.com/) - An open-source e-commerce framework for Django. -* [:octocat: django-shop](https://github.com/awesto/django-shop) - :star: 2849 :fork_and_knife: 987 - A Django based shop system. -* [:octocat: forex-python](https://github.com/MicroPyramid/forex-python) - :star: 491 :fork_and_knife: 154 - Foreign exchange rates, Bitcoin price index and currency conversion. -* [:octocat: merchant](https://github.com/agiliq/merchant) - :star: 985 :fork_and_knife: 179 - A Django app to accept payments from various payment processors. -* [:octocat: money](https://github.com/carlospalol/money) - :star: 206 :fork_and_knife: 28 - `Money` class with optional CLDR-backed locale-aware formatting and an extensible currency exchange. +* [:octocat: django-shop](https://github.com/awesto/django-shop) - :star: 2856 :fork_and_knife: 986 - A Django based shop system. +* [:octocat: forex-python](https://github.com/MicroPyramid/forex-python) - :star: 498 :fork_and_knife: 155 - Foreign exchange rates, Bitcoin price index and currency conversion. +* [:octocat: merchant](https://github.com/agiliq/merchant) - :star: 987 :fork_and_knife: 179 - A Django app to accept payments from various payment processors. +* [:octocat: money](https://github.com/carlospalol/money) - :star: 208 :fork_and_knife: 28 - `Money` class with optional CLDR-backed locale-aware formatting and an extensible currency exchange. * [:octocat: python-currencies](https://github.com/Alir3z4/python-currencies) - :star: 61 :fork_and_knife: 13 - Display money format and its filthy currencies. * [:earth_americas: saleor](http://getsaleor.com/) - An e-commerce storefront for Django. * [:earth_americas: shoop](https://www.shuup.com/en/) - An open source E-Commerce platform based on Django. @@ -569,54 +569,54 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- ## Editor Plugins and IDEs * Emacs - * [:octocat: elpy](https://github.com/jorgenschaefer/elpy) - :star: 1788 :fork_and_knife: 248 - Emacs Python Development Environment. + * [:octocat: elpy](https://github.com/jorgenschaefer/elpy) - :star: 1790 :fork_and_knife: 249 - Emacs Python Development Environment. * Sublime Text - * [:octocat: anaconda](https://github.com/DamnWidget/anaconda) - :star: 2152 :fork_and_knife: 263 - Anaconda turns your Sublime Text 3 in a full featured Python development IDE. - * [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - :star: 922 :fork_and_knife: 112 - A Sublime Text plugin to the awesome auto-complete library Jedi. + * [:octocat: anaconda](https://github.com/DamnWidget/anaconda) - :star: 2156 :fork_and_knife: 263 - Anaconda turns your Sublime Text 3 in a full featured Python development IDE. + * [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - :star: 924 :fork_and_knife: 113 - A Sublime Text plugin to the awesome auto-complete library Jedi. * Vim - * [:octocat: jedi-vim](https://github.com/davidhalter/jedi-vim) - :star: 5036 :fork_and_knife: 377 - Vim bindings for the Jedi auto-completion library for Python. - * [:octocat: python-mode](https://github.com/python-mode/python-mode) - :star: 5360 :fork_and_knife: 895 - An all in one plugin for turning Vim into a Python IDE. - * [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - :star: 24093 :fork_and_knife: 2772 - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python. + * [:octocat: jedi-vim](https://github.com/davidhalter/jedi-vim) - :star: 5034 :fork_and_knife: 376 - Vim bindings for the Jedi auto-completion library for Python. + * [:octocat: python-mode](https://github.com/python-mode/python-mode) - :star: 5362 :fork_and_knife: 894 - An all in one plugin for turning Vim into a Python IDE. + * [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - :star: 24137 :fork_and_knife: 2770 - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python. * Visual Studio - * [:octocat: PTVS](https://github.com/Microsoft/PTVS) - :star: 2426 :fork_and_knife: 694 - Python Tools for Visual Studio. + * [:octocat: PTVS](https://github.com/Microsoft/PTVS) - :star: 2429 :fork_and_knife: 691 - Python Tools for Visual Studio. * Visual Studio Code * [:earth_americas: Python](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python. * IDE * [:earth_americas: PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available. - * [:octocat: spyder](https://github.com/spyder-ide/spyder) - :star: 7082 :fork_and_knife: 1454 - Open Source Python IDE. + * [:octocat: spyder](https://github.com/spyder-ide/spyder) - :star: 7109 :fork_and_knife: 1464 - Open Source Python IDE. ## Email *Libraries for sending and parsing email.* * Mail Servers - * [:octocat: modoboa](https://github.com/modoboa/modoboa) - :star: 2165 :fork_and_knife: 308 - A mail hosting and management platform including a modern Web UI. - * [:octocat: salmon](https://github.com/moggers87/salmon) - :star: 552 :fork_and_knife: 56 - A Python Mail Server. + * [:octocat: modoboa](https://github.com/modoboa/modoboa) - :star: 2188 :fork_and_knife: 310 - A mail hosting and management platform including a modern Web UI. + * [:octocat: salmon](https://github.com/moggers87/salmon) - :star: 555 :fork_and_knife: 56 - A Python Mail Server. * Clients - * [:octocat: imbox](https://github.com/martinrusev/imbox) - :star: 1084 :fork_and_knife: 170 - Python IMAP for Humans. - * [:octocat: yagmail](https://github.com/kootenpv/yagmail) - :star: 2309 :fork_and_knife: 257 - Yet another Gmail/SMTP client. + * [:octocat: imbox](https://github.com/martinrusev/imbox) - :star: 1084 :fork_and_knife: 169 - Python IMAP for Humans. + * [:octocat: yagmail](https://github.com/kootenpv/yagmail) - :star: 2320 :fork_and_knife: 257 - Yet another Gmail/SMTP client. * Others - * [:octocat: flanker](https://github.com/mailgun/flanker) - :star: 1539 :fork_and_knife: 199 - An email address and Mime parsing library. + * [:octocat: flanker](https://github.com/mailgun/flanker) - :star: 1541 :fork_and_knife: 199 - An email address and Mime parsing library. * [:octocat: mailer](https://github.com/marrow/mailer) - :star: 244 :fork_and_knife: 57 - High-performance extensible mail delivery framework. ## Environment Management *Libraries for Python version and virtual environment management.* -* [:octocat: pyenv](https://github.com/pyenv/pyenv) - :star: 28051 :fork_and_knife: 2510 - Simple Python version management. -* [:octocat: virtualenv](https://github.com/pypa/virtualenv) - :star: 4200 :fork_and_knife: 950 - A tool to create isolated Python environments. +* [:octocat: pyenv](https://github.com/pyenv/pyenv) - :star: 28207 :fork_and_knife: 2521 - Simple Python version management. +* [:octocat: virtualenv](https://github.com/pypa/virtualenv) - :star: 4220 :fork_and_knife: 951 - A tool to create isolated Python environments. ## Files *Libraries for file manipulation and MIME type detection.* * [:earth_americas: mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types. -* [:octocat: path.py](https://github.com/jaraco/path.py) - :star: 993 :fork_and_knife: 136 - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html). +* [:octocat: path.py](https://github.com/jaraco/path.py) - :star: 994 :fork_and_knife: 135 - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html). * [:earth_americas: pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) An cross-platform, object-oriented path library. -* [:octocat: PyFilesystem2](https://github.com/pyfilesystem/pyfilesystem2) - :star: 1700 :fork_and_knife: 167 - Python's filesystem abstraction layer. -* [:octocat: python-magic](https://github.com/ahupp/python-magic) - :star: 2142 :fork_and_knife: 250 - A Python interface to the libmagic file type identification library. +* [:octocat: PyFilesystem2](https://github.com/pyfilesystem/pyfilesystem2) - :star: 1709 :fork_and_knife: 165 - Python's filesystem abstraction layer. +* [:octocat: python-magic](https://github.com/ahupp/python-magic) - :star: 2154 :fork_and_knife: 252 - A Python interface to the libmagic file type identification library. * [:octocat: Unipath](https://github.com/mikeorr/Unipath) - :star: 503 :fork_and_knife: 38 - An object-oriented approach to file/directory operations. -* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - :star: 5367 :fork_and_knife: 647 - API and shell utilities to monitor file system events. +* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - :star: 5386 :fork_and_knife: 648 - API and shell utilities to monitor file system events. ## Foreign Function Interface @@ -632,50 +632,50 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for working with forms.* * [:octocat: Deform](https://github.com/Pylons/deform) - :star: 381 :fork_and_knife: 162 - Python HTML form generation library influenced by the formish form generation library. -* [:octocat: django-bootstrap3](https://github.com/dyve/django-bootstrap3) - :star: 2281 :fork_and_knife: 694 - Bootstrap 3 integration with Django. -* [:octocat: django-bootstrap4](https://github.com/zostera/django-bootstrap4) - :star: 962 :fork_and_knife: 253 - Bootstrap 4 integration with Django. -* [:octocat: django-crispy-forms](https://github.com/django-crispy-forms/django-crispy-forms) - :star: 4496 :fork_and_knife: 710 - A Django app which lets you create beautiful forms in a very elegant and DRY way. +* [:octocat: django-bootstrap3](https://github.com/dyve/django-bootstrap3) - :star: 2284 :fork_and_knife: 693 - Bootstrap 3 integration with Django. +* [:octocat: django-bootstrap4](https://github.com/zostera/django-bootstrap4) - :star: 961 :fork_and_knife: 255 - Bootstrap 4 integration with Django. +* [:octocat: django-crispy-forms](https://github.com/django-crispy-forms/django-crispy-forms) - :star: 4501 :fork_and_knife: 712 - A Django app which lets you create beautiful forms in a very elegant and DRY way. * [:octocat: django-remote-forms](https://github.com/WiserTogether/django-remote-forms) - :star: 217 :fork_and_knife: 112 - A platform independent Django form serializer. -* [:octocat: WTForms](https://github.com/wtforms/wtforms) - :star: 1320 :fork_and_knife: 367 - A flexible forms validation and rendering library. +* [:octocat: WTForms](https://github.com/wtforms/wtforms) - :star: 1328 :fork_and_knife: 367 - A flexible forms validation and rendering library. ## Functional Programming *Functional Programming with Python.* -* [:octocat: Coconut](https://github.com/evhub/coconut) - :star: 3502 :fork_and_knife: 105 - A variant of Python built for simple, elegant, Pythonic functional programming. -* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - :star: 856 :fork_and_knife: 66 - Cython implementation of `Toolz`: High performance functional utilities. -* [:octocat: fn.py](https://github.com/kachayev/fn.py) - :star: 3205 :fork_and_knife: 198 - Functional programming in Python: implementation of missing features to enjoy FP. -* [:octocat: funcy](https://github.com/Suor/funcy) - :star: 2827 :fork_and_knife: 130 - A fancy and practical functional tools. -* [:octocat: more-itertools](https://github.com/erikrose/more-itertools) - :star: 2605 :fork_and_knife: 210 - More routines for operating on iterables, beyond `itertools`. -* [:octocat: returns](https://github.com/dry-python/returns) - :star: 2356 :fork_and_knife: 86 - A set of type-safe monads, transformers, and composition utilities. -* [:octocat: Toolz](https://github.com/pytoolz/toolz) - :star: 3974 :fork_and_knife: 243 - A collection of functional utilities for iterators, functions, and dictionaries. +* [:octocat: Coconut](https://github.com/evhub/coconut) - :star: 3518 :fork_and_knife: 105 - A variant of Python built for simple, elegant, Pythonic functional programming. +* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - :star: 864 :fork_and_knife: 66 - Cython implementation of `Toolz`: High performance functional utilities. +* [:octocat: fn.py](https://github.com/kachayev/fn.py) - :star: 3211 :fork_and_knife: 199 - Functional programming in Python: implementation of missing features to enjoy FP. +* [:octocat: funcy](https://github.com/Suor/funcy) - :star: 2837 :fork_and_knife: 130 - A fancy and practical functional tools. +* [:octocat: more-itertools](https://github.com/erikrose/more-itertools) - :star: 2636 :fork_and_knife: 210 - More routines for operating on iterables, beyond `itertools`. +* [:octocat: returns](https://github.com/dry-python/returns) - :star: 2365 :fork_and_knife: 86 - A set of type-safe monads, transformers, and composition utilities. +* [:octocat: Toolz](https://github.com/pytoolz/toolz) - :star: 3992 :fork_and_knife: 244 - A collection of functional utilities for iterators, functions, and dictionaries. ## GUI Development *Libraries for working with graphical user interface applications.* * [:earth_americas: curses](https://docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications. -* [:octocat: Eel](https://github.com/ChrisKnott/Eel) - :star: 5082 :fork_and_knife: 518 - A library for making simple Electron-like offline HTML/JS GUI apps. -* [:octocat: enaml](https://github.com/nucleic/enaml) - :star: 1199 :fork_and_knife: 126 - Creating beautiful user-interfaces with Declarative Syntax like QML. -* [:octocat: Flexx](https://github.com/zoofIO/flexx) - :star: 2982 :fork_and_knife: 261 - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering. -* [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - :star: 16445 :fork_and_knife: 893 - Turn command line programs into a full GUI application with one line. +* [:octocat: Eel](https://github.com/ChrisKnott/Eel) - :star: 5112 :fork_and_knife: 523 - A library for making simple Electron-like offline HTML/JS GUI apps. +* [:octocat: enaml](https://github.com/nucleic/enaml) - :star: 1203 :fork_and_knife: 126 - Creating beautiful user-interfaces with Declarative Syntax like QML. +* [:octocat: Flexx](https://github.com/zoofIO/flexx) - :star: 2991 :fork_and_knife: 261 - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering. +* [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - :star: 16513 :fork_and_knife: 899 - Turn command line programs into a full GUI application with one line. * [:earth_americas: kivy](https://kivy.org/) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS. -* [:octocat: pyglet](https://github.com/pyglet/pyglet) - :star: 1173 :fork_and_knife: 232 - A cross-platform windowing and multimedia library for Python. +* [:octocat: pyglet](https://github.com/pyglet/pyglet) - :star: 1188 :fork_and_knife: 232 - A cross-platform windowing and multimedia library for Python. * [:earth_americas: PyGObject](https://wiki.gnome.org/Projects/PyGObject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3). * [:earth_americas: PyQt](https://riverbankcomputing.com/software/pyqt/intro) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework. -* [:octocat: PySimpleGUI](https://github.com/PySimpleGUI/PySimpleGUI) - :star: 10351 :fork_and_knife: 1549 - Wrapper for tkinter, Qt, WxPython and Remi. -* [:octocat: pywebview](https://github.com/r0x0r/pywebview/) - :star: 3009 :fork_and_knife: 404 - A lightweight cross-platform native wrapper around a webview component. +* [:octocat: PySimpleGUI](https://github.com/PySimpleGUI/PySimpleGUI) - :star: 10403 :fork_and_knife: 1565 - Wrapper for tkinter, Qt, WxPython and Remi. +* [:octocat: pywebview](https://github.com/r0x0r/pywebview/) - :star: 3022 :fork_and_knife: 406 - A lightweight cross-platform native wrapper around a webview component. * [:earth_americas: Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package. -* [:octocat: Toga](https://github.com/pybee/toga) - :star: 3205 :fork_and_knife: 542 - A Python native, OS native GUI toolkit. +* [:octocat: Toga](https://github.com/pybee/toga) - :star: 3216 :fork_and_knife: 543 - A Python native, OS native GUI toolkit. * [:earth_americas: urwid](http://urwid.org/) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc. * [:earth_americas: wxPython](https://wxpython.org/) - A blending of the wxWidgets C++ class library with the Python. -* [:octocat: DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - :star: 8317 :fork_and_knife: 428 - A Simple GPU accelerated Python GUI framework +* [:octocat: DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - :star: 8437 :fork_and_knife: 435 - A Simple GPU accelerated Python GUI framework ## GraphQL *Libraries for working with GraphQL.* -* [:octocat: graphene](https://github.com/graphql-python/graphene/) - :star: 7307 :fork_and_knife: 788 - GraphQL framework for Python. +* [:octocat: graphene](https://github.com/graphql-python/graphene/) - :star: 7324 :fork_and_knife: 788 - GraphQL framework for Python. * [:octocat: tartiflette-aiohttp](https://github.com/tartiflette/tartiflette-aiohttp/) - :star: 59 :fork_and_knife: 7 - An `aiohttp`-based wrapper for Tartiflette to expose GraphQL APIs over HTTP. * [:octocat: tartiflette-asgi](https://github.com/tartiflette/tartiflette-asgi/) - :star: 100 :fork_and_knife: 15 - ASGI support for the Tartiflette GraphQL engine. * [:earth_americas: tartiflette](https://tartiflette.io) - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio. @@ -698,11 +698,11 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for geocoding addresses and working with latitudes and longitudes.* -* [:octocat: django-countries](https://github.com/SmileyChris/django-countries) - :star: 1137 :fork_and_knife: 239 - A Django app that provides a country field for models and forms. +* [:octocat: django-countries](https://github.com/SmileyChris/django-countries) - :star: 1141 :fork_and_knife: 240 - A Django app that provides a country field for models and forms. * [:earth_americas: GeoDjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework. -* [:octocat: GeoIP](https://github.com/maxmind/geoip-api-python) - :star: 229 :fork_and_knife: 62 - Python API for MaxMind GeoIP Legacy Database. +* [:octocat: GeoIP](https://github.com/maxmind/geoip-api-python) - :star: 230 :fork_and_knife: 62 - Python API for MaxMind GeoIP Legacy Database. * [:octocat: geojson](https://github.com/frewsxcv/python-geojson) - :star: 737 :fork_and_knife: 96 - Python bindings and utilities for GeoJSON. -* [:octocat: geopy](https://github.com/geopy/geopy) - :star: 3681 :fork_and_knife: 594 - Python Geocoding Toolbox. +* [:octocat: geopy](https://github.com/geopy/geopy) - :star: 3696 :fork_and_knife: 594 - Python Geocoding Toolbox. * [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - :star: 484 :fork_and_knife: 112 - Pure Python GeoIP API. ## HTML Manipulation @@ -710,39 +710,39 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for working with HTML and XML.* * [:earth_americas: BeautifulSoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML. -* [:octocat: bleach](https://github.com/mozilla/bleach) - :star: 2353 :fork_and_knife: 240 - A whitelist-based HTML sanitization and text linkification library. +* [:octocat: bleach](https://github.com/mozilla/bleach) - :star: 2358 :fork_and_knife: 241 - A whitelist-based HTML sanitization and text linkification library. * [:earth_americas: cssutils](https://pypi.org/project/cssutils/) - A CSS library for Python. -* [:octocat: html5lib](https://github.com/html5lib/html5lib-python) - :star: 977 :fork_and_knife: 269 - A standards-compliant library for parsing and serializing HTML documents and fragments. +* [:octocat: html5lib](https://github.com/html5lib/html5lib-python) - :star: 980 :fork_and_knife: 271 - A standards-compliant library for parsing and serializing HTML documents and fragments. * [:earth_americas: lxml](http://lxml.de/) - A very fast, easy-to-use and versatile library for handling HTML and XML. -* [:octocat: MarkupSafe](https://github.com/pallets/markupsafe) - :star: 482 :fork_and_knife: 129 - Implements a XML/HTML/XHTML Markup safe string for Python. -* [:octocat: pyquery](https://github.com/gawel/pyquery) - :star: 2107 :fork_and_knife: 176 - A jQuery-like library for parsing HTML. -* [:octocat: untangle](https://github.com/stchris/untangle) - :star: 551 :fork_and_knife: 82 - Converts XML documents to Python objects for easy access. +* [:octocat: MarkupSafe](https://github.com/pallets/markupsafe) - :star: 485 :fork_and_knife: 129 - Implements a XML/HTML/XHTML Markup safe string for Python. +* [:octocat: pyquery](https://github.com/gawel/pyquery) - :star: 2113 :fork_and_knife: 176 - A jQuery-like library for parsing HTML. +* [:octocat: untangle](https://github.com/stchris/untangle) - :star: 550 :fork_and_knife: 82 - Converts XML documents to Python objects for easy access. * [:earth_americas: WeasyPrint](http://weasyprint.org) - A visual rendering engine for HTML and CSS that can export to PDF. * [:earth_americas: xmldataset](https://xmldataset.readthedocs.io/en/latest/) - Simple XML Parsing. -* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - :star: 4854 :fork_and_knife: 451 - Working with XML feel like you are working with JSON. +* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - :star: 4868 :fork_and_knife: 452 - Working with XML feel like you are working with JSON. ## HTTP Clients *Libraries for working with HTTP.* -* [:octocat: grequests](https://github.com/spyoungtech/grequests) - :star: 4067 :fork_and_knife: 334 - requests + gevent for asynchronous HTTP requests. +* [:octocat: grequests](https://github.com/spyoungtech/grequests) - :star: 4073 :fork_and_knife: 334 - requests + gevent for asynchronous HTTP requests. * [:octocat: httplib2](https://github.com/httplib2/httplib2) - :star: 447 :fork_and_knife: 178 - Comprehensive HTTP client library. -* [:octocat: httpx](https://github.com/encode/httpx) - :star: 9012 :fork_and_knife: 601 - A next generation HTTP client for Python. -* [:octocat: requests](https://github.com/psf/requests) - :star: 47859 :fork_and_knife: 8802 - HTTP Requests for Humans. -* [:octocat: treq](https://github.com/twisted/treq) - :star: 544 :fork_and_knife: 144 - Python requests like API built on top of Twisted's HTTP client. -* [:octocat: urllib3](https://github.com/shazow/urllib3) - :star: 3097 :fork_and_knife: 969 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly. +* [:octocat: httpx](https://github.com/encode/httpx) - :star: 9117 :fork_and_knife: 605 - A next generation HTTP client for Python. +* [:octocat: requests](https://github.com/psf/requests) - :star: 47962 :fork_and_knife: 8815 - HTTP Requests for Humans. +* [:octocat: treq](https://github.com/twisted/treq) - :star: 546 :fork_and_knife: 144 - Python requests like API built on top of Twisted's HTTP client. +* [:octocat: urllib3](https://github.com/shazow/urllib3) - :star: 3110 :fork_and_knife: 981 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly. ## Hardware *Libraries for programming with hardware.* * [:earth_americas: ino](http://inotool.org/) - Command line toolkit for working with [Arduino](https://www.arduino.cc/). -* [:octocat: keyboard](https://github.com/boppreh/keyboard) - :star: 2996 :fork_and_knife: 360 - Hook and simulate global keyboard events on Windows and Linux. -* [:octocat: mouse](https://github.com/boppreh/mouse) - :star: 644 :fork_and_knife: 99 - Hook and simulate global mouse events on Windows and Linux. +* [:octocat: keyboard](https://github.com/boppreh/keyboard) - :star: 3017 :fork_and_knife: 361 - Hook and simulate global keyboard events on Windows and Linux. +* [:octocat: mouse](https://github.com/boppreh/mouse) - :star: 649 :fork_and_knife: 98 - Hook and simulate global mouse events on Windows and Linux. * [:earth_americas: Pingo](http://www.pingo.io/) - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc. -* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - :star: 1024 :fork_and_knife: 244 - A module for cross-platform control of the mouse and keyboard. -* [:octocat: scapy](https://github.com/secdev/scapy) - :star: 7776 :fork_and_knife: 1695 - A brilliant packet manipulation library. -* [:octocat: wifi](https://github.com/rockymeza/wifi) - :star: 287 :fork_and_knife: 164 - A Python library and command line tool for working with WiFi on Linux. +* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - :star: 1028 :fork_and_knife: 244 - A module for cross-platform control of the mouse and keyboard. +* [:octocat: scapy](https://github.com/secdev/scapy) - :star: 7809 :fork_and_knife: 1699 - A brilliant packet manipulation library. +* [:octocat: wifi](https://github.com/rockymeza/wifi) - :star: 289 :fork_and_knife: 164 - A Python library and command line tool for working with WiFi on Linux. ## Image Processing @@ -750,46 +750,46 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:octocat: hmap](https://github.com/rossgoodwin/hmap) - :star: 197 :fork_and_knife: 23 - Image histogram remapping. * [:earth_americas: imgSeek](https://sourceforge.net/projects/imgseek/) - A project for searching a collection of images using visual similarity. -* [:octocat: nude.py](https://github.com/hhatto/nude.py) - :star: 855 :fork_and_knife: 132 - Nudity detection. -* [:octocat: pagan](https://github.com/daboth/pagan) - :star: 272 :fork_and_knife: 44 - Retro identicon (Avatar) generation based on input string and hash. -* [:octocat: pillow](https://github.com/python-pillow/Pillow) - :star: 9963 :fork_and_knife: 1877 - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork. -* [:octocat: python-barcode](https://github.com/WhyNotHugo/python-barcode) - :star: 367 :fork_and_knife: 91 - Create barcodes in Python with no extra dependencies. +* [:octocat: nude.py](https://github.com/hhatto/nude.py) - :star: 857 :fork_and_knife: 132 - Nudity detection. +* [:octocat: pagan](https://github.com/daboth/pagan) - :star: 272 :fork_and_knife: 43 - Retro identicon (Avatar) generation based on input string and hash. +* [:octocat: pillow](https://github.com/python-pillow/Pillow) - :star: 10012 :fork_and_knife: 1881 - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork. +* [:octocat: python-barcode](https://github.com/WhyNotHugo/python-barcode) - :star: 373 :fork_and_knife: 93 - Create barcodes in Python with no extra dependencies. * [:octocat: pygram](https://github.com/ajkumar25/pygram) - :star: 102 :fork_and_knife: 13 - Instagram-like image filters. * [:earth_americas: PyMatting](http://github.com/pymatting/pymatting) - A library for alpha matting. -* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - :star: 3204 :fork_and_knife: 529 - A pure Python QR Code generator. -* [:octocat: pywal](https://github.com/dylanaraps/pywal) - :star: 6454 :fork_and_knife: 268 - A tool that generates color schemes from images. -* [:octocat: pyvips](https://github.com/libvips/pyvips) - :star: 418 :fork_and_knife: 39 - A fast image processing library with low memory needs. -* [:octocat: Quads](https://github.com/fogleman/Quads) - :star: 1080 :fork_and_knife: 142 - Computer art based on quadtrees. +* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - :star: 3226 :fork_and_knife: 534 - A pure Python QR Code generator. +* [:octocat: pywal](https://github.com/dylanaraps/pywal) - :star: 6517 :fork_and_knife: 268 - A tool that generates color schemes from images. +* [:octocat: pyvips](https://github.com/libvips/pyvips) - :star: 423 :fork_and_knife: 39 - A fast image processing library with low memory needs. +* [:octocat: Quads](https://github.com/fogleman/Quads) - :star: 1083 :fork_and_knife: 142 - Computer art based on quadtrees. * [:earth_americas: scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing. -* [:octocat: thumbor](https://github.com/thumbor/thumbor) - :star: 9029 :fork_and_knife: 774 - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images. -* [:octocat: wand](https://github.com/dahlia/wand) - :star: 1190 :fork_and_knife: 197 - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick. +* [:octocat: thumbor](https://github.com/thumbor/thumbor) - :star: 9051 :fork_and_knife: 778 - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images. +* [:octocat: wand](https://github.com/dahlia/wand) - :star: 1194 :fork_and_knife: 197 - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick. ## Implementations *Implementations of Python.* * [:octocat: CLPython](https://github.com/metawilm/cl-python) - :star: 333 :fork_and_knife: 33 - Implementation of the Python programming language written in Common Lisp. -* [:octocat: CPython](https://github.com/python/cpython) - :star: 46279 :fork_and_knife: 24044 - **Default, most widely used implementation of the Python programming language written in C.** +* [:octocat: CPython](https://github.com/python/cpython) - :star: 46676 :fork_and_knife: 24156 - **Default, most widely used implementation of the Python programming language written in C.** * [:earth_americas: Cython](http://cython.org/) - Optimizing Static Compiler for Python. -* [:octocat: Grumpy](https://github.com/google/grumpy) - :star: 10486 :fork_and_knife: 675 - More compiler than interpreter as more powerful CPython2.7 replacement (alpha). -* [:octocat: IronPython](https://github.com/IronLanguages/ironpython3) - :star: 1827 :fork_and_knife: 226 - Implementation of the Python programming language written in C#. +* [:octocat: Grumpy](https://github.com/google/grumpy) - :star: 10494 :fork_and_knife: 674 - More compiler than interpreter as more powerful CPython2.7 replacement (alpha). +* [:octocat: IronPython](https://github.com/IronLanguages/ironpython3) - :star: 1841 :fork_and_knife: 228 - Implementation of the Python programming language written in C#. * [:earth_americas: Jython](https://hg.python.org/jython) - Implementation of Python programming language written in Java for the JVM. -* [:octocat: MicroPython](https://github.com/micropython/micropython) - :star: 14760 :fork_and_knife: 5581 - A lean and efficient Python programming language implementation. +* [:octocat: MicroPython](https://github.com/micropython/micropython) - :star: 14852 :fork_and_knife: 5625 - A lean and efficient Python programming language implementation. * [:earth_americas: Numba](http://numba.pydata.org/) - Python JIT compiler to LLVM aimed at scientific Python. -* [:octocat: PeachPy](https://github.com/Maratyszcza/PeachPy) - :star: 1646 :fork_and_knife: 151 - x86-64 assembler embedded in Python. -* [:octocat: Pyjion](https://github.com/Microsoft/Pyjion) - :star: 1561 :fork_and_knife: 125 - A JIT for Python based upon CoreCLR. +* [:octocat: PeachPy](https://github.com/Maratyszcza/PeachPy) - :star: 1650 :fork_and_knife: 150 - x86-64 assembler embedded in Python. +* [:octocat: Pyjion](https://github.com/Microsoft/Pyjion) - :star: 1562 :fork_and_knife: 126 - A JIT for Python based upon CoreCLR. * [:earth_americas: PyPy](https://foss.heptapod.net/pypy/pypy) - A very fast and compliant implementation of the Python language. -* [:octocat: Pyston](https://github.com/dropbox/pyston) - :star: 4945 :fork_and_knife: 310 - A Python implementation using JIT techniques. -* [:octocat: Stackless Python](https://github.com/stackless-dev/stackless) - :star: 832 :fork_and_knife: 57 - An enhanced version of the Python programming language. +* [:octocat: Pyston](https://github.com/dropbox/pyston) - :star: 4944 :fork_and_knife: 311 - A Python implementation using JIT techniques. +* [:octocat: Stackless Python](https://github.com/stackless-dev/stackless) - :star: 837 :fork_and_knife: 57 - An enhanced version of the Python programming language. ## Interactive Interpreter *Interactive Python interpreters (REPL).* -* [:octocat: bpython](https://github.com/bpython/bpython) - :star: 2147 :fork_and_knife: 217 - A fancy interface to the Python interpreter. +* [:octocat: bpython](https://github.com/bpython/bpython) - :star: 2161 :fork_and_knife: 217 - A fancy interface to the Python interpreter. * [:earth_americas: Jupyter Notebook (IPython)](https://jupyter.org) - A rich toolkit to help you make the most out of using Python interactively. - * [:octocat: awesome-jupyter](https://github.com/markusschanta/awesome-jupyter) - :star: 2819 :fork_and_knife: 356 -* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - :star: 4532 :fork_and_knife: 260 - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit). + * [:octocat: awesome-jupyter](https://github.com/markusschanta/awesome-jupyter) - :star: 2827 :fork_and_knife: 358 +* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - :star: 4546 :fork_and_knife: 261 - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit). ## Internationalization @@ -806,12 +806,12 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:earth_americas: APScheduler](http://apscheduler.readthedocs.io/en/latest/) - A light but powerful in-process task scheduler that lets you schedule functions. * [:octocat: django-schedule](https://github.com/thauber/django-schedule) - :star: 803 :fork_and_knife: 291 - A calendaring app for Django. * [:earth_americas: doit](http://pydoit.org/) - A task runner and build tool. -* [:octocat: gunnery](https://github.com/gunnery/gunnery) - :star: 741 :fork_and_knife: 77 - Multipurpose task execution tool for distributed systems with web-based interface. +* [:octocat: gunnery](https://github.com/gunnery/gunnery) - :star: 744 :fork_and_knife: 77 - Multipurpose task execution tool for distributed systems with web-based interface. * [:earth_americas: Joblib](https://joblib.readthedocs.io/) - A set of tools to provide lightweight pipelining in Python. -* [:octocat: Plan](https://github.com/fengsp/plan) - :star: 1146 :fork_and_knife: 95 - Writing crontab file in Python like a charm. -* [:octocat: Prefect](https://github.com/PrefectHQ/prefect) - :star: 9583 :fork_and_knife: 954 - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines. -* [:octocat: schedule](https://github.com/dbader/schedule) - :star: 9764 :fork_and_knife: 855 - Python job scheduling for humans. -* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - :star: 1222 :fork_and_knife: 273 - A powerful workflow engine implemented in pure Python. +* [:octocat: Plan](https://github.com/fengsp/plan) - :star: 1149 :fork_and_knife: 95 - Writing crontab file in Python like a charm. +* [:octocat: Prefect](https://github.com/PrefectHQ/prefect) - :star: 9678 :fork_and_knife: 959 - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines. +* [:octocat: schedule](https://github.com/dbader/schedule) - :star: 9790 :fork_and_knife: 853 - Python job scheduling for humans. +* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - :star: 1228 :fork_and_knife: 273 - A powerful workflow engine implemented in pure Python. * [:earth_americas: TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable. ## Logging @@ -820,23 +820,23 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:earth_americas: logbook](http://logbook.readthedocs.io/en/stable/) - Logging replacement for Python. * [:earth_americas: logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python. -* [:octocat: loguru](https://github.com/Delgan/loguru) - :star: 12319 :fork_and_knife: 536 - Library which aims to bring enjoyable logging in Python. -* [:octocat: sentry-python](https://github.com/getsentry/sentry-python) - :star: 1284 :fork_and_knife: 295 - Sentry SDK for Python. +* [:octocat: loguru](https://github.com/Delgan/loguru) - :star: 12435 :fork_and_knife: 539 - Library which aims to bring enjoyable logging in Python. +* [:octocat: sentry-python](https://github.com/getsentry/sentry-python) - :star: 1296 :fork_and_knife: 293 - Sentry SDK for Python. * [:earth_americas: structlog](https://www.structlog.org/en/stable/) - Structured logging made easy. ## Machine Learning *Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python).* -* [:octocat: gym](https://github.com/openai/gym) - :star: 28091 :fork_and_knife: 7892 - A toolkit for developing and comparing reinforcement learning algorithms. -* [:octocat: H2O](https://github.com/h2oai/h2o-3) - :star: 5895 :fork_and_knife: 1923 - Open Source Fast Scalable Machine Learning Platform. -* [:octocat: Metrics](https://github.com/benhamner/Metrics) - :star: 1535 :fork_and_knife: 446 - Machine learning evaluation metrics. -* [:octocat: NuPIC](https://github.com/numenta/nupic) - :star: 6294 :fork_and_knife: 1583 - Numenta Platform for Intelligent Computing. +* [:octocat: gym](https://github.com/openai/gym) - :star: 28179 :fork_and_knife: 7923 - A toolkit for developing and comparing reinforcement learning algorithms. +* [:octocat: H2O](https://github.com/h2oai/h2o-3) - :star: 5911 :fork_and_knife: 1925 - Open Source Fast Scalable Machine Learning Platform. +* [:octocat: Metrics](https://github.com/benhamner/Metrics) - :star: 1538 :fork_and_knife: 448 - Machine learning evaluation metrics. +* [:octocat: NuPIC](https://github.com/numenta/nupic) - :star: 6294 :fork_and_knife: 1581 - Numenta Platform for Intelligent Computing. * [:earth_americas: scikit-learn](http://scikit-learn.org/) - The most popular Python library for Machine Learning. * [:earth_americas: Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library. * [:octocat: vowpal_porpoise](https://github.com/josephreisinger/vowpal_porpoise) - :star: 163 :fork_and_knife: 30 - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/). -* [:octocat: xgboost](https://github.com/dmlc/xgboost) - :star: 22987 :fork_and_knife: 8425 - A scalable, portable, and distributed gradient boosting library. -* [:octocat: MindsDB](https://github.com/mindsdb/mindsdb) - :star: 8767 :fork_and_knife: 905 - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries. +* [:octocat: xgboost](https://github.com/dmlc/xgboost) - :star: 23027 :fork_and_knife: 8430 - A scalable, portable, and distributed gradient boosting library. +* [:octocat: MindsDB](https://github.com/mindsdb/mindsdb) - :star: 9173 :fork_and_knife: 956 - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries. ## Microsoft Windows @@ -844,19 +844,19 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:earth_americas: Python(x,y)](http://python-xy.github.io/) - Scientific-applications-oriented Python Distribution based on Qt and Spyder. * [:earth_americas: pythonlibs](http://www.lfd.uci.edu/~gohlke/pythonlibs/) - Unofficial Windows binaries for Python extension packages. -* [:octocat: PythonNet](https://github.com/pythonnet/pythonnet) - :star: 3158 :fork_and_knife: 591 - Python Integration with the .NET Common Language Runtime (CLR). -* [:octocat: PyWin32](https://github.com/mhammond/pywin32) - :star: 3834 :fork_and_knife: 703 - Python Extensions for Windows. +* [:octocat: PythonNet](https://github.com/pythonnet/pythonnet) - :star: 3176 :fork_and_knife: 593 - Python Integration with the .NET Common Language Runtime (CLR). +* [:octocat: PyWin32](https://github.com/mhammond/pywin32) - :star: 3858 :fork_and_knife: 705 - Python Extensions for Windows. * [:earth_americas: WinPython](https://winpython.github.io/) - Portable development environment for Windows 7/8. ## Miscellaneous *Useful libraries or tools that don't fit in the categories above.* -* [:octocat: blinker](https://github.com/jek/blinker) - :star: 1376 :fork_and_knife: 171 - A fast Python in-process signal/event dispatching system. -* [:octocat: boltons](https://github.com/mahmoud/boltons) - :star: 5831 :fork_and_knife: 322 - A set of pure-Python utilities. -* [:octocat: itsdangerous](https://github.com/pallets/itsdangerous) - :star: 2483 :fork_and_knife: 209 - Various helpers to pass trusted data to untrusted environments. -* [:octocat: magenta](https://github.com/magenta/magenta) - :star: 17762 :fork_and_knife: 3642 - A tool to generate music and art using artificial intelligence. -* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - :star: 1021 :fork_and_knife: 144 - A simple but flexible plugin system for Python. +* [:octocat: blinker](https://github.com/jek/blinker) - :star: 1385 :fork_and_knife: 170 - A fast Python in-process signal/event dispatching system. +* [:octocat: boltons](https://github.com/mahmoud/boltons) - :star: 5841 :fork_and_knife: 323 - A set of pure-Python utilities. +* [:octocat: itsdangerous](https://github.com/pallets/itsdangerous) - :star: 2497 :fork_and_knife: 211 - Various helpers to pass trusted data to untrusted environments. +* [:octocat: magenta](https://github.com/magenta/magenta) - :star: 17784 :fork_and_knife: 3641 - A tool to generate music and art using artificial intelligence. +* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - :star: 1023 :fork_and_knife: 144 - A simple but flexible plugin system for Python. * [:earth_americas: tryton](http://www.tryton.org/) - A general purpose business framework. ## Natural Language Processing @@ -864,35 +864,35 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for working with human languages.* - General - * [:octocat: gensim](https://github.com/RaRe-Technologies/gensim) - :star: 13375 :fork_and_knife: 4239 - Topic Modeling for Humans. - * [:octocat: langid.py](https://github.com/saffsd/langid.py) - :star: 1981 :fork_and_knife: 291 - Stand-alone language identification system. + * [:octocat: gensim](https://github.com/RaRe-Technologies/gensim) - :star: 13414 :fork_and_knife: 4249 - Topic Modeling for Humans. + * [:octocat: langid.py](https://github.com/saffsd/langid.py) - :star: 1987 :fork_and_knife: 292 - Stand-alone language identification system. * [:earth_americas: nltk](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data. - * [:octocat: pattern](https://github.com/clips/pattern) - :star: 8252 :fork_and_knife: 1585 - A web mining module. - * [:octocat: polyglot](https://github.com/aboSamoor/polyglot) - :star: 2025 :fork_and_knife: 317 - Natural language pipeline supporting hundreds of languages. - * [:octocat: pytext](https://github.com/facebookresearch/pytext) - :star: 6334 :fork_and_knife: 818 - A natural language modeling framework based on PyTorch. - * [:octocat: PyTorch-NLP](https://github.com/PetrochukM/PyTorch-NLP) - :star: 2093 :fork_and_knife: 255 - A toolkit enabling rapid deep learning NLP prototyping for research. + * [:octocat: pattern](https://github.com/clips/pattern) - :star: 8256 :fork_and_knife: 1587 - A web mining module. + * [:octocat: polyglot](https://github.com/aboSamoor/polyglot) - :star: 2029 :fork_and_knife: 316 - Natural language pipeline supporting hundreds of languages. + * [:octocat: pytext](https://github.com/facebookresearch/pytext) - :star: 6342 :fork_and_knife: 818 - A natural language modeling framework based on PyTorch. + * [:octocat: PyTorch-NLP](https://github.com/PetrochukM/PyTorch-NLP) - :star: 2096 :fork_and_knife: 255 - A toolkit enabling rapid deep learning NLP prototyping for research. * [:earth_americas: spacy](https://spacy.io/) - A library for industrial-strength natural language processing in Python and Cython. - * [:octocat: Stanza](https://github.com/stanfordnlp/stanza) - :star: 6221 :fork_and_knife: 805 - The Stanford NLP Group's official Python library, supporting 60+ languages. + * [:octocat: Stanza](https://github.com/stanfordnlp/stanza) - :star: 6236 :fork_and_knife: 807 - The Stanford NLP Group's official Python library, supporting 60+ languages. - Chinese - * [:octocat: funNLP](https://github.com/fighting41love/funNLP) - :star: 41809 :fork_and_knife: 11527 - A collection of tools and datasets for Chinese NLP. - * [:octocat: jieba](https://github.com/fxsjy/jieba) - :star: 28933 :fork_and_knife: 6582 - The most popular Chinese text segmentation library. - * [:octocat: pkuseg-python](https://github.com/lancopku/pkuseg-python) - :star: 5916 :fork_and_knife: 941 - A toolkit for Chinese word segmentation in various domains. - * [:octocat: snownlp](https://github.com/isnowfy/snownlp) - :star: 5870 :fork_and_knife: 1343 - A library for processing Chinese text. + * [:octocat: funNLP](https://github.com/fighting41love/funNLP) - :star: 42129 :fork_and_knife: 11580 - A collection of tools and datasets for Chinese NLP. + * [:octocat: jieba](https://github.com/fxsjy/jieba) - :star: 29016 :fork_and_knife: 6589 - The most popular Chinese text segmentation library. + * [:octocat: pkuseg-python](https://github.com/lancopku/pkuseg-python) - :star: 5922 :fork_and_knife: 943 - A toolkit for Chinese word segmentation in various domains. + * [:octocat: snownlp](https://github.com/isnowfy/snownlp) - :star: 5882 :fork_and_knife: 1345 - A library for processing Chinese text. ## Network Virtualization *Tools and libraries for Virtual Networking and SDN (Software Defined Networking).* -* [:octocat: mininet](https://github.com/mininet/mininet) - :star: 4445 :fork_and_knife: 1634 - A popular network emulator and API written in Python. -* [:octocat: napalm](https://github.com/napalm-automation/napalm) - :star: 1912 :fork_and_knife: 527 - Cross-vendor API to manipulate network devices. -* [:octocat: pox](https://github.com/noxrepo/pox) - :star: 578 :fork_and_knife: 463 - A Python-based SDN control applications, such as OpenFlow SDN controllers. +* [:octocat: mininet](https://github.com/mininet/mininet) - :star: 4464 :fork_and_knife: 1641 - A popular network emulator and API written in Python. +* [:octocat: napalm](https://github.com/napalm-automation/napalm) - :star: 1914 :fork_and_knife: 530 - Cross-vendor API to manipulate network devices. +* [:octocat: pox](https://github.com/noxrepo/pox) - :star: 579 :fork_and_knife: 463 - A Python-based SDN control applications, such as OpenFlow SDN controllers. ## News Feed *Libraries for building user's activities.* -* [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - :star: 2072 :fork_and_knife: 484 - Generating generic activity streams from the actions on your site. -* [:octocat: Stream Framework](https://github.com/tschellenbach/Stream-Framework) - :star: 4636 :fork_and_knife: 564 - Building news feed and notification systems using Cassandra and Redis. +* [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - :star: 2080 :fork_and_knife: 484 - Generating generic activity streams from the actions on your site. +* [:octocat: Stream Framework](https://github.com/tschellenbach/Stream-Framework) - :star: 4637 :fork_and_knife: 564 - Building news feed and notification systems using Cassandra and Redis. ## ORM @@ -901,17 +901,17 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * Relational Databases * [:earth_americas: Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM. * [:earth_americas: SQLAlchemy](https://www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper. - * [:octocat: awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy) - :star: 2440 :fork_and_knife: 147 - * [:octocat: dataset](https://github.com/pudo/dataset) - :star: 4183 :fork_and_knife: 285 - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL. - * [:octocat: orator](https://github.com/sdispater/orator) - :star: 1348 :fork_and_knife: 164 - The Orator ORM provides a simple yet beautiful ActiveRecord implementation. - * [:octocat: orm](https://github.com/encode/orm) - :star: 1603 :fork_and_knife: 92 - An async ORM. - * [:octocat: peewee](https://github.com/coleifer/peewee) - :star: 9295 :fork_and_knife: 1343 - A small, expressive ORM. - * [:octocat: pony](https://github.com/ponyorm/pony/) - :star: 2967 :fork_and_knife: 214 - ORM that provides a generator-oriented interface to SQL. - * [:octocat: pydal](https://github.com/web2py/pydal/) - :star: 423 :fork_and_knife: 125 - A pure Python Database Abstraction Layer. + * [:octocat: awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy) - :star: 2453 :fork_and_knife: 148 + * [:octocat: dataset](https://github.com/pudo/dataset) - :star: 4186 :fork_and_knife: 285 - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL. + * [:octocat: orator](https://github.com/sdispater/orator) - :star: 1350 :fork_and_knife: 165 - The Orator ORM provides a simple yet beautiful ActiveRecord implementation. + * [:octocat: orm](https://github.com/encode/orm) - :star: 1612 :fork_and_knife: 91 - An async ORM. + * [:octocat: peewee](https://github.com/coleifer/peewee) - :star: 9335 :fork_and_knife: 1344 - A small, expressive ORM. + * [:octocat: pony](https://github.com/ponyorm/pony/) - :star: 2978 :fork_and_knife: 216 - ORM that provides a generator-oriented interface to SQL. + * [:octocat: pydal](https://github.com/web2py/pydal/) - :star: 430 :fork_and_knife: 126 - A pure Python Database Abstraction Layer. * NoSQL Databases - * [:octocat: hot-redis](https://github.com/stephenmcd/hot-redis) - :star: 278 :fork_and_knife: 32 - Rich Python data types for Redis. - * [:octocat: mongoengine](https://github.com/MongoEngine/mongoengine) - :star: 3784 :fork_and_knife: 1203 - A Python Object-Document-Mapper for working with MongoDB. - * [:octocat: PynamoDB](https://github.com/pynamodb/PynamoDB) - :star: 1950 :fork_and_knife: 404 - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/). + * [:octocat: hot-redis](https://github.com/stephenmcd/hot-redis) - :star: 278 :fork_and_knife: 31 - Rich Python data types for Redis. + * [:octocat: mongoengine](https://github.com/MongoEngine/mongoengine) - :star: 3797 :fork_and_knife: 1207 - A Python Object-Document-Mapper for working with MongoDB. + * [:octocat: PynamoDB](https://github.com/pynamodb/PynamoDB) - :star: 1955 :fork_and_knife: 406 - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/). * [:octocat: redisco](https://github.com/kiddouk/redisco) - :star: 435 :fork_and_knife: 83 - A Python Library for Simple Models and Containers Persisted in Redis. ## Package Management @@ -919,56 +919,56 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for package and dependency management.* * [:earth_americas: pip](https://pip.pypa.io/en/stable/) - The package installer for Python. - * [:octocat: pip-tools](https://github.com/jazzband/pip-tools) - :star: 6061 :fork_and_knife: 525 - A set of tools to keep your pinned Python dependencies fresh. + * [:octocat: pip-tools](https://github.com/jazzband/pip-tools) - :star: 6093 :fork_and_knife: 526 - A set of tools to keep your pinned Python dependencies fresh. * [:earth_americas: PyPI](https://pypi.org/) - * [:octocat: pipx](https://github.com/pypa/pipx) - :star: 5255 :fork_and_knife: 244 - A package manager exclusive for python CLIs built on top of pip. -* [:octocat: conda](https://github.com/conda/conda/) - :star: 4778 :fork_and_knife: 1211 - Cross-platform, Python-agnostic binary package manager. -* [:octocat: poetry](https://github.com/sdispater/poetry) - :star: 20589 :fork_and_knife: 1682 - Python dependency management and packaging made easy. + * [:octocat: pipx](https://github.com/pypa/pipx) - :star: 5308 :fork_and_knife: 250 - A package manager exclusive for python CLIs built on top of pip. +* [:octocat: conda](https://github.com/conda/conda/) - :star: 4802 :fork_and_knife: 1217 - Cross-platform, Python-agnostic binary package manager. +* [:octocat: poetry](https://github.com/sdispater/poetry) - :star: 20803 :fork_and_knife: 1695 - Python dependency management and packaging made easy. ## Package Repositories *Local PyPI repository server and proxies.* -* [:octocat: bandersnatch](https://github.com/pypa/bandersnatch/) - :star: 317 :fork_and_knife: 116 - PyPI mirroring tool provided by Python Packaging Authority (PyPA). -* [:octocat: devpi](https://github.com/devpi/devpi) - :star: 580 :fork_and_knife: 107 - PyPI server and packaging/testing/release tool. -* [:octocat: localshop](https://github.com/jazzband/localshop) - :star: 378 :fork_and_knife: 116 - Local PyPI server (custom packages and auto-mirroring of pypi). -* [:octocat: warehouse](https://github.com/pypa/warehouse) - :star: 3013 :fork_and_knife: 882 - Next generation Python Package Repository (PyPI). +* [:octocat: bandersnatch](https://github.com/pypa/bandersnatch/) - :star: 318 :fork_and_knife: 115 - PyPI mirroring tool provided by Python Packaging Authority (PyPA). +* [:octocat: devpi](https://github.com/devpi/devpi) - :star: 586 :fork_and_knife: 107 - PyPI server and packaging/testing/release tool. +* [:octocat: localshop](https://github.com/jazzband/localshop) - :star: 378 :fork_and_knife: 117 - Local PyPI server (custom packages and auto-mirroring of pypi). +* [:octocat: warehouse](https://github.com/pypa/warehouse) - :star: 3020 :fork_and_knife: 886 - Next generation Python Package Repository (PyPI). ## Penetration Testing *Frameworks and tools for penetration testing.* -* [:octocat: fsociety](https://github.com/Manisso/fsociety) - :star: 7781 :fork_and_knife: 1746 - A Penetration testing framework. -* [:octocat: setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - :star: 7778 :fork_and_knife: 2309 - A toolkit for social engineering. -* [:octocat: sqlmap](https://github.com/sqlmapproject/sqlmap) - :star: 24044 :fork_and_knife: 4898 - Automatic SQL injection and database takeover tool. +* [:octocat: fsociety](https://github.com/Manisso/fsociety) - :star: 7822 :fork_and_knife: 1751 - A Penetration testing framework. +* [:octocat: setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - :star: 7814 :fork_and_knife: 2314 - A toolkit for social engineering. +* [:octocat: sqlmap](https://github.com/sqlmapproject/sqlmap) - :star: 24200 :fork_and_knife: 4917 - Automatic SQL injection and database takeover tool. ## Permissions *Libraries that allow or deny users access to data or functionality.* -* [:octocat: django-guardian](https://github.com/django-guardian/django-guardian) - :star: 3219 :fork_and_knife: 543 - Implementation of per object permissions for Django 1.2+ -* [:octocat: django-rules](https://github.com/dfunckt/django-rules) - :star: 1498 :fork_and_knife: 120 - A tiny but powerful app providing object-level permissions to Django, without requiring a database. +* [:octocat: django-guardian](https://github.com/django-guardian/django-guardian) - :star: 3230 :fork_and_knife: 543 - Implementation of per object permissions for Django 1.2+ +* [:octocat: django-rules](https://github.com/dfunckt/django-rules) - :star: 1506 :fork_and_knife: 119 - A tiny but powerful app providing object-level permissions to Django, without requiring a database. ## Processes *Libraries for starting and communicating with OS processes.* -* [:octocat: delegator.py](https://github.com/amitt001/delegator.py) - :star: 1609 :fork_and_knife: 86 - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0. +* [:octocat: delegator.py](https://github.com/amitt001/delegator.py) - :star: 1612 :fork_and_knife: 87 - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0. * [:earth_americas: sarge](https://sarge.readthedocs.io/en/latest/) - Yet another wrapper for subprocess. -* [:octocat: sh](https://github.com/amoffat/sh) - :star: 6263 :fork_and_knife: 463 - A full-fledged subprocess replacement for Python. +* [:octocat: sh](https://github.com/amoffat/sh) - :star: 6312 :fork_and_knife: 465 - A full-fledged subprocess replacement for Python. ## Recommender Systems *Libraries for building recommender systems.* -* [:octocat: annoy](https://github.com/spotify/annoy) - :star: 10044 :fork_and_knife: 1041 - Approximate Nearest Neighbors in C++/Python optimized for memory usage. +* [:octocat: annoy](https://github.com/spotify/annoy) - :star: 10078 :fork_and_knife: 1043 - Approximate Nearest Neighbors in C++/Python optimized for memory usage. * [:octocat: fastFM](https://github.com/ibayer/fastFM) - :star: 990 :fork_and_knife: 205 - A library for Factorization Machines. -* [:octocat: implicit](https://github.com/benfred/implicit) - :star: 2852 :fork_and_knife: 553 - A fast Python implementation of collaborative filtering for implicit datasets. -* [:octocat: libffm](https://github.com/guestwalk/libffm) - :star: 1561 :fork_and_knife: 465 - A library for Field-aware Factorization Machine (FFM). -* [:octocat: lightfm](https://github.com/lyst/lightfm) - :star: 4086 :fork_and_knife: 637 - A Python implementation of a number of popular recommendation algorithms. -* [:octocat: spotlight](https://github.com/maciejkula/spotlight) - :star: 2751 :fork_and_knife: 408 - Deep recommender models using PyTorch. -* [:octocat: Surprise](https://github.com/NicolasHug/Surprise) - :star: 5452 :fork_and_knife: 941 - A scikit for building and analyzing recommender systems. -* [:octocat: tensorrec](https://github.com/jfkirk/tensorrec) - :star: 1195 :fork_and_knife: 224 - A Recommendation Engine Framework in TensorFlow. +* [:octocat: implicit](https://github.com/benfred/implicit) - :star: 2870 :fork_and_knife: 554 - A fast Python implementation of collaborative filtering for implicit datasets. +* [:octocat: libffm](https://github.com/guestwalk/libffm) - :star: 1565 :fork_and_knife: 466 - A library for Field-aware Factorization Machine (FFM). +* [:octocat: lightfm](https://github.com/lyst/lightfm) - :star: 4102 :fork_and_knife: 638 - A Python implementation of a number of popular recommendation algorithms. +* [:octocat: spotlight](https://github.com/maciejkula/spotlight) - :star: 2758 :fork_and_knife: 411 - Deep recommender models using PyTorch. +* [:octocat: Surprise](https://github.com/NicolasHug/Surprise) - :star: 5465 :fork_and_knife: 944 - A scikit for building and analyzing recommender systems. +* [:octocat: tensorrec](https://github.com/jfkirk/tensorrec) - :star: 1197 :fork_and_knife: 225 - A Recommendation Engine Framework in TensorFlow. ## Refactoring @@ -976,7 +976,7 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:earth_americas: Bicycle Repair Man](http://bicyclerepair.sourceforge.net/) - Bicycle Repair Man, a refactoring tool for Python. * [:earth_americas: Bowler](https://pybowler.io/) - Safe code refactoring for modern Python. - * [:octocat: Rope](https://github.com/python-rope/rope) - :star: 1362 :fork_and_knife: 154 - Rope is a python refactoring library. + * [:octocat: Rope](https://github.com/python-rope/rope) - :star: 1373 :fork_and_knife: 154 - Rope is a python refactoring library. ## RESTful API @@ -986,154 +986,154 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:earth_americas: django-rest-framework](http://www.django-rest-framework.org/) - A powerful and flexible toolkit to build web APIs. * [:earth_americas: django-tastypie](http://tastypieapi.org/) - Creating delicious APIs for Django apps. * Flask - * [:octocat: eve](https://github.com/pyeve/eve) - :star: 6491 :fork_and_knife: 751 - REST API framework powered by Flask, MongoDB and good intentions. - * [:octocat: flask-api](https://github.com/flask-api/flask-api) - :star: 1326 :fork_and_knife: 176 - Browsable Web APIs for Flask. - * [:octocat: flask-restful](https://github.com/flask-restful/flask-restful) - :star: 6404 :fork_and_knife: 989 - Quickly building REST APIs for Flask. + * [:octocat: eve](https://github.com/pyeve/eve) - :star: 6501 :fork_and_knife: 753 - REST API framework powered by Flask, MongoDB and good intentions. + * [:octocat: flask-api](https://github.com/flask-api/flask-api) - :star: 1330 :fork_and_knife: 176 - Browsable Web APIs for Flask. + * [:octocat: flask-restful](https://github.com/flask-restful/flask-restful) - :star: 6420 :fork_and_knife: 995 - Quickly building REST APIs for Flask. * Pyramid * [:octocat: cornice](https://github.com/Cornices/cornice) - :star: 375 :fork_and_knife: 155 - A RESTful framework for Pyramid. * Framework agnostic - * [:octocat: apistar](https://github.com/encode/apistar) - :star: 5599 :fork_and_knife: 434 - A smart Web API framework, designed for Python 3. - * [:octocat: falcon](https://github.com/falconry/falcon) - :star: 8828 :fork_and_knife: 884 - A high-performance framework for building cloud APIs and web app backends. - * [:octocat: fastapi](https://github.com/tiangolo/fastapi) - :star: 47428 :fork_and_knife: 3737 - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints. - * [:octocat: hug](https://github.com/hugapi/hug) - :star: 6628 :fork_and_knife: 378 - A Python 3 framework for cleanly exposing APIs. - * [:octocat: sandman2](https://github.com/jeffknupp/sandman2) - :star: 1843 :fork_and_knife: 210 - Automated REST APIs for existing database-driven systems. - * [:octocat: sanic](https://github.com/huge-success/sanic) - :star: 16279 :fork_and_knife: 1453 - A Python 3.6+ web server and web framework that's written to go fast. + * [:octocat: apistar](https://github.com/encode/apistar) - :star: 5596 :fork_and_knife: 434 - A smart Web API framework, designed for Python 3. + * [:octocat: falcon](https://github.com/falconry/falcon) - :star: 8840 :fork_and_knife: 885 - A high-performance framework for building cloud APIs and web app backends. + * [:octocat: fastapi](https://github.com/tiangolo/fastapi) - :star: 47929 :fork_and_knife: 3788 - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints. + * [:octocat: hug](https://github.com/hugapi/hug) - :star: 6635 :fork_and_knife: 378 - A Python 3 framework for cleanly exposing APIs. + * [:octocat: sandman2](https://github.com/jeffknupp/sandman2) - :star: 1851 :fork_and_knife: 211 - Automated REST APIs for existing database-driven systems. + * [:octocat: sanic](https://github.com/huge-success/sanic) - :star: 16319 :fork_and_knife: 1455 - A Python 3.6+ web server and web framework that's written to go fast. * [:earth_americas: vibora](https://vibora.io/) - Fast, efficient and asynchronous Web framework inspired by Flask. ## Robotics *Libraries for robotics.* -* [:octocat: PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - :star: 15724 :fork_and_knife: 5087 - This is a compilation of various robotics algorithms with visualizations. +* [:octocat: PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - :star: 15810 :fork_and_knife: 5110 - This is a compilation of various robotics algorithms with visualizations. * [:earth_americas: rospy](http://wiki.ros.org/rospy) - This is a library for ROS (Robot Operating System). ## RPC Servers *RPC-compatible servers.* -* [:octocat: RPyC](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - :star: 1193 :fork_and_knife: 229 - A transparent and symmetric RPC library for Python -* [:octocat: zeroRPC](https://github.com/0rpc/zerorpc-python) - :star: 2958 :fork_and_knife: 380 - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/). +* [:octocat: RPyC](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - :star: 1199 :fork_and_knife: 229 - A transparent and symmetric RPC library for Python +* [:octocat: zeroRPC](https://github.com/0rpc/zerorpc-python) - :star: 2965 :fork_and_knife: 380 - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/). ## Science *Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists).* * [:earth_americas: astropy](http://www.astropy.org/) - A community Python library for Astronomy. -* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - :star: 881 :fork_and_knife: 351 - Providing best-practice pipelines for fully automated high throughput sequencing analysis. -* [:octocat: bccb](https://github.com/chapmanb/bcbb) - :star: 545 :fork_and_knife: 229 - Collection of useful code related to biological analysis. +* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - :star: 884 :fork_and_knife: 349 - Providing best-practice pipelines for fully automated high throughput sequencing analysis. +* [:octocat: bccb](https://github.com/chapmanb/bcbb) - :star: 546 :fork_and_knife: 229 - Collection of useful code related to biological analysis. * [:earth_americas: Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation. * [:earth_americas: cclib](http://cclib.github.io/) - A library for parsing and interpreting the results of computational chemistry packages. * [:earth_americas: Colour](http://colour-science.org/) - Implementing a comprehensive number of colour theory transformations and algorithms. -* [:octocat: Karate Club](https://github.com/benedekrozemberczki/karateclub) - :star: 1670 :fork_and_knife: 211 - Unsupervised machine learning toolbox for graph structured data. +* [:octocat: Karate Club](https://github.com/benedekrozemberczki/karateclub) - :star: 1681 :fork_and_knife: 214 - Unsupervised machine learning toolbox for graph structured data. * [:earth_americas: NetworkX](https://networkx.github.io/) - A high-productivity software for complex networks. * [:earth_americas: NIPY](http://nipy.org) - A collection of neuroimaging toolkits. * [:earth_americas: NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python. -* [:octocat: ObsPy](https://github.com/obspy/obspy/wiki/) - :star: 927 :fork_and_knife: 496 - A Python toolbox for seismology. +* [:octocat: ObsPy](https://github.com/obspy/obspy/wiki/) - :star: 933 :fork_and_knife: 495 - A Python toolbox for seismology. * [:earth_americas: Open Babel](http://openbabel.org/wiki/Main_Page) - A chemical toolbox designed to speak the many languages of chemical data. * [:earth_americas: PyDy](http://www.pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion. -* [:octocat: PyMC](https://github.com/pymc-devs/pymc3) - :star: 6837 :fork_and_knife: 1649 - Markov Chain Monte Carlo sampling toolkit. +* [:octocat: PyMC](https://github.com/pymc-devs/pymc3) - :star: 6872 :fork_and_knife: 1657 - Markov Chain Monte Carlo sampling toolkit. * [:earth_americas: QuTiP](http://qutip.org/) - Quantum Toolbox in Python. * [:earth_americas: RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software. * [:earth_americas: SciPy](https://www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering. * [:earth_americas: SimPy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework. -* [:octocat: statsmodels](https://github.com/statsmodels/statsmodels) - :star: 7571 :fork_and_knife: 2539 - Statistical modeling and econometrics in Python. -* [:octocat: SymPy](https://github.com/sympy/sympy) - :star: 9415 :fork_and_knife: 3706 - A Python library for symbolic mathematics. -* [:octocat: Zipline](https://github.com/quantopian/zipline) - :star: 15279 :fork_and_knife: 4433 - A Pythonic algorithmic trading library. +* [:octocat: statsmodels](https://github.com/statsmodels/statsmodels) - :star: 7610 :fork_and_knife: 2547 - Statistical modeling and econometrics in Python. +* [:octocat: SymPy](https://github.com/sympy/sympy) - :star: 9463 :fork_and_knife: 3710 - A Python library for symbolic mathematics. +* [:octocat: Zipline](https://github.com/quantopian/zipline) - :star: 15334 :fork_and_knife: 4447 - A Pythonic algorithmic trading library. ## Search *Libraries and software for indexing and performing search queries on data.* -* [:octocat: django-haystack](https://github.com/django-haystack/django-haystack) - :star: 3314 :fork_and_knife: 1296 - Modular search for Django. -* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - :star: 3516 :fork_and_knife: 750 - The official high-level Python client for Elasticsearch. +* [:octocat: django-haystack](https://github.com/django-haystack/django-haystack) - :star: 3319 :fork_and_knife: 1296 - Modular search for Django. +* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - :star: 3518 :fork_and_knife: 753 - The official high-level Python client for Elasticsearch. * [:earth_americas: elasticsearch-py](https://www.elastic.co/guide/en/elasticsearch/client/python-api/current/index.html) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch). -* [:octocat: pysolr](https://github.com/django-haystack/pysolr) - :star: 620 :fork_and_knife: 326 - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/). +* [:octocat: pysolr](https://github.com/django-haystack/pysolr) - :star: 620 :fork_and_knife: 327 - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/). * [:earth_americas: whoosh](http://whoosh.readthedocs.io/en/latest/) - A fast, pure Python search engine library. ## Serialization *Libraries for serializing complex data types* -* [:octocat: marshmallow](https://github.com/marshmallow-code/marshmallow) - :star: 6165 :fork_and_knife: 610 - A lightweight library for converting complex objects to and from simple Python datatypes. -* [:octocat: pysimdjson](https://github.com/TkTech/pysimdjson) - :star: 542 :fork_and_knife: 41 - A Python bindings for [simdjson](https://github.com/lemire/simdjson). +* [:octocat: marshmallow](https://github.com/marshmallow-code/marshmallow) - :star: 6182 :fork_and_knife: 613 - A lightweight library for converting complex objects to and from simple Python datatypes. +* [:octocat: pysimdjson](https://github.com/TkTech/pysimdjson) - :star: 545 :fork_and_knife: 41 - A Python bindings for [simdjson](https://github.com/lemire/simdjson). * [:octocat: python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - :star: 456 :fork_and_knife: 41 - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson). -* [:octocat: ultrajson](https://github.com/esnme/ultrajson) - :star: 3755 :fork_and_knife: 355 - A fast JSON decoder and encoder written in C with Python bindings. +* [:octocat: ultrajson](https://github.com/esnme/ultrajson) - :star: 3781 :fork_and_knife: 357 - A fast JSON decoder and encoder written in C with Python bindings. ## Serverless Frameworks *Frameworks for developing serverless Python code.* -* [:octocat: python-lambda](https://github.com/nficano/python-lambda) - :star: 1385 :fork_and_knife: 225 - A toolkit for developing and deploying Python code in AWS Lambda. -* [:octocat: Zappa](https://github.com/Miserlou/Zappa) - :star: 11871 :fork_and_knife: 1259 - A tool for deploying WSGI applications on AWS Lambda and API Gateway. +* [:octocat: python-lambda](https://github.com/nficano/python-lambda) - :star: 1389 :fork_and_knife: 227 - A toolkit for developing and deploying Python code in AWS Lambda. +* [:octocat: Zappa](https://github.com/Miserlou/Zappa) - :star: 11870 :fork_and_knife: 1258 - A tool for deploying WSGI applications on AWS Lambda and API Gateway. ## Shell *Shells based on Python.* -* [:octocat: xonsh](https://github.com/xonsh/xonsh/) - :star: 6134 :fork_and_knife: 573 - A Python-powered, cross-platform, Unix-gazing shell language and command prompt. +* [:octocat: xonsh](https://github.com/xonsh/xonsh/) - :star: 6169 :fork_and_knife: 574 - A Python-powered, cross-platform, Unix-gazing shell language and command prompt. ## Specific Formats Processing *Libraries for parsing and manipulating specific text formats.* * General - * [:octocat: tablib](https://github.com/jazzband/tablib) - :star: 4138 :fork_and_knife: 571 - A module for Tabular Datasets in XLS, CSV, JSON, YAML. + * [:octocat: tablib](https://github.com/jazzband/tablib) - :star: 4146 :fork_and_knife: 571 - A module for Tabular Datasets in XLS, CSV, JSON, YAML. * Office - * [:octocat: docxtpl](https://github.com/elapouya/python-docx-template) - :star: 1311 :fork_and_knife: 316 - Editing a docx document by jinja2 template + * [:octocat: docxtpl](https://github.com/elapouya/python-docx-template) - :star: 1321 :fork_and_knife: 320 - Editing a docx document by jinja2 template * [:earth_americas: openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files. - * [:octocat: pyexcel](https://github.com/pyexcel/pyexcel) - :star: 1032 :fork_and_knife: 154 - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files. - * [:octocat: python-docx](https://github.com/python-openxml/python-docx) - :star: 3190 :fork_and_knife: 879 - Reads, queries and modifies Microsoft Word 2007/2008 docx files. - * [:octocat: python-pptx](https://github.com/scanny/python-pptx) - :star: 1546 :fork_and_knife: 373 - Python library for creating and updating PowerPoint (.pptx) files. - * [:octocat: unoconv](https://github.com/unoconv/unoconv) - :star: 2295 :fork_and_knife: 401 - Convert between any document format supported by LibreOffice/OpenOffice. - * [:octocat: XlsxWriter](https://github.com/jmcnamara/XlsxWriter) - :star: 2953 :fork_and_knife: 580 - A Python module for creating Excel .xlsx files. - * [:octocat: xlwings](https://github.com/ZoomerAnalytics/xlwings) - :star: 2348 :fork_and_knife: 427 - A BSD-licensed library that makes it easy to call Python from Excel and vice versa. - * [:octocat: xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - :star: 996 :fork_and_knife: 292 - Writing and reading data and formatting information from Excel files. + * [:octocat: pyexcel](https://github.com/pyexcel/pyexcel) - :star: 1033 :fork_and_knife: 155 - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files. + * [:octocat: python-docx](https://github.com/python-openxml/python-docx) - :star: 3210 :fork_and_knife: 882 - Reads, queries and modifies Microsoft Word 2007/2008 docx files. + * [:octocat: python-pptx](https://github.com/scanny/python-pptx) - :star: 1555 :fork_and_knife: 374 - Python library for creating and updating PowerPoint (.pptx) files. + * [:octocat: unoconv](https://github.com/unoconv/unoconv) - :star: 2296 :fork_and_knife: 402 - Convert between any document format supported by LibreOffice/OpenOffice. + * [:octocat: XlsxWriter](https://github.com/jmcnamara/XlsxWriter) - :star: 2964 :fork_and_knife: 578 - A Python module for creating Excel .xlsx files. + * [:octocat: xlwings](https://github.com/ZoomerAnalytics/xlwings) - :star: 2357 :fork_and_knife: 430 - A BSD-licensed library that makes it easy to call Python from Excel and vice versa. + * [:octocat: xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - :star: 999 :fork_and_knife: 291 - Writing and reading data and formatting information from Excel files. * PDF - * [:octocat: PDFMiner](https://github.com/euske/pdfminer) - :star: 4841 :fork_and_knife: 1102 - A tool for extracting information from PDF documents. - * [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - :star: 4502 :fork_and_knife: 1094 - A library capable of splitting, merging and transforming PDF pages. + * [:octocat: PDFMiner](https://github.com/euske/pdfminer) - :star: 4848 :fork_and_knife: 1101 - A tool for extracting information from PDF documents. + * [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - :star: 4543 :fork_and_knife: 1096 - A library capable of splitting, merging and transforming PDF pages. * [:earth_americas: ReportLab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents. * Markdown - * [:octocat: Mistune](https://github.com/lepture/mistune) - :star: 2085 :fork_and_knife: 211 - Fastest and full featured pure Python parsers of Markdown. - * [:octocat: Python-Markdown](https://github.com/waylan/Python-Markdown) - :star: 2936 :fork_and_knife: 756 - A Python implementation of John Gruber’s Markdown. + * [:octocat: Mistune](https://github.com/lepture/mistune) - :star: 2089 :fork_and_knife: 212 - Fastest and full featured pure Python parsers of Markdown. + * [:octocat: Python-Markdown](https://github.com/waylan/Python-Markdown) - :star: 2952 :fork_and_knife: 756 - A Python implementation of John Gruber’s Markdown. * YAML * [:earth_americas: PyYAML](http://pyyaml.org/) - YAML implementations for Python. * CSV - * [:octocat: csvkit](https://github.com/wireservice/csvkit) - :star: 5048 :fork_and_knife: 580 - Utilities for converting to and working with CSV. + * [:octocat: csvkit](https://github.com/wireservice/csvkit) - :star: 5061 :fork_and_knife: 582 - Utilities for converting to and working with CSV. * Archive - * [:octocat: unp](https://github.com/mitsuhiko/unp) - :star: 404 :fork_and_knife: 59 - A command line tool that can unpack archives easily. + * [:octocat: unp](https://github.com/mitsuhiko/unp) - :star: 405 :fork_and_knife: 59 - A command line tool that can unpack archives easily. ## Static Site Generator *Static site generator is a software that takes some text + templates as input and produces HTML files on the output.* -* [:octocat: lektor](https://github.com/lektor/lektor) - :star: 3592 :fork_and_knife: 304 - An easy to use static CMS and blog engine. -* [:octocat: mkdocs](https://github.com/mkdocs/mkdocs/) - :star: 14528 :fork_and_knife: 2049 - Markdown friendly documentation generator. -* [:octocat: makesite](https://github.com/sunainapai/makesite) - :star: 1629 :fork_and_knife: 259 - Simple, lightweight, and magic-free static site/blog generator (< 130 lines). -* [:octocat: nikola](https://github.com/getnikola/nikola) - :star: 2307 :fork_and_knife: 434 - A static website and blog generator. -* [:octocat: pelican](https://github.com/getpelican/pelican) - :star: 11031 :fork_and_knife: 1785 - Static site generator that supports Markdown and reST syntax. +* [:octocat: lektor](https://github.com/lektor/lektor) - :star: 3601 :fork_and_knife: 306 - An easy to use static CMS and blog engine. +* [:octocat: mkdocs](https://github.com/mkdocs/mkdocs/) - :star: 14650 :fork_and_knife: 2053 - Markdown friendly documentation generator. +* [:octocat: makesite](https://github.com/sunainapai/makesite) - :star: 1635 :fork_and_knife: 262 - Simple, lightweight, and magic-free static site/blog generator (< 130 lines). +* [:octocat: nikola](https://github.com/getnikola/nikola) - :star: 2312 :fork_and_knife: 434 - A static website and blog generator. +* [:octocat: pelican](https://github.com/getpelican/pelican) - :star: 11055 :fork_and_knife: 1784 - Static site generator that supports Markdown and reST syntax. ## Tagging *Libraries for tagging items.* -* [:octocat: django-taggit](https://github.com/jazzband/django-taggit) - :star: 2880 :fork_and_knife: 596 - Simple tagging for Django. +* [:octocat: django-taggit](https://github.com/jazzband/django-taggit) - :star: 2887 :fork_and_knife: 599 - Simple tagging for Django. ## Task Queues *Libraries for working with task queues.* * [:earth_americas: celery](https://docs.celeryproject.org/en/stable/) - An asynchronous task queue/job queue based on distributed message passing. -* [:octocat: daramatiq](https://github.com/Bogdanp/dramatiq) - :star: 3173 :fork_and_knife: 230 - A fast and reliable background task processing library for Python 3. -* [:octocat: huey](https://github.com/coleifer/huey) - :star: 4138 :fork_and_knife: 349 - Little multi-threaded task queue. -* [:octocat: mrq](https://github.com/pricingassistant/mrq) - :star: 868 :fork_and_knife: 113 - A distributed worker task queue in Python using Redis & gevent. -* [:octocat: rq](https://github.com/rq/rq) - :star: 8387 :fork_and_knife: 1296 - Simple job queues for Python. +* [:octocat: daramatiq](https://github.com/Bogdanp/dramatiq) - :star: 3190 :fork_and_knife: 230 - A fast and reliable background task processing library for Python 3. +* [:octocat: huey](https://github.com/coleifer/huey) - :star: 4161 :fork_and_knife: 350 - Little multi-threaded task queue. +* [:octocat: mrq](https://github.com/pricingassistant/mrq) - :star: 869 :fork_and_knife: 114 - A distributed worker task queue in Python using Redis & gevent. +* [:octocat: rq](https://github.com/rq/rq) - :star: 8412 :fork_and_knife: 1299 - Simple job queues for Python. ## Template Engine *Libraries and tools for templating and lexing.* * [:earth_americas: Genshi](https://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output. -* [:octocat: Jinja2](https://github.com/pallets/jinja) - :star: 8623 :fork_and_knife: 1497 - A modern and designer friendly templating language. +* [:octocat: Jinja2](https://github.com/pallets/jinja) - :star: 8659 :fork_and_knife: 1504 - A modern and designer friendly templating language. * [:earth_americas: Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform. ## Testing @@ -1141,41 +1141,41 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for testing codebases and generating test data.* * Testing Frameworks - * [:octocat: hypothesis](https://github.com/HypothesisWorks/hypothesis) - :star: 6110 :fork_and_knife: 527 - Hypothesis is an advanced Quickcheck style property based testing library. - * [:octocat: nose2](https://github.com/nose-devs/nose2) - :star: 717 :fork_and_knife: 136 - The successor to `nose`, based on `unittest2. + * [:octocat: hypothesis](https://github.com/HypothesisWorks/hypothesis) - :star: 6122 :fork_and_knife: 529 - Hypothesis is an advanced Quickcheck style property based testing library. + * [:octocat: nose2](https://github.com/nose-devs/nose2) - :star: 719 :fork_and_knife: 137 - The successor to `nose`, based on `unittest2. * [:earth_americas: pytest](https://docs.pytest.org/en/latest/) - A mature full-featured Python testing tool. - * [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - :star: 7124 :fork_and_knife: 1987 - A generic test automation framework. + * [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - :star: 7165 :fork_and_knife: 1996 - A generic test automation framework. * [:earth_americas: unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework. * Test Runners - * [:octocat: green](https://github.com/CleanCut/green) - :star: 739 :fork_and_knife: 77 - A clean, colorful test runner. + * [:octocat: green](https://github.com/CleanCut/green) - :star: 739 :fork_and_knife: 78 - A clean, colorful test runner. * [:earth_americas: mamba](http://nestorsalceda.github.io/mamba/) - The definitive testing tool for Python. Born under the banner of BDD. * [:earth_americas: tox](https://tox.readthedocs.io/en/latest/) - Auto builds and tests distributions in multiple Python versions * GUI / Web Testing - * [:octocat: locust](https://github.com/locustio/locust) - :star: 19326 :fork_and_knife: 2496 - Scalable user load testing tool written in Python. - * [:octocat: PyAutoGUI](https://github.com/asweigart/pyautogui) - :star: 6911 :fork_and_knife: 915 - PyAutoGUI is a cross-platform GUI automation Python module for human beings. - * [:octocat: Schemathesis](https://github.com/kiwicom/schemathesis) - :star: 1331 :fork_and_knife: 102 - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications. + * [:octocat: locust](https://github.com/locustio/locust) - :star: 19429 :fork_and_knife: 2506 - Scalable user load testing tool written in Python. + * [:octocat: PyAutoGUI](https://github.com/asweigart/pyautogui) - :star: 6963 :fork_and_knife: 924 - PyAutoGUI is a cross-platform GUI automation Python module for human beings. + * [:octocat: Schemathesis](https://github.com/kiwicom/schemathesis) - :star: 1343 :fork_and_knife: 106 - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications. * [:earth_americas: Selenium](https://pypi.org/project/selenium/) - Python bindings for [Selenium](http://www.seleniumhq.org/) WebDriver. - * [:octocat: sixpack](https://github.com/seatgeek/sixpack) - :star: 1732 :fork_and_knife: 189 - A language-agnostic A/B Testing framework. - * [:octocat: splinter](https://github.com/cobrateam/splinter) - :star: 2530 :fork_and_knife: 506 - Open source tool for testing web applications. + * [:octocat: sixpack](https://github.com/seatgeek/sixpack) - :star: 1732 :fork_and_knife: 190 - A language-agnostic A/B Testing framework. + * [:octocat: splinter](https://github.com/cobrateam/splinter) - :star: 2539 :fork_and_knife: 507 - Open source tool for testing web applications. * Mock * [:earth_americas: doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python. - * [:octocat: freezegun](https://github.com/spulec/freezegun) - :star: 3346 :fork_and_knife: 232 - Travel through time by mocking the datetime module. - * [:octocat: httmock](https://github.com/patrys/httmock) - :star: 443 :fork_and_knife: 52 - A mocking library for requests for Python 2.6+ and 3.2+. - * [:octocat: httpretty](https://github.com/gabrielfalcao/HTTPretty) - :star: 1961 :fork_and_knife: 258 - HTTP request mock tool for Python. + * [:octocat: freezegun](https://github.com/spulec/freezegun) - :star: 3365 :fork_and_knife: 235 - Travel through time by mocking the datetime module. + * [:octocat: httmock](https://github.com/patrys/httmock) - :star: 443 :fork_and_knife: 53 - A mocking library for requests for Python 2.6+ and 3.2+. + * [:octocat: httpretty](https://github.com/gabrielfalcao/HTTPretty) - :star: 1964 :fork_and_knife: 259 - HTTP request mock tool for Python. * [:earth_americas: mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library. - * [:octocat: mocket](https://github.com/mindflayer/python-mocket) - :star: 235 :fork_and_knife: 39 - A socket mock framework with gevent/asyncio/SSL support. - * [:octocat: responses](https://github.com/getsentry/responses) - :star: 3630 :fork_and_knife: 297 - A utility library for mocking out the requests Python library. - * [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - :star: 2270 :fork_and_knife: 311 - Record and replay HTTP interactions on your tests. + * [:octocat: mocket](https://github.com/mindflayer/python-mocket) - :star: 236 :fork_and_knife: 40 - A socket mock framework with gevent/asyncio/SSL support. + * [:octocat: responses](https://github.com/getsentry/responses) - :star: 3643 :fork_and_knife: 301 - A utility library for mocking out the requests Python library. + * [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - :star: 2279 :fork_and_knife: 311 - Record and replay HTTP interactions on your tests. * Object Factories - * [:octocat: factory_boy](https://github.com/FactoryBoy/factory_boy) - :star: 2876 :fork_and_knife: 350 - A test fixtures replacement for Python. - * [:octocat: mixer](https://github.com/klen/mixer) - :star: 837 :fork_and_knife: 90 - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc. - * [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - :star: 918 :fork_and_knife: 150 - Creating random fixtures for testing in Django. + * [:octocat: factory_boy](https://github.com/FactoryBoy/factory_boy) - :star: 2887 :fork_and_knife: 351 - A test fixtures replacement for Python. + * [:octocat: mixer](https://github.com/klen/mixer) - :star: 843 :fork_and_knife: 91 - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc. + * [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - :star: 919 :fork_and_knife: 150 - Creating random fixtures for testing in Django. * Code Coverage * [:earth_americas: coverage](https://pypi.org/project/coverage/) - Code coverage measurement. * Fake Data - * [:octocat: fake2db](https://github.com/emirozer/fake2db) - :star: 2135 :fork_and_knife: 118 - Fake database generator. - * [:octocat: faker](https://github.com/joke2k/faker) - :star: 14457 :fork_and_knife: 1634 - A Python package that generates fake data. - * [:octocat: mimesis](https://github.com/lk-geimfari/mimesis) - :star: 3685 :fork_and_knife: 293 - is a Python library that help you generate fake data. + * [:octocat: fake2db](https://github.com/emirozer/fake2db) - :star: 2137 :fork_and_knife: 119 - Fake database generator. + * [:octocat: faker](https://github.com/joke2k/faker) - :star: 14519 :fork_and_knife: 1638 - A Python package that generates fake data. + * [:octocat: mimesis](https://github.com/lk-geimfari/mimesis) - :star: 3703 :fork_and_knife: 294 - is a Python library that help you generate fake data. * [:earth_americas: radar](https://pypi.org/project/radar/) - Generate random datetime / time. ## Text Processing @@ -1183,97 +1183,98 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for parsing and manipulating plain texts.* * General - * [:octocat: chardet](https://github.com/chardet/chardet) - :star: 1736 :fork_and_knife: 239 - Python 2/3 compatible character encoding detector. + * [:octocat: chardet](https://github.com/chardet/chardet) - :star: 1745 :fork_and_knife: 241 - Python 2/3 compatible character encoding detector. * [:earth_americas: difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas. - * [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - :star: 3261 :fork_and_knife: 111 - Makes Unicode text less broken and more consistent automagically. - * [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - :star: 8715 :fork_and_knife: 886 - Fuzzy String Matching. - * [:octocat: Levenshtein](https://github.com/ztane/python-Levenshtein/) - :star: 1152 :fork_and_knife: 151 - Fast computation of Levenshtein distance and string similarity. - * [:octocat: pangu.py](https://github.com/vinta/pangu.py) - :star: 190 :fork_and_knife: 21 - Paranoid text spacing. - * [:octocat: pyfiglet](https://github.com/pwaller/pyfiglet) - :star: 1007 :fork_and_knife: 99 - An implementation of figlet written in Python. - * [:octocat: pypinyin](https://github.com/mozillazg/python-pinyin) - :star: 3941 :fork_and_knife: 564 - Convert Chinese hanzi (漢字) to pinyin (拼音). - * [:octocat: textdistance](https://github.com/orsinium/textdistance) - :star: 2905 :fork_and_knife: 230 - Compute distance between sequences with 30+ algorithms. + * [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - :star: 3267 :fork_and_knife: 112 - Makes Unicode text less broken and more consistent automagically. + * [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - :star: 8724 :fork_and_knife: 887 - Fuzzy String Matching. + * [:octocat: Levenshtein](https://github.com/ztane/python-Levenshtein/) - :star: 1156 :fork_and_knife: 153 - Fast computation of Levenshtein distance and string similarity. + * [:octocat: pangu.py](https://github.com/vinta/pangu.py) - :star: 190 :fork_and_knife: 22 - Paranoid text spacing. + * [:octocat: pyfiglet](https://github.com/pwaller/pyfiglet) - :star: 1009 :fork_and_knife: 101 - An implementation of figlet written in Python. + * [:octocat: pypinyin](https://github.com/mozillazg/python-pinyin) - :star: 3964 :fork_and_knife: 567 - Convert Chinese hanzi (漢字) to pinyin (拼音). + * [:octocat: textdistance](https://github.com/orsinium/textdistance) - :star: 2915 :fork_and_knife: 232 - Compute distance between sequences with 30+ algorithms. * [:earth_americas: unidecode](https://pypi.org/project/Unidecode/) - ASCII transliterations of Unicode text. * Slugify - * [:octocat: awesome-slugify](https://github.com/dimka665/awesome-slugify) - :star: 465 :fork_and_knife: 44 - A Python slugify library that can preserve unicode. - * [:octocat: python-slugify](https://github.com/un33k/python-slugify) - :star: 1217 :fork_and_knife: 88 - A Python slugify library that translates unicode to ASCII. - * [:octocat: unicode-slugify](https://github.com/mozilla/unicode-slugify) - :star: 306 :fork_and_knife: 52 - A slugifier that generates unicode slugs with Django as a dependency. + * [:octocat: awesome-slugify](https://github.com/dimka665/awesome-slugify) - :star: 467 :fork_and_knife: 45 - A Python slugify library that can preserve unicode. + * [:octocat: python-slugify](https://github.com/un33k/python-slugify) - :star: 1225 :fork_and_knife: 89 - A Python slugify library that translates unicode to ASCII. + * [:octocat: unicode-slugify](https://github.com/mozilla/unicode-slugify) - :star: 308 :fork_and_knife: 53 - A slugifier that generates unicode slugs with Django as a dependency. * Unique identifiers - * [:octocat: hashids](https://github.com/davidaurelio/hashids-python) - :star: 1331 :fork_and_knife: 96 - Implementation of [hashids](http://hashids.org) in Python. - * [:octocat: shortuuid](https://github.com/skorokithakis/shortuuid) - :star: 1686 :fork_and_knife: 100 - A generator library for concise, unambiguous and URL-safe UUIDs. + * [:octocat: hashids](https://github.com/davidaurelio/hashids-python) - :star: 1335 :fork_and_knife: 97 - Implementation of [hashids](http://hashids.org) in Python. + * [:octocat: shortuuid](https://github.com/skorokithakis/shortuuid) - :star: 1697 :fork_and_knife: 101 - A generator library for concise, unambiguous and URL-safe UUIDs. * Parser - * [:octocat: ply](https://github.com/dabeaz/ply) - :star: 2248 :fork_and_knife: 384 - Implementation of lex and yacc parsing tools for Python. + * [:octocat: ply](https://github.com/dabeaz/ply) - :star: 2253 :fork_and_knife: 387 - Implementation of lex and yacc parsing tools for Python. * [:earth_americas: pygments](http://pygments.org/) - A generic syntax highlighter. - * [:octocat: pyparsing](https://github.com/pyparsing/pyparsing) - :star: 1570 :fork_and_knife: 226 - A general purpose framework for generating parsers. - * [:octocat: python-nameparser](https://github.com/derek73/python-nameparser) - :star: 546 :fork_and_knife: 88 - Parsing human names into their individual components. - * [:octocat: python-phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - :star: 3042 :fork_and_knife: 387 - Parsing, formatting, storing and validating international phone numbers. - * [:octocat: python-user-agents](https://github.com/selwin/python-user-agents) - :star: 1281 :fork_and_knife: 195 - Browser user agent parser. - * [:octocat: sqlparse](https://github.com/andialbrecht/sqlparse) - :star: 2913 :fork_and_knife: 586 - A non-validating SQL parser. + * [:octocat: pyparsing](https://github.com/pyparsing/pyparsing) - :star: 1589 :fork_and_knife: 227 - A general purpose framework for generating parsers. + * [:octocat: python-nameparser](https://github.com/derek73/python-nameparser) - :star: 551 :fork_and_knife: 89 - Parsing human names into their individual components. + * [:octocat: python-phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - :star: 3053 :fork_and_knife: 388 - Parsing, formatting, storing and validating international phone numbers. + * [:octocat: python-user-agents](https://github.com/selwin/python-user-agents) - :star: 1284 :fork_and_knife: 196 - Browser user agent parser. + * [:octocat: sqlparse](https://github.com/andialbrecht/sqlparse) - :star: 2933 :fork_and_knife: 590 - A non-validating SQL parser. ## Third-party APIs *Libraries for accessing third party services APIs. Also see [List of Python API Wrappers and Libraries](https://github.com/realpython/list-of-python-api-wrappers).* * [:earth_americas: apache-libcloud](https://libcloud.apache.org/) - One Python library for all clouds. -* [:octocat: boto3](https://github.com/boto/boto3) - :star: 7432 :fork_and_knife: 1620 - Python interface to Amazon Web Services. +* [:octocat: boto3](https://github.com/boto/boto3) - :star: 7467 :fork_and_knife: 1627 - Python interface to Amazon Web Services. * [:octocat: django-wordpress](https://github.com/istrategylabs/django-wordpress) - :star: 330 :fork_and_knife: 85 - WordPress models and views for Django. -* [:octocat: facebook-sdk](https://github.com/mobolic/facebook-sdk) - :star: 2650 :fork_and_knife: 967 - Facebook Platform Python SDK. -* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - :star: 5800 :fork_and_knife: 2188 - Google APIs Client Library for Python. -* [:octocat: gspread](https://github.com/burnash/gspread) - :star: 5981 :fork_and_knife: 875 - Google Spreadsheets Python API. -* [:octocat: twython](https://github.com/ryanmcgrath/twython) - :star: 1834 :fork_and_knife: 404 - A Python wrapper for the Twitter API. +* [:octocat: facebook-sdk](https://github.com/mobolic/facebook-sdk) - :star: 2652 :fork_and_knife: 968 - Facebook Platform Python SDK. +* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - :star: 5846 :fork_and_knife: 2198 - Google APIs Client Library for Python. +* [:octocat: gspread](https://github.com/burnash/gspread) - :star: 5999 :fork_and_knife: 876 - Google Spreadsheets Python API. +* [:octocat: twython](https://github.com/ryanmcgrath/twython) - :star: 1835 :fork_and_knife: 405 - A Python wrapper for the Twitter API. ## URL Manipulation *Libraries for parsing URLs.* -* [:octocat: furl](https://github.com/gruns/furl) - :star: 2279 :fork_and_knife: 139 - A small Python library that makes parsing and manipulating URLs easy. -* [:octocat: purl](https://github.com/codeinthehole/purl) - :star: 277 :fork_and_knife: 36 - A simple, immutable URL class with a clean API for interrogation and manipulation. -* [:octocat: pyshorteners](https://github.com/ellisonleao/pyshorteners) - :star: 342 :fork_and_knife: 59 - A pure Python URL shortening lib. -* [:octocat: webargs](https://github.com/marshmallow-code/webargs) - :star: 1269 :fork_and_knife: 152 - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks. +* [:octocat: furl](https://github.com/gruns/furl) - :star: 2286 :fork_and_knife: 140 - A small Python library that makes parsing and manipulating URLs easy. +* [:octocat: purl](https://github.com/codeinthehole/purl) - :star: 278 :fork_and_knife: 37 - A simple, immutable URL class with a clean API for interrogation and manipulation. +* [:octocat: pyshorteners](https://github.com/ellisonleao/pyshorteners) - :star: 340 :fork_and_knife: 59 - A pure Python URL shortening lib. +* [:octocat: webargs](https://github.com/marshmallow-code/webargs) - :star: 1269 :fork_and_knife: 153 - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks. ## Video *Libraries for manipulating video and GIFs.* * [:earth_americas: moviepy](https://zulko.github.io/moviepy/) - A module for script-based movie editing with many formats, including animated GIFs. -* [:octocat: scikit-video](https://github.com/aizvorski/scikit-video) - :star: 109 :fork_and_knife: 22 - Video processing routines for SciPy. -* [:octocat: vidgear](https://github.com/abhiTronix/vidgear) - :star: 2321 :fork_and_knife: 184 - Most Powerful multi-threaded Video Processing framework. +* [:octocat: scikit-video](https://github.com/aizvorski/scikit-video) - :star: 111 :fork_and_knife: 22 - Video processing routines for SciPy. +* [:octocat: vidgear](https://github.com/abhiTronix/vidgear) - :star: 2344 :fork_and_knife: 188 - Most Powerful multi-threaded Video Processing framework. ## Web Asset Management *Tools for managing, compressing and minifying website assets.* -* [:octocat: django-compressor](https://github.com/django-compressor/django-compressor) - :star: 2581 :fork_and_knife: 578 - Compresses linked and inline JavaScript or CSS into a single cached file. -* [:octocat: django-pipeline](https://github.com/jazzband/django-pipeline) - :star: 1443 :fork_and_knife: 380 - An asset packaging library for Django. -* [:octocat: django-storages](https://github.com/jschneier/django-storages) - :star: 2201 :fork_and_knife: 776 - A collection of custom storage back ends for Django. +* [:octocat: django-compressor](https://github.com/django-compressor/django-compressor) - :star: 2586 :fork_and_knife: 581 - Compresses linked and inline JavaScript or CSS into a single cached file. +* [:octocat: django-pipeline](https://github.com/jazzband/django-pipeline) - :star: 1445 :fork_and_knife: 381 - An asset packaging library for Django. +* [:octocat: django-storages](https://github.com/jschneier/django-storages) - :star: 2210 :fork_and_knife: 777 - A collection of custom storage back ends for Django. * [:earth_americas: fanstatic](http://www.fanstatic.org/en/latest/) - Packages, optimizes, and serves static file dependencies as Python packages. * [:earth_americas: fileconveyor](http://wimleers.com/fileconveyor) - A daemon to detect and sync files to CDNs, S3 and FTP. -* [:octocat: flask-assets](https://github.com/miracle2k/flask-assets) - :star: 428 :fork_and_knife: 90 - Helps you integrate webassets into your Flask app. -* [:octocat: webassets](https://github.com/miracle2k/webassets) - :star: 910 :fork_and_knife: 259 - Bundles, optimizes, and manages unique cache-busting URLs for static resources. +* [:octocat: flask-assets](https://github.com/miracle2k/flask-assets) - :star: 429 :fork_and_knife: 91 - Helps you integrate webassets into your Flask app. +* [:octocat: webassets](https://github.com/miracle2k/webassets) - :star: 909 :fork_and_knife: 260 - Bundles, optimizes, and manages unique cache-busting URLs for static resources. ## Web Content Extracting *Libraries for extracting web contents.* -* [:octocat: html2text](https://github.com/Alir3z4/html2text) - :star: 1278 :fork_and_knife: 221 - Convert HTML to Markdown-formatted text. -* [:octocat: lassie](https://github.com/michaelhelmick/lassie) - :star: 561 :fork_and_knife: 46 - Web Content Retrieval for Humans. -* [:octocat: micawber](https://github.com/coleifer/micawber) - :star: 581 :fork_and_knife: 85 - A small library for extracting rich content from URLs. -* [:octocat: newspaper](https://github.com/codelucas/newspaper) - :star: 12013 :fork_and_knife: 1964 - News extraction, article extraction and content curation in Python. -* [:octocat: python-readability](https://github.com/buriy/python-readability) - :star: 2133 :fork_and_knife: 335 - Fast Python port of arc90's readability tool. -* [:octocat: requests-html](https://github.com/psf/requests-html) - :star: 12623 :fork_and_knife: 900 - Pythonic HTML Parsing for Humans. -* [:octocat: sumy](https://github.com/miso-belica/sumy) - :star: 2864 :fork_and_knife: 477 - A module for automatic summarization of text documents and HTML pages. -* [:octocat: textract](https://github.com/deanmalmgren/textract) - :star: 3273 :fork_and_knife: 495 - Extract text from any document, Word, PowerPoint, PDFs, etc. -* [:octocat: toapi](https://github.com/gaojiuli/toapi) - :star: 3284 :fork_and_knife: 236 - Every web site provides APIs. +* [:octocat: html2text](https://github.com/Alir3z4/html2text) - :star: 1284 :fork_and_knife: 222 - Convert HTML to Markdown-formatted text. +* [:octocat: lassie](https://github.com/michaelhelmick/lassie) - :star: 562 :fork_and_knife: 47 - Web Content Retrieval for Humans. +* [:octocat: micawber](https://github.com/coleifer/micawber) - :star: 583 :fork_and_knife: 86 - A small library for extracting rich content from URLs. +* [:octocat: newspaper](https://github.com/codelucas/newspaper) - :star: 12037 :fork_and_knife: 1965 - News extraction, article extraction and content curation in Python. +* [:octocat: python-readability](https://github.com/buriy/python-readability) - :star: 2139 :fork_and_knife: 336 - Fast Python port of arc90's readability tool. +* [:octocat: requests-html](https://github.com/psf/requests-html) - :star: 12642 :fork_and_knife: 899 - Pythonic HTML Parsing for Humans. +* [:octocat: sumy](https://github.com/miso-belica/sumy) - :star: 2876 :fork_and_knife: 480 - A module for automatic summarization of text documents and HTML pages. +* [:octocat: textract](https://github.com/deanmalmgren/textract) - :star: 3282 :fork_and_knife: 495 - Extract text from any document, Word, PowerPoint, PDFs, etc. +* [:octocat: toapi](https://github.com/gaojiuli/toapi) - :star: 3291 :fork_and_knife: 237 - Every web site provides APIs. ## Web Crawling *Libraries to automate web scraping.* +* [:octocat: cola](https://github.com/chineking/cola) - :star: 1440 :fork_and_knife: 547 - A distributed crawling framework. * [:earth_americas: feedparser](https://pythonhosted.org/feedparser/) - Universal feed parser. -* [:octocat: grab](https://github.com/lorien/grab) - :star: 2201 :fork_and_knife: 270 - Site scraping framework. -* [:octocat: MechanicalSoup](https://github.com/MechanicalSoup/MechanicalSoup) - :star: 3972 :fork_and_knife: 369 - A Python library for automating interaction with websites. -* [:octocat: portia](https://github.com/scrapinghub/portia) - :star: 8562 :fork_and_knife: 1376 - Visual scraping for Scrapy. -* [:octocat: pyspider](https://github.com/binux/pyspider) - :star: 15508 :fork_and_knife: 3652 - A powerful spider system. -* [:octocat: robobrowser](https://github.com/jmcarp/robobrowser) - :star: 3615 :fork_and_knife: 340 - A simple, Pythonic library for browsing the web without a standalone web browser. +* [:octocat: grab](https://github.com/lorien/grab) - :star: 2207 :fork_and_knife: 273 - Site scraping framework. +* [:octocat: MechanicalSoup](https://github.com/MechanicalSoup/MechanicalSoup) - :star: 4054 :fork_and_knife: 375 - A Python library for automating interaction with websites. +* [:octocat: portia](https://github.com/scrapinghub/portia) - :star: 8567 :fork_and_knife: 1376 - Visual scraping for Scrapy. +* [:octocat: pyspider](https://github.com/binux/pyspider) - :star: 15519 :fork_and_knife: 3651 - A powerful spider system. +* [:octocat: robobrowser](https://github.com/jmcarp/robobrowser) - :star: 3620 :fork_and_knife: 342 - A simple, Pythonic library for browsing the web without a standalone web browser. * [:earth_americas: scrapy](https://scrapy.org/) - A fast high-level screen scraping and web crawling framework. ## Web Frameworks @@ -1282,13 +1283,13 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * Synchronous * [:earth_americas: Django](https://www.djangoproject.com/) - The most popular web framework in Python. - * [:octocat: awesome-django](https://github.com/shahraizali/awesome-django) - :star: 864 :fork_and_knife: 160 - * [:octocat: awesome-django](https://github.com/wsvincent/awesome-django) - :star: 5685 :fork_and_knife: 906 + * [:octocat: awesome-django](https://github.com/shahraizali/awesome-django) - :star: 879 :fork_and_knife: 166 + * [:octocat: awesome-django](https://github.com/wsvincent/awesome-django) - :star: 5786 :fork_and_knife: 922 * [:earth_americas: Flask](http://flask.pocoo.org/) - A microframework for Python. - * [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) - :star: 10711 :fork_and_knife: 1529 + * [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) - :star: 10758 :fork_and_knife: 1531 * [:earth_americas: Pyramid](https://pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework. - * [:octocat: awesome-pyramid](https://github.com/uralbash/awesome-pyramid) - :star: 529 :fork_and_knife: 59 - * [:octocat: Masonite](https://github.com/MasoniteFramework/masonite) - :star: 1840 :fork_and_knife: 116 - The modern and developer centric Python web framework. + * [:octocat: awesome-pyramid](https://github.com/uralbash/awesome-pyramid) - :star: 529 :fork_and_knife: 60 + * [:octocat: Masonite](https://github.com/MasoniteFramework/masonite) - :star: 1856 :fork_and_knife: 117 - The modern and developer centric Python web framework. * Asynchronous * [:earth_americas: Tornado](http://www.tornadoweb.org/en/latest/) - A web framework and asynchronous networking library. @@ -1296,19 +1297,19 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for working with WebSocket.* -* [:octocat: autobahn-python](https://github.com/crossbario/autobahn-python) - :star: 2360 :fork_and_knife: 757 - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html). -* [:octocat: channels](https://github.com/django/channels) - :star: 5343 :fork_and_knife: 733 - Developer-friendly asynchrony for Django. -* [:octocat: websockets](https://github.com/aaugustin/websockets) - :star: 4042 :fork_and_knife: 439 - A library for building WebSocket servers and clients with a focus on correctness and simplicity. +* [:octocat: autobahn-python](https://github.com/crossbario/autobahn-python) - :star: 2361 :fork_and_knife: 758 - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html). +* [:octocat: channels](https://github.com/django/channels) - :star: 5352 :fork_and_knife: 735 - Developer-friendly asynchrony for Django. +* [:octocat: websockets](https://github.com/aaugustin/websockets) - :star: 4091 :fork_and_knife: 441 - A library for building WebSocket servers and clients with a focus on correctness and simplicity. ## WSGI Servers *WSGI-compatible web servers.* -* [:octocat: bjoern](https://github.com/jonashaag/bjoern) - :star: 2802 :fork_and_knife: 188 - Asynchronous, very fast and written in C. -* [:octocat: gunicorn](https://github.com/benoitc/gunicorn) - :star: 8425 :fork_and_knife: 1578 - Pre-forked, partly written in C. +* [:octocat: bjoern](https://github.com/jonashaag/bjoern) - :star: 2809 :fork_and_knife: 189 - Asynchronous, very fast and written in C. +* [:octocat: gunicorn](https://github.com/benoitc/gunicorn) - :star: 8446 :fork_and_knife: 1582 - Pre-forked, partly written in C. * [:earth_americas: uWSGI](https://uwsgi-docs.readthedocs.io/en/latest/) - A project aims at developing a full stack for building hosting services, written in C. -* [:octocat: waitress](https://github.com/Pylons/waitress) - :star: 1102 :fork_and_knife: 147 - Multi-threaded, powers Pyramid. -* [:octocat: werkzeug](https://github.com/pallets/werkzeug) - :star: 6121 :fork_and_knife: 1628 - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects. +* [:octocat: waitress](https://github.com/Pylons/waitress) - :star: 1109 :fork_and_knife: 149 - Multi-threaded, powers Pyramid. +* [:octocat: werkzeug](https://github.com/pallets/werkzeug) - :star: 6142 :fork_and_knife: 1632 - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects. # Resources @@ -1325,13 +1326,13 @@ Where to discover learning resources or new Python libraries. * [:earth_americas: Python Cheatsheet](https://www.pythoncheatsheet.org/) * [:earth_americas: Real Python](https://realpython.com) * [:earth_americas: The Hitchhiker’s Guide to Python](https://docs.python-guide.org/) - * [:octocat: Ultimate Python study guide](https://github.com/huangsam/ultimate-python) - :star: 3650 :fork_and_knife: 368 + * [:octocat: Ultimate Python study guide](https://github.com/huangsam/ultimate-python) - :star: 3678 :fork_and_knife: 371 * Libraries * [:earth_americas: Awesome Python @LibHunt](https://python.libhunt.com/) * Others * [:earth_americas: Python ZEEF](https://python.zeef.com/alan.richmond) * [:earth_americas: Pythonic News](https://news.python.sc/) - * [:octocat: What the f*ck Python!](https://github.com/satwikkansal/wtfpython) - :star: 31294 :fork_and_knife: 2487 + * [:octocat: What the f*ck Python!](https://github.com/satwikkansal/wtfpython) - :star: 31428 :fork_and_knife: 2498 ## Newsletters