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docs/index.md
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# PyCharm IDE
.idea

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- "3.6"
script:
- python sort.py
- cp README.md docs/index.md
- mkdocs build

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@ -94,9 +94,9 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
- [WSGI Servers](#wsgi-servers)
- [Resources](#resources)
- [Books](#books)
- [Websites](#websites)
- [Newsletters](#newsletters)
- [Podcasts](#podcasts)
- [Websites](#websites)
- [Contributing](#contributing)
---
@ -110,9 +110,9 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [django-jet](https://github.com/geex-arts/django-jet) - Modern responsive template for the Django admin interface with improved functionality.
* [django-suit](https://djangosuit.com/) - Alternative Django Admin-Interface (free only for Non-commercial use).
* [django-xadmin](https://github.com/sshwsfc/xadmin) - Drop-in replacement of Django admin comes with lots of goodies.
* [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django)
* [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
* [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
* [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django)
* [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
## Algorithms and Design Patterns
@ -120,10 +120,10 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Python implementation of data structures, algorithms and design patterns.*
* Algorithms
* [TheAlgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
* [algorithms](https://github.com/keon/algorithms) - Minimal examples of data structures and algorithms.
* [python-ds](https://github.com/prabhupant/python-ds) - A collection of data structure and algorithms for coding interviews.
* [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
* [TheAlgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
* Design Patterns
* [PyPattyrn](https://github.com/tylerlaberge/PyPattyrn) - A simple yet effective library for implementing common design patterns.
* [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
@ -133,16 +133,16 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*[ASGI](https://asgi.readthedocs.io/en/latest/)-compatible web servers.*
* [uvicorn](https://github.com/encode/uvicorn) - A lightning-fast ASGI server implementation, using uvloop and httptools.
* [daphne](https://github.com/django/daphne) - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
* [uvicorn](https://github.com/encode/uvicorn) - A lightning-fast ASGI server implementation, using uvloop and httptools.
## Asynchronous Programming
* [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)
* [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast asyncio event loop.
* [trio](https://github.com/python-trio/trio) - A friendly library for async concurrency and I/O.
* [Twisted](https://twistedmatrix.com/trac/) - An event-driven networking engine.
* [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast asyncio event loop.
## Audio
@ -194,17 +194,16 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Libraries for enhancing Python built-in classes.*
* [dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes.
* [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
* [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality..
* [Box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
* [dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes.
* [DottedDict](https://github.com/carlosescri/DottedDict) - A library that provides a method of accessing lists and dicts with a dotted path notation.
## CMS
*Content Management Systems.*
* [wagtail](https://wagtail.io/) - A Django content management system.
* [django-cms](https://www.django-cms.org/en/) - An Open source enterprise CMS based on the Django.
* [feincms](https://github.com/feincms/feincms) - One of the most advanced Content Management Systems built on Django.
* [indico](https://github.com/indico/indico) - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).
@ -212,6 +211,7 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [mezzanine](https://github.com/stephenmcd/mezzanine) - A powerful, consistent, and flexible content management platform.
* [plone](https://plone.org/) - A CMS built on top of the open source application server Zope.
* [quokka](https://github.com/rochacbruno/quokka) - Flexible, extensible, small CMS powered by Flask and MongoDB.
* [wagtail](https://wagtail.io/) - A Django content management system.
## Caching
@ -244,16 +244,16 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* Code Linters
* [flake8](https://pypi.org/project/flake8/) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
* [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions)
* [pylint](https://www.pylint.org/) - A fully customizable source code analyzer.
* [pylama](https://github.com/klen/pylama) - A code audit tool for Python and JavaScript.
* [pylint](https://www.pylint.org/) - A fully customizable source code analyzer.
* [wemake-python-styleguide](https://github.com/wemake-services/wemake-python-styleguide) - The strictest and most opinionated python linter ever.
* Code Formatters
* [black](https://github.com/python/black) - The uncompromising Python code formatter.
* [yapf](https://github.com/google/yapf) - Yet another Python code formatter from Google.
* Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
* [mypy](http://mypy-lang.org/) - Check variable types during compile time.
* [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
* [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
* [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
* Static Type Annotations Generators
* [MonkeyType](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types
@ -269,12 +269,12 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
* [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - A library for building powerful interactive command lines.
* Terminal Rendering
* [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
* [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
* [bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal.
* [colorama](https://pypi.org/project/colorama/) - Cross-platform colored terminal text.
* [rich](https://github.com/willmcgugan/rich) - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
* [tqdm](https://github.com/tqdm/tqdm) - Fast, extensible progress bar for loops and CLI.
* [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
## Command-line Tools
@ -292,11 +292,11 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [try](https://github.com/timofurrer/try) - A dead simple CLI to try out python packages - it's never been easier.
* CLI Enhancements
* [httpie](https://github.com/jakubroztocil/httpie) - A command line HTTP client, a user-friendly cURL replacement.
* [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
* [kube-shell](https://github.com/cloudnativelabs/kube-shell) - An integrated shell for working with the Kubernetes CLI.
* [litecli](https://github.com/dbcli/litecli) - SQLite CLI with autocompletion and syntax highlighting.
* [mycli](https://github.com/dbcli/mycli) - MySQL CLI with autocompletion and syntax highlighting.
* [pgcli](https://github.com/dbcli/pgcli) - PostgreSQL CLI with autocompletion and syntax highlighting.
* [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
* [litecli](https://github.com/dbcli/litecli) - SQLite CLI with autocompletion and syntax highlighting.
* [saws](https://github.com/donnemartin/saws) - A Supercharged [aws-cli](https://github.com/aws/aws-cli).
## Compatibility
@ -311,23 +311,23 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Libraries for Computer Vision.*
* [OpenCV](https://opencv.org/) - Open Source Computer Vision Library.
* [EasyOCR](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
* [Kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
* [OpenCV](https://opencv.org/) - Open Source Computer Vision Library.
* [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
* [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
* [SimpleCV](https://github.com/sightmachine/SimpleCV) - An open source framework for building computer vision applications.
* [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
## Concurrency and Parallelism
*Libraries for concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio).*
* [concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables.
* [multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism.
* [eventlet](http://eventlet.net/) - Asynchronous framework with WSGI support.
* [gevent](http://www.gevent.org/) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
* [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast implementation of `asyncio` event loop on top of `libuv`.
* [multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism.
* [scoop](https://github.com/soravux/scoop) - Scalable Concurrent Operations in Python.
* [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast implementation of `asyncio` event loop on top of `libuv`.
## Configuration
@ -335,9 +335,9 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [configobj](https://github.com/DiffSK/configobj) - INI file parser with validation.
* [configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser.
* [hydra](https://github.com/facebookresearch/hydra) - Hydra is a framework for elegantly configuring complex applications.
* [profig](https://profig.readthedocs.io/en/latest/) - Config from multiple formats with value conversion.
* [python-decouple](https://github.com/henriquebastos/python-decouple) - Strict separation of settings from code.
* [hydra](https://github.com/facebookresearch/hydra) - Hydra is a framework for elegantly configuring complex applications.
## Cryptography
@ -350,12 +350,12 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Libraries for data analyzing.*
* [AWS Data Wrangler](https://github.com/awslabs/aws-data-wrangler) - Pandas on AWS.
* [Blaze](https://github.com/blaze/blaze) - NumPy and Pandas interface to Big Data.
* [Open Mining](https://github.com/mining/mining) - Business Intelligence (BI) in Pandas interface.
* [Optimus](https://github.com/ironmussa/Optimus) - Agile Data Science Workflows made easy with PySpark.
* [Orange](https://orange.biolab.si/) - Data mining, data visualization, analysis and machine learning through visual programming or scripts.
* [Pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools.
* [Optimus](https://github.com/ironmussa/Optimus) - Agile Data Science Workflows made easy with PySpark.
* [AWS Data Wrangler](https://github.com/awslabs/aws-data-wrangler) - Pandas on AWS.
## Data Validation
@ -380,8 +380,8 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [Dash](https://plot.ly/products/dash/) - Built on top of Flask, React and Plotly aimed at analytical web applications.
* [awesome-dash](https://github.com/Acrotrend/awesome-dash)
* [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code.
* [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2.
* [Matplotlib](http://matplotlib.org/) - A Python 2D plotting library.
* [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2.
* [Pygal](http://www.pygal.org/en/latest/) - A Python SVG Charts Creator.
* [PyGraphviz](https://pypi.org/project/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/).
* [PyQtGraph](http://www.pyqtgraph.org/) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
@ -427,12 +427,12 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [Chronyk](https://github.com/KoffeinFlummi/Chronyk) - A Python 3 library for parsing human-written times and dates.
* [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
* [delorean](https://github.com/myusuf3/delorean/) - A library for clearing up the inconvenient truths that arise dealing with datetimes.
* [maya](https://github.com/timofurrer/maya) - Datetimes for Humans.
* [moment](https://github.com/zachwill/moment) - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/).
* [Pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
* [PyTime](https://github.com/shinux/PyTime) - An easy-to-use Python module which aims to operate date/time/datetime by string.
* [pytz](https://launchpad.net/pytz) - World timezone definitions, modern and historical. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
* [when.py](https://github.com/dirn/When.py) - Providing user-friendly functions to help perform common date and time actions.
* [maya](https://github.com/timofurrer/maya) - Datetimes for Humans.
## Debugging Tools
@ -456,10 +456,10 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [pyflame](https://github.com/uber/pyflame) - A ptracing profiler For Python.
* [vprof](https://github.com/nvdv/vprof) - Visual Python profiler.
* Others
* [icecream](https://github.com/gruns/icecream) - Inspect variables, expressions, and program execution with a single, simple function call.
* [django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar) - Display various debug information for Django.
* [django-devserver](https://github.com/dcramer/django-devserver) - A drop-in replacement for Django's runserver.
* [flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - A port of the django-debug-toolbar to flask.
* [icecream](https://github.com/gruns/icecream) - Inspect variables, expressions, and program execution with a single, simple function call.
* [pyelftools](https://github.com/eliben/pyelftools) - Parsing and analyzing ELF files and DWARF debugging information.
## Deep Learning
@ -480,17 +480,17 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* Configuration Management
* [ansible](https://github.com/ansible/ansible) - A radically simple IT automation platform.
* [saltstack](https://github.com/saltstack/salt) - Infrastructure automation and management system.
* [cloudinit](https://cloudinit.readthedocs.io/en/latest/) - A multi-distribution package that handles early initialization of a cloud instance.
* [OpenStack](https://www.openstack.org/) - Open source software for building private and public clouds.
* [pyinfra](https://github.com/Fizzadar/pyinfra) - A versatile CLI tools and python libraries to automate infrastructure.
* [saltstack](https://github.com/saltstack/salt) - Infrastructure automation and management system.
* SSH-style Deployment
* [cuisine](https://github.com/sebastien/cuisine) - Chef-like functionality for Fabric.
* [fabric](https://github.com/fabric/fabric) - A simple, Pythonic tool for remote execution and deployment.
* [fabtools](https://github.com/fabtools/fabtools) - Tools for writing awesome Fabric files.
* [cuisine](https://github.com/sebastien/cuisine) - Chef-like functionality for Fabric.
* Process Management
* [supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX.
* [honcho](https://github.com/nickstenning/honcho) - A Python clone of [Foreman](https://github.com/ddollar/foreman), for managing Procfile-based applications.
* [supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX.
* Monitoring
* [psutil](https://github.com/giampaolo/psutil) - A cross-platform process and system utilities module.
* Backup
@ -503,10 +503,10 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Frameworks and libraries for Distributed Computing.*
* Batch Processing
* [PySpark](https://pypi.org/project/pyspark/) - [Apache Spark](https://spark.apache.org/) Python API.
* [dask](https://github.com/dask/dask) - A flexible parallel computing library for analytic computing.
* [luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs.
* [mrjob](https://github.com/Yelp/mrjob) - Run MapReduce jobs on Hadoop or Amazon Web Services.
* [PySpark](https://pypi.org/project/pyspark/) - [Apache Spark](https://spark.apache.org/) Python API.
* [Ray](https://github.com/ray-project/ray/) - A system for parallel and distributed Python that unifies the machine learning ecosystem.
* Stream Processing
* [faust](https://github.com/robinhood/faust) - A stream processing library, porting the ideas from [Kafka Streams](https://kafka.apache.org/documentation/streams/) to Python.
@ -520,9 +520,9 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [Nuitka](http://nuitka.net/) - Compile scripts, modules, packages to an executable or extension module.
* [py2app](http://pythonhosted.org/py2app/) - Freezes Python scripts (Mac OS X).
* [py2exe](http://www.py2exe.org/) - Freezes Python scripts (Windows).
* [pyarmor](https://github.com/dashingsoft/pyarmor) - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
* [PyInstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform).
* [pynsist](http://pynsist.readthedocs.io/en/latest/) - A tool to build Windows installers, installers bundle Python itself.
* [pyarmor](https://github.com/dashingsoft/pyarmor) - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
* [shiv](https://github.com/linkedin/shiv) - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
## Documentation
@ -538,11 +538,11 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Libraries for downloading.*
* [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
* [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
* [s4cmd](https://github.com/bloomreach/s4cmd) - Super S3 command line tool, good for higher performance.
* [you-get](https://you-get.org/) - A YouTube/Youku/Niconico video downloader written in Python 3.
* [youtube-dl](https://rg3.github.io/youtube-dl/) - A small command-line program to download videos from YouTube.
* [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
## E-commerce
@ -552,10 +552,10 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [Cartridge](https://github.com/stephenmcd/cartridge) - A shopping cart app built using the Mezzanine.
* [django-oscar](http://oscarcommerce.com/) - An open-source e-commerce framework for Django.
* [django-shop](https://github.com/awesto/django-shop) - A Django based shop system.
* [forex-python](https://github.com/MicroPyramid/forex-python) - Foreign exchange rates, Bitcoin price index and currency conversion.
* [merchant](https://github.com/agiliq/merchant) - A Django app to accept payments from various payment processors.
* [money](https://github.com/carlospalol/money) - `Money` class with optional CLDR-backed locale-aware formatting and an extensible currency exchange.
* [python-currencies](https://github.com/Alir3z4/python-currencies) - Display money format and its filthy currencies.
* [forex-python](https://github.com/MicroPyramid/forex-python) - Foreign exchange rates, Bitcoin price index and currency conversion.
* [saleor](http://getsaleor.com/) - An e-commerce storefront for Django.
* [shoop](https://www.shuup.com/en/) - An open source E-Commerce platform based on Django.
@ -636,12 +636,12 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Functional Programming with Python.*
* [Coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
* [CyToolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of `Toolz`: High performance functional utilities.
* [fn.py](https://github.com/kachayev/fn.py) - Functional programming in Python: implementation of missing features to enjoy FP.
* [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
* [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`.
* [returns](https://github.com/dry-python/returns) - A set of type-safe monads, tranformers, and composition utilities.
* [Toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
* [CyToolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of `Toolz`: High performance functional utilities.
## GUI Development
@ -667,19 +667,19 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Libraries for working with GraphQL.*
* [tartiflette](https://tartiflette.io) - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.
* [tartiflette-aiohttp](https://github.com/tartiflette/tartiflette-aiohttp/) - An `aiohttp`-based wrapper for Tartiflette to expose GraphQL APIs over HTTP.
* [tartiflette-asgi](https://github.com/tartiflette/tartiflette-asgi/) - ASGI support for the Tartiflette GraphQL engine.
* [tartiflette](https://tartiflette.io) - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.
## Game Development
*Awesome game development libraries.*
* [Arcade](https://arcade.academy/index.html) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
* [Cocos2d](http://cocos2d.org/) - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.
* [Harfang3D](http://www.harfang3d.com) - Python framework for 3D, VR and game development.
* [Panda3D](https://www.panda3d.org/) - 3D game engine developed by Disney.
* [Pygame](http://www.pygame.org/news.html) - Pygame is a set of Python modules designed for writing games.
* [Arcade](https://arcade.academy/index.html) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
* [PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
* [PyOpenGL](http://pyopengl.sourceforge.net/) - Python ctypes bindings for OpenGL and it's related APIs.
* [PySDL2](https://pysdl2.readthedocs.io) - A ctypes based wrapper for the SDL2 library.
@ -758,9 +758,9 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Implementations of Python.*
* [CLPython](https://github.com/metawilm/cl-python) - Implementation of the Python programming language written in Common Lisp.
* [CPython](https://github.com/python/cpython) - **Default, most widely used implementation of the Python programming language written in C.**
* [Cython](http://cython.org/) - Optimizing Static Compiler for Python.
* [CLPython](https://github.com/metawilm/cl-python) - Implementation of the Python programming language written in Common Lisp.
* [Grumpy](https://github.com/google/grumpy) - More compiler than interpreter as more powerful CPython2.7 replacement (alpha).
* [IronPython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
* [Jython](https://hg.python.org/jython) - Implementation of Python programming language written in Java for the JVM.
@ -792,6 +792,7 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Libraries for scheduling jobs.*
* [Airflow](https://airflow.apache.org/) - Airflow is a platform to programmatically author, schedule and monitor workflows.
* [APScheduler](http://apscheduler.readthedocs.io/en/latest/) - A light but powerful in-process task scheduler that lets you schedule functions.
* [django-schedule](https://github.com/thauber/django-schedule) - A calendaring app for Django.
* [doit](http://pydoit.org/) - A task runner and build tool.
@ -801,14 +802,13 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
* [Spiff](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
* [TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
* [Airflow](https://airflow.apache.org/) - Airflow is a platform to programmatically author, schedule and monitor workflows.
## Logging
*Libraries for generating and working with logs.*
* [logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
* [logbook](http://logbook.readthedocs.io/en/stable/) - Logging replacement for Python.
* [logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
* [loguru](https://github.com/Delgan/loguru) - Library which aims to bring enjoyable logging in Python.
* [sentry-python](https://github.com/getsentry/sentry-python) - Sentry SDK for Python.
* [structlog](https://www.structlog.org/en/stable/) - Structured logging made easy.
@ -860,10 +860,10 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [spacy](https://spacy.io/) - A library for industrial-strength natural language processing in Python and Cython.
* [Stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
- Chinese
* [funNLP](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
* [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
* [pkuseg-python](https://github.com/lancopku/pkuseg-python) - A toolkit for Chinese word segmentation in various domains.
* [snownlp](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
* [funNLP](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
## Network Virtualization
@ -905,19 +905,19 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Libraries for package and dependency management.*
* [pip](https://pip.pypa.io/en/stable/) - The package installer for Python.
* [PyPI](https://pypi.org/)
* [pip-tools](https://github.com/jazzband/pip-tools) - A set of tools to keep your pinned Python dependencies fresh.
* [poetry](https://github.com/sdispater/poetry) - Python dependency management and packaging made easy.
* [PyPI](https://pypi.org/)
* [conda](https://github.com/conda/conda/) - Cross-platform, Python-agnostic binary package manager.
* [poetry](https://github.com/sdispater/poetry) - Python dependency management and packaging made easy.
## Package Repositories
*Local PyPI repository server and proxies.*
* [warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI).
* [bandersnatch](https://github.com/pypa/bandersnatch/) - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
* [devpi](https://github.com/devpi/devpi) - PyPI server and packaging/testing/release tool.
* [localshop](https://github.com/jazzband/localshop) - Local PyPI server (custom packages and auto-mirroring of pypi).
* [warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI).
## Permissions
@ -988,8 +988,8 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*RPC-compatible servers.*
* [zeroRPC](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
* [RPyC](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
* [zeroRPC](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
## Science
@ -1005,25 +1005,25 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [NetworkX](https://networkx.github.io/) - A high-productivity software for complex networks.
* [NIPY](http://nipy.org) - A collection of neuroimaging toolkits.
* [NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python.
* [Open Babel](http://openbabel.org/wiki/Main_Page) - A chemical toolbox designed to speak the many languages of chemical data.
* [ObsPy](https://github.com/obspy/obspy/wiki/) - A Python toolbox for seismology.
* [Open Babel](http://openbabel.org/wiki/Main_Page) - A chemical toolbox designed to speak the many languages of chemical data.
* [PyDy](http://www.pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
* [PyMC](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
* [QuTiP](http://qutip.org/) - Quantum Toolbox in Python.
* [RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software.
* [SciPy](https://www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
* [SimPy](https://bitbucket.org/simpy/simpy) - A process-based discrete-event simulation framework.
* [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
* [SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
* [Zipline](https://github.com/quantopian/zipline) - A Pythonic algorithmic trading library.
* [SimPy](https://bitbucket.org/simpy/simpy) - A process-based discrete-event simulation framework.
## Search
*Libraries and software for indexing and performing search queries on data.*
* [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).
* [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
* [django-haystack](https://github.com/django-haystack/django-haystack) - Modular search for Django.
* [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
* [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).
* [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
* [whoosh](http://whoosh.readthedocs.io/en/latest/) - A fast, pure Python search engine library.
@ -1050,6 +1050,7 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* General
* [tablib](https://github.com/jazzband/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
* Office
* [docxtpl](https://github.com/elapouya/python-docx-template) - Editing a docx document by jinja2 template
* [openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
* [pyexcel](https://github.com/pyexcel/pyexcel) - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
* [python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
@ -1058,7 +1059,6 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [XlsxWriter](https://github.com/jmcnamara/XlsxWriter) - A Python module for creating Excel .xlsx files.
* [xlwings](https://github.com/ZoomerAnalytics/xlwings) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
* [xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - Writing and reading data and formatting information from Excel files.
* [docxtpl](https://github.com/elapouya/python-docx-template) - Editing a docx document by jinja2 template
* PDF
* [PDFMiner](https://github.com/euske/pdfminer) - A tool for extracting information from PDF documents.
* [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
@ -1077,10 +1077,10 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Static site generator is a software that takes some text + templates as input and produces HTML files on the output.*
* [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
* [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
* [lektor](https://github.com/lektor/lektor) - An easy to use static CMS and blog engine.
* [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
* [nikola](https://github.com/getnikola/nikola) - A static website and blog generator.
* [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
## Tagging
@ -1101,8 +1101,8 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Libraries and tools for templating and lexing.*
* [Jinja2](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
* [Genshi](https://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output.
* [Jinja2](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
* [Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform.
## Testing
@ -1110,9 +1110,9 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Libraries for testing codebases and generating test data.*
* Testing Frameworks
* [pytest](https://docs.pytest.org/en/latest/) - A mature full-featured Python testing tool.
* [hypothesis](https://github.com/HypothesisWorks/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library.
* [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2.
* [pytest](https://docs.pytest.org/en/latest/) - A mature full-featured Python testing tool.
* [Robot Framework](https://github.com/robotframework/robotframework) - A generic test automation framework.
* [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
* Test Runners
@ -1127,11 +1127,11 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [sixpack](https://github.com/seatgeek/sixpack) - A language-agnostic A/B Testing framework.
* [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
* Mock
* [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
* [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
* [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
* [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
* [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
* [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
* [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
* [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
* [VCR.py](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests.
@ -1142,9 +1142,9 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* Code Coverage
* [coverage](https://pypi.org/project/coverage/) - Code coverage measurement.
* Fake Data
* [mimesis](https://github.com/lk-geimfari/mimesis) - is a Python library that help you generate fake data.
* [fake2db](https://github.com/emirozer/fake2db) - Fake database generator.
* [faker](https://github.com/joke2k/faker) - A Python package that generates fake data.
* [mimesis](https://github.com/lk-geimfari/mimesis) - is a Python library that help you generate fake data.
* [radar](https://pypi.org/project/radar/) - Generate random datetime / time.
## Text Processing
@ -1203,9 +1203,9 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
*Libraries for manipulating video and GIFs.*
* [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
* [moviepy](https://zulko.github.io/moviepy/) - A module for script-based movie editing with many formats, including animated GIFs.
* [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
* [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
## Web Asset Management
@ -1241,10 +1241,10 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* [feedparser](https://pythonhosted.org/feedparser/) - Universal feed parser.
* [grab](https://github.com/lorien/grab) - Site scraping framework.
* [MechanicalSoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
* [portia](https://github.com/scrapinghub/portia) - Visual scraping for Scrapy.
* [pyspider](https://github.com/binux/pyspider) - A powerful spider system.
* [robobrowser](https://github.com/jmcarp/robobrowser) - A simple, Pythonic library for browsing the web without a standalone web browser.
* [scrapy](https://scrapy.org/) - A fast high-level screen scraping and web crawling framework.
* [portia](https://github.com/scrapinghub/portia) - Visual scraping for Scrapy.
## Web Frameworks
@ -1252,8 +1252,8 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
* Synchronous
* [Django](https://www.djangoproject.com/) - The most popular web framework in Python.
* [awesome-django](https://github.com/wsvincent/awesome-django)
* [awesome-django](https://github.com/shahraizali/awesome-django)
* [awesome-django](https://github.com/wsvincent/awesome-django)
* [Flask](http://flask.pocoo.org/) - A microframework for Python.
* [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
* [Pyramid](https://pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework.
@ -1305,8 +1305,8 @@ Where to discover learning resources or new Python libraries.
* [Awesome Python Newsletter](http://python.libhunt.com/newsletter)
* [Pycoder's Weekly](http://pycoders.com/)
* [Python Weekly](http://www.pythonweekly.com/)
* [Python Tricks](https://realpython.com/python-tricks/)
* [Python Weekly](http://www.pythonweekly.com/)
## Podcasts
@ -1327,3 +1327,4 @@ I will keep some pull requests open if I'm not sure whether those libraries are
- - -
If you have any question about this opinionated list, do not hesitate to contact me [@VintaChen](https://twitter.com/VintaChen) on Twitter or open an issue on GitHub.

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@ -1,3 +1,4 @@
#!/usr/bin/env python
# coding: utf-8
"""