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</li>
<li><a href="#resources">Resources</a><ul>
<li><a href="#books">Books</a></li>
<li><a href="#websites">Websites</a></li>
<li><a href="#newsletters">Newsletters</a></li>
<li><a href="#podcasts">Podcasts</a></li>
<li><a href="#websites">Websites</a></li>
</ul>
</li>
<li><a href="#contributing">Contributing</a></li>
@ -1704,19 +1704,19 @@
<li><a href="https://github.com/geex-arts/django-jet">django-jet</a> - Modern responsive template for the Django admin interface with improved functionality.</li>
<li><a href="https://djangosuit.com/">django-suit</a> - Alternative Django Admin-Interface (free only for Non-commercial use).</li>
<li><a href="https://github.com/sshwsfc/xadmin">django-xadmin</a> - Drop-in replacement of Django admin comes with lots of goodies.</li>
<li><a href="https://github.com/jet-admin/jet-bridge">jet-bridge</a> - Admin panel framework for any application with nice UI (ex Jet Django)</li>
<li><a href="https://github.com/flask-admin/flask-admin">flask-admin</a> - Simple and extensible administrative interface framework for Flask.</li>
<li><a href="https://github.com/mher/flower">flower</a> - Real-time monitor and web admin for Celery.</li>
<li><a href="https://github.com/jet-admin/jet-bridge">jet-bridge</a> - Admin panel framework for any application with nice UI (ex Jet Django)</li>
<li><a href="https://github.com/wooey/wooey">wooey</a> - A Django app which creates automatic web UIs for Python scripts.</li>
</ul>
<h2 id="algorithms-and-design-patterns">Algorithms and Design Patterns</h2>
<p><em>Python implementation of data structures, algorithms and design patterns.</em></p>
<ul>
<li>Algorithms<ul>
<li><a href="https://github.com/TheAlgorithms/Python">TheAlgorithms</a> - All Algorithms implemented in Python.</li>
<li><a href="https://github.com/keon/algorithms">algorithms</a> - Minimal examples of data structures and algorithms.</li>
<li><a href="https://github.com/prabhupant/python-ds">python-ds</a> - A collection of data structure and algorithms for coding interviews.</li>
<li><a href="https://github.com/grantjenks/python-sortedcontainers">sortedcontainers</a> - Fast and pure-Python implementation of sorted collections.</li>
<li><a href="https://github.com/TheAlgorithms/Python">TheAlgorithms</a> - All Algorithms implemented in Python.</li>
</ul>
</li>
<li>Design Patterns<ul>
@ -1729,8 +1729,8 @@
<h2 id="asgi-servers">ASGI Servers</h2>
<p><em><a href="https://asgi.readthedocs.io/en/latest/">ASGI</a>-compatible web servers.</em></p>
<ul>
<li><a href="https://github.com/encode/uvicorn">uvicorn</a> - A lightning-fast ASGI server implementation, using uvloop and httptools.</li>
<li><a href="https://github.com/django/daphne">daphne</a> - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.</li>
<li><a href="https://github.com/encode/uvicorn">uvicorn</a> - A lightning-fast ASGI server implementation, using uvloop and httptools.</li>
</ul>
<h2 id="asynchronous-programming">Asynchronous Programming</h2>
<ul>
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<li><a href="https://github.com/timofurrer/awesome-asyncio">awesome-asyncio</a></li>
</ul>
</li>
<li><a href="https://github.com/MagicStack/uvloop">uvloop</a> - Ultra fast asyncio event loop.</li>
<li><a href="https://github.com/python-trio/trio">trio</a> - A friendly library for async concurrency and I/O.</li>
<li><a href="https://twistedmatrix.com/trac/">Twisted</a> - An event-driven networking engine.</li>
<li><a href="https://github.com/MagicStack/uvloop">uvloop</a> - Ultra fast asyncio event loop.</li>
</ul>
<h2 id="audio">Audio</h2>
<p><em>Libraries for manipulating audio and its metadata.</em></p>
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<h2 id="built-in-classes-enhancement">Built-in Classes Enhancement</h2>
<p><em>Libraries for enhancing Python built-in classes.</em></p>
<ul>
<li><a href="https://docs.python.org/3/library/dataclasses.html">dataclasses</a> - (Python standard library) Data classes.</li>
<li><a href="https://github.com/python-attrs/attrs">attrs</a> - Replacement for <code>__init__</code>, <code>__eq__</code>, <code>__repr__</code>, etc. boilerplate in class definitions.</li>
<li><a href="https://github.com/jab/bidict">bidict</a> - Efficient, Pythonic bidirectional map data structures and related functionality..</li>
<li><a href="https://github.com/cdgriffith/Box">Box</a> - Python dictionaries with advanced dot notation access.</li>
<li><a href="https://docs.python.org/3/library/dataclasses.html">dataclasses</a> - (Python standard library) Data classes.</li>
<li><a href="https://github.com/carlosescri/DottedDict">DottedDict</a> - A library that provides a method of accessing lists and dicts with a dotted path notation.</li>
</ul>
<h2 id="cms">CMS</h2>
<p><em>Content Management Systems.</em></p>
<ul>
<li><a href="https://wagtail.io/">wagtail</a> - A Django content management system.</li>
<li><a href="https://www.django-cms.org/en/">django-cms</a> - An Open source enterprise CMS based on the Django.</li>
<li><a href="https://github.com/feincms/feincms">feincms</a> - One of the most advanced Content Management Systems built on Django.</li>
<li><a href="https://github.com/indico/indico">indico</a> - A feature-rich event management system, made @ <a href="https://en.wikipedia.org/wiki/CERN">CERN</a>.</li>
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<li><a href="https://github.com/stephenmcd/mezzanine">mezzanine</a> - A powerful, consistent, and flexible content management platform.</li>
<li><a href="https://plone.org/">plone</a> - A CMS built on top of the open source application server Zope.</li>
<li><a href="https://github.com/rochacbruno/quokka">quokka</a> - Flexible, extensible, small CMS powered by Flask and MongoDB.</li>
<li><a href="https://wagtail.io/">wagtail</a> - A Django content management system.</li>
</ul>
<h2 id="caching">Caching</h2>
<p><em>Libraries for caching data.</em></p>
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<li><a href="https://github.com/DmytroLitvinov/awesome-flake8-extensions">awesome-flake8-extensions</a></li>
</ul>
</li>
<li><a href="https://www.pylint.org/">pylint</a> - A fully customizable source code analyzer.</li>
<li><a href="https://github.com/klen/pylama">pylama</a> - A code audit tool for Python and JavaScript.</li>
<li><a href="https://www.pylint.org/">pylint</a> - A fully customizable source code analyzer.</li>
<li><a href="https://github.com/wemake-services/wemake-python-styleguide">wemake-python-styleguide</a> - The strictest and most opinionated python linter ever.</li>
</ul>
</li>
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</li>
<li>Static Type Checkers, also see <a href="https://github.com/typeddjango/awesome-python-typing">awesome-python-typing</a><ul>
<li><a href="http://mypy-lang.org/">mypy</a> - Check variable types during compile time.</li>
<li><a href="https://github.com/python/typeshed">typeshed</a> - Collection of library stubs for Python, with static types.</li>
<li><a href="https://github.com/facebook/pyre-check">pyre-check</a> - Performant type checking.</li>
<li><a href="https://github.com/python/typeshed">typeshed</a> - Collection of library stubs for Python, with static types.</li>
</ul>
</li>
<li>Static Type Annotations Generators<ul>
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</ul>
</li>
<li>Terminal Rendering<ul>
<li><a href="https://github.com/rsalmei/alive-progress">alive-progress</a> - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.</li>
<li><a href="https://github.com/peterbrittain/asciimatics">asciimatics</a> - A package to create full-screen text UIs (from interactive forms to ASCII animations).</li>
<li><a href="https://github.com/glamp/bashplotlib">bashplotlib</a> - Making basic plots in the terminal.</li>
<li><a href="https://pypi.org/project/colorama/">colorama</a> - Cross-platform colored terminal text.</li>
<li><a href="https://github.com/willmcgugan/rich">rich</a> - Python library for rich text and beautiful formatting in the terminal. Also provides a great <code>RichHandler</code> log handler.</li>
<li><a href="https://github.com/tqdm/tqdm">tqdm</a> - Fast, extensible progress bar for loops and CLI.</li>
<li><a href="https://github.com/rsalmei/alive-progress">alive-progress</a> - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.</li>
</ul>
</li>
</ul>
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</li>
<li>CLI Enhancements<ul>
<li><a href="https://github.com/jakubroztocil/httpie">httpie</a> - A command line HTTP client, a user-friendly cURL replacement.</li>
<li><a href="https://github.com/laixintao/iredis">iredis</a> - Redis CLI with autocompletion and syntax highlighting.</li>
<li><a href="https://github.com/cloudnativelabs/kube-shell">kube-shell</a> - An integrated shell for working with the Kubernetes CLI.</li>
<li><a href="https://github.com/dbcli/litecli">litecli</a> - SQLite CLI with autocompletion and syntax highlighting.</li>
<li><a href="https://github.com/dbcli/mycli">mycli</a> - MySQL CLI with autocompletion and syntax highlighting.</li>
<li><a href="https://github.com/dbcli/pgcli">pgcli</a> - PostgreSQL CLI with autocompletion and syntax highlighting.</li>
<li><a href="https://github.com/laixintao/iredis">iredis</a> - Redis CLI with autocompletion and syntax highlighting.</li>
<li><a href="https://github.com/dbcli/litecli">litecli</a> - SQLite CLI with autocompletion and syntax highlighting.</li>
<li><a href="https://github.com/donnemartin/saws">saws</a> - A Supercharged <a href="https://github.com/aws/aws-cli">aws-cli</a>.</li>
</ul>
</li>
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<h2 id="computer-vision">Computer Vision</h2>
<p><em>Libraries for Computer Vision.</em></p>
<ul>
<li><a href="https://opencv.org/">OpenCV</a> - Open Source Computer Vision Library.</li>
<li><a href="https://github.com/JaidedAI/EasyOCR">EasyOCR</a> - Ready-to-use OCR with 40+ languages supported.</li>
<li><a href="https://github.com/kornia/kornia/">Kornia</a> - Open Source Differentiable Computer Vision Library for PyTorch.</li>
<li><a href="https://opencv.org/">OpenCV</a> - Open Source Computer Vision Library.</li>
<li><a href="https://github.com/madmaze/pytesseract">pytesseract</a> - A wrapper for <a href="https://github.com/tesseract-ocr">Google Tesseract OCR</a>.</li>
<li><a href="https://github.com/sirfz/tesserocr">tesserocr</a> - Another simple, Pillow-friendly, wrapper around the <code>tesseract-ocr</code> API for OCR.</li>
<li><a href="https://github.com/sightmachine/SimpleCV">SimpleCV</a> - An open source framework for building computer vision applications.</li>
<li><a href="https://github.com/sirfz/tesserocr">tesserocr</a> - Another simple, Pillow-friendly, wrapper around the <code>tesseract-ocr</code> API for OCR.</li>
</ul>
<h2 id="concurrency-and-parallelism">Concurrency and Parallelism</h2>
<p><em>Libraries for concurrent and parallel execution. Also see <a href="https://github.com/timofurrer/awesome-asyncio">awesome-asyncio</a>.</em></p>
<ul>
<li><a href="https://docs.python.org/3/library/concurrent.futures.html">concurrent.futures</a> - (Python standard library) A high-level interface for asynchronously executing callables.</li>
<li><a href="https://docs.python.org/3/library/multiprocessing.html">multiprocessing</a> - (Python standard library) Process-based parallelism.</li>
<li><a href="http://eventlet.net/">eventlet</a> - Asynchronous framework with WSGI support.</li>
<li><a href="http://www.gevent.org/">gevent</a> - A coroutine-based Python networking library that uses <a href="https://github.com/python-greenlet/greenlet">greenlet</a>.</li>
<li><a href="https://github.com/MagicStack/uvloop">uvloop</a> - Ultra fast implementation of <code>asyncio</code> event loop on top of <code>libuv</code>.</li>
<li><a href="https://docs.python.org/3/library/multiprocessing.html">multiprocessing</a> - (Python standard library) Process-based parallelism.</li>
<li><a href="https://github.com/soravux/scoop">scoop</a> - Scalable Concurrent Operations in Python.</li>
<li><a href="https://github.com/MagicStack/uvloop">uvloop</a> - Ultra fast implementation of <code>asyncio</code> event loop on top of <code>libuv</code>.</li>
</ul>
<h2 id="configuration">Configuration</h2>
<p><em>Libraries for storing and parsing configuration options.</em></p>
<ul>
<li><a href="https://github.com/DiffSK/configobj">configobj</a> - INI file parser with validation.</li>
<li><a href="https://docs.python.org/3/library/configparser.html">configparser</a> - (Python standard library) INI file parser.</li>
<li><a href="https://github.com/facebookresearch/hydra">hydra</a> - Hydra is a framework for elegantly configuring complex applications.</li>
<li><a href="https://profig.readthedocs.io/en/latest/">profig</a> - Config from multiple formats with value conversion.</li>
<li><a href="https://github.com/henriquebastos/python-decouple">python-decouple</a> - Strict separation of settings from code.</li>
<li><a href="https://github.com/facebookresearch/hydra">hydra</a> - Hydra is a framework for elegantly configuring complex applications.</li>
</ul>
<h2 id="cryptography">Cryptography</h2>
<ul>
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<h2 id="data-analysis">Data Analysis</h2>
<p><em>Libraries for data analyzing.</em></p>
<ul>
<li><a href="https://github.com/awslabs/aws-data-wrangler">AWS Data Wrangler</a> - Pandas on AWS.</li>
<li><a href="https://github.com/blaze/blaze">Blaze</a> - NumPy and Pandas interface to Big Data.</li>
<li><a href="https://github.com/mining/mining">Open Mining</a> - Business Intelligence (BI) in Pandas interface.</li>
<li><a href="https://github.com/ironmussa/Optimus">Optimus</a> - Agile Data Science Workflows made easy with PySpark.</li>
<li><a href="https://orange.biolab.si/">Orange</a> - Data mining, data visualization, analysis and machine learning through visual programming or scripts.</li>
<li><a href="http://pandas.pydata.org/">Pandas</a> - A library providing high-performance, easy-to-use data structures and data analysis tools.</li>
<li><a href="https://github.com/ironmussa/Optimus">Optimus</a> - Agile Data Science Workflows made easy with PySpark.</li>
<li><a href="https://github.com/awslabs/aws-data-wrangler">AWS Data Wrangler</a> - Pandas on AWS.</li>
</ul>
<h2 id="data-validation">Data Validation</h2>
<p><em>Libraries for validating data. Used for forms in many cases.</em></p>
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</ul>
</li>
<li><a href="https://github.com/mingrammer/diagrams">diagrams</a> - Diagram as Code.</li>
<li><a href="https://github.com/has2k1/plotnine">plotnine</a> - A grammar of graphics for Python based on ggplot2.</li>
<li><a href="http://matplotlib.org/">Matplotlib</a> - A Python 2D plotting library.</li>
<li><a href="https://github.com/has2k1/plotnine">plotnine</a> - A grammar of graphics for Python based on ggplot2.</li>
<li><a href="http://www.pygal.org/en/latest/">Pygal</a> - A Python SVG Charts Creator.</li>
<li><a href="https://pypi.org/project/pygraphviz/">PyGraphviz</a> - Python interface to <a href="http://www.graphviz.org/">Graphviz</a>.</li>
<li><a href="http://www.pyqtgraph.org/">PyQtGraph</a> - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.</li>
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<li><a href="https://github.com/KoffeinFlummi/Chronyk">Chronyk</a> - A Python 3 library for parsing human-written times and dates.</li>
<li><a href="https://github.com/dateutil/dateutil">dateutil</a> - Extensions to the standard Python <a href="https://docs.python.org/3/library/datetime.html">datetime</a> module.</li>
<li><a href="https://github.com/myusuf3/delorean/">delorean</a> - A library for clearing up the inconvenient truths that arise dealing with datetimes.</li>
<li><a href="https://github.com/timofurrer/maya">maya</a> - Datetimes for Humans.</li>
<li><a href="https://github.com/zachwill/moment">moment</a> - A Python library for dealing with dates/times. Inspired by <a href="http://momentjs.com/">Moment.js</a>.</li>
<li><a href="https://github.com/sdispater/pendulum">Pendulum</a> - Python datetimes made easy.</li>
<li><a href="https://github.com/shinux/PyTime">PyTime</a> - An easy-to-use Python module which aims to operate date/time/datetime by string.</li>
<li><a href="https://launchpad.net/pytz">pytz</a> - World timezone definitions, modern and historical. Brings the <a href="https://en.wikipedia.org/wiki/Tz_database">tz database</a> into Python.</li>
<li><a href="https://github.com/dirn/When.py">when.py</a> - Providing user-friendly functions to help perform common date and time actions.</li>
<li><a href="https://github.com/timofurrer/maya">maya</a> - Datetimes for Humans.</li>
</ul>
<h2 id="debugging-tools">Debugging Tools</h2>
<p><em>Libraries for debugging code.</em></p>
@ -2079,10 +2079,10 @@
</ul>
</li>
<li>Others<ul>
<li><a href="https://github.com/gruns/icecream">icecream</a> - Inspect variables, expressions, and program execution with a single, simple function call.</li>
<li><a href="https://github.com/jazzband/django-debug-toolbar">django-debug-toolbar</a> - Display various debug information for Django.</li>
<li><a href="https://github.com/dcramer/django-devserver">django-devserver</a> - A drop-in replacement for Django's runserver.</li>
<li><a href="https://github.com/mgood/flask-debugtoolbar">flask-debugtoolbar</a> - A port of the django-debug-toolbar to flask.</li>
<li><a href="https://github.com/gruns/icecream">icecream</a> - Inspect variables, expressions, and program execution with a single, simple function call.</li>
<li><a href="https://github.com/eliben/pyelftools">pyelftools</a> - Parsing and analyzing ELF files and DWARF debugging information.</li>
</ul>
</li>
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<ul>
<li>Configuration Management<ul>
<li><a href="https://github.com/ansible/ansible">ansible</a> - A radically simple IT automation platform.</li>
<li><a href="https://github.com/saltstack/salt">saltstack</a> - Infrastructure automation and management system.</li>
<li><a href="https://cloudinit.readthedocs.io/en/latest/">cloudinit</a> - A multi-distribution package that handles early initialization of a cloud instance.</li>
<li><a href="https://www.openstack.org/">OpenStack</a> - Open source software for building private and public clouds.</li>
<li><a href="https://github.com/Fizzadar/pyinfra">pyinfra</a> - A versatile CLI tools and python libraries to automate infrastructure.</li>
<li><a href="https://github.com/saltstack/salt">saltstack</a> - Infrastructure automation and management system.</li>
</ul>
</li>
<li>SSH-style Deployment<ul>
<li><a href="https://github.com/sebastien/cuisine">cuisine</a> - Chef-like functionality for Fabric.</li>
<li><a href="https://github.com/fabric/fabric">fabric</a> - A simple, Pythonic tool for remote execution and deployment.</li>
<li><a href="https://github.com/fabtools/fabtools">fabtools</a> - Tools for writing awesome Fabric files.</li>
<li><a href="https://github.com/sebastien/cuisine">cuisine</a> - Chef-like functionality for Fabric.</li>
</ul>
</li>
<li>Process Management<ul>
<li><a href="https://github.com/Supervisor/supervisor">supervisor</a> - Supervisor process control system for UNIX.</li>
<li><a href="https://github.com/nickstenning/honcho">honcho</a> - A Python clone of <a href="https://github.com/ddollar/foreman">Foreman</a>, for managing Procfile-based applications.</li>
<li><a href="https://github.com/Supervisor/supervisor">supervisor</a> - Supervisor process control system for UNIX.</li>
</ul>
</li>
<li>Monitoring<ul>
@ -2137,10 +2137,10 @@
<p><em>Frameworks and libraries for Distributed Computing.</em></p>
<ul>
<li>Batch Processing<ul>
<li><a href="https://pypi.org/project/pyspark/">PySpark</a> - <a href="https://spark.apache.org/">Apache Spark</a> Python API.</li>
<li><a href="https://github.com/dask/dask">dask</a> - A flexible parallel computing library for analytic computing.</li>
<li><a href="https://github.com/spotify/luigi">luigi</a> - A module that helps you build complex pipelines of batch jobs.</li>
<li><a href="https://github.com/Yelp/mrjob">mrjob</a> - Run MapReduce jobs on Hadoop or Amazon Web Services.</li>
<li><a href="https://pypi.org/project/pyspark/">PySpark</a> - <a href="https://spark.apache.org/">Apache Spark</a> Python API.</li>
<li><a href="https://github.com/ray-project/ray/">Ray</a> - A system for parallel and distributed Python that unifies the machine learning ecosystem.</li>
</ul>
</li>
@ -2157,9 +2157,9 @@
<li><a href="http://nuitka.net/">Nuitka</a> - Compile scripts, modules, packages to an executable or extension module.</li>
<li><a href="http://pythonhosted.org/py2app/">py2app</a> - Freezes Python scripts (Mac OS X).</li>
<li><a href="http://www.py2exe.org/">py2exe</a> - Freezes Python scripts (Windows).</li>
<li><a href="https://github.com/dashingsoft/pyarmor">pyarmor</a> - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.</li>
<li><a href="https://github.com/pyinstaller/pyinstaller">PyInstaller</a> - Converts Python programs into stand-alone executables (cross-platform).</li>
<li><a href="http://pynsist.readthedocs.io/en/latest/">pynsist</a> - A tool to build Windows installers, installers bundle Python itself.</li>
<li><a href="https://github.com/dashingsoft/pyarmor">pyarmor</a> - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.</li>
<li><a href="https://github.com/linkedin/shiv">shiv</a> - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.</li>
</ul>
<h2 id="documentation">Documentation</h2>
@ -2175,11 +2175,11 @@
<h2 id="downloader">Downloader</h2>
<p><em>Libraries for downloading.</em></p>
<ul>
<li><a href="https://github.com/jindaxiang/akshare">akshare</a> - A financial data interface library, built for human beings!</li>
<li><a href="https://github.com/s3tools/s3cmd">s3cmd</a> - A command line tool for managing Amazon S3 and CloudFront.</li>
<li><a href="https://github.com/bloomreach/s4cmd">s4cmd</a> - Super S3 command line tool, good for higher performance.</li>
<li><a href="https://you-get.org/">you-get</a> - A YouTube/Youku/Niconico video downloader written in Python 3.</li>
<li><a href="https://rg3.github.io/youtube-dl/">youtube-dl</a> - A small command-line program to download videos from YouTube.</li>
<li><a href="https://github.com/jindaxiang/akshare">akshare</a> - A financial data interface library, built for human beings!</li>
</ul>
<h2 id="e-commerce">E-commerce</h2>
<p><em>Frameworks and libraries for e-commerce and payments.</em></p>
@ -2188,10 +2188,10 @@
<li><a href="https://github.com/stephenmcd/cartridge">Cartridge</a> - A shopping cart app built using the Mezzanine.</li>
<li><a href="http://oscarcommerce.com/">django-oscar</a> - An open-source e-commerce framework for Django.</li>
<li><a href="https://github.com/awesto/django-shop">django-shop</a> - A Django based shop system.</li>
<li><a href="https://github.com/MicroPyramid/forex-python">forex-python</a> - Foreign exchange rates, Bitcoin price index and currency conversion.</li>
<li><a href="https://github.com/agiliq/merchant">merchant</a> - A Django app to accept payments from various payment processors.</li>
<li><a href="https://github.com/carlospalol/money">money</a> - <code>Money</code> class with optional CLDR-backed locale-aware formatting and an extensible currency exchange.</li>
<li><a href="https://github.com/Alir3z4/python-currencies">python-currencies</a> - Display money format and its filthy currencies.</li>
<li><a href="https://github.com/MicroPyramid/forex-python">forex-python</a> - Foreign exchange rates, Bitcoin price index and currency conversion.</li>
<li><a href="http://getsaleor.com/">saleor</a> - An e-commerce storefront for Django.</li>
<li><a href="https://www.shuup.com/en/">shoop</a> - An open source E-Commerce platform based on Django.</li>
</ul>
@ -2284,12 +2284,12 @@
<p><em>Functional Programming with Python.</em></p>
<ul>
<li><a href="https://github.com/evhub/coconut">Coconut</a> - A variant of Python built for simple, elegant, Pythonic functional programming.</li>
<li><a href="https://github.com/pytoolz/cytoolz/">CyToolz</a> - Cython implementation of <code>Toolz</code>: High performance functional utilities.</li>
<li><a href="https://github.com/kachayev/fn.py">fn.py</a> - Functional programming in Python: implementation of missing features to enjoy FP.</li>
<li><a href="https://github.com/Suor/funcy">funcy</a> - A fancy and practical functional tools.</li>
<li><a href="https://github.com/erikrose/more-itertools">more-itertools</a> - More routines for operating on iterables, beyond <code>itertools</code>.</li>
<li><a href="https://github.com/dry-python/returns">returns</a> - A set of type-safe monads, tranformers, and composition utilities.</li>
<li><a href="https://github.com/pytoolz/toolz">Toolz</a> - A collection of functional utilities for iterators, functions, and dictionaries.</li>
<li><a href="https://github.com/pytoolz/cytoolz/">CyToolz</a> - Cython implementation of <code>Toolz</code>: High performance functional utilities.</li>
</ul>
<h2 id="gui-development">GUI Development</h2>
<p><em>Libraries for working with graphical user interface applications.</em></p>
@ -2313,18 +2313,18 @@
<h2 id="graphql">GraphQL</h2>
<p><em>Libraries for working with GraphQL.</em></p>
<ul>
<li><a href="https://tartiflette.io">tartiflette</a> - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.</li>
<li><a href="https://github.com/tartiflette/tartiflette-aiohttp/">tartiflette-aiohttp</a> - An <code>aiohttp</code>-based wrapper for Tartiflette to expose GraphQL APIs over HTTP.</li>
<li><a href="https://github.com/tartiflette/tartiflette-asgi/">tartiflette-asgi</a> - ASGI support for the Tartiflette GraphQL engine.</li>
<li><a href="https://tartiflette.io">tartiflette</a> - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.</li>
</ul>
<h2 id="game-development">Game Development</h2>
<p><em>Awesome game development libraries.</em></p>
<ul>
<li><a href="https://arcade.academy/index.html">Arcade</a> - Arcade is a modern Python framework for crafting games with compelling graphics and sound.</li>
<li><a href="http://cocos2d.org/">Cocos2d</a> - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.</li>
<li><a href="http://www.harfang3d.com">Harfang3D</a> - Python framework for 3D, VR and game development.</li>
<li><a href="https://www.panda3d.org/">Panda3D</a> - 3D game engine developed by Disney.</li>
<li><a href="http://www.pygame.org/news.html">Pygame</a> - Pygame is a set of Python modules designed for writing games.</li>
<li><a href="https://arcade.academy/index.html">Arcade</a> - Arcade is a modern Python framework for crafting games with compelling graphics and sound.</li>
<li><a href="http://www.ogre3d.org/tikiwiki/PyOgre">PyOgre</a> - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.</li>
<li><a href="http://pyopengl.sourceforge.net/">PyOpenGL</a> - Python ctypes bindings for OpenGL and it's related APIs.</li>
<li><a href="https://pysdl2.readthedocs.io">PySDL2</a> - A ctypes based wrapper for the SDL2 library.</li>
@ -2397,9 +2397,9 @@
<h2 id="implementations">Implementations</h2>
<p><em>Implementations of Python.</em></p>
<ul>
<li><a href="https://github.com/metawilm/cl-python">CLPython</a> - Implementation of the Python programming language written in Common Lisp.</li>
<li><a href="https://github.com/python/cpython">CPython</a> - <strong>Default, most widely used implementation of the Python programming language written in C.</strong></li>
<li><a href="http://cython.org/">Cython</a> - Optimizing Static Compiler for Python.</li>
<li><a href="https://github.com/metawilm/cl-python">CLPython</a> - Implementation of the Python programming language written in Common Lisp.</li>
<li><a href="https://github.com/google/grumpy">Grumpy</a> - More compiler than interpreter as more powerful CPython2.7 replacement (alpha).</li>
<li><a href="https://github.com/IronLanguages/ironpython3">IronPython</a> - Implementation of the Python programming language written in C#.</li>
<li><a href="https://hg.python.org/jython">Jython</a> - Implementation of Python programming language written in Java for the JVM.</li>
@ -2430,6 +2430,7 @@
<h2 id="job-scheduler">Job Scheduler</h2>
<p><em>Libraries for scheduling jobs.</em></p>
<ul>
<li><a href="https://airflow.apache.org/">Airflow</a> - Airflow is a platform to programmatically author, schedule and monitor workflows.</li>
<li><a href="http://apscheduler.readthedocs.io/en/latest/">APScheduler</a> - A light but powerful in-process task scheduler that lets you schedule functions.</li>
<li><a href="https://github.com/thauber/django-schedule">django-schedule</a> - A calendaring app for Django.</li>
<li><a href="http://pydoit.org/">doit</a> - A task runner and build tool.</li>
@ -2439,13 +2440,12 @@
<li><a href="https://github.com/dbader/schedule">schedule</a> - Python job scheduling for humans.</li>
<li><a href="https://github.com/knipknap/SpiffWorkflow">Spiff</a> - A powerful workflow engine implemented in pure Python.</li>
<li><a href="https://docs.openstack.org/developer/taskflow/">TaskFlow</a> - A Python library that helps to make task execution easy, consistent and reliable.</li>
<li><a href="https://airflow.apache.org/">Airflow</a> - Airflow is a platform to programmatically author, schedule and monitor workflows.</li>
</ul>
<h2 id="logging">Logging</h2>
<p><em>Libraries for generating and working with logs.</em></p>
<ul>
<li><a href="https://docs.python.org/3/library/logging.html">logging</a> - (Python standard library) Logging facility for Python.</li>
<li><a href="http://logbook.readthedocs.io/en/stable/">logbook</a> - Logging replacement for Python.</li>
<li><a href="https://docs.python.org/3/library/logging.html">logging</a> - (Python standard library) Logging facility for Python.</li>
<li><a href="https://github.com/Delgan/loguru">loguru</a> - Library which aims to bring enjoyable logging in Python.</li>
<li><a href="https://github.com/getsentry/sentry-python">sentry-python</a> - Sentry SDK for Python.</li>
<li><a href="https://www.structlog.org/en/stable/">structlog</a> - Structured logging made easy.</li>
@ -2495,10 +2495,10 @@
</ul>
</li>
<li>Chinese<ul>
<li><a href="https://github.com/fighting41love/funNLP">funNLP</a> - A collection of tools and datasets for Chinese NLP.</li>
<li><a href="https://github.com/fxsjy/jieba">jieba</a> - The most popular Chinese text segmentation library.</li>
<li><a href="https://github.com/lancopku/pkuseg-python">pkuseg-python</a> - A toolkit for Chinese word segmentation in various domains.</li>
<li><a href="https://github.com/isnowfy/snownlp">snownlp</a> - A library for processing Chinese text.</li>
<li><a href="https://github.com/fighting41love/funNLP">funNLP</a> - A collection of tools and datasets for Chinese NLP.</li>
</ul>
</li>
</ul>
@ -2544,20 +2544,20 @@
<p><em>Libraries for package and dependency management.</em></p>
<ul>
<li><a href="https://pip.pypa.io/en/stable/">pip</a> - The package installer for Python.<ul>
<li><a href="https://pypi.org/">PyPI</a></li>
<li><a href="https://github.com/jazzband/pip-tools">pip-tools</a> - A set of tools to keep your pinned Python dependencies fresh.</li>
<li><a href="https://pypi.org/">PyPI</a></li>
</ul>
</li>
<li><a href="https://github.com/sdispater/poetry">poetry</a> - Python dependency management and packaging made easy.</li>
<li><a href="https://github.com/conda/conda/">conda</a> - Cross-platform, Python-agnostic binary package manager.</li>
<li><a href="https://github.com/sdispater/poetry">poetry</a> - Python dependency management and packaging made easy.</li>
</ul>
<h2 id="package-repositories">Package Repositories</h2>
<p><em>Local PyPI repository server and proxies.</em></p>
<ul>
<li><a href="https://github.com/pypa/warehouse">warehouse</a> - Next generation Python Package Repository (PyPI).</li>
<li><a href="https://github.com/pypa/bandersnatch/">bandersnatch</a> - PyPI mirroring tool provided by Python Packaging Authority (PyPA).</li>
<li><a href="https://github.com/devpi/devpi">devpi</a> - PyPI server and packaging/testing/release tool.</li>
<li><a href="https://github.com/jazzband/localshop">localshop</a> - Local PyPI server (custom packages and auto-mirroring of pypi).</li>
<li><a href="https://github.com/pypa/warehouse">warehouse</a> - Next generation Python Package Repository (PyPI).</li>
</ul>
<h2 id="permissions">Permissions</h2>
<p><em>Libraries that allow or deny users access to data or functionality.</em></p>
@ -2629,8 +2629,8 @@
<h2 id="rpc-servers">RPC Servers</h2>
<p><em>RPC-compatible servers.</em></p>
<ul>
<li><a href="https://github.com/0rpc/zerorpc-python">zeroRPC</a> - zerorpc is a flexible RPC implementation based on <a href="http://zeromq.org/">ZeroMQ</a> and <a href="http://msgpack.org/">MessagePack</a>.</li>
<li><a href="https://github.com/tomerfiliba/rpyc">RPyC</a> (Remote Python Call) - A transparent and symmetric RPC library for Python</li>
<li><a href="https://github.com/0rpc/zerorpc-python">zeroRPC</a> - zerorpc is a flexible RPC implementation based on <a href="http://zeromq.org/">ZeroMQ</a> and <a href="http://msgpack.org/">MessagePack</a>.</li>
</ul>
<h2 id="science">Science</h2>
<p><em>Libraries for scientific computing. Also see <a href="https://github.com/TomNicholas/Python-for-Scientists">Python-for-Scientists</a>.</em></p>
@ -2645,24 +2645,24 @@
<li><a href="https://networkx.github.io/">NetworkX</a> - A high-productivity software for complex networks.</li>
<li><a href="http://nipy.org">NIPY</a> - A collection of neuroimaging toolkits.</li>
<li><a href="http://www.numpy.org/">NumPy</a> - A fundamental package for scientific computing with Python.</li>
<li><a href="http://openbabel.org/wiki/Main_Page">Open Babel</a> - A chemical toolbox designed to speak the many languages of chemical data.</li>
<li><a href="https://github.com/obspy/obspy/wiki/">ObsPy</a> - A Python toolbox for seismology.</li>
<li><a href="http://openbabel.org/wiki/Main_Page">Open Babel</a> - A chemical toolbox designed to speak the many languages of chemical data.</li>
<li><a href="http://www.pydy.org/">PyDy</a> - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.</li>
<li><a href="https://github.com/pymc-devs/pymc3">PyMC</a> - Markov Chain Monte Carlo sampling toolkit.</li>
<li><a href="http://qutip.org/">QuTiP</a> - Quantum Toolbox in Python.</li>
<li><a href="http://www.rdkit.org/">RDKit</a> - Cheminformatics and Machine Learning Software.</li>
<li><a href="https://www.scipy.org/">SciPy</a> - A Python-based ecosystem of open-source software for mathematics, science, and engineering.</li>
<li><a href="https://bitbucket.org/simpy/simpy">SimPy</a> - A process-based discrete-event simulation framework.</li>
<li><a href="https://github.com/statsmodels/statsmodels">statsmodels</a> - Statistical modeling and econometrics in Python.</li>
<li><a href="https://github.com/sympy/sympy">SymPy</a> - A Python library for symbolic mathematics.</li>
<li><a href="https://github.com/quantopian/zipline">Zipline</a> - A Pythonic algorithmic trading library.</li>
<li><a href="https://bitbucket.org/simpy/simpy">SimPy</a> - A process-based discrete-event simulation framework.</li>
</ul>
<h2 id="search">Search</h2>
<p><em>Libraries and software for indexing and performing search queries on data.</em></p>
<ul>
<li><a href="https://www.elastic.co/guide/en/elasticsearch/client/python-api/current/index.html">elasticsearch-py</a> - The official low-level Python client for <a href="https://www.elastic.co/products/elasticsearch">Elasticsearch</a>.</li>
<li><a href="https://github.com/elastic/elasticsearch-dsl-py">elasticsearch-dsl-py</a> - The official high-level Python client for Elasticsearch.</li>
<li><a href="https://github.com/django-haystack/django-haystack">django-haystack</a> - Modular search for Django.</li>
<li><a href="https://github.com/elastic/elasticsearch-dsl-py">elasticsearch-dsl-py</a> - The official high-level Python client for Elasticsearch.</li>
<li><a href="https://www.elastic.co/guide/en/elasticsearch/client/python-api/current/index.html">elasticsearch-py</a> - The official low-level Python client for <a href="https://www.elastic.co/products/elasticsearch">Elasticsearch</a>.</li>
<li><a href="https://github.com/django-haystack/pysolr">pysolr</a> - A lightweight Python wrapper for <a href="https://lucene.apache.org/solr/">Apache Solr</a>.</li>
<li><a href="http://whoosh.readthedocs.io/en/latest/">whoosh</a> - A fast, pure Python search engine library.</li>
</ul>
@ -2688,6 +2688,7 @@
</ul>
</li>
<li>Office<ul>
<li><a href="https://github.com/elapouya/python-docx-template">docxtpl</a> - Editing a docx document by jinja2 template</li>
<li><a href="https://openpyxl.readthedocs.io/en/stable/">openpyxl</a> - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.</li>
<li><a href="https://github.com/pyexcel/pyexcel">pyexcel</a> - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.</li>
<li><a href="https://github.com/python-openxml/python-docx">python-docx</a> - Reads, queries and modifies Microsoft Word 2007/2008 docx files.</li>
@ -2696,7 +2697,6 @@
<li><a href="https://github.com/jmcnamara/XlsxWriter">XlsxWriter</a> - A Python module for creating Excel .xlsx files.</li>
<li><a href="https://github.com/ZoomerAnalytics/xlwings">xlwings</a> - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.</li>
<li><a href="https://github.com/python-excel/xlwt">xlwt</a> / <a href="https://github.com/python-excel/xlrd">xlrd</a> - Writing and reading data and formatting information from Excel files.</li>
<li><a href="https://github.com/elapouya/python-docx-template">docxtpl</a> - Editing a docx document by jinja2 template</li>
</ul>
</li>
<li>PDF<ul>
@ -2726,10 +2726,10 @@
<h2 id="static-site-generator">Static Site Generator</h2>
<p><em>Static site generator is a software that takes some text + templates as input and produces HTML files on the output.</em></p>
<ul>
<li><a href="https://github.com/mkdocs/mkdocs/">mkdocs</a> - Markdown friendly documentation generator.</li>
<li><a href="https://github.com/getpelican/pelican">pelican</a> - Static site generator that supports Markdown and reST syntax.</li>
<li><a href="https://github.com/lektor/lektor">lektor</a> - An easy to use static CMS and blog engine.</li>
<li><a href="https://github.com/mkdocs/mkdocs/">mkdocs</a> - Markdown friendly documentation generator.</li>
<li><a href="https://github.com/getnikola/nikola">nikola</a> - A static website and blog generator.</li>
<li><a href="https://github.com/getpelican/pelican">pelican</a> - Static site generator that supports Markdown and reST syntax.</li>
</ul>
<h2 id="tagging">Tagging</h2>
<p><em>Libraries for tagging items.</em></p>
@ -2747,17 +2747,17 @@
<h2 id="template-engine">Template Engine</h2>
<p><em>Libraries and tools for templating and lexing.</em></p>
<ul>
<li><a href="https://github.com/pallets/jinja">Jinja2</a> - A modern and designer friendly templating language.</li>
<li><a href="https://genshi.edgewall.org/">Genshi</a> - Python templating toolkit for generation of web-aware output.</li>
<li><a href="https://github.com/pallets/jinja">Jinja2</a> - A modern and designer friendly templating language.</li>
<li><a href="http://www.makotemplates.org/">Mako</a> - Hyperfast and lightweight templating for the Python platform.</li>
</ul>
<h2 id="testing">Testing</h2>
<p><em>Libraries for testing codebases and generating test data.</em></p>
<ul>
<li>Testing Frameworks<ul>
<li><a href="https://docs.pytest.org/en/latest/">pytest</a> - A mature full-featured Python testing tool.</li>
<li><a href="https://github.com/HypothesisWorks/hypothesis">hypothesis</a> - Hypothesis is an advanced Quickcheck style property based testing library.</li>
<li><a href="https://github.com/nose-devs/nose2">nose2</a> - The successor to <code>nose</code>, based on `unittest2.</li>
<li><a href="https://docs.pytest.org/en/latest/">pytest</a> - A mature full-featured Python testing tool.</li>
<li><a href="https://github.com/robotframework/robotframework">Robot Framework</a> - A generic test automation framework.</li>
<li><a href="https://docs.python.org/3/library/unittest.html">unittest</a> - (Python standard library) Unit testing framework.</li>
</ul>
@ -2778,11 +2778,11 @@
</ul>
</li>
<li>Mock<ul>
<li><a href="https://docs.python.org/3/library/unittest.mock.html">mock</a> - (Python standard library) A mocking and patching library.</li>
<li><a href="https://pypi.org/project/doublex/">doublex</a> - Powerful test doubles framework for Python.</li>
<li><a href="https://github.com/spulec/freezegun">freezegun</a> - Travel through time by mocking the datetime module.</li>
<li><a href="https://github.com/patrys/httmock">httmock</a> - A mocking library for requests for Python 2.6+ and 3.2+.</li>
<li><a href="https://github.com/gabrielfalcao/HTTPretty">httpretty</a> - HTTP request mock tool for Python.</li>
<li><a href="https://docs.python.org/3/library/unittest.mock.html">mock</a> - (Python standard library) A mocking and patching library.</li>
<li><a href="https://github.com/mindflayer/python-mocket">mocket</a> - A socket mock framework with gevent/asyncio/SSL support.</li>
<li><a href="https://github.com/getsentry/responses">responses</a> - A utility library for mocking out the requests Python library.</li>
<li><a href="https://github.com/kevin1024/vcrpy">VCR.py</a> - Record and replay HTTP interactions on your tests.</li>
@ -2799,9 +2799,9 @@
</ul>
</li>
<li>Fake Data<ul>
<li><a href="https://github.com/lk-geimfari/mimesis">mimesis</a> - is a Python library that help you generate fake data.</li>
<li><a href="https://github.com/emirozer/fake2db">fake2db</a> - Fake database generator.</li>
<li><a href="https://github.com/joke2k/faker">faker</a> - A Python package that generates fake data.</li>
<li><a href="https://github.com/lk-geimfari/mimesis">mimesis</a> - is a Python library that help you generate fake data.</li>
<li><a href="https://pypi.org/project/radar/">radar</a> - Generate random datetime / time.</li>
</ul>
</li>
@ -2866,9 +2866,9 @@
<h2 id="video">Video</h2>
<p><em>Libraries for manipulating video and GIFs.</em></p>
<ul>
<li><a href="https://github.com/abhiTronix/vidgear">vidgear</a> - Most Powerful multi-threaded Video Processing framework.</li>
<li><a href="https://zulko.github.io/moviepy/">moviepy</a> - A module for script-based movie editing with many formats, including animated GIFs.</li>
<li><a href="https://github.com/aizvorski/scikit-video">scikit-video</a> - Video processing routines for SciPy.</li>
<li><a href="https://github.com/abhiTronix/vidgear">vidgear</a> - Most Powerful multi-threaded Video Processing framework.</li>
</ul>
<h2 id="web-asset-management">Web Asset Management</h2>
<p><em>Tools for managing, compressing and minifying website assets.</em></p>
@ -2901,18 +2901,18 @@
<li><a href="https://pythonhosted.org/feedparser/">feedparser</a> - Universal feed parser.</li>
<li><a href="https://github.com/lorien/grab">grab</a> - Site scraping framework.</li>
<li><a href="https://github.com/MechanicalSoup/MechanicalSoup">MechanicalSoup</a> - A Python library for automating interaction with websites.</li>
<li><a href="https://github.com/scrapinghub/portia">portia</a> - Visual scraping for Scrapy.</li>
<li><a href="https://github.com/binux/pyspider">pyspider</a> - A powerful spider system.</li>
<li><a href="https://github.com/jmcarp/robobrowser">robobrowser</a> - A simple, Pythonic library for browsing the web without a standalone web browser.</li>
<li><a href="https://scrapy.org/">scrapy</a> - A fast high-level screen scraping and web crawling framework.</li>
<li><a href="https://github.com/scrapinghub/portia">portia</a> - Visual scraping for Scrapy.</li>
</ul>
<h2 id="web-frameworks">Web Frameworks</h2>
<p><em>Traditional full stack web frameworks. Also see <a href="https://github.com/vinta/awesome-python#restful-api">RESTful API</a>.</em></p>
<ul>
<li>Synchronous<ul>
<li><a href="https://www.djangoproject.com/">Django</a> - The most popular web framework in Python.<ul>
<li><a href="https://github.com/wsvincent/awesome-django">awesome-django</a></li>
<li><a href="https://github.com/shahraizali/awesome-django">awesome-django</a></li>
<li><a href="https://github.com/wsvincent/awesome-django">awesome-django</a></li>
</ul>
</li>
<li><a href="http://flask.pocoo.org/">Flask</a> - A microframework for Python.<ul>
@ -2976,8 +2976,8 @@
<ul>
<li><a href="http://python.libhunt.com/newsletter">Awesome Python Newsletter</a></li>
<li><a href="http://pycoders.com/">Pycoder's Weekly</a></li>
<li><a href="http://www.pythonweekly.com/">Python Weekly</a></li>
<li><a href="https://realpython.com/python-tricks/">Python Tricks</a></li>
<li><a href="http://www.pythonweekly.com/">Python Weekly</a></li>
</ul>
<h2 id="podcasts">Podcasts</h2>
<ul>

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