Merge branch 'master' into master

.github/FUNDING.yml

@@ -1,2 +1 @@
 # These are supported funding model platforms
-open_collective: awesome-python

README.md

@@ -1,6 +1,6 @@
 # Awesome Python [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
 
-A curated list of awesome Python frameworks, libraries, software and resources.
+An opinionated list of awesome Python frameworks, libraries, software and resources.
 
 Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
@@ -19,10 +19,8 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
     - [Code Analysis](#code-analysis)
     - [Command-line Interface Development](#command-line-interface-development)
     - [Command-line Tools](#command-line-tools)
-    - [Compatibility](#compatibility)
     - [Computer Vision](#computer-vision)
-    - [Concurrency and Parallelism](#concurrency-and-parallelism)
+    - [Configuration Files](#configuration-files)
-    - [Configuration](#configuration)
     - [Cryptography](#cryptography)
     - [Data Analysis](#data-analysis)
     - [Data Validation](#data-validation)
@@ -37,14 +35,10 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
     - [Distribution](#distribution)
     - [Documentation](#documentation)
     - [Downloader](#downloader)
-    - [E-commerce](#e-commerce)
     - [Editor Plugins and IDEs](#editor-plugins-and-ides)
     - [Email](#email)
-    - [Enterprise Application Integrations](#enterprise-application-integrations)
     - [Environment Management](#environment-management)
-    - [Files](#file)
+    - [File Manipulation](#file-manipulation)
-    - [Foreign Function Interface](#foreign-function-interface)
-    - [Forms](#forms)
     - [Functional Programming](#functional-programming)
     - [Game Development](#game-development)
     - [Geolocation](#geolocation)
@@ -96,10 +90,8 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
     - [WebSocket](#websocket)
     - [WSGI Servers](#wsgi-servers)
 - [Resources](#resources)
-    - [Books](#books)
     - [Newsletters](#newsletters)
     - [Podcasts](#podcasts)
-    - [Websites](#websites)
 - [Contributing](#contributing)
 
 ---
@@ -109,15 +101,13 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 *Libraries for administrative interfaces.*
 
 * [ajenti](https://github.com/ajenti/ajenti) - The admin panel your servers deserve.
-* [django-grappelli](https://grappelliproject.com/) - A jazzy skin for the Django Admin-Interface.
+* [django-grappelli](https://github.com/sehmaschine/django-grappelli) - A jazzy skin for the Django Admin-Interface.
-* [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.
 * [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.
 * [django-jazzmin](https://github.com/farridav/django-jazzmin) -  Jazz up your django admin interface, with plenty of things you can easily customise, including a built-in UI customizer.
+* [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
 
 ## Algorithms and Design Patterns
 
@@ -127,9 +117,9 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
     * [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.
+    * [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.
+    * [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.
     * [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
 
@@ -139,14 +129,21 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 * [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.
+* [hypercorn](https://github.com/pgjones/hypercorn) - An ASGI and WSGI Server based on Hyper libraries and inspired by Gunicorn.
 
 ## Asynchronous Programming
 
+*Libraries for asynchronous, concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio).*
+
 * [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)
+* [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.
 * [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.
+* [twisted](https://github.com/twisted/twisted) - An event-driven networking engine.
 * [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast asyncio event loop.
+* [eventlet](https://github.com/eventlet/eventlet) - Asynchronous framework with WSGI support.
+* [gevent](https://github.com/gevent/gevent) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
 
 ## Audio
 
@@ -160,12 +157,12 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
     * [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
     * [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
     * [mingus](http://bspaans.github.io/python-mingus/) - An advanced music theory and notation package with MIDI file and playback support.
-    * [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
+    * [pyaudioanalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
     * [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
-    * [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
+    * [timeside](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
 * Metadata
     * [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
-    * [eyeD3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
+    * [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
     * [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
     * [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
 
@@ -176,24 +173,21 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 * OAuth
     * [authlib](https://github.com/lepture/authlib) - JavaScript Object Signing and Encryption draft implementation.
     * [django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works."
-    * [django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - OAuth 2 goodies for Django.
+    * [django-oauth-toolkit](https://github.com/jazzband/django-oauth-toolkit) - OAuth 2 goodies for Django.
-    * [oauthlib](https://github.com/idan/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
+    * [oauthlib](https://github.com/oauthlib/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
-    * [python-oauth2](https://github.com/joestump/python-oauth2) - A fully tested, abstract interface to creating OAuth clients and servers.
-    * [python-social-auth](https://github.com/omab/python-social-auth) - An easy-to-setup social authentication mechanism.
 * JWT
     * [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
     * [python-jose](https://github.com/mpdavis/python-jose/) - A JOSE implementation in Python.
-    * [python-jwt](https://github.com/davedoesdev/python-jwt) - A module for generating and verifying JSON Web Tokens.
 
 ## Build Tools
 
 *Compile software from source code.*
 
-* [BitBake](http://www.yoctoproject.org/docs/1.6/bitbake-user-manual/bitbake-user-manual.html) - A make-like build tool for embedded Linux.
+* [bitbake](https://github.com/openembedded/bitbake) - A make-like build tool for embedded Linux.
-* [buildout](http://www.buildout.org/en/latest/) - A build system for creating, assembling and deploying applications from multiple parts.
+* [buildout](https://github.com/buildout/buildout) - A build system for creating, assembling and deploying applications from multiple parts.
-* [PlatformIO](https://github.com/platformio/platformio-core) - A console tool to build code with different development platforms.
+* [platformio](https://github.com/platformio/platformio-core) - A console tool to build code with different development platforms.
 * [pybuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python.
-* [SCons](http://www.scons.org/) - A software construction tool.
+* [scons](https://github.com/SCons/scons) - A software construction tool.
 
 ## Built-in Classes Enhancement
 
@@ -201,22 +195,17 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 * [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.
+* [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.
+* [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.*
 
-* [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).
-* [Kotti](https://github.com/Kotti/Kotti) - A high-level, Pythonic web application framework built on Pyramid.
+* [wagtail](https://github.com/wagtail/wagtail) - A Django content management system.
-* [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
 
@@ -225,10 +214,10 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 * [beaker](https://github.com/bbangert/beaker) - A WSGI middleware for sessions and caching.
 * [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
 * [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
-* [dogpile.cache](http://dogpilecache.readthedocs.io/en/latest/) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
+* [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
-* [HermesCache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
+* [hermescache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
 * [pylibmc](https://github.com/lericson/pylibmc) - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.
-* [python-diskcache](http://www.grantjenks.com/docs/diskcache/) - SQLite and file backed cache backend with faster lookups than memcached and redis.
+* [python-diskcache](https://github.com/grantjenks/python-diskcache) - SQLite and file backed cache backend with faster lookups than memcached and redis.
 
 ## ChatOps Tools
 
@@ -241,27 +230,23 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 *Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis).*
 
 * Code Analysis
-    * [coala](https://github.com/coala/coala/) - Language independent and easily extendable code analysis application.
     * [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
     * [prospector](https://github.com/PyCQA/prospector) - A tool to analyse Python code.
-    * [pycallgraph](https://github.com/gak/pycallgraph) - A library that visualises the flow (call graph) of your Python application.
     * [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analysing dead Python code.
 * Code Linters
-    * [flake8](https://pypi.org/project/flake8/) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
+    * [flake8](https://github.com/PyCQA/flake8) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
         * [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions)
-    * [pylama](https://github.com/klen/pylama) - A code audit tool for Python and JavaScript.
+    * [pylint](https://github.com/pylint-dev/pylint) - A fully customizable source code analyzer.
-    * [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.
+    * [black](https://github.com/psf/black) - The uncompromising Python code formatter.
     * [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports.
     * [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.
+    * [mypy](https://github.com/python/mypy) - Check variable types during compile time.
     * [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.
+    * [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
     * [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
 
 ## Command-line Interface Development
@@ -269,18 +254,17 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 *Libraries for building command-line applications.*
 
 * Command-line Application Development
-    * [cement](http://builtoncement.com/) - CLI Application Framework for Python.
+    * [cement](https://github.com/datafolklabs/cement) - CLI Application Framework for Python.
-    * [click](http://click.pocoo.org/dev/) - A package for creating beautiful command line interfaces in a composable way.
+    * [click](https://github.com/pallets/click/) - A package for creating beautiful command line interfaces in a composable way.
-    * [cliff](https://docs.openstack.org/developer/cliff/) - A framework for creating command-line programs with multi-level commands.
+    * [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
-    * [docopt](http://docopt.org/) - Pythonic command line arguments parser.
     * [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.
+    * [python-prompt-toolkit](https://github.com/prompt-toolkit/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.
+    * [colorama](https://github.com/tartley/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.
+    * [rich](https://github.com/Textualize/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.
 
 ## Command-line Tools
@@ -288,114 +272,84 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 *Useful CLI-based tools for productivity.*
 
 * Productivity Tools
-    * [copier](https://github.com/pykong/copier) - A library and command-line utility for rendering projects templates.
+    * [copier](https://github.com/copier-org/copier) - A library and command-line utility for rendering projects templates.
-    * [cookiecutter](https://github.com/audreyr/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
+    * [cookiecutter](https://github.com/cookiecutter/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
     * [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
     * [howdoi](https://github.com/gleitz/howdoi) - Instant coding answers via the command line.
-    * [Invoke](https://github.com/pyinvoke/invoke#readme) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
+    * [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
-    * [PathPicker](https://github.com/facebook/PathPicker) - Select files out of bash output.
+    * [pathpicker](https://github.com/facebook/PathPicker) - Select files out of bash output.
-    * [percol](https://github.com/mooz/percol) - Adds flavor of interactive selection to the traditional pipe concept on UNIX.
     * [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
-    * [tmuxp](https://github.com/tony/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
+    * [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
     * [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.
+    * [httpie](https://github.com/httpie/cli) - 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.
-    * [saws](https://github.com/donnemartin/saws) - A Supercharged [aws-cli](https://github.com/aws/aws-cli).
-
-## Compatibility
-
-*Libraries for migrating from Python 2 to 3.*
-
-* [python-future](http://python-future.org/index.html) - The missing compatibility layer between Python 2 and Python 3.
-* [modernize](https://github.com/PyCQA/modernize) - Modernizes Python code for eventual Python 3 migration.
-* [six](https://pypi.org/project/six/) - Python 2 and 3 compatibility utilities.
 
 ## Computer Vision
 
 *Libraries for Computer Vision.*
 
-* [EasyOCR](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
+* [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
-* [Face Recognition](https://github.com/ageitgey/face_recognition) - Simple facial recognition library.
+* [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
-* [Kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
+* [opencv](https://opencv.org/) - Open Source Computer Vision Library.
-* [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).
-* [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
+## Configuration Files
-
-*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.
-* [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).
-* [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
 
 *Libraries for storing and parsing configuration options.*
 
-* [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.
+* [configobj](https://github.com/DiffSK/configobj) - INI file parser with validation.
 * [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/HBNetwork/python-decouple) - Strict separation of settings from code.
-* [python-decouple](https://github.com/henriquebastos/python-decouple) - Strict separation of settings from code.
 
 ## Cryptography
 
-* [cryptography](https://cryptography.io/en/latest/) - A package designed to expose cryptographic primitives and recipes to Python developers.
+* [cryptography](https://github.com/pyca/cryptography) - A package designed to expose cryptographic primitives and recipes to Python developers.
 * [paramiko](https://github.com/paramiko/paramiko) - The leading native Python SSHv2 protocol library.
-* [passlib](https://passlib.readthedocs.io/en/stable/) - Secure password storage/hashing library, very high level.
 * [pynacl](https://github.com/pyca/pynacl) - Python binding to the Networking and Cryptography (NaCl) library.
 
 ## Data Analysis
 
 *Libraries for data analyzing.*
 
-* [AWS Data Wrangler](https://github.com/awslabs/aws-data-wrangler) - Pandas on AWS.
+* [pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools.
-* [Blaze](https://github.com/blaze/blaze) - NumPy and Pandas interface to Big Data.
+* [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) - Pandas on AWS.
-* [Open Mining](https://github.com/mining/mining) - Business Intelligence (BI) in Pandas interface.
+* [datasette](https://github.com/simonw/datasette) - An open source multi-tool for exploring and publishing data.
-* [Optimus](https://github.com/ironmussa/Optimus) - Agile Data Science Workflows made easy with PySpark.
+* [optimus](https://github.com/hi-primus/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.
 
 ## Data Validation
 
 *Libraries for validating data. Used for forms in many cases.*
 
-* [Cerberus](https://github.com/pyeve/cerberus) - A lightweight and extensible data validation library.
+* [cerberus](https://github.com/pyeve/cerberus) - A lightweight and extensible data validation library.
-* [colander](https://docs.pylonsproject.org/projects/colander/en/latest/) - Validating and deserializing data obtained via XML, JSON, an HTML form post.
+* [colander](https://github.com/Pylons/colander) - Validating and deserializing data obtained via XML, JSON, an HTML form post.
-* [jsonschema](https://github.com/Julian/jsonschema) - An implementation of [JSON Schema](http://json-schema.org/) for Python.
+* [jsonschema](https://github.com/python-jsonschema/jsonschema) - An implementation of [JSON Schema](http://json-schema.org/) for Python.
 * [schema](https://github.com/keleshev/schema) - A library for validating Python data structures.
-* [Schematics](https://github.com/schematics/schematics) - Data Structure Validation.
+* [schematics](https://github.com/schematics/schematics) - Data Structure Validation.
-* [valideer](https://github.com/podio/valideer) - Lightweight extensible data validation and adaptation library.
 * [voluptuous](https://github.com/alecthomas/voluptuous) - A Python data validation library.
+* [pydantic](https://github.com/pydantic/pydantic) - Data validation using Python type hints.
 
 ## Data Visualization
 
 *Libraries for visualizing data. Also see [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).*
 
-* [Altair](https://github.com/altair-viz/altair) - Declarative statistical visualization library for Python.
+* [altair](https://github.com/altair-viz/altair) - Declarative statistical visualization library for Python.
-* [Bokeh](https://github.com/bokeh/bokeh) - Interactive Web Plotting for Python.
+* [bokeh](https://github.com/bokeh/bokeh) - Interactive Web Plotting for Python.
 * [bqplot](https://github.com/bloomberg/bqplot) - Interactive Plotting Library for the Jupyter Notebook.
-* [Cartopy](https://github.com/SciTools/cartopy) - A cartographic python library with matplotlib support.
+* [cartopy](https://github.com/SciTools/cartopy) - A cartographic python library with matplotlib support.
-* [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.
-* [Matplotlib](http://matplotlib.org/) - A Python 2D plotting library.
+* [matplotlib](https://github.com/matplotlib/matplotlib) - 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.
+* [pygal](https://github.com/Kozea/pygal) - A Python SVG Charts Creator.
-* [PyGraphviz](https://pypi.org/project/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/).
+* [pygraphviz](https://github.com/pygraphviz/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.
+* [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
-* [Seaborn](https://github.com/mwaskom/seaborn) - Statistical data visualization using Matplotlib.
+* [seaborn](https://github.com/mwaskom/seaborn) - Statistical data visualization using Matplotlib.
-* [VisPy](https://github.com/vispy/vispy) - High-performance scientific visualization based on OpenGL.
+* [vispy](https://github.com/vispy/vispy) - High-performance scientific visualization based on OpenGL.
 
 ## Database
 
@@ -403,48 +357,39 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 * [pickleDB](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
 * [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
-* [ZODB](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
+* [zodb](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
 
 ## Database Drivers
 
 *Libraries for connecting and operating databases.*
 
 * MySQL - [awesome-mysql](http://shlomi-noach.github.io/awesome-mysql/)
-    * [mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
+    * [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
-    * [PyMySQL](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
+    * [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
 * PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
-    * [psycopg2](http://initd.org/psycopg/) - The most popular PostgreSQL adapter for Python.
+    * [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
-    * [queries](https://github.com/gmr/queries) - A wrapper of the psycopg2 library for interacting with PostgreSQL.
 * SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
-    * [sqlite3](https://docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0
+    * [sqlite3](https://docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0.
-    * [SuperSQLite](https://github.com/plasticityai/supersqlite) - A supercharged SQLite library built on top of [apsw](https://github.com/rogerbinns/apsw).
+    * [sqlite-utils](https://github.com/simonw/sqlite-utils) - Python CLI utility and library for manipulating SQLite databases.
 * Other Relational Databases
-    * [pymssql](https://pymssql.readthedocs.io/en/latest/) - A simple database interface to Microsoft SQL Server.
+    * [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
     * [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver) - Python driver with native interface for ClickHouse.
 * NoSQL Databases
     * [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
-    * [happybase](https://github.com/wbolster/happybase) - A developer-friendly library for Apache HBase.
+    * [happybase](https://github.com/python-happybase/happybase) - A developer-friendly library for Apache HBase.
     * [kafka-python](https://github.com/dpkp/kafka-python) - The Python client for Apache Kafka.
-    * [py2neo](https://py2neo.org/) - A client library and toolkit for working with Neo4j.
     * [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
-    * [redis-py](https://github.com/andymccurdy/redis-py) - The Python client for Redis.
-* Asynchronous Clients
     * [motor](https://github.com/mongodb/motor) - The async Python driver for MongoDB.
+    * [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
 
 ## Date and Time
 
 *Libraries for working with dates and times.*
 
-* [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.
+* [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
-* [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.
+* [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
-* [maya](https://github.com/timofurrer/maya) - Datetimes for Humans.
+* [pytz](https://pypi.org/project/pytz/) - World timezone definitions, modern and historical. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
-* [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.
 
 ## Debugging Tools
 
@@ -452,24 +397,16 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 * pdb-like Debugger
     * [ipdb](https://github.com/gotcha/ipdb) - IPython-enabled [pdb](https://docs.python.org/3/library/pdb.html).
-    * [pdb++](https://github.com/antocuni/pdb) - Another drop-in replacement for pdb.
     * [pudb](https://github.com/inducer/pudb) - A full-screen, console-based Python debugger.
-    * [wdb](https://github.com/Kozea/wdb) - An improbable web debugger through WebSockets.
 * Tracing
-    * [lptrace](https://github.com/khamidou/lptrace) - [strace](http://man7.org/linux/man-pages/man1/strace.1.html) for Python programs.
     * [manhole](https://github.com/ionelmc/python-manhole) - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.
-    * [pyringe](https://github.com/google/pyringe) - Debugger capable of attaching to and injecting code into Python processes.
     * [python-hunter](https://github.com/ionelmc/python-hunter) - A flexible code tracing toolkit.
 * Profiler
-    * [line_profiler](https://github.com/rkern/line_profiler) - Line-by-line profiling.
-    * [memory_profiler](https://github.com/fabianp/memory_profiler) - Monitor Memory usage of Python code.
     * [py-spy](https://github.com/benfred/py-spy) - A sampling profiler for Python programs. Written in Rust.
-    * [pyflame](https://github.com/uber/pyflame) - A ptracing profiler For Python.
     * [vprof](https://github.com/nvdv/vprof) - Visual Python profiler.
 * Others
     * [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/pallets-eco/flask-debugtoolbar) - A port of the django-debug-toolbar to flask.
-    * [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.
 
@@ -477,14 +414,12 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 *Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning).*
 
-* [caffe](https://github.com/BVLC/caffe) - A fast open framework for deep learning..
 * [keras](https://github.com/keras-team/keras) - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
-* [mxnet](https://github.com/dmlc/mxnet) - A deep learning framework designed for both efficiency and flexibility.
 * [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
-* [SerpentAI](https://github.com/SerpentAI/SerpentAI) - Game agent framework. Use any video game as a deep learning sandbox.
+* [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast.
+* [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
 * [tensorflow](https://github.com/tensorflow/tensorflow) - The most popular Deep Learning framework created by Google.
-* [Theano](https://github.com/Theano/Theano) - A library for fast numerical computation.
+* [theano](https://github.com/Theano/Theano) - A library for fast numerical computation.
-* [lightning](https://github.com/Lightning-AI/lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast.
 
 ## DevOps Tools
 
@@ -492,23 +427,19 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 * Configuration Management
     * [ansible](https://github.com/ansible/ansible) - A radically simple IT automation platform.
-    * [cloudinit](https://cloudinit.readthedocs.io/en/latest/) - A multi-distribution package that handles early initialization of a cloud instance.
+    * [cloudinit](https://github.com/canonical/cloud-init) - 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.
+    * [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.
+    * [pyinfra](https://github.com/pyinfra-dev/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.
 * Process Management
-    * [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
-    * [BorgBackup](https://www.borgbackup.org/) - A deduplicating archiver with compression and encryption.
+    * [borg](https://github.com/borgbackup/borg) - A deduplicating archiver with compression and encryption.
-* Others
-    * [docker-compose](https://docs.docker.com/compose/) - Fast, isolated development environments using [Docker](https://www.docker.com/).
 
 ## Distributed Computing
 
@@ -517,8 +448,7 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 * Batch Processing
     * [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://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API.
-    * [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.
@@ -528,13 +458,10 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 *Libraries to create packaged executables for release distribution.*
 
-* [dh-virtualenv](https://github.com/spotify/dh-virtualenv) - Build and distribute a virtualenv as a Debian package.
+* [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
-* [Nuitka](http://nuitka.net/) - Compile scripts, modules, packages to an executable or extension module.
+* [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
-* [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).
+* [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.
 * [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
@@ -544,7 +471,6 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 * [sphinx](https://github.com/sphinx-doc/sphinx/) - Python Documentation generator.
     * [awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc)
 * [pdoc](https://github.com/mitmproxy/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
-* [pycco](https://github.com/pycco-docs/pycco) - The literate-programming-style documentation generator.
 
 ## Downloader
 
@@ -552,32 +478,12 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 * [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.
+* [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
-* [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.
-
-## E-commerce
-
-*Frameworks and libraries for e-commerce and payments.*
-
-* [alipay](https://github.com/lxneng/alipay) - Unofficial Alipay API for Python.
-* [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.
-* [saleor](https://saleor.io/) - Headless open-source e-commerce platform.
-* [shoop](https://www.shuup.com/en/) - An open source E-Commerce platform based on Django.
 
 ## Editor Plugins and IDEs
 
 * Emacs
     * [elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
-* Sublime Text
-    * [anaconda](https://github.com/DamnWidget/anaconda) - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.
-    * [SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - A Sublime Text plugin to the awesome auto-complete library Jedi.
 * Vim
     * [jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python.
     * [python-mode](https://github.com/python-mode/python-mode) - An all in one plugin for turning Vim into a Python IDE.
@@ -604,12 +510,6 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
     * [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
     * [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
 
-## Enterprise Application Integrations
-
-*Platforms and tools for systems integrations in enterprise environments*
-
-* [Zato](https://zato.io) - ESB, SOA, REST, APIs and Cloud Integrations in Python.
-
 ## Environment Management
 
 *Libraries for Python version and virtual environment management.*
@@ -617,49 +517,26 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 * [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
 * [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
 
-## File
+## File Manipulation
 
-*Libraries for file manipulation and MIME type detection.*
+*Libraries for file manipulation.*
 
 * [mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
-* [path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
 * [pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) An cross-platform, object-oriented path library.
-* [PyFilesystem2](https://github.com/pyfilesystem/pyfilesystem2) - Python's filesystem abstraction layer.
+* [path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
 * [python-magic](https://github.com/ahupp/python-magic) - A Python interface to the libmagic file type identification library.
-* [Unipath](https://github.com/mikeorr/Unipath) - An object-oriented approach to file/directory operations.
 * [watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events.
 
-## Foreign Function Interface
-
-*Libraries for providing foreign function interface.*
-
-* [cffi](https://pypi.org/project/cffi/) - Foreign Function Interface for Python calling C code.
-* [ctypes](https://docs.python.org/3/library/ctypes.html) - (Python standard library) Foreign Function Interface for Python calling C code.
-* [PyCUDA](https://mathema.tician.de/software/pycuda/) - A Python wrapper for Nvidia's CUDA API.
-* [SWIG](http://www.swig.org/Doc1.3/Python.html) - Simplified Wrapper and Interface Generator.
-
-## Forms
-
-*Libraries for working with forms.*
-
-* [Deform](https://github.com/Pylons/deform) - Python HTML form generation library influenced by the formish form generation library.
-* [django-bootstrap3](https://github.com/dyve/django-bootstrap3) - Bootstrap 3 integration with Django.
-* [django-bootstrap4](https://github.com/zostera/django-bootstrap4) - Bootstrap 4 integration with Django.
-* [django-crispy-forms](https://github.com/django-crispy-forms/django-crispy-forms) - A Django app which lets you create beautiful forms in a very elegant and DRY way.
-* [django-remote-forms](https://github.com/WiserTogether/django-remote-forms) - A platform independent Django form serializer.
-* [WTForms](https://github.com/wtforms/wtforms) - A flexible forms validation and rendering library.
-
 ## Functional Programming
 
 *Functional Programming with Python.*
 
-* [Coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
+* [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, transformers, 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.
+* [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
 
 ## GUI Development
 
@@ -672,7 +549,7 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 * [Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
 * [kivy](https://kivy.org/) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
 * [pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python.
-* [PyGObject](https://wiki.gnome.org/Projects/PyGObject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
+* [PyGObject](https://pygobject.readthedocs.io/) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
 * [PyQt](https://doc.qt.io/qtforpython/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
 * [PySimpleGUI](https://github.com/PySimpleGUI/PySimpleGUI) - Wrapper for tkinter, Qt, WxPython and Remi.
 * [pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component.
@@ -687,16 +564,13 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 *Libraries for working with GraphQL.*
 
 * [graphene](https://github.com/graphql-python/graphene/) - GraphQL framework for Python.
-* [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://api.arcade.academy/en/latest/) - 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.
+* [Cocos2d](https://www.cocos.com/en/cocos2d-x) - 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.
@@ -710,21 +584,20 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 *Libraries for geocoding addresses and working with latitudes and longitudes.*
 
 * [django-countries](https://github.com/SmileyChris/django-countries) - A Django app that provides a country field for models and forms.
-* [GeoDjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.
+* [geodjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.
-* [GeoIP](https://github.com/maxmind/geoip-api-python) - Python API for MaxMind GeoIP Legacy Database.
+* [geojson](https://github.com/jazzband/geojson) - Python bindings and utilities for GeoJSON.
-* [geojson](https://github.com/frewsxcv/python-geojson) - Python bindings and utilities for GeoJSON.
 * [geopy](https://github.com/geopy/geopy) - Python Geocoding Toolbox.
 
 ## HTML Manipulation
 
 *Libraries for working with HTML and XML.*
 
-* [BeautifulSoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
+* [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
 * [bleach](https://github.com/mozilla/bleach) - A whitelist-based HTML sanitization and text linkification library.
 * [cssutils](https://pypi.org/project/cssutils/) - A CSS library for Python.
 * [html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments.
 * [lxml](http://lxml.de/) - A very fast, easy-to-use and versatile library for handling HTML and XML.
-* [MarkupSafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
+* [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
 * [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
 * [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
 * [WeasyPrint](http://weasyprint.org) - A visual rendering engine for HTML and CSS that can export to PDF.
@@ -735,61 +608,48 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 *Libraries for working with HTTP.*
 
-* [grequests](https://github.com/spyoungtech/grequests) - requests + gevent for asynchronous HTTP requests.
-* [httplib2](https://github.com/httplib2/httplib2) - Comprehensive HTTP client library.
 * [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
 * [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
 * [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
-* [urllib3](https://github.com/shazow/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
+* [urllib3](https://github.com/urllib3/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
 
 ## Hardware
 
 *Libraries for programming with hardware.*
 
-* [ino](http://inotool.org/) - Command line toolkit for working with [Arduino](https://www.arduino.cc/).
 * [keyboard](https://github.com/boppreh/keyboard) - Hook and simulate global keyboard events on Windows and Linux.
 * [mouse](https://github.com/boppreh/mouse) - Hook and simulate global mouse events on Windows and Linux.
-* [Pingo](http://www.pingo.io/) - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.
+* [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices.
-* [PyUserInput](https://github.com/SavinaRoja/PyUserInput) - A module for cross-platform control of the mouse and keyboard.
 * [scapy](https://github.com/secdev/scapy) - A brilliant packet manipulation library.
 
 ## Image Processing
 
 *Libraries for manipulating images.*
 
-* [hmap](https://github.com/rossgoodwin/hmap) - Image histogram remapping.
-* [imgSeek](https://sourceforge.net/projects/imgseek/) - A project for searching a collection of images using visual similarity.
-* [nude.py](https://github.com/hhatto/nude.py) - Nudity detection.
-* [pagan](https://github.com/daboth/pagan) - Retro identicon (Avatar) generation based on input string and hash.
 * [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
 * [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
-* [pygram](https://github.com/ajkumar25/pygram) - Instagram-like image filters.
+* [pymatting](http://github.com/pymatting/pymatting) - A library for alpha matting.
-* [PyMatting](http://github.com/pymatting/pymatting) - A library for alpha matting.
 * [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
 * [pywal](https://github.com/dylanaraps/pywal) - A tool that generates color schemes from images.
 * [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
-* [Quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
+* [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
 * [scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.
 * [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
-* [wand](https://github.com/dahlia/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
+* [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
 
 ## Implementations
 
 *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.**
-* [CPython](https://github.com/python/cpython) - **Default, most widely used implementation of the Python programming language written in C.**
+* [cython](https://github.com/cython/cython) - Optimizing Static Compiler for Python.
-* [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#.
-* [IronPython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
+* [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
-* [Jython](https://hg.python.org/jython) - Implementation of Python programming language written in Java for the JVM.
+* [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
-* [MicroPython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
+* [peachpy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
-* [Numba](http://numba.pydata.org/) - Python JIT compiler to LLVM aimed at scientific Python.
+* [pypy](https://foss.heptapod.net/pypy/pypy) - A very fast and compliant implementation of the Python language.
-* [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
+* [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
-* [Pyjion](https://github.com/Microsoft/Pyjion) - A JIT for Python based upon CoreCLR.
-* [PyPy](https://foss.heptapod.net/pypy/pypy) - A very fast and compliant implementation of the Python language.
-* [Pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
-* [Stackless Python](https://github.com/stackless-dev/stackless) - An enhanced version of the Python programming language.
 
 ## Interactive Interpreter
 
@@ -991,8 +851,8 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 *Libraries for building RESTful APIs.*
 
 * Django
-    * [django-rest-framework](http://www.django-rest-framework.org/) - A powerful and flexible toolkit to build web APIs.
+    * [django-rest-framework](https://github.com/encode/django-rest-framework) - A powerful and flexible toolkit to build web APIs.
-    * [django-tastypie](http://tastypieapi.org/) - Creating delicious APIs for Django apps.
+    * [django-tastypie](https://github.com/django-tastypie/django-tastypie) - Creating delicious APIs for Django apps.
 * Flask
     * [eve](https://github.com/pyeve/eve) - REST API framework powered by Flask, MongoDB and good intentions.
     * [flask-api](https://github.com/flask-api/flask-api) - Browsable Web APIs for Flask.
@@ -1000,13 +860,11 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 * Pyramid
     * [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
 * Framework agnostic
-    * [apistar](https://github.com/encode/apistar) - A smart Web API framework, designed for Python 3.
     * [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
     * [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
     * [hug](https://github.com/hugapi/hug) - A Python 3 framework for cleanly exposing APIs.
     * [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
-    * [sanic](https://github.com/huge-success/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
+    * [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
-    * [vibora](https://vibora.io/) - Fast, efficient and asynchronous Web framework inspired by Flask.
 
 ## Robotics
 
@@ -1037,7 +895,7 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 * [NIPY](http://nipy.org) - A collection of neuroimaging toolkits.
 * [NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python.
 * [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.
+* [Open Babel](https://open-babel.readthedocs.io/) - 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.
@@ -1097,7 +955,7 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
     * [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.
 * PDF
-    * [PDFMiner](https://github.com/euske/pdfminer) - A tool for extracting information from PDF documents.
+    * [pdfminer.six](https://github.com/pdfminer/pdfminer.six) - Pdfminer.six is a community maintained fork of the original PDFMiner.
     * [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
     * [ReportLab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
 * Markdown
@@ -1276,30 +1134,26 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 *Libraries to automate web scraping.*
 
-* [cola](https://github.com/chineking/cola) - A distributed crawling framework.
+* [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
-* [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.
+* [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
-* [portia](https://github.com/scrapinghub/portia) - Visual scraping for Scrapy.
+* [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
-* [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.
 
 ## Web Frameworks
 
 *Traditional full stack web frameworks. Also see [RESTful API](https://github.com/vinta/awesome-python#restful-api).*
 
 * Synchronous
-    * [Django](https://www.djangoproject.com/) - The most popular web framework in Python.
+    * [django](https://github.com/django/django) - The most popular web framework in Python.
         * [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.
+    * [flask](https://github.com/pallets/flask) - 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.
+    * [pyramid](https://pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework.
         * [awesome-pyramid](https://github.com/uralbash/awesome-pyramid)
-    * [Masonite](https://github.com/MasoniteFramework/masonite) - The modern and developer centric Python web framework.
+    * [masonite](https://github.com/MasoniteFramework/masonite) - The modern and developer centric Python web framework.
 * Asynchronous
-    * [Tornado](http://www.tornadoweb.org/en/latest/) - A web framework and asynchronous networking library.
+    * [tornado](https://github.com/tornadoweb/tornado) - A web framework and asynchronous networking library.
 
 ## WebSocket
 
@@ -1313,9 +1167,8 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 *WSGI-compatible web servers.*
 
-* [bjoern](https://github.com/jonashaag/bjoern) - Asynchronous, very fast and written in C.
 * [gunicorn](https://github.com/benoitc/gunicorn) - Pre-forked, ported from Ruby's Unicorn project.
-* [uWSGI](https://uwsgi-docs.readthedocs.io/en/latest/) - A project aims at developing a full stack for building hosting services, written in C.
+* [uwsgi](https://uwsgi-docs.readthedocs.io/en/latest/) - A project aims at developing a full stack for building hosting services, written in C.
 * [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
 * [werkzeug](https://github.com/pallets/werkzeug) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
 
@@ -1323,49 +1176,25 @@ Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
 
 Where to discover learning resources or new Python libraries.
 
-## Books
-
-- [Fluent Python](https://www.oreilly.com/library/view/fluent-python/9781491946237/)
-- [Think Python](https://greenteapress.com/wp/think-python-2e/)
-
-## Websites
-
-* Tutorials
-    * [Full Stack Python](https://www.fullstackpython.com/)
-    * [Python Cheatsheet](https://www.pythoncheatsheet.org/)
-    * [Real Python](https://realpython.com)
-    * [The Hitchhiker’s Guide to Python](https://docs.python-guide.org/)
-    * [Ultimate Python study guide](https://github.com/huangsam/ultimate-python)
-* Libraries
-    * [Awesome Python @LibHunt](https://python.libhunt.com/)
-* Others
-    * [Python ZEEF](https://python.zeef.com/alan.richmond)
-    * [Pythonic News](https://news.python.sc/)
-    * [What the f*ck Python!](https://github.com/satwikkansal/wtfpython)
-
 ## Newsletters
 
 * [Awesome Python Newsletter](http://python.libhunt.com/newsletter)
-* [Pycoder's Weekly](http://pycoders.com/)
+* [Pycoder's Weekly](https://pycoders.com/)
 * [Python Tricks](https://realpython.com/python-tricks/)
-* [Python Weekly](http://www.pythonweekly.com/)
+* [Python Weekly](https://www.pythonweekly.com/)
 
 ## Podcasts
 
 * [Django Chat](https://djangochat.com/)
-* [Podcast.\_\_init__](https://podcastinit.com/)
 * [Python Bytes](https://pythonbytes.fm)
-* [Running in Production](https://runninginproduction.com/)
 * [Talk Python To Me](https://talkpython.fm/)
-* [Test and Code](https://testandcode.com/)
+* [Python Test](https://podcast.pythontest.com/)
 * [The Real Python Podcast](https://realpython.com/podcasts/rpp/)
 
 # Contributing
 
 Your contributions are always welcome! Please take a look at the [contribution guidelines](https://github.com/vinta/awesome-python/blob/master/CONTRIBUTING.md) first.
 
-I will keep some pull requests open if I'm not sure whether those libraries are awesome, you could [vote for them](https://github.com/vinta/awesome-python/pulls) by adding :+1: to them. Pull requests will be merged when their votes reach **20**.
-
 - - -
 
 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.