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README

License
+Awesome Python 
+
+An opinionated list of awesome Python frameworks, libraries, software and resources.
+Inspired by awesome-php.
+	•	Awesome Python
+	◦	Admin Panels
+	◦	Algorithms and Design Patterns
+	◦	ASGI Servers
+	◦	Asynchronous Programming
+	◦	Audio
+	◦	Authentication
+	◦	Build Tools
+	◦	Built-in Classes Enhancement
+	◦	Caching
+	◦	ChatOps Tools
+	◦	CMS
+	◦	Code Analysis
+	◦	Command-line Interface Development
+	◦	Command-line Tools
+	◦	Computer Vision
+	◦	Configuration Files
+	◦	Cryptography
+	◦	Data Analysis
+	◦	Data Validation
+	◦	Data Visualization
+	◦	Database Drivers
+	◦	Database
+	◦	Date and Time
+	◦	Debugging Tools
+	◦	Deep Learning
+	◦	DevOps Tools
+	◦	Distributed Computing
+	◦	Distribution
+	◦	Documentation
+	◦	Downloader
+	◦	Editor Plugins and IDEs
+	◦	Email
+	◦	Environment Management
+	◦	File Manipulation
+	◦	Functional Programming
+	◦	Game Development
+	◦	Geolocation
+	◦	GUI Development
+	◦	Hardware
+	◦	HTML Manipulation
+	◦	HTTP Clients
+	◦	Image Processing
+	◦	Implementations
+	◦	Interactive Interpreter
+	◦	Internationalization
+	◦	Job Scheduler
+	◦	Logging
+	◦	Machine Learning
+	◦	Miscellaneous
+	◦	Natural Language Processing
+	◦	Network Virtualization
+	◦	News Feed
+	◦	ORM
+	◦	Package Management
+	◦	Package Repositories
+	◦	Penetration testing
+	◦	Permissions
+	◦	Processes
+	◦	Recommender Systems
+	◦	Refactoring
+	◦	RESTful API
+	◦	Robotics
+	◦	RPC Servers
+	◦	Science
+	◦	Search
+	◦	Serialization
+	◦	Serverless Frameworks
+	◦	Shell
+	◦	Specific Formats Processing
+	◦	Static Site Generator
+	◦	Tagging
+	◦	Task Queues
+	◦	Template Engine
+	◦	Testing
+	◦	Text Processing
+	◦	Third-party APIs
+	◦	URL Manipulation
+	◦	Video
+	◦	Web Asset Management
+	◦	Web Content Extracting
+	◦	Web Crawling
+	◦	Web Frameworks
+	◦	WebSocket
+	◦	WSGI Servers
+	•	Resources
+	◦	Newsletters
+	◦	Podcasts
+	•	Contributing
+
+Admin Panels
+
+Libraries for administrative interfaces.
+	•	ajenti - The admin panel your servers deserve.
+	•	django-grappelli - A jazzy skin for the Django Admin-Interface.
+	•	flask-admin - Simple and extensible administrative interface framework for Flask.
+	•	flower - Real-time monitor and web admin for Celery.
+	•	jet-bridge - Admin panel framework for any application with nice UI (ex Jet Django).
+	•	wooey - A Django app which creates automatic web UIs for Python scripts.
+	•	streamlit - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
+Algorithms and Design Patterns
+
+Python implementation of data structures, algorithms and design patterns. Also see awesome-algorithms.
+	•	Algorithms
+	◦	algorithms - Minimal examples of data structures and algorithms.
+	◦	python-ds - A collection of data structure and algorithms for coding interviews.
+	◦	sortedcontainers - Fast and pure-Python implementation of sorted collections.
+	◦	thealgorithms - All Algorithms implemented in Python.
+	•	Design Patterns
+	◦	pypattyrn - A simple yet effective library for implementing common design patterns.
+	◦	python-patterns - A collection of design patterns in Python.
+	◦	transitions - A lightweight, object-oriented finite state machine implementation.
+ASGI Servers
+
+ASGI-compatible web servers.
+	•	daphne - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
+	•	uvicorn - A lightning-fast ASGI server implementation, using uvloop and httptools.
+	•	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.
+	•	asyncio - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
+	◦	awesome-asyncio
+	•	concurrent.futures - (Python standard library) A high-level interface for asynchronously executing callables.
+	•	multiprocessing - (Python standard library) Process-based parallelism.
+	•	trio - A friendly library for async concurrency and I/O.
+	•	twisted - An event-driven networking engine.
+	•	uvloop - Ultra fast asyncio event loop.
+	•	eventlet - Asynchronous framework with WSGI support.
+	•	gevent - A coroutine-based Python networking library that uses greenlet.
+Audio
+
+Libraries for manipulating audio and its metadata.
+	•	Audio
+	◦	audioread - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
+	◦	audioFlux - A library for audio and music analysis, feature extraction.
+	◦	dejavu - Audio fingerprinting and recognition.
+	◦	kapre - Keras Audio Preprocessors.
+	◦	librosa - Python library for audio and music analysis.
+	◦	matchering - A library for automated reference audio mastering.
+	◦	mingus - An advanced music theory and notation package with MIDI file and playback support.
+	◦	pyaudioanalysis - Audio feature extraction, classification, segmentation and applications.
+	◦	pydub - Manipulate audio with a simple and easy high level interface.
+	◦	timeside - Open web audio processing framework.
+	•	Metadata
+	◦	beets - A music library manager and MusicBrainz tagger.
+	◦	eyed3 - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
+	◦	mutagen - A Python module to handle audio metadata.
+	◦	tinytag - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
+Authentication
+
+Libraries for implementing authentications schemes.
+	•	OAuth
+	◦	authlib - JavaScript Object Signing and Encryption draft implementation.
+	◦	django-allauth - Authentication app for Django that "just works."
+	◦	django-oauth-toolkit - OAuth 2 goodies for Django.
+	◦	oauthlib - A generic and thorough implementation of the OAuth request-signing logic.
+	•	JWT
+	◦	pyjwt - JSON Web Token implementation in Python.
+	◦	python-jose - A JOSE implementation in Python.
+Build Tools
+
+Compile software from source code.
+	•	bitbake - A make-like build tool for embedded Linux.
+	•	buildout - A build system for creating, assembling and deploying applications from multiple parts.
+	•	platformio - A console tool to build code with different development platforms.
+	•	pybuilder - A continuous build tool written in pure Python.
+	•	scons - A software construction tool.
+Built-in Classes Enhancement
+
+Libraries for enhancing Python built-in classes.
+	•	attrs - Replacement for __init__, __eq__, __repr__, etc. boilerplate in class definitions.
+	•	bidict - Efficient, Pythonic bidirectional map data structures and related functionality..
+	•	box - Python dictionaries with advanced dot notation access.
+	•	dataclasses - (Python standard library) Data classes.
+	•	dotteddict - A library that provides a method of accessing lists and dicts with a dotted path notation.
+CMS
+
+Content Management Systems.
+	•	feincms - One of the most advanced Content Management Systems built on Django.
+	•	indico - A feature-rich event management system, made @ CERN.
+	•	wagtail - A Django content management system.
+Caching
+
+Libraries for caching data.
+	•	beaker - A WSGI middleware for sessions and caching.
+	•	django-cache-machine - Automatic caching and invalidation for Django models.
+	•	django-cacheops - A slick ORM cache with automatic granular event-driven invalidation.
+	•	dogpile.cache - dogpile.cache is a next generation replacement for Beaker made by the same authors.
+	•	hermescache - Python caching library with tag-based invalidation and dogpile effect prevention.
+	•	pylibmc - A Python wrapper around the libmemcached interface.
+	•	python-diskcache - SQLite and file backed cache backend with faster lookups than memcached and redis.
+ChatOps Tools
+
+Libraries for chatbot development.
+	•	errbot - The easiest and most popular chatbot to implement ChatOps.
+Code Analysis
+
+Tools of static analysis, linters and code quality checkers. Also see awesome-static-analysis.
+	•	Code Analysis
+	◦	code2flow - Turn your Python and JavaScript code into DOT flowcharts.
+	◦	prospector - A tool to analyse Python code.
+	◦	vulture - A tool for finding and analysing dead Python code.
+	•	Code Linters
+	◦	flake8 - A wrapper around pycodestyle, pyflakes and McCabe.
+	▪	awesome-flake8-extensions
+	◦	pylint - A fully customizable source code analyzer.
+	•	Code Formatters
+	◦	black - The uncompromising Python code formatter.
+	◦	isort - A Python utility / library to sort imports.
+	◦	yapf - Yet another Python code formatter from Google.
+	•	Static Type Checkers, also see awesome-python-typing
+	◦	mypy - Check variable types during compile time.
+	◦	pyre-check - Performant type checking.
+	◦	typeshed - Collection of library stubs for Python, with static types.
+	•	Static Type Annotations Generators
+	◦	monkeytype - A system for Python that generates static type annotations by collecting runtime types.
+	◦	pytype - Pytype checks and infers types for Python code - without requiring type annotations.
+Command-line Interface Development
+
+Libraries for building command-line applications.
+	•	Command-line Application Development
+	◦	cement - CLI Application Framework for Python.
+	◦	click - A package for creating beautiful command line interfaces in a composable way.
+	◦	cliff - A framework for creating command-line programs with multi-level commands.
+	◦	python-fire - A library for creating command line interfaces from absolutely any Python object.
+	◦	python-prompt-toolkit - A library for building powerful interactive command lines.
+	•	Terminal Rendering
+	◦	alive-progress - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
+	◦	asciimatics - A package to create full-screen text UIs (from interactive forms to ASCII animations).
+	◦	bashplotlib - Making basic plots in the terminal.
+	◦	colorama - Cross-platform colored terminal text.
+	◦	rich - Python library for rich text and beautiful formatting in the terminal. Also provides a great RichHandler log handler.
+	◦	tqdm - Fast, extensible progress bar for loops and CLI.
+Command-line Tools
+
+Useful CLI-based tools for productivity.
+	•	Productivity Tools
+	◦	copier - A library and command-line utility for rendering projects templates.
+	◦	cookiecutter - A command-line utility that creates projects from cookiecutters (project templates).
+	◦	doitlive - A tool for live presentations in the terminal.
+	◦	howdoi - Instant coding answers via the command line.
+	◦	invoke - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
+	◦	pathpicker - Select files out of bash output.
+	◦	thefuck - Correcting your previous console command.
+	◦	tmuxp - A tmux session manager.
+	◦	try - A dead simple CLI to try out python packages - it's never been easier.
+	•	CLI Enhancements
+	◦	httpie - A command line HTTP client, a user-friendly cURL replacement.
+	◦	iredis - Redis CLI with autocompletion and syntax highlighting.
+	◦	litecli - SQLite CLI with autocompletion and syntax highlighting.
+	◦	mycli - MySQL CLI with autocompletion and syntax highlighting.
+	◦	pgcli - PostgreSQL CLI with autocompletion and syntax highlighting.
+Computer Vision
+
+Libraries for Computer Vision.
+	•	easyocr - Ready-to-use OCR with 40+ languages supported.
+	•	kornia - Open Source Differentiable Computer Vision Library for PyTorch.
+	•	opencv - Open Source Computer Vision Library.
+	•	pytesseract - A wrapper for Google Tesseract OCR.
+	•	tesserocr - Another simple, Pillow-friendly, wrapper around the tesseract-ocr API for OCR.
+Configuration Files
+
+Libraries for storing and parsing configuration options.
+	•	configparser - (Python standard library) INI file parser.
+	•	configobj - INI file parser with validation.
+	•	hydra - Hydra is a framework for elegantly configuring complex applications.
+	•	python-decouple - Strict separation of settings from code.
+Cryptography
+
+	•	cryptography - A package designed to expose cryptographic primitives and recipes to Python developers.
+	•	paramiko - The leading native Python SSHv2 protocol library.
+	•	pynacl - Python binding to the Networking and Cryptography (NaCl) library.
+Data Analysis
+
+Libraries for data analyzing.
+	•	pandas - A library providing high-performance, easy-to-use data structures and data analysis tools.
+	•	aws-sdk-pandas - Pandas on AWS.
+	•	datasette - An open source multi-tool for exploring and publishing data.
+	•	optimus - Agile Data Science Workflows made easy with PySpark.
+Data Validation
+
+Libraries for validating data. Used for forms in many cases.
+	•	cerberus - A lightweight and extensible data validation library.
+	•	colander - Validating and deserializing data obtained via XML, JSON, an HTML form post.
+	•	jsonschema - An implementation of JSON Schema for Python.
+	•	schema - A library for validating Python data structures.
+	•	schematics - Data Structure Validation.
+	•	voluptuous - A Python data validation library.
+	•	pydantic - Data validation using Python type hints.
+Data Visualization
+
+Libraries for visualizing data. Also see awesome-javascript.
+	•	altair - Declarative statistical visualization library for Python.
+	•	bokeh - Interactive Web Plotting for Python.
+	•	bqplot - Interactive Plotting Library for the Jupyter Notebook.
+	•	cartopy - A cartographic python library with matplotlib support.
+	•	diagrams - Diagram as Code.
+	•	matplotlib - A Python 2D plotting library.
+	•	plotnine - A grammar of graphics for Python based on ggplot2.
+	•	pygal - A Python SVG Charts Creator.
+	•	pygraphviz - Python interface to Graphviz.
+	•	pyqtgraph - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
+	•	seaborn - Statistical data visualization using Matplotlib.
+	•	vispy - High-performance scientific visualization based on OpenGL.
+Database
+
+Databases implemented in Python.
+	•	pickleDB - A simple and lightweight key-value store for Python.
+	•	tinydb - A tiny, document-oriented database.
+	•	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
+	◦	mysqlclient - MySQL connector with Python 3 support (mysql-python fork).
+	◦	pymysql - A pure Python MySQL driver compatible to mysql-python.
+	•	PostgreSQL - awesome-postgres
+	◦	psycopg - The most popular PostgreSQL adapter for Python.
+	•	SQlite - awesome-sqlite
+	◦	sqlite3 - (Python standard library) SQlite interface compliant with DB-API 2.0.
+	◦	sqlite-utils - Python CLI utility and library for manipulating SQLite databases.
+	•	Other Relational Databases
+	◦	pymssql - A simple database interface to Microsoft SQL Server.
+	◦	clickhouse-driver - Python driver with native interface for ClickHouse.
+	•	NoSQL Databases
+	◦	cassandra-driver - The Python Driver for Apache Cassandra.
+	◦	happybase - A developer-friendly library for Apache HBase.
+	◦	kafka-python - The Python client for Apache Kafka.
+	◦	pymongo - The official Python client for MongoDB.
+	◦	motor - The async Python driver for MongoDB.
+	◦	redis-py - The Python client for Redis.
+Date and Time
+
+Libraries for working with dates and times.
+	•	arrow - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
+	•	dateutil - Extensions to the standard Python datetime module.
+	•	pendulum - Python datetimes made easy.
+	•	pytz - World timezone definitions, modern and historical. Brings the tz database into Python.
+Debugging Tools
+
+Libraries for debugging code.
+	•	pdb-like Debugger
+	◦	ipdb - IPython-enabled pdb.
+	◦	pudb - A full-screen, console-based Python debugger.
+	•	Tracing
+	◦	manhole - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.
+	◦	python-hunter - A flexible code tracing toolkit.
+	•	Profiler
+	◦	py-spy - A sampling profiler for Python programs. Written in Rust.
+	◦	vprof - Visual Python profiler.
+	•	Others
+	◦	django-debug-toolbar - Display various debug information for Django.
+	◦	flask-debugtoolbar - A port of the django-debug-toolbar to flask.
+	◦	icecream - Inspect variables, expressions, and program execution with a single, simple function call.
+	◦	pyelftools - Parsing and analyzing ELF files and DWARF debugging information.
+Deep Learning
+
+Frameworks for Neural Networks and Deep Learning. Also see awesome-deep-learning.
+	•	keras - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
+	•	pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
+	•	pytorch-lightning - Deep learning framework to train, deploy, and ship AI products Lightning fast.
+	•	stable-baselines3 - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
+	•	tensorflow - The most popular Deep Learning framework created by Google.
+	•	theano - A library for fast numerical computation.
+DevOps Tools
+
+Software and libraries for DevOps.
+	•	Configuration Management
+	◦	ansible - A radically simple IT automation platform.
+	◦	cloudinit - A multi-distribution package that handles early initialization of a cloud instance.
+	◦	openstack - Open source software for building private and public clouds.
+	◦	pyinfra - A versatile CLI tools and python libraries to automate infrastructure.
+	◦	saltstack - Infrastructure automation and management system.
+	•	SSH-style Deployment
+	◦	cuisine - Chef-like functionality for Fabric.
+	◦	fabric - A simple, Pythonic tool for remote execution and deployment.
+	•	Process Management
+	◦	supervisor - Supervisor process control system for UNIX.
+	•	Monitoring
+	◦	psutil - A cross-platform process and system utilities module.
+	•	Backup
+	◦	borg - A deduplicating archiver with compression and encryption.
+Distributed Computing
+
+Frameworks and libraries for Distributed Computing.
+	•	Batch Processing
+	◦	dask - A flexible parallel computing library for analytic computing.
+	◦	luigi - A module that helps you build complex pipelines of batch jobs.
+	◦	PySpark - Apache Spark Python API.
+	◦	Ray - A system for parallel and distributed Python that unifies the machine learning ecosystem.
+	•	Stream Processing
+	◦	faust - A stream processing library, porting the ideas from Kafka Streams to Python.
+	◦	streamparse - Run Python code against real-time streams of data via Apache Storm.
+Distribution
+
+Libraries to create packaged executables for release distribution.
+	•	py2app - Freezes Python scripts (Mac OS X).
+	•	py2exe - Freezes Python scripts (Windows).
+	•	pyarmor - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
+	•	pyinstaller - Converts Python programs into stand-alone executables (cross-platform).
+	•	shiv - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
+Documentation
+
+Libraries for generating project documentation.
+	•	sphinx - Python Documentation generator.
+	◦	awesome-sphinxdoc
+	•	pdoc - Epydoc replacement to auto generate API documentation for Python libraries.
+Downloader
+
+Libraries for downloading.
+	•	akshare - A financial data interface library, built for human beings!
+	•	s3cmd - A command line tool for managing Amazon S3 and CloudFront.
+	•	youtube-dl - A command-line program to download videos from YouTube and other video sites.
+Editor Plugins and IDEs
+
+	•	Emacs
+	◦	elpy - Emacs Python Development Environment.
+	•	Vim
+	◦	jedi-vim - Vim bindings for the Jedi auto-completion library for Python.
+	◦	python-mode - An all in one plugin for turning Vim into a Python IDE.
+	◦	YouCompleteMe - Includes Jedi-based completion engine for Python.
+	•	Visual Studio
+	◦	PTVS - Python Tools for Visual Studio.
+	•	Visual Studio Code
+	◦	Python - The official VSCode extension with rich support for Python.
+	•	IDE
+	◦	PyCharm - Commercial Python IDE by JetBrains. Has free community edition available.
+	◦	spyder - Open Source Python IDE.
+Email
+
+Libraries for sending and parsing email.
+	•	Mail Servers
+	◦	modoboa - A mail hosting and management platform including a modern Web UI.
+	◦	salmon - A Python Mail Server.
+	•	Clients
+	◦	imbox - Python IMAP for Humans.
+	◦	yagmail - Yet another Gmail/SMTP client.
+	•	Others
+	◦	flanker - An email address and Mime parsing library.
+	◦	mailer - High-performance extensible mail delivery framework.
+Environment Management
+
+Libraries for Python version and virtual environment management.
+	•	pyenv - Simple Python version management.
+	•	virtualenv - A tool to create isolated Python environments.
+File Manipulation
+
+Libraries for file manipulation.
+	•	mimetypes - (Python standard library) Map filenames to MIME types.
+	•	pathlib - (Python standard library) An cross-platform, object-oriented path library.
+	•	path.py - A module wrapper for os.path.
+	•	python-magic - A Python interface to the libmagic file type identification library.
+	•	watchdog - API and shell utilities to monitor file system events.
+Functional Programming
+
+Functional Programming with Python.
+	•	coconut - A variant of Python built for simple, elegant, Pythonic functional programming.
+	•	funcy - A fancy and practical functional tools.
+	•	more-itertools - More routines for operating on iterables, beyond itertools.
+	•	returns - A set of type-safe monads, transformers, and composition utilities.
+	•	cytoolz - Cython implementation of Toolz: High performance functional utilities.
+	•	toolz - A collection of functional utilities for iterators, functions, and dictionaries.
+GUI Development
+
+Libraries for working with graphical user interface applications.
+	•	curses - Built-in wrapper for ncurses used to create terminal GUI applications.
+	•	Eel - A library for making simple Electron-like offline HTML/JS GUI apps.
+	•	enaml - Creating beautiful user-interfaces with Declarative Syntax like QML.
+	•	Flexx - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
+	•	Gooey - Turn command line programs into a full GUI application with one line.
+	•	kivy - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
+	•	pyglet - A cross-platform windowing and multimedia library for Python.
+	•	PyGObject - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
+	•	PyQt - Python bindings for the Qt cross-platform application and UI framework.
+	•	PySimpleGUI - Wrapper for tkinter, Qt, WxPython and Remi.
+	•	pywebview - A lightweight cross-platform native wrapper around a webview component.
+	•	Tkinter - Tkinter is Python's de-facto standard GUI package.
+	•	Toga - A Python native, OS native GUI toolkit.
+	•	urwid - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
+	•	wxPython - A blending of the wxWidgets C++ class library with the Python.
+	•	DearPyGui - A Simple GPU accelerated Python GUI framework
+GraphQL
+
+Libraries for working with GraphQL.
+	•	graphene - GraphQL framework for Python.
+Game Development
+
+Awesome game development libraries.
+	•	Arcade - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
+	•	Cocos2d - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.
+	•	Harfang3D - Python framework for 3D, VR and game development.
+	•	Panda3D - 3D game engine developed by Disney.
+	•	Pygame - Pygame is a set of Python modules designed for writing games.
+	•	PyOgre - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
+	•	PyOpenGL - Python ctypes bindings for OpenGL and it's related APIs.
+	•	PySDL2 - A ctypes based wrapper for the SDL2 library.
+	•	RenPy - A Visual Novel engine.
+Geolocation
+
+Libraries for geocoding addresses and working with latitudes and longitudes.
+	•	django-countries - A Django app that provides a country field for models and forms.
+	•	geodjango - A world-class geographic web framework.
+	•	geojson - Python bindings and utilities for GeoJSON.
+	•	geopy - Python Geocoding Toolbox.
+HTML Manipulation
+
+Libraries for working with HTML and XML.
+	•	beautifulsoup - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
+	•	bleach - A whitelist-based HTML sanitization and text linkification library.
+	•	cssutils - A CSS library for Python.
+	•	html5lib - A standards-compliant library for parsing and serializing HTML documents and fragments.
+	•	lxml - A very fast, easy-to-use and versatile library for handling HTML and XML.
+	•	markupsafe - Implements a XML/HTML/XHTML Markup safe string for Python.
+	•	pyquery - A jQuery-like library for parsing HTML.
+	•	untangle - Converts XML documents to Python objects for easy access.
+	•	WeasyPrint - A visual rendering engine for HTML and CSS that can export to PDF.
+	•	xmldataset - Simple XML Parsing.
+	•	xmltodict - Working with XML feel like you are working with JSON.
+HTTP Clients
+
+Libraries for working with HTTP.
+	•	httpx - A next generation HTTP client for Python.
+	•	requests - HTTP Requests for Humans.
+	•	treq - Python requests like API built on top of Twisted's HTTP client.
+	•	urllib3 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
+Hardware
+
+Libraries for programming with hardware.
+	•	keyboard - Hook and simulate global keyboard events on Windows and Linux.
+	•	mouse - Hook and simulate global mouse events on Windows and Linux.
+	•	pynput - A library to control and monitor input devices.
+	•	scapy - A brilliant packet manipulation library.
+Image Processing
+
+Libraries for manipulating images.
+	•	pillow - Pillow is the friendly PIL fork.
+	•	python-barcode - Create barcodes in Python with no extra dependencies.
+	•	pymatting - A library for alpha matting.
+	•	python-qrcode - A pure Python QR Code generator.
+	•	pywal - A tool that generates color schemes from images.
+	•	pyvips - A fast image processing library with low memory needs.
+	•	quads - Computer art based on quadtrees.
+	•	scikit-image - A Python library for (scientific) image processing.
+	•	thumbor - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
+	•	wand - Python bindings for MagickWand, C API for ImageMagick.
+Implementations
+
+Implementations of Python.
+	•	cpython - Default, most widely used implementation of the Python programming language written in C.
+	•	cython - Optimizing Static Compiler for Python.
+	•	clpython - Implementation of the Python programming language written in Common Lisp.
+	•	ironpython - Implementation of the Python programming language written in C#.
+	•	micropython - A lean and efficient Python programming language implementation.
+	•	numba - Python JIT compiler to LLVM aimed at scientific Python.
+	•	peachpy - x86-64 assembler embedded in Python.
+	•	pypy - A very fast and compliant implementation of the Python language.
+	•	pyston - A Python implementation using JIT techniques.
+Interactive Interpreter
+
+Interactive Python interpreters (REPL).
+	•	bpython - A fancy interface to the Python interpreter.
+	•	Jupyter Notebook (IPython) - A rich toolkit to help you make the most out of using Python interactively.
+	◦	awesome-jupyter
+	•	ptpython - Advanced Python REPL built on top of the python-prompt-toolkit.
+Internationalization
+
+Libraries for working with i18n.
+	•	Babel - An internationalization library for Python.
+	•	PyICU - A wrapper of International Components for Unicode C++ library (ICU).
+Job Scheduler
+
+Libraries for scheduling jobs.
+	•	Airflow - Airflow is a platform to programmatically author, schedule and monitor workflows.
+	•	APScheduler - A light but powerful in-process task scheduler that lets you schedule functions.
+	•	django-schedule - A calendaring app for Django.
+	•	doit - A task runner and build tool.
+	•	gunnery - Multipurpose task execution tool for distributed systems with web-based interface.
+	•	Joblib - A set of tools to provide lightweight pipelining in Python.
+	•	Plan - Writing crontab file in Python like a charm.
+	•	Prefect - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
+	•	schedule - Python job scheduling for humans.
+	•	Spiff - A powerful workflow engine implemented in pure Python.
+	•	TaskFlow - A Python library that helps to make task execution easy, consistent and reliable.
+Logging
+
+Libraries for generating and working with logs.
+	•	logbook - Logging replacement for Python.
+	•	logging - (Python standard library) Logging facility for Python.
+	•	loguru - Library which aims to bring enjoyable logging in Python.
+	•	sentry-python - Sentry SDK for Python.
+	•	structlog - Structured logging made easy.
+Machine Learning
+
+Libraries for Machine Learning. Also see awesome-machine-learning.
+	•	gym - A toolkit for developing and comparing reinforcement learning algorithms.
+	•	H2O - Open Source Fast Scalable Machine Learning Platform.
+	•	Metrics - Machine learning evaluation metrics.
+	•	NuPIC - Numenta Platform for Intelligent Computing.
+	•	scikit-learn - The most popular Python library for Machine Learning.
+	•	Spark ML - Apache Spark's scalable Machine Learning library.
+	•	vowpal_porpoise - A lightweight Python wrapper for Vowpal Wabbit.
+	•	xgboost - A scalable, portable, and distributed gradient boosting library.
+	•	MindsDB - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
+Microsoft Windows
+
+Python programming on Microsoft Windows.
+	•	Python(x,y) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.
+	•	pythonlibs - Unofficial Windows binaries for Python extension packages.
+	•	PythonNet - Python Integration with the .NET Common Language Runtime (CLR).
+	•	PyWin32 - Python Extensions for Windows.
+	•	WinPython - Portable development environment for Windows 7/8.
+Miscellaneous
+
+Useful libraries or tools that don't fit in the categories above.
+	•	blinker - A fast Python in-process signal/event dispatching system.
+	•	boltons - A set of pure-Python utilities.
+	•	itsdangerous - Various helpers to pass trusted data to untrusted environments.
+	•	magenta - A tool to generate music and art using artificial intelligence.
+	•	pluginbase - A simple but flexible plugin system for Python.
+	•	tryton - A general purpose business framework.
+Natural Language Processing
+
+Libraries for working with human languages.
+	•	General
+	◦	gensim - Topic Modeling for Humans.
+	◦	langid.py - Stand-alone language identification system.
+	◦	nltk - A leading platform for building Python programs to work with human language data.
+	◦	pattern - A web mining module.
+	◦	polyglot - Natural language pipeline supporting hundreds of languages.
+	◦	pytext - A natural language modeling framework based on PyTorch.
+	◦	PyTorch-NLP - A toolkit enabling rapid deep learning NLP prototyping for research.
+	◦	spacy - A library for industrial-strength natural language processing in Python and Cython.
+	◦	Stanza - The Stanford NLP Group's official Python library, supporting 60+ languages.
+	•	Chinese
+	◦	funNLP - A collection of tools and datasets for Chinese NLP.
+	◦	jieba - The most popular Chinese text segmentation library.
+	◦	pkuseg-python - A toolkit for Chinese word segmentation in various domains.
+	◦	snownlp - A library for processing Chinese text.
+Network Virtualization
+
+Tools and libraries for Virtual Networking and SDN (Software Defined Networking).
+	•	mininet - A popular network emulator and API written in Python.
+	•	napalm - Cross-vendor API to manipulate network devices.
+	•	pox - A Python-based SDN control applications, such as OpenFlow SDN controllers.
+News Feed
+
+Libraries for building user's activities.
+	•	django-activity-stream - Generating generic activity streams from the actions on your site.
+	•	Stream Framework - Building news feed and notification systems using Cassandra and Redis.
+ORM
+
+Libraries that implement Object-Relational Mapping or data mapping techniques.
+	•	Relational Databases
+	◦	Django Models - The Django ORM.
+	◦	SQLAlchemy - The Python SQL Toolkit and Object Relational Mapper.
+	▪	awesome-sqlalchemy
+	◦	dataset - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
+	◦	orator - The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
+	◦	orm - An async ORM.
+	◦	peewee - A small, expressive ORM.
+	◦	pony - ORM that provides a generator-oriented interface to SQL.
+	◦	pydal - A pure Python Database Abstraction Layer.
+	•	NoSQL Databases
+	◦	hot-redis - Rich Python data types for Redis.
+	◦	mongoengine - A Python Object-Document-Mapper for working with MongoDB.
+	◦	PynamoDB - A Pythonic interface for Amazon DynamoDB.
+	◦	redisco - A Python Library for Simple Models and Containers Persisted in Redis.
+Package Management
+
+Libraries for package and dependency management.
+	•	pip - The package installer for Python.
+	◦	pip-tools - A set of tools to keep your pinned Python dependencies fresh.
+	◦	PyPI
+	•	conda - Cross-platform, Python-agnostic binary package manager.
+	•	poetry - Python dependency management and packaging made easy.
+Package Repositories
+
+Local PyPI repository server and proxies.
+	•	bandersnatch - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
+	•	devpi - PyPI server and packaging/testing/release tool.
+	•	localshop - Local PyPI server (custom packages and auto-mirroring of pypi).
+	•	warehouse - Next generation Python Package Repository (PyPI).
+Penetration Testing
+
+Frameworks and tools for penetration testing.
+	•	fsociety - A Penetration testing framework.
+	•	setoolkit - A toolkit for social engineering.
+	•	sqlmap - Automatic SQL injection and database takeover tool.
+Permissions
+
+Libraries that allow or deny users access to data or functionality.
+	•	django-guardian - Implementation of per object permissions for Django 1.2+
+	•	django-rules - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
+Processes
+
+Libraries for starting and communicating with OS processes.
+	•	delegator.py - Subprocesses for Humans 2.0.
+	•	sarge - Yet another wrapper for subprocess.
+	•	sh - A full-fledged subprocess replacement for Python.
+Recommender Systems
+
+Libraries for building recommender systems.
+	•	annoy - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
+	•	fastFM - A library for Factorization Machines.
+	•	implicit - A fast Python implementation of collaborative filtering for implicit datasets.
+	•	libffm - A library for Field-aware Factorization Machine (FFM).
+	•	lightfm - A Python implementation of a number of popular recommendation algorithms.
+	•	spotlight - Deep recommender models using PyTorch.
+	•	Surprise - A scikit for building and analyzing recommender systems.
+	•	tensorrec - A Recommendation Engine Framework in TensorFlow.
+Refactoring
+
+Refactoring tools and libraries for Python
+	•	Bicycle Repair Man - Bicycle Repair Man, a refactoring tool for Python.
+	•	Bowler - Safe code refactoring for modern Python.
+	•	Rope - Rope is a python refactoring library.
+RESTful API
+
+Libraries for building RESTful APIs.
+	•	Django
+	◦	django-rest-framework - A powerful and flexible toolkit to build web APIs.
+	◦	django-tastypie - Creating delicious APIs for Django apps.
+	•	Flask
+	◦	eve - REST API framework powered by Flask, MongoDB and good intentions.
+	◦	flask-api - Browsable Web APIs for Flask.
+	◦	flask-restful - Quickly building REST APIs for Flask.
+	•	Pyramid
+	◦	cornice - A RESTful framework for Pyramid.
+	•	Framework agnostic
+	◦	falcon - A high-performance framework for building cloud APIs and web app backends.
+	◦	fastapi - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
+	◦	hug - A Python 3 framework for cleanly exposing APIs.
+	◦	sandman2 - Automated REST APIs for existing database-driven systems.
+	◦	sanic - A Python 3.6+ web server and web framework that's written to go fast.
+Robotics
+
+Libraries for robotics.
+	•	PythonRobotics - This is a compilation of various robotics algorithms with visualizations.
+	•	rospy - This is a library for ROS (Robot Operating System).
+RPC Servers
+
+RPC-compatible servers.
+	•	RPyC (Remote Python Call) - A transparent and symmetric RPC library for Python
+	•	zeroRPC - zerorpc is a flexible RPC implementation based on ZeroMQ and MessagePack.
+Science
+
+Libraries for scientific computing. Also see Python-for-Scientists.
+	•	astropy - A community Python library for Astronomy.
+	•	bcbio-nextgen - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
+	•	bccb - Collection of useful code related to biological analysis.
+	•	Biopython - Biopython is a set of freely available tools for biological computation.
+	•	cclib - A library for parsing and interpreting the results of computational chemistry packages.
+	•	Colour - Implementing a comprehensive number of colour theory transformations and algorithms.
+	•	Karate Club - Unsupervised machine learning toolbox for graph structured data.
+	•	NetworkX - A high-productivity software for complex networks.
+	•	NIPY - A collection of neuroimaging toolkits.
+	•	NumPy - A fundamental package for scientific computing with Python.
+	•	ObsPy - A Python toolbox for seismology.
+	•	Open Babel - A chemical toolbox designed to speak the many languages of chemical data.
+	•	PyDy - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
+	•	PyMC - Markov Chain Monte Carlo sampling toolkit.
+	•	QuTiP - Quantum Toolbox in Python.
+	•	RDKit - Cheminformatics and Machine Learning Software.
+	•	SciPy - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
+	•	SimPy - A process-based discrete-event simulation framework.
+	•	statsmodels - Statistical modeling and econometrics in Python.
+	•	SymPy - A Python library for symbolic mathematics.
+	•	Zipline - A Pythonic algorithmic trading library.
+Search
+
+Libraries and software for indexing and performing search queries on data.
+	•	django-haystack - Modular search for Django.
+	•	elasticsearch-dsl-py - The official high-level Python client for Elasticsearch.
+	•	elasticsearch-py - The official low-level Python client for Elasticsearch.
+	•	pysolr - A lightweight Python wrapper for Apache Solr.
+	•	whoosh - A fast, pure Python search engine library.
+Serialization
+
+Libraries for serializing complex data types
+	•	marshmallow - A lightweight library for converting complex objects to and from simple Python datatypes.
+	•	pysimdjson - A Python bindings for simdjson.
+	•	python-rapidjson - A Python wrapper around RapidJSON.
+	•	ultrajson - A fast JSON decoder and encoder written in C with Python bindings.
+Serverless Frameworks
+
+Frameworks for developing serverless Python code.
+	•	python-lambda - A toolkit for developing and deploying Python code in AWS Lambda.
+	•	Zappa - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
+Shell
+
+Shells based on Python.
+	•	xonsh - A Python-powered, cross-platform, Unix-gazing shell language and command prompt.
+Specific Formats Processing
+
+Libraries for parsing and manipulating specific text formats.
+	•	General
+	◦	tablib - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
+	•	Office
+	◦	docxtpl - Editing a docx document by jinja2 template
+	◦	openpyxl - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
+	◦	pyexcel - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
+	◦	python-docx - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
+	◦	python-pptx - Python library for creating and updating PowerPoint (.pptx) files.
+	◦	unoconv - Convert between any document format supported by LibreOffice/OpenOffice.
+	◦	XlsxWriter - A Python module for creating Excel .xlsx files.
+	◦	xlwings - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
+	◦	xlwt / xlrd - Writing and reading data and formatting information from Excel files.
+	•	PDF
+	◦	pdfminer.six - Pdfminer.six is a community maintained fork of the original PDFMiner.
+	◦	PyPDF2 - A library capable of splitting, merging and transforming PDF pages.
+	◦	ReportLab - Allowing Rapid creation of rich PDF documents.
+	•	Markdown
+	◦	Mistune - Fastest and full featured pure Python parsers of Markdown.
+	◦	Python-Markdown - A Python implementation of John Gruber’s Markdown.
+	•	YAML
+	◦	PyYAML - YAML implementations for Python.
+	•	CSV
+	◦	csvkit - Utilities for converting to and working with CSV.
+	•	Archive
+	◦	unp - A command line tool that can unpack archives easily.
+Static Site Generator
+
+Static site generator is a software that takes some text + templates as input and produces HTML files on the output.
+	•	lektor - An easy to use static CMS and blog engine.
+	•	mkdocs - Markdown friendly documentation generator.
+	•	makesite - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
+	•	nikola - A static website and blog generator.
+	•	pelican - Static site generator that supports Markdown and reST syntax.
+Tagging
+
+Libraries for tagging items.
+	•	django-taggit - Simple tagging for Django.
+Task Queues
+
+Libraries for working with task queues.
+	•	celery - An asynchronous task queue/job queue based on distributed message passing.
+	•	dramatiq - A fast and reliable background task processing library for Python 3.
+	•	huey - Little multi-threaded task queue.
+	•	mrq - A distributed worker task queue in Python using Redis & gevent.
+	•	rq - Simple job queues for Python.
+Template Engine
+
+Libraries and tools for templating and lexing.
+	•	Genshi - Python templating toolkit for generation of web-aware output.
+	•	Jinja2 - A modern and designer friendly templating language.
+	•	Mako - Hyperfast and lightweight templating for the Python platform.
+Testing
+
+Libraries for testing codebases and generating test data.
+	•	Testing Frameworks
+	◦	hypothesis - Hypothesis is an advanced Quickcheck style property based testing library.
+	◦	nose2 - The successor to nose, based on `unittest2.
+	◦	pytest - A mature full-featured Python testing tool.
+	◦	Robot Framework - A generic test automation framework.
+	◦	unittest - (Python standard library) Unit testing framework.
+	•	Test Runners
+	◦	green - A clean, colorful test runner.
+	◦	mamba - The definitive testing tool for Python. Born under the banner of BDD.
+	◦	tox - Auto builds and tests distributions in multiple Python versions
+	•	GUI / Web Testing
+	◦	locust - Scalable user load testing tool written in Python.
+	◦	PyAutoGUI - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
+	◦	Schemathesis - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
+	◦	Selenium - Python bindings for Selenium WebDriver.
+	◦	sixpack - A language-agnostic A/B Testing framework.
+	◦	splinter - Open source tool for testing web applications.
+	•	Mock
+	◦	doublex - Powerful test doubles framework for Python.
+	◦	freezegun - Travel through time by mocking the datetime module.
+	◦	httmock - A mocking library for requests for Python 2.6+ and 3.2+.
+	◦	httpretty - HTTP request mock tool for Python.
+	◦	mock - (Python standard library) A mocking and patching library.
+	◦	mocket - A socket mock framework with gevent/asyncio/SSL support.
+	◦	responses - A utility library for mocking out the requests Python library.
+	◦	VCR.py - Record and replay HTTP interactions on your tests.
+	•	Object Factories
+	◦	factory_boy - A test fixtures replacement for Python.
+	◦	mixer - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
+	◦	model_mommy - Creating random fixtures for testing in Django.
+	•	Code Coverage
+	◦	coverage - Code coverage measurement.
+	•	Fake Data
+	◦	fake2db - Fake database generator.
+	◦	faker - A Python package that generates fake data.
+	◦	mimesis - is a Python library that help you generate fake data.
+	◦	radar - Generate random datetime / time.
+Text Processing
+
+Libraries for parsing and manipulating plain texts.
+	•	General
+	◦	chardet - Python 2/3 compatible character encoding detector.
+	◦	difflib - (Python standard library) Helpers for computing deltas.
+	◦	ftfy - Makes Unicode text less broken and more consistent automagically.
+	◦	fuzzywuzzy - Fuzzy String Matching.
+	◦	Levenshtein - Fast computation of Levenshtein distance and string similarity.
+	◦	pangu.py - Paranoid text spacing.
+	◦	pyfiglet - An implementation of figlet written in Python.
+	◦	pypinyin - Convert Chinese hanzi (漢字) to pinyin (拼音).
+	◦	textdistance - Compute distance between sequences with 30+ algorithms.
+	◦	unidecode - ASCII transliterations of Unicode text.
+	•	Slugify
+	◦	awesome-slugify - A Python slugify library that can preserve unicode.
+	◦	python-slugify - A Python slugify library that translates unicode to ASCII.
+	◦	unicode-slugify - A slugifier that generates unicode slugs with Django as a dependency.
+	•	Unique identifiers
+	◦	hashids - Implementation of hashids in Python.
+	◦	shortuuid - A generator library for concise, unambiguous and URL-safe UUIDs.
+	•	Parser
+	◦	ply - Implementation of lex and yacc parsing tools for Python.
+	◦	pygments - A generic syntax highlighter.
+	◦	pyparsing - A general purpose framework for generating parsers.
+	◦	python-nameparser - Parsing human names into their individual components.
+	◦	python-phonenumbers - Parsing, formatting, storing and validating international phone numbers.
+	◦	python-user-agents - Browser user agent parser.
+	◦	sqlparse - A non-validating SQL parser.
+Third-party APIs
+
+Libraries for accessing third party services APIs. Also see List of Python API Wrappers and Libraries.
+	•	apache-libcloud - One Python library for all clouds.
+	•	boto3 - Python interface to Amazon Web Services.
+	•	django-wordpress - WordPress models and views for Django.
+	•	facebook-sdk - Facebook Platform Python SDK.
+	•	google-api-python-client - Google APIs Client Library for Python.
+	•	gspread - Google Spreadsheets Python API.
+	•	twython - A Python wrapper for the Twitter API.
+URL Manipulation
+
+Libraries for parsing URLs.
+	•	furl - A small Python library that makes parsing and manipulating URLs easy.
+	•	purl - A simple, immutable URL class with a clean API for interrogation and manipulation.
+	•	pyshorteners - A pure Python URL shortening lib.
+	•	webargs - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
+Video
+
+Libraries for manipulating video and GIFs.
+	•	moviepy - A module for script-based movie editing with many formats, including animated GIFs.
+	•	scikit-video - Video processing routines for SciPy.
+	•	vidgear - Most Powerful multi-threaded Video Processing framework.
+Web Asset Management
+
+Tools for managing, compressing and minifying website assets.
+	•	django-compressor - Compresses linked and inline JavaScript or CSS into a single cached file.
+	•	django-pipeline - An asset packaging library for Django.
+	•	django-storages - A collection of custom storage back ends for Django.
+	•	fanstatic - Packages, optimizes, and serves static file dependencies as Python packages.
+	•	fileconveyor - A daemon to detect and sync files to CDNs, S3 and FTP.
+	•	flask-assets - Helps you integrate webassets into your Flask app.
+	•	webassets - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
+Web Content Extracting
+
+Libraries for extracting web contents.
+	•	html2text - Convert HTML to Markdown-formatted text.
+	•	lassie - Web Content Retrieval for Humans.
+	•	micawber - A small library for extracting rich content from URLs.
+	•	newspaper - News extraction, article extraction and content curation in Python.
+	•	python-readability - Fast Python port of arc90's readability tool.
+	•	requests-html - Pythonic HTML Parsing for Humans.
+	•	sumy - A module for automatic summarization of text documents and HTML pages.
+	•	textract - Extract text from any document, Word, PowerPoint, PDFs, etc.
+	•	toapi - Every web site provides APIs.
+Web Crawling
+
+Libraries to automate web scraping.
+	•	feedparser - Universal feed parser.
+	•	grab - Site scraping framework.
+	•	mechanicalsoup - A Python library for automating interaction with websites.
+	•	scrapy - A fast high-level screen scraping and web crawling framework.
+Web Frameworks
+
+Traditional full stack web frameworks. Also see RESTful API.
+	•	Synchronous
+	◦	django - The most popular web framework in Python.
+	▪	awesome-django
+	▪	awesome-django
+	◦	flask - A microframework for Python.
+	▪	awesome-flask
+	◦	pyramid - A small, fast, down-to-earth, open source Python web framework.
+	▪	awesome-pyramid
+	◦	masonite - The modern and developer centric Python web framework.
+	•	Asynchronous
+	◦	tornado - A web framework and asynchronous networking library.
+WebSocket
+
+Libraries for working with WebSocket.
+	•	autobahn-python - WebSocket & WAMP for Python on Twisted and asyncio.
+	•	channels - Developer-friendly asynchrony for Django.
+	•	websockets - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
+WSGI Servers
+
+WSGI-compatible web servers.
+	•	gunicorn - Pre-forked, ported from Ruby's Unicorn project.
+	•	uwsgi - A project aims at developing a full stack for building hosting services, written in C.
+	•	waitress - Multi-threaded, powers Pyramid.
+	•	werkzeug - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
+Resources
+
+Where to discover learning resources or new Python libraries.
+Newsletters
+
+	•	Awesome Python Newsletter
+	•	Pycoder's Weekly
+	•	Python Tricks
+	•	Python Weekly
+Podcasts
+
+	•	Django Chat
+	•	Python Bytes
+	•	Talk Python To Me
+	•	Python Test
+	•	The Real Python Podcast
+Contributing
+
+Your contributions are always welcome! Please take a look at the contribution guidelines first.
+
+If you have any question about this opinionated list, do not hesitate to contact me @VintaChen on Twitter or open an issue on GitHub.
+About
+An opinionated list of awesome Python frameworks, libraries, software and resources.
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README

License
+Awesome Python 
+
+An opinionated list of awesome Python frameworks, libraries, software and resources.
+Inspired by awesome-php.
+	•	Awesome Python
+	◦	Admin Panels
+	◦	Algorithms and Design Patterns
+	◦	ASGI Servers
+	◦	Asynchronous Programming
+	◦	Audio
+	◦	Authentication
+	◦	Build Tools
+	◦	Built-in Classes Enhancement
+	◦	Caching
+	◦	ChatOps Tools
+	◦	CMS
+	◦	Code Analysis
+	◦	Command-line Interface Development
+	◦	Command-line Tools
+	◦	Computer Vision
+	◦	Configuration Files
+	◦	Cryptography
+	◦	Data Analysis
+	◦	Data Validation
+	◦	Data Visualization
+	◦	Database Drivers
+	◦	Database
+	◦	Date and Time
+	◦	Debugging Tools
+	◦	Deep Learning
+	◦	DevOps Tools
+	◦	Distributed Computing
+	◦	Distribution
+	◦	Documentation
+	◦	Downloader
+	◦	Editor Plugins and IDEs
+	◦	Email
+	◦	Environment Management
+	◦	File Manipulation
+	◦	Functional Programming
+	◦	Game Development
+	◦	Geolocation
+	◦	GUI Development
+	◦	Hardware
+	◦	HTML Manipulation
+	◦	HTTP Clients
+	◦	Image Processing
+	◦	Implementations
+	◦	Interactive Interpreter
+	◦	Internationalization
+	◦	Job Scheduler
+	◦	Logging
+	◦	Machine Learning
+	◦	Miscellaneous
+	◦	Natural Language Processing
+	◦	Network Virtualization
+	◦	News Feed
+	◦	ORM
+	◦	Package Management
+	◦	Package Repositories
+	◦	Penetration testing
+	◦	Permissions
+	◦	Processes
+	◦	Recommender Systems
+	◦	Refactoring
+	◦	RESTful API
+	◦	Robotics
+	◦	RPC Servers
+	◦	Science
+	◦	Search
+	◦	Serialization
+	◦	Serverless Frameworks
+	◦	Shell
+	◦	Specific Formats Processing
+	◦	Static Site Generator
+	◦	Tagging
+	◦	Task Queues
+	◦	Template Engine
+	◦	Testing
+	◦	Text Processing
+	◦	Third-party APIs
+	◦	URL Manipulation
+	◦	Video
+	◦	Web Asset Management
+	◦	Web Content Extracting
+	◦	Web Crawling
+	◦	Web Frameworks
+	◦	WebSocket
+	◦	WSGI Servers
+	•	Resources
+	◦	Newsletters
+	◦	Podcasts
+	•	Contributing
+
+Admin Panels
+
+Libraries for administrative interfaces.
+	•	ajenti - The admin panel your servers deserve.
+	•	django-grappelli - A jazzy skin for the Django Admin-Interface.
+	•	flask-admin - Simple and extensible administrative interface framework for Flask.
+	•	flower - Real-time monitor and web admin for Celery.
+	•	jet-bridge - Admin panel framework for any application with nice UI (ex Jet Django).
+	•	wooey - A Django app which creates automatic web UIs for Python scripts.
+	•	streamlit - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
+Algorithms and Design Patterns
+
+Python implementation of data structures, algorithms and design patterns. Also see awesome-algorithms.
+	•	Algorithms
+	◦	algorithms - Minimal examples of data structures and algorithms.
+	◦	python-ds - A collection of data structure and algorithms for coding interviews.
+	◦	sortedcontainers - Fast and pure-Python implementation of sorted collections.
+	◦	thealgorithms - All Algorithms implemented in Python.
+	•	Design Patterns
+	◦	pypattyrn - A simple yet effective library for implementing common design patterns.
+	◦	python-patterns - A collection of design patterns in Python.
+	◦	transitions - A lightweight, object-oriented finite state machine implementation.
+ASGI Servers
+
+ASGI-compatible web servers.
+	•	daphne - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
+	•	uvicorn - A lightning-fast ASGI server implementation, using uvloop and httptools.
+	•	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.
+	•	asyncio - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
+	◦	awesome-asyncio
+	•	concurrent.futures - (Python standard library) A high-level interface for asynchronously executing callables.
+	•	multiprocessing - (Python standard library) Process-based parallelism.
+	•	trio - A friendly library for async concurrency and I/O.
+	•	twisted - An event-driven networking engine.
+	•	uvloop - Ultra fast asyncio event loop.
+	•	eventlet - Asynchronous framework with WSGI support.
+	•	gevent - A coroutine-based Python networking library that uses greenlet.
+Audio
+
+Libraries for manipulating audio and its metadata.
+	•	Audio
+	◦	audioread - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
+	◦	audioFlux - A library for audio and music analysis, feature extraction.
+	◦	dejavu - Audio fingerprinting and recognition.
+	◦	kapre - Keras Audio Preprocessors.
+	◦	librosa - Python library for audio and music analysis.
+	◦	matchering - A library for automated reference audio mastering.
+	◦	mingus - An advanced music theory and notation package with MIDI file and playback support.
+	◦	pyaudioanalysis - Audio feature extraction, classification, segmentation and applications.
+	◦	pydub - Manipulate audio with a simple and easy high level interface.
+	◦	timeside - Open web audio processing framework.
+	•	Metadata
+	◦	beets - A music library manager and MusicBrainz tagger.
+	◦	eyed3 - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
+	◦	mutagen - A Python module to handle audio metadata.
+	◦	tinytag - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
+Authentication
+
+Libraries for implementing authentications schemes.
+	•	OAuth
+	◦	authlib - JavaScript Object Signing and Encryption draft implementation.
+	◦	django-allauth - Authentication app for Django that "just works."
+	◦	django-oauth-toolkit - OAuth 2 goodies for Django.
+	◦	oauthlib - A generic and thorough implementation of the OAuth request-signing logic.
+	•	JWT
+	◦	pyjwt - JSON Web Token implementation in Python.
+	◦	python-jose - A JOSE implementation in Python.
+Build Tools
+
+Compile software from source code.
+	•	bitbake - A make-like build tool for embedded Linux.
+	•	buildout - A build system for creating, assembling and deploying applications from multiple parts.
+	•	platformio - A console tool to build code with different development platforms.
+	•	pybuilder - A continuous build tool written in pure Python.
+	•	scons - A software construction tool.
+Built-in Classes Enhancement
+
+Libraries for enhancing Python built-in classes.
+	•	attrs - Replacement for __init__, __eq__, __repr__, etc. boilerplate in class definitions.
+	•	bidict - Efficient, Pythonic bidirectional map data structures and related functionality..
+	•	box - Python dictionaries with advanced dot notation access.
+	•	dataclasses - (Python standard library) Data classes.
+	•	dotteddict - A library that provides a method of accessing lists and dicts with a dotted path notation.
+CMS
+
+Content Management Systems.
+	•	feincms - One of the most advanced Content Management Systems built on Django.
+	•	indico - A feature-rich event management system, made @ CERN.
+	•	wagtail - A Django content management system.
+Caching
+
+Libraries for caching data.
+	•	beaker - A WSGI middleware for sessions and caching.
+	•	django-cache-machine - Automatic caching and invalidation for Django models.
+	•	django-cacheops - A slick ORM cache with automatic granular event-driven invalidation.
+	•	dogpile.cache - dogpile.cache is a next generation replacement for Beaker made by the same authors.
+	•	hermescache - Python caching library with tag-based invalidation and dogpile effect prevention.
+	•	pylibmc - A Python wrapper around the libmemcached interface.
+	•	python-diskcache - SQLite and file backed cache backend with faster lookups than memcached and redis.
+ChatOps Tools
+
+Libraries for chatbot development.
+	•	errbot - The easiest and most popular chatbot to implement ChatOps.
+Code Analysis
+
+Tools of static analysis, linters and code quality checkers. Also see awesome-static-analysis.
+	•	Code Analysis
+	◦	code2flow - Turn your Python and JavaScript code into DOT flowcharts.
+	◦	prospector - A tool to analyse Python code.
+	◦	vulture - A tool for finding and analysing dead Python code.
+	•	Code Linters
+	◦	flake8 - A wrapper around pycodestyle, pyflakes and McCabe.
+	▪	awesome-flake8-extensions
+	◦	pylint - A fully customizable source code analyzer.
+	•	Code Formatters
+	◦	black - The uncompromising Python code formatter.
+	◦	isort - A Python utility / library to sort imports.
+	◦	yapf - Yet another Python code formatter from Google.
+	•	Static Type Checkers, also see awesome-python-typing
+	◦	mypy - Check variable types during compile time.
+	◦	pyre-check - Performant type checking.
+	◦	typeshed - Collection of library stubs for Python, with static types.
+	•	Static Type Annotations Generators
+	◦	monkeytype - A system for Python that generates static type annotations by collecting runtime types.
+	◦	pytype - Pytype checks and infers types for Python code - without requiring type annotations.
+Command-line Interface Development
+
+Libraries for building command-line applications.
+	•	Command-line Application Development
+	◦	cement - CLI Application Framework for Python.
+	◦	click - A package for creating beautiful command line interfaces in a composable way.
+	◦	cliff - A framework for creating command-line programs with multi-level commands.
+	◦	python-fire - A library for creating command line interfaces from absolutely any Python object.
+	◦	python-prompt-toolkit - A library for building powerful interactive command lines.
+	•	Terminal Rendering
+	◦	alive-progress - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
+	◦	asciimatics - A package to create full-screen text UIs (from interactive forms to ASCII animations).
+	◦	bashplotlib - Making basic plots in the terminal.
+	◦	colorama - Cross-platform colored terminal text.
+	◦	rich - Python library for rich text and beautiful formatting in the terminal. Also provides a great RichHandler log handler.
+	◦	tqdm - Fast, extensible progress bar for loops and CLI.
+Command-line Tools
+
+Useful CLI-based tools for productivity.
+	•	Productivity Tools
+	◦	copier - A library and command-line utility for rendering projects templates.
+	◦	cookiecutter - A command-line utility that creates projects from cookiecutters (project templates).
+	◦	doitlive - A tool for live presentations in the terminal.
+	◦	howdoi - Instant coding answers via the command line.
+	◦	invoke - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
+	◦	pathpicker - Select files out of bash output.
+	◦	thefuck - Correcting your previous console command.
+	◦	tmuxp - A tmux session manager.
+	◦	try - A dead simple CLI to try out python packages - it's never been easier.
+	•	CLI Enhancements
+	◦	httpie - A command line HTTP client, a user-friendly cURL replacement.
+	◦	iredis - Redis CLI with autocompletion and syntax highlighting.
+	◦	litecli - SQLite CLI with autocompletion and syntax highlighting.
+	◦	mycli - MySQL CLI with autocompletion and syntax highlighting.
+	◦	pgcli - PostgreSQL CLI with autocompletion and syntax highlighting.
+Computer Vision
+
+Libraries for Computer Vision.
+	•	easyocr - Ready-to-use OCR with 40+ languages supported.
+	•	kornia - Open Source Differentiable Computer Vision Library for PyTorch.
+	•	opencv - Open Source Computer Vision Library.
+	•	pytesseract - A wrapper for Google Tesseract OCR.
+	•	tesserocr - Another simple, Pillow-friendly, wrapper around the tesseract-ocr API for OCR.
+Configuration Files
+
+Libraries for storing and parsing configuration options.
+	•	configparser - (Python standard library) INI file parser.
+	•	configobj - INI file parser with validation.
+	•	hydra - Hydra is a framework for elegantly configuring complex applications.
+	•	python-decouple - Strict separation of settings from code.
+Cryptography
+
+	•	cryptography - A package designed to expose cryptographic primitives and recipes to Python developers.
+	•	paramiko - The leading native Python SSHv2 protocol library.
+	•	pynacl - Python binding to the Networking and Cryptography (NaCl) library.
+Data Analysis
+
+Libraries for data analyzing.
+	•	pandas - A library providing high-performance, easy-to-use data structures and data analysis tools.
+	•	aws-sdk-pandas - Pandas on AWS.
+	•	datasette - An open source multi-tool for exploring and publishing data.
+	•	optimus - Agile Data Science Workflows made easy with PySpark.
+Data Validation
+
+Libraries for validating data. Used for forms in many cases.
+	•	cerberus - A lightweight and extensible data validation library.
+	•	colander - Validating and deserializing data obtained via XML, JSON, an HTML form post.
+	•	jsonschema - An implementation of JSON Schema for Python.
+	•	schema - A library for validating Python data structures.
+	•	schematics - Data Structure Validation.
+	•	voluptuous - A Python data validation library.
+	•	pydantic - Data validation using Python type hints.
+Data Visualization
+
+Libraries for visualizing data. Also see awesome-javascript.
+	•	altair - Declarative statistical visualization library for Python.
+	•	bokeh - Interactive Web Plotting for Python.
+	•	bqplot - Interactive Plotting Library for the Jupyter Notebook.
+	•	cartopy - A cartographic python library with matplotlib support.
+	•	diagrams - Diagram as Code.
+	•	matplotlib - A Python 2D plotting library.
+	•	plotnine - A grammar of graphics for Python based on ggplot2.
+	•	pygal - A Python SVG Charts Creator.
+	•	pygraphviz - Python interface to Graphviz.
+	•	pyqtgraph - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
+	•	seaborn - Statistical data visualization using Matplotlib.
+	•	vispy - High-performance scientific visualization based on OpenGL.
+Database
+
+Databases implemented in Python.
+	•	pickleDB - A simple and lightweight key-value store for Python.
+	•	tinydb - A tiny, document-oriented database.
+	•	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
+	◦	mysqlclient - MySQL connector with Python 3 support (mysql-python fork).
+	◦	pymysql - A pure Python MySQL driver compatible to mysql-python.
+	•	PostgreSQL - awesome-postgres
+	◦	psycopg - The most popular PostgreSQL adapter for Python.
+	•	SQlite - awesome-sqlite
+	◦	sqlite3 - (Python standard library) SQlite interface compliant with DB-API 2.0.
+	◦	sqlite-utils - Python CLI utility and library for manipulating SQLite databases.
+	•	Other Relational Databases
+	◦	pymssql - A simple database interface to Microsoft SQL Server.
+	◦	clickhouse-driver - Python driver with native interface for ClickHouse.
+	•	NoSQL Databases
+	◦	cassandra-driver - The Python Driver for Apache Cassandra.
+	◦	happybase - A developer-friendly library for Apache HBase.
+	◦	kafka-python - The Python client for Apache Kafka.
+	◦	pymongo - The official Python client for MongoDB.
+	◦	motor - The async Python driver for MongoDB.
+	◦	redis-py - The Python client for Redis.
+Date and Time
+
+Libraries for working with dates and times.
+	•	arrow - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
+	•	dateutil - Extensions to the standard Python datetime module.
+	•	pendulum - Python datetimes made easy.
+	•	pytz - World timezone definitions, modern and historical. Brings the tz database into Python.
+Debugging Tools
+
+Libraries for debugging code.
+	•	pdb-like Debugger
+	◦	ipdb - IPython-enabled pdb.
+	◦	pudb - A full-screen, console-based Python debugger.
+	•	Tracing
+	◦	manhole - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.
+	◦	python-hunter - A flexible code tracing toolkit.
+	•	Profiler
+	◦	py-spy - A sampling profiler for Python programs. Written in Rust.
+	◦	vprof - Visual Python profiler.
+	•	Others
+	◦	django-debug-toolbar - Display various debug information for Django.
+	◦	flask-debugtoolbar - A port of the django-debug-toolbar to flask.
+	◦	icecream - Inspect variables, expressions, and program execution with a single, simple function call.
+	◦	pyelftools - Parsing and analyzing ELF files and DWARF debugging information.
+Deep Learning
+
+Frameworks for Neural Networks and Deep Learning. Also see awesome-deep-learning.
+	•	keras - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
+	•	pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
+	•	pytorch-lightning - Deep learning framework to train, deploy, and ship AI products Lightning fast.
+	•	stable-baselines3 - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
+	•	tensorflow - The most popular Deep Learning framework created by Google.
+	•	theano - A library for fast numerical computation.
+DevOps Tools
+
+Software and libraries for DevOps.
+	•	Configuration Management
+	◦	ansible - A radically simple IT automation platform.
+	◦	cloudinit - A multi-distribution package that handles early initialization of a cloud instance.
+	◦	openstack - Open source software for building private and public clouds.
+	◦	pyinfra - A versatile CLI tools and python libraries to automate infrastructure.
+	◦	saltstack - Infrastructure automation and management system.
+	•	SSH-style Deployment
+	◦	cuisine - Chef-like functionality for Fabric.
+	◦	fabric - A simple, Pythonic tool for remote execution and deployment.
+	•	Process Management
+	◦	supervisor - Supervisor process control system for UNIX.
+	•	Monitoring
+	◦	psutil - A cross-platform process and system utilities module.
+	•	Backup
+	◦	borg - A deduplicating archiver with compression and encryption.
+Distributed Computing
+
+Frameworks and libraries for Distributed Computing.
+	•	Batch Processing
+	◦	dask - A flexible parallel computing library for analytic computing.
+	◦	luigi - A module that helps you build complex pipelines of batch jobs.
+	◦	PySpark - Apache Spark Python API.
+	◦	Ray - A system for parallel and distributed Python that unifies the machine learning ecosystem.
+	•	Stream Processing
+	◦	faust - A stream processing library, porting the ideas from Kafka Streams to Python.
+	◦	streamparse - Run Python code against real-time streams of data via Apache Storm.
+Distribution
+
+Libraries to create packaged executables for release distribution.
+	•	py2app - Freezes Python scripts (Mac OS X).
+	•	py2exe - Freezes Python scripts (Windows).
+	•	pyarmor - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
+	•	pyinstaller - Converts Python programs into stand-alone executables (cross-platform).
+	•	shiv - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
+Documentation
+
+Libraries for generating project documentation.
+	•	sphinx - Python Documentation generator.
+	◦	awesome-sphinxdoc
+	•	pdoc - Epydoc replacement to auto generate API documentation for Python libraries.
+Downloader
+
+Libraries for downloading.
+	•	akshare - A financial data interface library, built for human beings!
+	•	s3cmd - A command line tool for managing Amazon S3 and CloudFront.
+	•	youtube-dl - A command-line program to download videos from YouTube and other video sites.
+Editor Plugins and IDEs
+
+	•	Emacs
+	◦	elpy - Emacs Python Development Environment.
+	•	Vim
+	◦	jedi-vim - Vim bindings for the Jedi auto-completion library for Python.
+	◦	python-mode - An all in one plugin for turning Vim into a Python IDE.
+	◦	YouCompleteMe - Includes Jedi-based completion engine for Python.
+	•	Visual Studio
+	◦	PTVS - Python Tools for Visual Studio.
+	•	Visual Studio Code
+	◦	Python - The official VSCode extension with rich support for Python.
+	•	IDE
+	◦	PyCharm - Commercial Python IDE by JetBrains. Has free community edition available.
+	◦	spyder - Open Source Python IDE.
+Email
+
+Libraries for sending and parsing email.
+	•	Mail Servers
+	◦	modoboa - A mail hosting and management platform including a modern Web UI.
+	◦	salmon - A Python Mail Server.
+	•	Clients
+	◦	imbox - Python IMAP for Humans.
+	◦	yagmail - Yet another Gmail/SMTP client.
+	•	Others
+	◦	flanker - An email address and Mime parsing library.
+	◦	mailer - High-performance extensible mail delivery framework.
+Environment Management
+
+Libraries for Python version and virtual environment management.
+	•	pyenv - Simple Python version management.
+	•	virtualenv - A tool to create isolated Python environments.
+File Manipulation
+
+Libraries for file manipulation.
+	•	mimetypes - (Python standard library) Map filenames to MIME types.
+	•	pathlib - (Python standard library) An cross-platform, object-oriented path library.
+	•	path.py - A module wrapper for os.path.
+	•	python-magic - A Python interface to the libmagic file type identification library.
+	•	watchdog - API and shell utilities to monitor file system events.
+Functional Programming
+
+Functional Programming with Python.
+	•	coconut - A variant of Python built for simple, elegant, Pythonic functional programming.
+	•	funcy - A fancy and practical functional tools.
+	•	more-itertools - More routines for operating on iterables, beyond itertools.
+	•	returns - A set of type-safe monads, transformers, and composition utilities.
+	•	cytoolz - Cython implementation of Toolz: High performance functional utilities.
+	•	toolz - A collection of functional utilities for iterators, functions, and dictionaries.
+GUI Development
+
+Libraries for working with graphical user interface applications.
+	•	curses - Built-in wrapper for ncurses used to create terminal GUI applications.
+	•	Eel - A library for making simple Electron-like offline HTML/JS GUI apps.
+	•	enaml - Creating beautiful user-interfaces with Declarative Syntax like QML.
+	•	Flexx - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
+	•	Gooey - Turn command line programs into a full GUI application with one line.
+	•	kivy - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
+	•	pyglet - A cross-platform windowing and multimedia library for Python.
+	•	PyGObject - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
+	•	PyQt - Python bindings for the Qt cross-platform application and UI framework.
+	•	PySimpleGUI - Wrapper for tkinter, Qt, WxPython and Remi.
+	•	pywebview - A lightweight cross-platform native wrapper around a webview component.
+	•	Tkinter - Tkinter is Python's de-facto standard GUI package.
+	•	Toga - A Python native, OS native GUI toolkit.
+	•	urwid - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
+	•	wxPython - A blending of the wxWidgets C++ class library with the Python.
+	•	DearPyGui - A Simple GPU accelerated Python GUI framework
+GraphQL
+
+Libraries for working with GraphQL.
+	•	graphene - GraphQL framework for Python.
+Game Development
+
+Awesome game development libraries.
+	•	Arcade - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
+	•	Cocos2d - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.
+	•	Harfang3D - Python framework for 3D, VR and game development.
+	•	Panda3D - 3D game engine developed by Disney.
+	•	Pygame - Pygame is a set of Python modules designed for writing games.
+	•	PyOgre - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
+	•	PyOpenGL - Python ctypes bindings for OpenGL and it's related APIs.
+	•	PySDL2 - A ctypes based wrapper for the SDL2 library.
+	•	RenPy - A Visual Novel engine.
+Geolocation
+
+Libraries for geocoding addresses and working with latitudes and longitudes.
+	•	django-countries - A Django app that provides a country field for models and forms.
+	•	geodjango - A world-class geographic web framework.
+	•	geojson - Python bindings and utilities for GeoJSON.
+	•	geopy - Python Geocoding Toolbox.
+HTML Manipulation
+
+Libraries for working with HTML and XML.
+	•	beautifulsoup - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
+	•	bleach - A whitelist-based HTML sanitization and text linkification library.
+	•	cssutils - A CSS library for Python.
+	•	html5lib - A standards-compliant library for parsing and serializing HTML documents and fragments.
+	•	lxml - A very fast, easy-to-use and versatile library for handling HTML and XML.
+	•	markupsafe - Implements a XML/HTML/XHTML Markup safe string for Python.
+	•	pyquery - A jQuery-like library for parsing HTML.
+	•	untangle - Converts XML documents to Python objects for easy access.
+	•	WeasyPrint - A visual rendering engine for HTML and CSS that can export to PDF.
+	•	xmldataset - Simple XML Parsing.
+	•	xmltodict - Working with XML feel like you are working with JSON.
+HTTP Clients
+
+Libraries for working with HTTP.
+	•	httpx - A next generation HTTP client for Python.
+	•	requests - HTTP Requests for Humans.
+	•	treq - Python requests like API built on top of Twisted's HTTP client.
+	•	urllib3 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
+Hardware
+
+Libraries for programming with hardware.
+	•	keyboard - Hook and simulate global keyboard events on Windows and Linux.
+	•	mouse - Hook and simulate global mouse events on Windows and Linux.
+	•	pynput - A library to control and monitor input devices.
+	•	scapy - A brilliant packet manipulation library.
+Image Processing
+
+Libraries for manipulating images.
+	•	pillow - Pillow is the friendly PIL fork.
+	•	python-barcode - Create barcodes in Python with no extra dependencies.
+	•	pymatting - A library for alpha matting.
+	•	python-qrcode - A pure Python QR Code generator.
+	•	pywal - A tool that generates color schemes from images.
+	•	pyvips - A fast image processing library with low memory needs.
+	•	quads - Computer art based on quadtrees.
+	•	scikit-image - A Python library for (scientific) image processing.
+	•	thumbor - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
+	•	wand - Python bindings for MagickWand, C API for ImageMagick.
+Implementations
+
+Implementations of Python.
+	•	cpython - Default, most widely used implementation of the Python programming language written in C.
+	•	cython - Optimizing Static Compiler for Python.
+	•	clpython - Implementation of the Python programming language written in Common Lisp.
+	•	ironpython - Implementation of the Python programming language written in C#.
+	•	micropython - A lean and efficient Python programming language implementation.
+	•	numba - Python JIT compiler to LLVM aimed at scientific Python.
+	•	peachpy - x86-64 assembler embedded in Python.
+	•	pypy - A very fast and compliant implementation of the Python language.
+	•	pyston - A Python implementation using JIT techniques.
+Interactive Interpreter
+
+Interactive Python interpreters (REPL).
+	•	bpython - A fancy interface to the Python interpreter.
+	•	Jupyter Notebook (IPython) - A rich toolkit to help you make the most out of using Python interactively.
+	◦	awesome-jupyter
+	•	ptpython - Advanced Python REPL built on top of the python-prompt-toolkit.
+Internationalization
+
+Libraries for working with i18n.
+	•	Babel - An internationalization library for Python.
+	•	PyICU - A wrapper of International Components for Unicode C++ library (ICU).
+Job Scheduler
+
+Libraries for scheduling jobs.
+	•	Airflow - Airflow is a platform to programmatically author, schedule and monitor workflows.
+	•	APScheduler - A light but powerful in-process task scheduler that lets you schedule functions.
+	•	django-schedule - A calendaring app for Django.
+	•	doit - A task runner and build tool.
+	•	gunnery - Multipurpose task execution tool for distributed systems with web-based interface.
+	•	Joblib - A set of tools to provide lightweight pipelining in Python.
+	•	Plan - Writing crontab file in Python like a charm.
+	•	Prefect - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
+	•	schedule - Python job scheduling for humans.
+	•	Spiff - A powerful workflow engine implemented in pure Python.
+	•	TaskFlow - A Python library that helps to make task execution easy, consistent and reliable.
+Logging
+
+Libraries for generating and working with logs.
+	•	logbook - Logging replacement for Python.
+	•	logging - (Python standard library) Logging facility for Python.
+	•	loguru - Library which aims to bring enjoyable logging in Python.
+	•	sentry-python - Sentry SDK for Python.
+	•	structlog - Structured logging made easy.
+Machine Learning
+
+Libraries for Machine Learning. Also see awesome-machine-learning.
+	•	gym - A toolkit for developing and comparing reinforcement learning algorithms.
+	•	H2O - Open Source Fast Scalable Machine Learning Platform.
+	•	Metrics - Machine learning evaluation metrics.
+	•	NuPIC - Numenta Platform for Intelligent Computing.
+	•	scikit-learn - The most popular Python library for Machine Learning.
+	•	Spark ML - Apache Spark's scalable Machine Learning library.
+	•	vowpal_porpoise - A lightweight Python wrapper for Vowpal Wabbit.
+	•	xgboost - A scalable, portable, and distributed gradient boosting library.
+	•	MindsDB - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
+Microsoft Windows
+
+Python programming on Microsoft Windows.
+	•	Python(x,y) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.
+	•	pythonlibs - Unofficial Windows binaries for Python extension packages.
+	•	PythonNet - Python Integration with the .NET Common Language Runtime (CLR).
+	•	PyWin32 - Python Extensions for Windows.
+	•	WinPython - Portable development environment for Windows 7/8.
+Miscellaneous
+
+Useful libraries or tools that don't fit in the categories above.
+	•	blinker - A fast Python in-process signal/event dispatching system.
+	•	boltons - A set of pure-Python utilities.
+	•	itsdangerous - Various helpers to pass trusted data to untrusted environments.
+	•	magenta - A tool to generate music and art using artificial intelligence.
+	•	pluginbase - A simple but flexible plugin system for Python.
+	•	tryton - A general purpose business framework.
+Natural Language Processing
+
+Libraries for working with human languages.
+	•	General
+	◦	gensim - Topic Modeling for Humans.
+	◦	langid.py - Stand-alone language identification system.
+	◦	nltk - A leading platform for building Python programs to work with human language data.
+	◦	pattern - A web mining module.
+	◦	polyglot - Natural language pipeline supporting hundreds of languages.
+	◦	pytext - A natural language modeling framework based on PyTorch.
+	◦	PyTorch-NLP - A toolkit enabling rapid deep learning NLP prototyping for research.
+	◦	spacy - A library for industrial-strength natural language processing in Python and Cython.
+	◦	Stanza - The Stanford NLP Group's official Python library, supporting 60+ languages.
+	•	Chinese
+	◦	funNLP - A collection of tools and datasets for Chinese NLP.
+	◦	jieba - The most popular Chinese text segmentation library.
+	◦	pkuseg-python - A toolkit for Chinese word segmentation in various domains.
+	◦	snownlp - A library for processing Chinese text.
+Network Virtualization
+
+Tools and libraries for Virtual Networking and SDN (Software Defined Networking).
+	•	mininet - A popular network emulator and API written in Python.
+	•	napalm - Cross-vendor API to manipulate network devices.
+	•	pox - A Python-based SDN control applications, such as OpenFlow SDN controllers.
+News Feed
+
+Libraries for building user's activities.
+	•	django-activity-stream - Generating generic activity streams from the actions on your site.
+	•	Stream Framework - Building news feed and notification systems using Cassandra and Redis.
+ORM
+
+Libraries that implement Object-Relational Mapping or data mapping techniques.
+	•	Relational Databases
+	◦	Django Models - The Django ORM.
+	◦	SQLAlchemy - The Python SQL Toolkit and Object Relational Mapper.
+	▪	awesome-sqlalchemy
+	◦	dataset - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
+	◦	orator - The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
+	◦	orm - An async ORM.
+	◦	peewee - A small, expressive ORM.
+	◦	pony - ORM that provides a generator-oriented interface to SQL.
+	◦	pydal - A pure Python Database Abstraction Layer.
+	•	NoSQL Databases
+	◦	hot-redis - Rich Python data types for Redis.
+	◦	mongoengine - A Python Object-Document-Mapper for working with MongoDB.
+	◦	PynamoDB - A Pythonic interface for Amazon DynamoDB.
+	◦	redisco - A Python Library for Simple Models and Containers Persisted in Redis.
+Package Management
+
+Libraries for package and dependency management.
+	•	pip - The package installer for Python.
+	◦	pip-tools - A set of tools to keep your pinned Python dependencies fresh.
+	◦	PyPI
+	•	conda - Cross-platform, Python-agnostic binary package manager.
+	•	poetry - Python dependency management and packaging made easy.
+Package Repositories
+
+Local PyPI repository server and proxies.
+	•	bandersnatch - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
+	•	devpi - PyPI server and packaging/testing/release tool.
+	•	localshop - Local PyPI server (custom packages and auto-mirroring of pypi).
+	•	warehouse - Next generation Python Package Repository (PyPI).
+Penetration Testing
+
+Frameworks and tools for penetration testing.
+	•	fsociety - A Penetration testing framework.
+	•	setoolkit - A toolkit for social engineering.
+	•	sqlmap - Automatic SQL injection and database takeover tool.
+Permissions
+
+Libraries that allow or deny users access to data or functionality.
+	•	django-guardian - Implementation of per object permissions for Django 1.2+
+	•	django-rules - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
+Processes
+
+Libraries for starting and communicating with OS processes.
+	•	delegator.py - Subprocesses for Humans 2.0.
+	•	sarge - Yet another wrapper for subprocess.
+	•	sh - A full-fledged subprocess replacement for Python.
+Recommender Systems
+
+Libraries for building recommender systems.
+	•	annoy - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
+	•	fastFM - A library for Factorization Machines.
+	•	implicit - A fast Python implementation of collaborative filtering for implicit datasets.
+	•	libffm - A library for Field-aware Factorization Machine (FFM).
+	•	lightfm - A Python implementation of a number of popular recommendation algorithms.
+	•	spotlight - Deep recommender models using PyTorch.
+	•	Surprise - A scikit for building and analyzing recommender systems.
+	•	tensorrec - A Recommendation Engine Framework in TensorFlow.
+Refactoring
+
+Refactoring tools and libraries for Python
+	•	Bicycle Repair Man - Bicycle Repair Man, a refactoring tool for Python.
+	•	Bowler - Safe code refactoring for modern Python.
+	•	Rope - Rope is a python refactoring library.
+RESTful API
+
+Libraries for building RESTful APIs.
+	•	Django
+	◦	django-rest-framework - A powerful and flexible toolkit to build web APIs.
+	◦	django-tastypie - Creating delicious APIs for Django apps.
+	•	Flask
+	◦	eve - REST API framework powered by Flask, MongoDB and good intentions.
+	◦	flask-api - Browsable Web APIs for Flask.
+	◦	flask-restful - Quickly building REST APIs for Flask.
+	•	Pyramid
+	◦	cornice - A RESTful framework for Pyramid.
+	•	Framework agnostic
+	◦	falcon - A high-performance framework for building cloud APIs and web app backends.
+	◦	fastapi - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
+	◦	hug - A Python 3 framework for cleanly exposing APIs.
+	◦	sandman2 - Automated REST APIs for existing database-driven systems.
+	◦	sanic - A Python 3.6+ web server and web framework that's written to go fast.
+Robotics
+
+Libraries for robotics.
+	•	PythonRobotics - This is a compilation of various robotics algorithms with visualizations.
+	•	rospy - This is a library for ROS (Robot Operating System).
+RPC Servers
+
+RPC-compatible servers.
+	•	RPyC (Remote Python Call) - A transparent and symmetric RPC library for Python
+	•	zeroRPC - zerorpc is a flexible RPC implementation based on ZeroMQ and MessagePack.
+Science
+
+Libraries for scientific computing. Also see Python-for-Scientists.
+	•	astropy - A community Python library for Astronomy.
+	•	bcbio-nextgen - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
+	•	bccb - Collection of useful code related to biological analysis.
+	•	Biopython - Biopython is a set of freely available tools for biological computation.
+	•	cclib - A library for parsing and interpreting the results of computational chemistry packages.
+	•	Colour - Implementing a comprehensive number of colour theory transformations and algorithms.
+	•	Karate Club - Unsupervised machine learning toolbox for graph structured data.
+	•	NetworkX - A high-productivity software for complex networks.
+	•	NIPY - A collection of neuroimaging toolkits.
+	•	NumPy - A fundamental package for scientific computing with Python.
+	•	ObsPy - A Python toolbox for seismology.
+	•	Open Babel - A chemical toolbox designed to speak the many languages of chemical data.
+	•	PyDy - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
+	•	PyMC - Markov Chain Monte Carlo sampling toolkit.
+	•	QuTiP - Quantum Toolbox in Python.
+	•	RDKit - Cheminformatics and Machine Learning Software.
+	•	SciPy - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
+	•	SimPy - A process-based discrete-event simulation framework.
+	•	statsmodels - Statistical modeling and econometrics in Python.
+	•	SymPy - A Python library for symbolic mathematics.
+	•	Zipline - A Pythonic algorithmic trading library.
+Search
+
+Libraries and software for indexing and performing search queries on data.
+	•	django-haystack - Modular search for Django.
+	•	elasticsearch-dsl-py - The official high-level Python client for Elasticsearch.
+	•	elasticsearch-py - The official low-level Python client for Elasticsearch.
+	•	pysolr - A lightweight Python wrapper for Apache Solr.
+	•	whoosh - A fast, pure Python search engine library.
+Serialization
+
+Libraries for serializing complex data types
+	•	marshmallow - A lightweight library for converting complex objects to and from simple Python datatypes.
+	•	pysimdjson - A Python bindings for simdjson.
+	•	python-rapidjson - A Python wrapper around RapidJSON.
+	•	ultrajson - A fast JSON decoder and encoder written in C with Python bindings.
+Serverless Frameworks
+
+Frameworks for developing serverless Python code.
+	•	python-lambda - A toolkit for developing and deploying Python code in AWS Lambda.
+	•	Zappa - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
+Shell
+
+Shells based on Python.
+	•	xonsh - A Python-powered, cross-platform, Unix-gazing shell language and command prompt.
+Specific Formats Processing
+
+Libraries for parsing and manipulating specific text formats.
+	•	General
+	◦	tablib - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
+	•	Office
+	◦	docxtpl - Editing a docx document by jinja2 template
+	◦	openpyxl - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
+	◦	pyexcel - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
+	◦	python-docx - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
+	◦	python-pptx - Python library for creating and updating PowerPoint (.pptx) files.
+	◦	unoconv - Convert between any document format supported by LibreOffice/OpenOffice.
+	◦	XlsxWriter - A Python module for creating Excel .xlsx files.
+	◦	xlwings - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
+	◦	xlwt / xlrd - Writing and reading data and formatting information from Excel files.
+	•	PDF
+	◦	pdfminer.six - Pdfminer.six is a community maintained fork of the original PDFMiner.
+	◦	PyPDF2 - A library capable of splitting, merging and transforming PDF pages.
+	◦	ReportLab - Allowing Rapid creation of rich PDF documents.
+	•	Markdown
+	◦	Mistune - Fastest and full featured pure Python parsers of Markdown.
+	◦	Python-Markdown - A Python implementation of John Gruber’s Markdown.
+	•	YAML
+	◦	PyYAML - YAML implementations for Python.
+	•	CSV
+	◦	csvkit - Utilities for converting to and working with CSV.
+	•	Archive
+	◦	unp - A command line tool that can unpack archives easily.
+Static Site Generator
+
+Static site generator is a software that takes some text + templates as input and produces HTML files on the output.
+	•	lektor - An easy to use static CMS and blog engine.
+	•	mkdocs - Markdown friendly documentation generator.
+	•	makesite - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
+	•	nikola - A static website and blog generator.
+	•	pelican - Static site generator that supports Markdown and reST syntax.
+Tagging
+
+Libraries for tagging items.
+	•	django-taggit - Simple tagging for Django.
+Task Queues
+
+Libraries for working with task queues.
+	•	celery - An asynchronous task queue/job queue based on distributed message passing.
+	•	dramatiq - A fast and reliable background task processing library for Python 3.
+	•	huey - Little multi-threaded task queue.
+	•	mrq - A distributed worker task queue in Python using Redis & gevent.
+	•	rq - Simple job queues for Python.
+Template Engine
+
+Libraries and tools for templating and lexing.
+	•	Genshi - Python templating toolkit for generation of web-aware output.
+	•	Jinja2 - A modern and designer friendly templating language.
+	•	Mako - Hyperfast and lightweight templating for the Python platform.
+Testing
+
+Libraries for testing codebases and generating test data.
+	•	Testing Frameworks
+	◦	hypothesis - Hypothesis is an advanced Quickcheck style property based testing library.
+	◦	nose2 - The successor to nose, based on `unittest2.
+	◦	pytest - A mature full-featured Python testing tool.
+	◦	Robot Framework - A generic test automation framework.
+	◦	unittest - (Python standard library) Unit testing framework.
+	•	Test Runners
+	◦	green - A clean, colorful test runner.
+	◦	mamba - The definitive testing tool for Python. Born under the banner of BDD.
+	◦	tox - Auto builds and tests distributions in multiple Python versions
+	•	GUI / Web Testing
+	◦	locust - Scalable user load testing tool written in Python.
+	◦	PyAutoGUI - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
+	◦	Schemathesis - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
+	◦	Selenium - Python bindings for Selenium WebDriver.
+	◦	sixpack - A language-agnostic A/B Testing framework.
+	◦	splinter - Open source tool for testing web applications.
+	•	Mock
+	◦	doublex - Powerful test doubles framework for Python.
+	◦	freezegun - Travel through time by mocking the datetime module.
+	◦	httmock - A mocking library for requests for Python 2.6+ and 3.2+.
+	◦	httpretty - HTTP request mock tool for Python.
+	◦	mock - (Python standard library) A mocking and patching library.
+	◦	mocket - A socket mock framework with gevent/asyncio/SSL support.
+	◦	responses - A utility library for mocking out the requests Python library.
+	◦	VCR.py - Record and replay HTTP interactions on your tests.
+	•	Object Factories
+	◦	factory_boy - A test fixtures replacement for Python.
+	◦	mixer - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
+	◦	model_mommy - Creating random fixtures for testing in Django.
+	•	Code Coverage
+	◦	coverage - Code coverage measurement.
+	•	Fake Data
+	◦	fake2db - Fake database generator.
+	◦	faker - A Python package that generates fake data.
+	◦	mimesis - is a Python library that help you generate fake data.
+	◦	radar - Generate random datetime / time.
+Text Processing
+
+Libraries for parsing and manipulating plain texts.
+	•	General
+	◦	chardet - Python 2/3 compatible character encoding detector.
+	◦	difflib - (Python standard library) Helpers for computing deltas.
+	◦	ftfy - Makes Unicode text less broken and more consistent automagically.
+	◦	fuzzywuzzy - Fuzzy String Matching.
+	◦	Levenshtein - Fast computation of Levenshtein distance and string similarity.
+	◦	pangu.py - Paranoid text spacing.
+	◦	pyfiglet - An implementation of figlet written in Python.
+	◦	pypinyin - Convert Chinese hanzi (漢字) to pinyin (拼音).
+	◦	textdistance - Compute distance between sequences with 30+ algorithms.
+	◦	unidecode - ASCII transliterations of Unicode text.
+	•	Slugify
+	◦	awesome-slugify - A Python slugify library that can preserve unicode.
+	◦	python-slugify - A Python slugify library that translates unicode to ASCII.
+	◦	unicode-slugify - A slugifier that generates unicode slugs with Django as a dependency.
+	•	Unique identifiers
+	◦	hashids - Implementation of hashids in Python.
+	◦	shortuuid - A generator library for concise, unambiguous and URL-safe UUIDs.
+	•	Parser
+	◦	ply - Implementation of lex and yacc parsing tools for Python.
+	◦	pygments - A generic syntax highlighter.
+	◦	pyparsing - A general purpose framework for generating parsers.
+	◦	python-nameparser - Parsing human names into their individual components.
+	◦	python-phonenumbers - Parsing, formatting, storing and validating international phone numbers.
+	◦	python-user-agents - Browser user agent parser.
+	◦	sqlparse - A non-validating SQL parser.
+Third-party APIs
+
+Libraries for accessing third party services APIs. Also see List of Python API Wrappers and Libraries.
+	•	apache-libcloud - One Python library for all clouds.
+	•	boto3 - Python interface to Amazon Web Services.
+	•	django-wordpress - WordPress models and views for Django.
+	•	facebook-sdk - Facebook Platform Python SDK.
+	•	google-api-python-client - Google APIs Client Library for Python.
+	•	gspread - Google Spreadsheets Python API.
+	•	twython - A Python wrapper for the Twitter API.
+URL Manipulation
+
+Libraries for parsing URLs.
+	•	furl - A small Python library that makes parsing and manipulating URLs easy.
+	•	purl - A simple, immutable URL class with a clean API for interrogation and manipulation.
+	•	pyshorteners - A pure Python URL shortening lib.
+	•	webargs - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
+Video
+
+Libraries for manipulating video and GIFs.
+	•	moviepy - A module for script-based movie editing with many formats, including animated GIFs.
+	•	scikit-video - Video processing routines for SciPy.
+	•	vidgear - Most Powerful multi-threaded Video Processing framework.
+Web Asset Management
+
+Tools for managing, compressing and minifying website assets.
+	•	django-compressor - Compresses linked and inline JavaScript or CSS into a single cached file.
+	•	django-pipeline - An asset packaging library for Django.
+	•	django-storages - A collection of custom storage back ends for Django.
+	•	fanstatic - Packages, optimizes, and serves static file dependencies as Python packages.
+	•	fileconveyor - A daemon to detect and sync files to CDNs, S3 and FTP.
+	•	flask-assets - Helps you integrate webassets into your Flask app.
+	•	webassets - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
+Web Content Extracting
+
+Libraries for extracting web contents.
+	•	html2text - Convert HTML to Markdown-formatted text.
+	•	lassie - Web Content Retrieval for Humans.
+	•	micawber - A small library for extracting rich content from URLs.
+	•	newspaper - News extraction, article extraction and content curation in Python.
+	•	python-readability - Fast Python port of arc90's readability tool.
+	•	requests-html - Pythonic HTML Parsing for Humans.
+	•	sumy - A module for automatic summarization of text documents and HTML pages.
+	•	textract - Extract text from any document, Word, PowerPoint, PDFs, etc.
+	•	toapi - Every web site provides APIs.
+Web Crawling
+
+Libraries to automate web scraping.
+	•	feedparser - Universal feed parser.
+	•	grab - Site scraping framework.
+	•	mechanicalsoup - A Python library for automating interaction with websites.
+	•	scrapy - A fast high-level screen scraping and web crawling framework.
+Web Frameworks
+
+Traditional full stack web frameworks. Also see RESTful API.
+	•	Synchronous
+	◦	django - The most popular web framework in Python.
+	▪	awesome-django
+	▪	awesome-django
+	◦	flask - A microframework for Python.
+	▪	awesome-flask
+	◦	pyramid - A small, fast, down-to-earth, open source Python web framework.
+	▪	awesome-pyramid
+	◦	masonite - The modern and developer centric Python web framework.
+	•	Asynchronous
+	◦	tornado - A web framework and asynchronous networking library.
+WebSocket
+
+Libraries for working with WebSocket.
+	•	autobahn-python - WebSocket & WAMP for Python on Twisted and asyncio.
+	•	channels - Developer-friendly asynchrony for Django.
+	•	websockets - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
+WSGI Servers
+
+WSGI-compatible web servers.
+	•	gunicorn - Pre-forked, ported from Ruby's Unicorn project.
+	•	uwsgi - A project aims at developing a full stack for building hosting services, written in C.
+	•	waitress - Multi-threaded, powers Pyramid.
+	•	werkzeug - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
+Resources
+
+Where to discover learning resources or new Python libraries.
+Newsletters
+
+	•	Awesome Python Newsletter
+	•	Pycoder's Weekly
+	•	Python Tricks
+	•	Python Weekly
+Podcasts
+
+	•	Django Chat
+	•	Python Bytes
+	•	Talk Python To Me
+	•	Python Test
+	•	The Real Python Podcast
+Contributing
+
+Your contributions are always welcome! Please take a look at the contribution guidelines first.
+
+If you have any question about this opinionated list, do not hesitate to contact me @VintaChen on Twitter or open an issue on GitHub.
+About
+An opinionated list of awesome Python frameworks, libraries, software and resources.
+
+awesome-python.com/
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README

License
+Awesome Python 
+
+An opinionated list of awesome Python frameworks, libraries, software and resources.
+Inspired by awesome-php.
+	•	Awesome Python
+	◦	Admin Panels
+	◦	Algorithms and Design Patterns
+	◦	ASGI Servers
+	◦	Asynchronous Programming
+	◦	Audio
+	◦	Authentication
+	◦	Build Tools
+	◦	Built-in Classes Enhancement
+	◦	Caching
+	◦	ChatOps Tools
+	◦	CMS
+	◦	Code Analysis
+	◦	Command-line Interface Development
+	◦	Command-line Tools
+	◦	Computer Vision
+	◦	Configuration Files
+	◦	Cryptography
+	◦	Data Analysis
+	◦	Data Validation
+	◦	Data Visualization
+	◦	Database Drivers
+	◦	Database
+	◦	Date and Time
+	◦	Debugging Tools
+	◦	Deep Learning
+	◦	DevOps Tools
+	◦	Distributed Computing
+	◦	Distribution
+	◦	Documentation
+	◦	Downloader
+	◦	Editor Plugins and IDEs
+	◦	Email
+	◦	Environment Management
+	◦	File Manipulation
+	◦	Functional Programming
+	◦	Game Development
+	◦	Geolocation
+	◦	GUI Development
+	◦	Hardware
+	◦	HTML Manipulation
+	◦	HTTP Clients
+	◦	Image Processing
+	◦	Implementations
+	◦	Interactive Interpreter
+	◦	Internationalization
+	◦	Job Scheduler
+	◦	Logging
+	◦	Machine Learning
+	◦	Miscellaneous
+	◦	Natural Language Processing
+	◦	Network Virtualization
+	◦	News Feed
+	◦	ORM
+	◦	Package Management
+	◦	Package Repositories
+	◦	Penetration testing
+	◦	Permissions
+	◦	Processes
+	◦	Recommender Systems
+	◦	Refactoring
+	◦	RESTful API
+	◦	Robotics
+	◦	RPC Servers
+	◦	Science
+	◦	Search
+	◦	Serialization
+	◦	Serverless Frameworks
+	◦	Shell
+	◦	Specific Formats Processing
+	◦	Static Site Generator
+	◦	Tagging
+	◦	Task Queues
+	◦	Template Engine
+	◦	Testing
+	◦	Text Processing
+	◦	Third-party APIs
+	◦	URL Manipulation
+	◦	Video
+	◦	Web Asset Management
+	◦	Web Content Extracting
+	◦	Web Crawling
+	◦	Web Frameworks
+	◦	WebSocket
+	◦	WSGI Servers
+	•	Resources
+	◦	Newsletters
+	◦	Podcasts
+	•	Contributing
+
+Admin Panels
+
+Libraries for administrative interfaces.
+	•	ajenti - The admin panel your servers deserve.
+	•	django-grappelli - A jazzy skin for the Django Admin-Interface.
+	•	flask-admin - Simple and extensible administrative interface framework for Flask.
+	•	flower - Real-time monitor and web admin for Celery.
+	•	jet-bridge - Admin panel framework for any application with nice UI (ex Jet Django).
+	•	wooey - A Django app which creates automatic web UIs for Python scripts.
+	•	streamlit - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
+Algorithms and Design Patterns
+
+Python implementation of data structures, algorithms and design patterns. Also see awesome-algorithms.
+	•	Algorithms
+	◦	algorithms - Minimal examples of data structures and algorithms.
+	◦	python-ds - A collection of data structure and algorithms for coding interviews.
+	◦	sortedcontainers - Fast and pure-Python implementation of sorted collections.
+	◦	thealgorithms - All Algorithms implemented in Python.
+	•	Design Patterns
+	◦	pypattyrn - A simple yet effective library for implementing common design patterns.
+	◦	python-patterns - A collection of design patterns in Python.
+	◦	transitions - A lightweight, object-oriented finite state machine implementation.
+ASGI Servers
+
+ASGI-compatible web servers.
+	•	daphne - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
+	•	uvicorn - A lightning-fast ASGI server implementation, using uvloop and httptools.
+	•	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.
+	•	asyncio - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
+	◦	awesome-asyncio
+	•	concurrent.futures - (Python standard library) A high-level interface for asynchronously executing callables.
+	•	multiprocessing - (Python standard library) Process-based parallelism.
+	•	trio - A friendly library for async concurrency and I/O.
+	•	twisted - An event-driven networking engine.
+	•	uvloop - Ultra fast asyncio event loop.
+	•	eventlet - Asynchronous framework with WSGI support.
+	•	gevent - A coroutine-based Python networking library that uses greenlet.
+Audio
+
+Libraries for manipulating audio and its metadata.
+	•	Audio
+	◦	audioread - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
+	◦	audioFlux - A library for audio and music analysis, feature extraction.
+	◦	dejavu - Audio fingerprinting and recognition.
+	◦	kapre - Keras Audio Preprocessors.
+	◦	librosa - Python library for audio and music analysis.
+	◦	matchering - A library for automated reference audio mastering.
+	◦	mingus - An advanced music theory and notation package with MIDI file and playback support.
+	◦	pyaudioanalysis - Audio feature extraction, classification, segmentation and applications.
+	◦	pydub - Manipulate audio with a simple and easy high level interface.
+	◦	timeside - Open web audio processing framework.
+	•	Metadata
+	◦	beets - A music library manager and MusicBrainz tagger.
+	◦	eyed3 - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
+	◦	mutagen - A Python module to handle audio metadata.
+	◦	tinytag - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
+Authentication
+
+Libraries for implementing authentications schemes.
+	•	OAuth
+	◦	authlib - JavaScript Object Signing and Encryption draft implementation.
+	◦	django-allauth - Authentication app for Django that "just works."
+	◦	django-oauth-toolkit - OAuth 2 goodies for Django.
+	◦	oauthlib - A generic and thorough implementation of the OAuth request-signing logic.
+	•	JWT
+	◦	pyjwt - JSON Web Token implementation in Python.
+	◦	python-jose - A JOSE implementation in Python.
+Build Tools
+
+Compile software from source code.
+	•	bitbake - A make-like build tool for embedded Linux.
+	•	buildout - A build system for creating, assembling and deploying applications from multiple parts.
+	•	platformio - A console tool to build code with different development platforms.
+	•	pybuilder - A continuous build tool written in pure Python.
+	•	scons - A software construction tool.
+Built-in Classes Enhancement
+
+Libraries for enhancing Python built-in classes.
+	•	attrs - Replacement for __init__, __eq__, __repr__, etc. boilerplate in class definitions.
+	•	bidict - Efficient, Pythonic bidirectional map data structures and related functionality..
+	•	box - Python dictionaries with advanced dot notation access.
+	•	dataclasses - (Python standard library) Data classes.
+	•	dotteddict - A library that provides a method of accessing lists and dicts with a dotted path notation.
+CMS
+
+Content Management Systems.
+	•	feincms - One of the most advanced Content Management Systems built on Django.
+	•	indico - A feature-rich event management system, made @ CERN.
+	•	wagtail - A Django content management system.
+Caching
+
+Libraries for caching data.
+	•	beaker - A WSGI middleware for sessions and caching.
+	•	django-cache-machine - Automatic caching and invalidation for Django models.
+	•	django-cacheops - A slick ORM cache with automatic granular event-driven invalidation.
+	•	dogpile.cache - dogpile.cache is a next generation replacement for Beaker made by the same authors.
+	•	hermescache - Python caching library with tag-based invalidation and dogpile effect prevention.
+	•	pylibmc - A Python wrapper around the libmemcached interface.
+	•	python-diskcache - SQLite and file backed cache backend with faster lookups than memcached and redis.
+ChatOps Tools
+
+Libraries for chatbot development.
+	•	errbot - The easiest and most popular chatbot to implement ChatOps.
+Code Analysis
+
+Tools of static analysis, linters and code quality checkers. Also see awesome-static-analysis.
+	•	Code Analysis
+	◦	code2flow - Turn your Python and JavaScript code into DOT flowcharts.
+	◦	prospector - A tool to analyse Python code.
+	◦	vulture - A tool for finding and analysing dead Python code.
+	•	Code Linters
+	◦	flake8 - A wrapper around pycodestyle, pyflakes and McCabe.
+	▪	awesome-flake8-extensions
+	◦	pylint - A fully customizable source code analyzer.
+	•	Code Formatters
+	◦	black - The uncompromising Python code formatter.
+	◦	isort - A Python utility / library to sort imports.
+	◦	yapf - Yet another Python code formatter from Google.
+	•	Static Type Checkers, also see awesome-python-typing
+	◦	mypy - Check variable types during compile time.
+	◦	pyre-check - Performant type checking.
+	◦	typeshed - Collection of library stubs for Python, with static types.
+	•	Static Type Annotations Generators
+	◦	monkeytype - A system for Python that generates static type annotations by collecting runtime types.
+	◦	pytype - Pytype checks and infers types for Python code - without requiring type annotations.
+Command-line Interface Development
+
+Libraries for building command-line applications.
+	•	Command-line Application Development
+	◦	cement - CLI Application Framework for Python.
+	◦	click - A package for creating beautiful command line interfaces in a composable way.
+	◦	cliff - A framework for creating command-line programs with multi-level commands.
+	◦	python-fire - A library for creating command line interfaces from absolutely any Python object.
+	◦	python-prompt-toolkit - A library for building powerful interactive command lines.
+	•	Terminal Rendering
+	◦	alive-progress - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
+	◦	asciimatics - A package to create full-screen text UIs (from interactive forms to ASCII animations).
+	◦	bashplotlib - Making basic plots in the terminal.
+	◦	colorama - Cross-platform colored terminal text.
+	◦	rich - Python library for rich text and beautiful formatting in the terminal. Also provides a great RichHandler log handler.
+	◦	tqdm - Fast, extensible progress bar for loops and CLI.
+Command-line Tools
+
+Useful CLI-based tools for productivity.
+	•	Productivity Tools
+	◦	copier - A library and command-line utility for rendering projects templates.
+	◦	cookiecutter - A command-line utility that creates projects from cookiecutters (project templates).
+	◦	doitlive - A tool for live presentations in the terminal.
+	◦	howdoi - Instant coding answers via the command line.
+	◦	invoke - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
+	◦	pathpicker - Select files out of bash output.
+	◦	thefuck - Correcting your previous console command.
+	◦	tmuxp - A tmux session manager.
+	◦	try - A dead simple CLI to try out python packages - it's never been easier.
+	•	CLI Enhancements
+	◦	httpie - A command line HTTP client, a user-friendly cURL replacement.
+	◦	iredis - Redis CLI with autocompletion and syntax highlighting.
+	◦	litecli - SQLite CLI with autocompletion and syntax highlighting.
+	◦	mycli - MySQL CLI with autocompletion and syntax highlighting.
+	◦	pgcli - PostgreSQL CLI with autocompletion and syntax highlighting.
+Computer Vision
+
+Libraries for Computer Vision.
+	•	easyocr - Ready-to-use OCR with 40+ languages supported.
+	•	kornia - Open Source Differentiable Computer Vision Library for PyTorch.
+	•	opencv - Open Source Computer Vision Library.
+	•	pytesseract - A wrapper for Google Tesseract OCR.
+	•	tesserocr - Another simple, Pillow-friendly, wrapper around the tesseract-ocr API for OCR.
+Configuration Files
+
+Libraries for storing and parsing configuration options.
+	•	configparser - (Python standard library) INI file parser.
+	•	configobj - INI file parser with validation.
+	•	hydra - Hydra is a framework for elegantly configuring complex applications.
+	•	python-decouple - Strict separation of settings from code.
+Cryptography
+
+	•	cryptography - A package designed to expose cryptographic primitives and recipes to Python developers.
+	•	paramiko - The leading native Python SSHv2 protocol library.
+	•	pynacl - Python binding to the Networking and Cryptography (NaCl) library.
+Data Analysis
+
+Libraries for data analyzing.
+	•	pandas - A library providing high-performance, easy-to-use data structures and data analysis tools.
+	•	aws-sdk-pandas - Pandas on AWS.
+	•	datasette - An open source multi-tool for exploring and publishing data.
+	•	optimus - Agile Data Science Workflows made easy with PySpark.
+Data Validation
+
+Libraries for validating data. Used for forms in many cases.
+	•	cerberus - A lightweight and extensible data validation library.
+	•	colander - Validating and deserializing data obtained via XML, JSON, an HTML form post.
+	•	jsonschema - An implementation of JSON Schema for Python.
+	•	schema - A library for validating Python data structures.
+	•	schematics - Data Structure Validation.
+	•	voluptuous - A Python data validation library.
+	•	pydantic - Data validation using Python type hints.
+Data Visualization
+
+Libraries for visualizing data. Also see awesome-javascript.
+	•	altair - Declarative statistical visualization library for Python.
+	•	bokeh - Interactive Web Plotting for Python.
+	•	bqplot - Interactive Plotting Library for the Jupyter Notebook.
+	•	cartopy - A cartographic python library with matplotlib support.
+	•	diagrams - Diagram as Code.
+	•	matplotlib - A Python 2D plotting library.
+	•	plotnine - A grammar of graphics for Python based on ggplot2.
+	•	pygal - A Python SVG Charts Creator.
+	•	pygraphviz - Python interface to Graphviz.
+	•	pyqtgraph - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
+	•	seaborn - Statistical data visualization using Matplotlib.
+	•	vispy - High-performance scientific visualization based on OpenGL.
+Database
+
+Databases implemented in Python.
+	•	pickleDB - A simple and lightweight key-value store for Python.
+	•	tinydb - A tiny, document-oriented database.
+	•	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
+	◦	mysqlclient - MySQL connector with Python 3 support (mysql-python fork).
+	◦	pymysql - A pure Python MySQL driver compatible to mysql-python.
+	•	PostgreSQL - awesome-postgres
+	◦	psycopg - The most popular PostgreSQL adapter for Python.
+	•	SQlite - awesome-sqlite
+	◦	sqlite3 - (Python standard library) SQlite interface compliant with DB-API 2.0.
+	◦	sqlite-utils - Python CLI utility and library for manipulating SQLite databases.
+	•	Other Relational Databases
+	◦	pymssql - A simple database interface to Microsoft SQL Server.
+	◦	clickhouse-driver - Python driver with native interface for ClickHouse.
+	•	NoSQL Databases
+	◦	cassandra-driver - The Python Driver for Apache Cassandra.
+	◦	happybase - A developer-friendly library for Apache HBase.
+	◦	kafka-python - The Python client for Apache Kafka.
+	◦	pymongo - The official Python client for MongoDB.
+	◦	motor - The async Python driver for MongoDB.
+	◦	redis-py - The Python client for Redis.
+Date and Time
+
+Libraries for working with dates and times.
+	•	arrow - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
+	•	dateutil - Extensions to the standard Python datetime module.
+	•	pendulum - Python datetimes made easy.
+	•	pytz - World timezone definitions, modern and historical. Brings the tz database into Python.
+Debugging Tools
+
+Libraries for debugging code.
+	•	pdb-like Debugger
+	◦	ipdb - IPython-enabled pdb.
+	◦	pudb - A full-screen, console-based Python debugger.
+	•	Tracing
+	◦	manhole - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.
+	◦	python-hunter - A flexible code tracing toolkit.
+	•	Profiler
+	◦	py-spy - A sampling profiler for Python programs. Written in Rust.
+	◦	vprof - Visual Python profiler.
+	•	Others
+	◦	django-debug-toolbar - Display various debug information for Django.
+	◦	flask-debugtoolbar - A port of the django-debug-toolbar to flask.
+	◦	icecream - Inspect variables, expressions, and program execution with a single, simple function call.
+	◦	pyelftools - Parsing and analyzing ELF files and DWARF debugging information.
+Deep Learning
+
+Frameworks for Neural Networks and Deep Learning. Also see awesome-deep-learning.
+	•	keras - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
+	•	pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
+	•	pytorch-lightning - Deep learning framework to train, deploy, and ship AI products Lightning fast.
+	•	stable-baselines3 - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
+	•	tensorflow - The most popular Deep Learning framework created by Google.
+	•	theano - A library for fast numerical computation.
+DevOps Tools
+
+Software and libraries for DevOps.
+	•	Configuration Management
+	◦	ansible - A radically simple IT automation platform.
+	◦	cloudinit - A multi-distribution package that handles early initialization of a cloud instance.
+	◦	openstack - Open source software for building private and public clouds.
+	◦	pyinfra - A versatile CLI tools and python libraries to automate infrastructure.
+	◦	saltstack - Infrastructure automation and management system.
+	•	SSH-style Deployment
+	◦	cuisine - Chef-like functionality for Fabric.
+	◦	fabric - A simple, Pythonic tool for remote execution and deployment.
+	•	Process Management
+	◦	supervisor - Supervisor process control system for UNIX.
+	•	Monitoring
+	◦	psutil - A cross-platform process and system utilities module.
+	•	Backup
+	◦	borg - A deduplicating archiver with compression and encryption.
+Distributed Computing
+
+Frameworks and libraries for Distributed Computing.
+	•	Batch Processing
+	◦	dask - A flexible parallel computing library for analytic computing.
+	◦	luigi - A module that helps you build complex pipelines of batch jobs.
+	◦	PySpark - Apache Spark Python API.
+	◦	Ray - A system for parallel and distributed Python that unifies the machine learning ecosystem.
+	•	Stream Processing
+	◦	faust - A stream processing library, porting the ideas from Kafka Streams to Python.
+	◦	streamparse - Run Python code against real-time streams of data via Apache Storm.
+Distribution
+
+Libraries to create packaged executables for release distribution.
+	•	py2app - Freezes Python scripts (Mac OS X).
+	•	py2exe - Freezes Python scripts (Windows).
+	•	pyarmor - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
+	•	pyinstaller - Converts Python programs into stand-alone executables (cross-platform).
+	•	shiv - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
+Documentation
+
+Libraries for generating project documentation.
+	•	sphinx - Python Documentation generator.
+	◦	awesome-sphinxdoc
+	•	pdoc - Epydoc replacement to auto generate API documentation for Python libraries.
+Downloader
+
+Libraries for downloading.
+	•	akshare - A financial data interface library, built for human beings!
+	•	s3cmd - A command line tool for managing Amazon S3 and CloudFront.
+	•	youtube-dl - A command-line program to download videos from YouTube and other video sites.
+Editor Plugins and IDEs
+
+	•	Emacs
+	◦	elpy - Emacs Python Development Environment.
+	•	Vim
+	◦	jedi-vim - Vim bindings for the Jedi auto-completion library for Python.
+	◦	python-mode - An all in one plugin for turning Vim into a Python IDE.
+	◦	YouCompleteMe - Includes Jedi-based completion engine for Python.
+	•	Visual Studio
+	◦	PTVS - Python Tools for Visual Studio.
+	•	Visual Studio Code
+	◦	Python - The official VSCode extension with rich support for Python.
+	•	IDE
+	◦	PyCharm - Commercial Python IDE by JetBrains. Has free community edition available.
+	◦	spyder - Open Source Python IDE.
+Email
+
+Libraries for sending and parsing email.
+	•	Mail Servers
+	◦	modoboa - A mail hosting and management platform including a modern Web UI.
+	◦	salmon - A Python Mail Server.
+	•	Clients
+	◦	imbox - Python IMAP for Humans.
+	◦	yagmail - Yet another Gmail/SMTP client.
+	•	Others
+	◦	flanker - An email address and Mime parsing library.
+	◦	mailer - High-performance extensible mail delivery framework.
+Environment Management
+
+Libraries for Python version and virtual environment management.
+	•	pyenv - Simple Python version management.
+	•	virtualenv - A tool to create isolated Python environments.
+File Manipulation
+
+Libraries for file manipulation.
+	•	mimetypes - (Python standard library) Map filenames to MIME types.
+	•	pathlib - (Python standard library) An cross-platform, object-oriented path library.
+	•	path.py - A module wrapper for os.path.
+	•	python-magic - A Python interface to the libmagic file type identification library.
+	•	watchdog - API and shell utilities to monitor file system events.
+Functional Programming
+
+Functional Programming with Python.
+	•	coconut - A variant of Python built for simple, elegant, Pythonic functional programming.
+	•	funcy - A fancy and practical functional tools.
+	•	more-itertools - More routines for operating on iterables, beyond itertools.
+	•	returns - A set of type-safe monads, transformers, and composition utilities.
+	•	cytoolz - Cython implementation of Toolz: High performance functional utilities.
+	•	toolz - A collection of functional utilities for iterators, functions, and dictionaries.
+GUI Development
+
+Libraries for working with graphical user interface applications.
+	•	curses - Built-in wrapper for ncurses used to create terminal GUI applications.
+	•	Eel - A library for making simple Electron-like offline HTML/JS GUI apps.
+	•	enaml - Creating beautiful user-interfaces with Declarative Syntax like QML.
+	•	Flexx - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
+	•	Gooey - Turn command line programs into a full GUI application with one line.
+	•	kivy - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
+	•	pyglet - A cross-platform windowing and multimedia library for Python.
+	•	PyGObject - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
+	•	PyQt - Python bindings for the Qt cross-platform application and UI framework.
+	•	PySimpleGUI - Wrapper for tkinter, Qt, WxPython and Remi.
+	•	pywebview - A lightweight cross-platform native wrapper around a webview component.
+	•	Tkinter - Tkinter is Python's de-facto standard GUI package.
+	•	Toga - A Python native, OS native GUI toolkit.
+	•	urwid - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
+	•	wxPython - A blending of the wxWidgets C++ class library with the Python.
+	•	DearPyGui - A Simple GPU accelerated Python GUI framework
+GraphQL
+
+Libraries for working with GraphQL.
+	•	graphene - GraphQL framework for Python.
+Game Development
+
+Awesome game development libraries.
+	•	Arcade - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
+	•	Cocos2d - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.
+	•	Harfang3D - Python framework for 3D, VR and game development.
+	•	Panda3D - 3D game engine developed by Disney.
+	•	Pygame - Pygame is a set of Python modules designed for writing games.
+	•	PyOgre - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
+	•	PyOpenGL - Python ctypes bindings for OpenGL and it's related APIs.
+	•	PySDL2 - A ctypes based wrapper for the SDL2 library.
+	•	RenPy - A Visual Novel engine.
+Geolocation
+
+Libraries for geocoding addresses and working with latitudes and longitudes.
+	•	django-countries - A Django app that provides a country field for models and forms.
+	•	geodjango - A world-class geographic web framework.
+	•	geojson - Python bindings and utilities for GeoJSON.
+	•	geopy - Python Geocoding Toolbox.
+HTML Manipulation
+
+Libraries for working with HTML and XML.
+	•	beautifulsoup - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
+	•	bleach - A whitelist-based HTML sanitization and text linkification library.
+	•	cssutils - A CSS library for Python.
+	•	html5lib - A standards-compliant library for parsing and serializing HTML documents and fragments.
+	•	lxml - A very fast, easy-to-use and versatile library for handling HTML and XML.
+	•	markupsafe - Implements a XML/HTML/XHTML Markup safe string for Python.
+	•	pyquery - A jQuery-like library for parsing HTML.
+	•	untangle - Converts XML documents to Python objects for easy access.
+	•	WeasyPrint - A visual rendering engine for HTML and CSS that can export to PDF.
+	•	xmldataset - Simple XML Parsing.
+	•	xmltodict - Working with XML feel like you are working with JSON.
+HTTP Clients
+
+Libraries for working with HTTP.
+	•	httpx - A next generation HTTP client for Python.
+	•	requests - HTTP Requests for Humans.
+	•	treq - Python requests like API built on top of Twisted's HTTP client.
+	•	urllib3 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
+Hardware
+
+Libraries for programming with hardware.
+	•	keyboard - Hook and simulate global keyboard events on Windows and Linux.
+	•	mouse - Hook and simulate global mouse events on Windows and Linux.
+	•	pynput - A library to control and monitor input devices.
+	•	scapy - A brilliant packet manipulation library.
+Image Processing
+
+Libraries for manipulating images.
+	•	pillow - Pillow is the friendly PIL fork.
+	•	python-barcode - Create barcodes in Python with no extra dependencies.
+	•	pymatting - A library for alpha matting.
+	•	python-qrcode - A pure Python QR Code generator.
+	•	pywal - A tool that generates color schemes from images.
+	•	pyvips - A fast image processing library with low memory needs.
+	•	quads - Computer art based on quadtrees.
+	•	scikit-image - A Python library for (scientific) image processing.
+	•	thumbor - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
+	•	wand - Python bindings for MagickWand, C API for ImageMagick.
+Implementations
+
+Implementations of Python.
+	•	cpython - Default, most widely used implementation of the Python programming language written in C.
+	•	cython - Optimizing Static Compiler for Python.
+	•	clpython - Implementation of the Python programming language written in Common Lisp.
+	•	ironpython - Implementation of the Python programming language written in C#.
+	•	micropython - A lean and efficient Python programming language implementation.
+	•	numba - Python JIT compiler to LLVM aimed at scientific Python.
+	•	peachpy - x86-64 assembler embedded in Python.
+	•	pypy - A very fast and compliant implementation of the Python language.
+	•	pyston - A Python implementation using JIT techniques.
+Interactive Interpreter
+
+Interactive Python interpreters (REPL).
+	•	bpython - A fancy interface to the Python interpreter.
+	•	Jupyter Notebook (IPython) - A rich toolkit to help you make the most out of using Python interactively.
+	◦	awesome-jupyter
+	•	ptpython - Advanced Python REPL built on top of the python-prompt-toolkit.
+Internationalization
+
+Libraries for working with i18n.
+	•	Babel - An internationalization library for Python.
+	•	PyICU - A wrapper of International Components for Unicode C++ library (ICU).
+Job Scheduler
+
+Libraries for scheduling jobs.
+	•	Airflow - Airflow is a platform to programmatically author, schedule and monitor workflows.
+	•	APScheduler - A light but powerful in-process task scheduler that lets you schedule functions.
+	•	django-schedule - A calendaring app for Django.
+	•	doit - A task runner and build tool.
+	•	gunnery - Multipurpose task execution tool for distributed systems with web-based interface.
+	•	Joblib - A set of tools to provide lightweight pipelining in Python.
+	•	Plan - Writing crontab file in Python like a charm.
+	•	Prefect - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
+	•	schedule - Python job scheduling for humans.
+	•	Spiff - A powerful workflow engine implemented in pure Python.
+	•	TaskFlow - A Python library that helps to make task execution easy, consistent and reliable.
+Logging
+
+Libraries for generating and working with logs.
+	•	logbook - Logging replacement for Python.
+	•	logging - (Python standard library) Logging facility for Python.
+	•	loguru - Library which aims to bring enjoyable logging in Python.
+	•	sentry-python - Sentry SDK for Python.
+	•	structlog - Structured logging made easy.
+Machine Learning
+
+Libraries for Machine Learning. Also see awesome-machine-learning.
+	•	gym - A toolkit for developing and comparing reinforcement learning algorithms.
+	•	H2O - Open Source Fast Scalable Machine Learning Platform.
+	•	Metrics - Machine learning evaluation metrics.
+	•	NuPIC - Numenta Platform for Intelligent Computing.
+	•	scikit-learn - The most popular Python library for Machine Learning.
+	•	Spark ML - Apache Spark's scalable Machine Learning library.
+	•	vowpal_porpoise - A lightweight Python wrapper for Vowpal Wabbit.
+	•	xgboost - A scalable, portable, and distributed gradient boosting library.
+	•	MindsDB - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
+Microsoft Windows
+
+Python programming on Microsoft Windows.
+	•	Python(x,y) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.
+	•	pythonlibs - Unofficial Windows binaries for Python extension packages.
+	•	PythonNet - Python Integration with the .NET Common Language Runtime (CLR).
+	•	PyWin32 - Python Extensions for Windows.
+	•	WinPython - Portable development environment for Windows 7/8.
+Miscellaneous
+
+Useful libraries or tools that don't fit in the categories above.
+	•	blinker - A fast Python in-process signal/event dispatching system.
+	•	boltons - A set of pure-Python utilities.
+	•	itsdangerous - Various helpers to pass trusted data to untrusted environments.
+	•	magenta - A tool to generate music and art using artificial intelligence.
+	•	pluginbase - A simple but flexible plugin system for Python.
+	•	tryton - A general purpose business framework.
+Natural Language Processing
+
+Libraries for working with human languages.
+	•	General
+	◦	gensim - Topic Modeling for Humans.
+	◦	langid.py - Stand-alone language identification system.
+	◦	nltk - A leading platform for building Python programs to work with human language data.
+	◦	pattern - A web mining module.
+	◦	polyglot - Natural language pipeline supporting hundreds of languages.
+	◦	pytext - A natural language modeling framework based on PyTorch.
+	◦	PyTorch-NLP - A toolkit enabling rapid deep learning NLP prototyping for research.
+	◦	spacy - A library for industrial-strength natural language processing in Python and Cython.
+	◦	Stanza - The Stanford NLP Group's official Python library, supporting 60+ languages.
+	•	Chinese
+	◦	funNLP - A collection of tools and datasets for Chinese NLP.
+	◦	jieba - The most popular Chinese text segmentation library.
+	◦	pkuseg-python - A toolkit for Chinese word segmentation in various domains.
+	◦	snownlp - A library for processing Chinese text.
+Network Virtualization
+
+Tools and libraries for Virtual Networking and SDN (Software Defined Networking).
+	•	mininet - A popular network emulator and API written in Python.
+	•	napalm - Cross-vendor API to manipulate network devices.
+	•	pox - A Python-based SDN control applications, such as OpenFlow SDN controllers.
+News Feed
+
+Libraries for building user's activities.
+	•	django-activity-stream - Generating generic activity streams from the actions on your site.
+	•	Stream Framework - Building news feed and notification systems using Cassandra and Redis.
+ORM
+
+Libraries that implement Object-Relational Mapping or data mapping techniques.
+	•	Relational Databases
+	◦	Django Models - The Django ORM.
+	◦	SQLAlchemy - The Python SQL Toolkit and Object Relational Mapper.
+	▪	awesome-sqlalchemy
+	◦	dataset - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
+	◦	orator - The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
+	◦	orm - An async ORM.
+	◦	peewee - A small, expressive ORM.
+	◦	pony - ORM that provides a generator-oriented interface to SQL.
+	◦	pydal - A pure Python Database Abstraction Layer.
+	•	NoSQL Databases
+	◦	hot-redis - Rich Python data types for Redis.
+	◦	mongoengine - A Python Object-Document-Mapper for working with MongoDB.
+	◦	PynamoDB - A Pythonic interface for Amazon DynamoDB.
+	◦	redisco - A Python Library for Simple Models and Containers Persisted in Redis.
+Package Management
+
+Libraries for package and dependency management.
+	•	pip - The package installer for Python.
+	◦	pip-tools - A set of tools to keep your pinned Python dependencies fresh.
+	◦	PyPI
+	•	conda - Cross-platform, Python-agnostic binary package manager.
+	•	poetry - Python dependency management and packaging made easy.
+Package Repositories
+
+Local PyPI repository server and proxies.
+	•	bandersnatch - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
+	•	devpi - PyPI server and packaging/testing/release tool.
+	•	localshop - Local PyPI server (custom packages and auto-mirroring of pypi).
+	•	warehouse - Next generation Python Package Repository (PyPI).
+Penetration Testing
+
+Frameworks and tools for penetration testing.
+	•	fsociety - A Penetration testing framework.
+	•	setoolkit - A toolkit for social engineering.
+	•	sqlmap - Automatic SQL injection and database takeover tool.
+Permissions
+
+Libraries that allow or deny users access to data or functionality.
+	•	django-guardian - Implementation of per object permissions for Django 1.2+
+	•	django-rules - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
+Processes
+
+Libraries for starting and communicating with OS processes.
+	•	delegator.py - Subprocesses for Humans 2.0.
+	•	sarge - Yet another wrapper for subprocess.
+	•	sh - A full-fledged subprocess replacement for Python.
+Recommender Systems
+
+Libraries for building recommender systems.
+	•	annoy - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
+	•	fastFM - A library for Factorization Machines.
+	•	implicit - A fast Python implementation of collaborative filtering for implicit datasets.
+	•	libffm - A library for Field-aware Factorization Machine (FFM).
+	•	lightfm - A Python implementation of a number of popular recommendation algorithms.
+	•	spotlight - Deep recommender models using PyTorch.
+	•	Surprise - A scikit for building and analyzing recommender systems.
+	•	tensorrec - A Recommendation Engine Framework in TensorFlow.
+Refactoring
+
+Refactoring tools and libraries for Python
+	•	Bicycle Repair Man - Bicycle Repair Man, a refactoring tool for Python.
+	•	Bowler - Safe code refactoring for modern Python.
+	•	Rope - Rope is a python refactoring library.
+RESTful API
+
+Libraries for building RESTful APIs.
+	•	Django
+	◦	django-rest-framework - A powerful and flexible toolkit to build web APIs.
+	◦	django-tastypie - Creating delicious APIs for Django apps.
+	•	Flask
+	◦	eve - REST API framework powered by Flask, MongoDB and good intentions.
+	◦	flask-api - Browsable Web APIs for Flask.
+	◦	flask-restful - Quickly building REST APIs for Flask.
+	•	Pyramid
+	◦	cornice - A RESTful framework for Pyramid.
+	•	Framework agnostic
+	◦	falcon - A high-performance framework for building cloud APIs and web app backends.
+	◦	fastapi - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
+	◦	hug - A Python 3 framework for cleanly exposing APIs.
+	◦	sandman2 - Automated REST APIs for existing database-driven systems.
+	◦	sanic - A Python 3.6+ web server and web framework that's written to go fast.
+Robotics
+
+Libraries for robotics.
+	•	PythonRobotics - This is a compilation of various robotics algorithms with visualizations.
+	•	rospy - This is a library for ROS (Robot Operating System).
+RPC Servers
+
+RPC-compatible servers.
+	•	RPyC (Remote Python Call) - A transparent and symmetric RPC library for Python
+	•	zeroRPC - zerorpc is a flexible RPC implementation based on ZeroMQ and MessagePack.
+Science
+
+Libraries for scientific computing. Also see Python-for-Scientists.
+	•	astropy - A community Python library for Astronomy.
+	•	bcbio-nextgen - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
+	•	bccb - Collection of useful code related to biological analysis.
+	•	Biopython - Biopython is a set of freely available tools for biological computation.
+	•	cclib - A library for parsing and interpreting the results of computational chemistry packages.
+	•	Colour - Implementing a comprehensive number of colour theory transformations and algorithms.
+	•	Karate Club - Unsupervised machine learning toolbox for graph structured data.
+	•	NetworkX - A high-productivity software for complex networks.
+	•	NIPY - A collection of neuroimaging toolkits.
+	•	NumPy - A fundamental package for scientific computing with Python.
+	•	ObsPy - A Python toolbox for seismology.
+	•	Open Babel - A chemical toolbox designed to speak the many languages of chemical data.
+	•	PyDy - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
+	•	PyMC - Markov Chain Monte Carlo sampling toolkit.
+	•	QuTiP - Quantum Toolbox in Python.
+	•	RDKit - Cheminformatics and Machine Learning Software.
+	•	SciPy - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
+	•	SimPy - A process-based discrete-event simulation framework.
+	•	statsmodels - Statistical modeling and econometrics in Python.
+	•	SymPy - A Python library for symbolic mathematics.
+	•	Zipline - A Pythonic algorithmic trading library.
+Search
+
+Libraries and software for indexing and performing search queries on data.
+	•	django-haystack - Modular search for Django.
+	•	elasticsearch-dsl-py - The official high-level Python client for Elasticsearch.
+	•	elasticsearch-py - The official low-level Python client for Elasticsearch.
+	•	pysolr - A lightweight Python wrapper for Apache Solr.
+	•	whoosh - A fast, pure Python search engine library.
+Serialization
+
+Libraries for serializing complex data types
+	•	marshmallow - A lightweight library for converting complex objects to and from simple Python datatypes.
+	•	pysimdjson - A Python bindings for simdjson.
+	•	python-rapidjson - A Python wrapper around RapidJSON.
+	•	ultrajson - A fast JSON decoder and encoder written in C with Python bindings.
+Serverless Frameworks
+
+Frameworks for developing serverless Python code.
+	•	python-lambda - A toolkit for developing and deploying Python code in AWS Lambda.
+	•	Zappa - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
+Shell
+
+Shells based on Python.
+	•	xonsh - A Python-powered, cross-platform, Unix-gazing shell language and command prompt.
+Specific Formats Processing
+
+Libraries for parsing and manipulating specific text formats.
+	•	General
+	◦	tablib - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
+	•	Office
+	◦	docxtpl - Editing a docx document by jinja2 template
+	◦	openpyxl - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
+	◦	pyexcel - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
+	◦	python-docx - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
+	◦	python-pptx - Python library for creating and updating PowerPoint (.pptx) files.
+	◦	unoconv - Convert between any document format supported by LibreOffice/OpenOffice.
+	◦	XlsxWriter - A Python module for creating Excel .xlsx files.
+	◦	xlwings - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
+	◦	xlwt / xlrd - Writing and reading data and formatting information from Excel files.
+	•	PDF
+	◦	pdfminer.six - Pdfminer.six is a community maintained fork of the original PDFMiner.
+	◦	PyPDF2 - A library capable of splitting, merging and transforming PDF pages.
+	◦	ReportLab - Allowing Rapid creation of rich PDF documents.
+	•	Markdown
+	◦	Mistune - Fastest and full featured pure Python parsers of Markdown.
+	◦	Python-Markdown - A Python implementation of John Gruber’s Markdown.
+	•	YAML
+	◦	PyYAML - YAML implementations for Python.
+	•	CSV
+	◦	csvkit - Utilities for converting to and working with CSV.
+	•	Archive
+	◦	unp - A command line tool that can unpack archives easily.
+Static Site Generator
+
+Static site generator is a software that takes some text + templates as input and produces HTML files on the output.
+	•	lektor - An easy to use static CMS and blog engine.
+	•	mkdocs - Markdown friendly documentation generator.
+	•	makesite - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
+	•	nikola - A static website and blog generator.
+	•	pelican - Static site generator that supports Markdown and reST syntax.
+Tagging
+
+Libraries for tagging items.
+	•	django-taggit - Simple tagging for Django.
+Task Queues
+
+Libraries for working with task queues.
+	•	celery - An asynchronous task queue/job queue based on distributed message passing.
+	•	dramatiq - A fast and reliable background task processing library for Python 3.
+	•	huey - Little multi-threaded task queue.
+	•	mrq - A distributed worker task queue in Python using Redis & gevent.
+	•	rq - Simple job queues for Python.
+Template Engine
+
+Libraries and tools for templating and lexing.
+	•	Genshi - Python templating toolkit for generation of web-aware output.
+	•	Jinja2 - A modern and designer friendly templating language.
+	•	Mako - Hyperfast and lightweight templating for the Python platform.
+Testing
+
+Libraries for testing codebases and generating test data.
+	•	Testing Frameworks
+	◦	hypothesis - Hypothesis is an advanced Quickcheck style property based testing library.
+	◦	nose2 - The successor to nose, based on `unittest2.
+	◦	pytest - A mature full-featured Python testing tool.
+	◦	Robot Framework - A generic test automation framework.
+	◦	unittest - (Python standard library) Unit testing framework.
+	•	Test Runners
+	◦	green - A clean, colorful test runner.
+	◦	mamba - The definitive testing tool for Python. Born under the banner of BDD.
+	◦	tox - Auto builds and tests distributions in multiple Python versions
+	•	GUI / Web Testing
+	◦	locust - Scalable user load testing tool written in Python.
+	◦	PyAutoGUI - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
+	◦	Schemathesis - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
+	◦	Selenium - Python bindings for Selenium WebDriver.
+	◦	sixpack - A language-agnostic A/B Testing framework.
+	◦	splinter - Open source tool for testing web applications.
+	•	Mock
+	◦	doublex - Powerful test doubles framework for Python.
+	◦	freezegun - Travel through time by mocking the datetime module.
+	◦	httmock - A mocking library for requests for Python 2.6+ and 3.2+.
+	◦	httpretty - HTTP request mock tool for Python.
+	◦	mock - (Python standard library) A mocking and patching library.
+	◦	mocket - A socket mock framework with gevent/asyncio/SSL support.
+	◦	responses - A utility library for mocking out the requests Python library.
+	◦	VCR.py - Record and replay HTTP interactions on your tests.
+	•	Object Factories
+	◦	factory_boy - A test fixtures replacement for Python.
+	◦	mixer - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
+	◦	model_mommy - Creating random fixtures for testing in Django.
+	•	Code Coverage
+	◦	coverage - Code coverage measurement.
+	•	Fake Data
+	◦	fake2db - Fake database generator.
+	◦	faker - A Python package that generates fake data.
+	◦	mimesis - is a Python library that help you generate fake data.
+	◦	radar - Generate random datetime / time.
+Text Processing
+
+Libraries for parsing and manipulating plain texts.
+	•	General
+	◦	chardet - Python 2/3 compatible character encoding detector.
+	◦	difflib - (Python standard library) Helpers for computing deltas.
+	◦	ftfy - Makes Unicode text less broken and more consistent automagically.
+	◦	fuzzywuzzy - Fuzzy String Matching.
+	◦	Levenshtein - Fast computation of Levenshtein distance and string similarity.
+	◦	pangu.py - Paranoid text spacing.
+	◦	pyfiglet - An implementation of figlet written in Python.
+	◦	pypinyin - Convert Chinese hanzi (漢字) to pinyin (拼音).
+	◦	textdistance - Compute distance between sequences with 30+ algorithms.
+	◦	unidecode - ASCII transliterations of Unicode text.
+	•	Slugify
+	◦	awesome-slugify - A Python slugify library that can preserve unicode.
+	◦	python-slugify - A Python slugify library that translates unicode to ASCII.
+	◦	unicode-slugify - A slugifier that generates unicode slugs with Django as a dependency.
+	•	Unique identifiers
+	◦	hashids - Implementation of hashids in Python.
+	◦	shortuuid - A generator library for concise, unambiguous and URL-safe UUIDs.
+	•	Parser
+	◦	ply - Implementation of lex and yacc parsing tools for Python.
+	◦	pygments - A generic syntax highlighter.
+	◦	pyparsing - A general purpose framework for generating parsers.
+	◦	python-nameparser - Parsing human names into their individual components.
+	◦	python-phonenumbers - Parsing, formatting, storing and validating international phone numbers.
+	◦	python-user-agents - Browser user agent parser.
+	◦	sqlparse - A non-validating SQL parser.
+Third-party APIs
+
+Libraries for accessing third party services APIs. Also see List of Python API Wrappers and Libraries.
+	•	apache-libcloud - One Python library for all clouds.
+	•	boto3 - Python interface to Amazon Web Services.
+	•	django-wordpress - WordPress models and views for Django.
+	•	facebook-sdk - Facebook Platform Python SDK.
+	•	google-api-python-client - Google APIs Client Library for Python.
+	•	gspread - Google Spreadsheets Python API.
+	•	twython - A Python wrapper for the Twitter API.
+URL Manipulation
+
+Libraries for parsing URLs.
+	•	furl - A small Python library that makes parsing and manipulating URLs easy.
+	•	purl - A simple, immutable URL class with a clean API for interrogation and manipulation.
+	•	pyshorteners - A pure Python URL shortening lib.
+	•	webargs - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
+Video
+
+Libraries for manipulating video and GIFs.
+	•	moviepy - A module for script-based movie editing with many formats, including animated GIFs.
+	•	scikit-video - Video processing routines for SciPy.
+	•	vidgear - Most Powerful multi-threaded Video Processing framework.
+Web Asset Management
+
+Tools for managing, compressing and minifying website assets.
+	•	django-compressor - Compresses linked and inline JavaScript or CSS into a single cached file.
+	•	django-pipeline - An asset packaging library for Django.
+	•	django-storages - A collection of custom storage back ends for Django.
+	•	fanstatic - Packages, optimizes, and serves static file dependencies as Python packages.
+	•	fileconveyor - A daemon to detect and sync files to CDNs, S3 and FTP.
+	•	flask-assets - Helps you integrate webassets into your Flask app.
+	•	webassets - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
+Web Content Extracting
+
+Libraries for extracting web contents.
+	•	html2text - Convert HTML to Markdown-formatted text.
+	•	lassie - Web Content Retrieval for Humans.
+	•	micawber - A small library for extracting rich content from URLs.
+	•	newspaper - News extraction, article extraction and content curation in Python.
+	•	python-readability - Fast Python port of arc90's readability tool.
+	•	requests-html - Pythonic HTML Parsing for Humans.
+	•	sumy - A module for automatic summarization of text documents and HTML pages.
+	•	textract - Extract text from any document, Word, PowerPoint, PDFs, etc.
+	•	toapi - Every web site provides APIs.
+Web Crawling
+
+Libraries to automate web scraping.
+	•	feedparser - Universal feed parser.
+	•	grab - Site scraping framework.
+	•	mechanicalsoup - A Python library for automating interaction with websites.
+	•	scrapy - A fast high-level screen scraping and web crawling framework.
+Web Frameworks
+
+Traditional full stack web frameworks. Also see RESTful API.
+	•	Synchronous
+	◦	django - The most popular web framework in Python.
+	▪	awesome-django
+	▪	awesome-django
+	◦	flask - A microframework for Python.
+	▪	awesome-flask
+	◦	pyramid - A small, fast, down-to-earth, open source Python web framework.
+	▪	awesome-pyramid
+	◦	masonite - The modern and developer centric Python web framework.
+	•	Asynchronous
+	◦	tornado - A web framework and asynchronous networking library.
+WebSocket
+
+Libraries for working with WebSocket.
+	•	autobahn-python - WebSocket & WAMP for Python on Twisted and asyncio.
+	•	channels - Developer-friendly asynchrony for Django.
+	•	websockets - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
+WSGI Servers
+
+WSGI-compatible web servers.
+	•	gunicorn - Pre-forked, ported from Ruby's Unicorn project.
+	•	uwsgi - A project aims at developing a full stack for building hosting services, written in C.
+	•	waitress - Multi-threaded, powers Pyramid.
+	•	werkzeug - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
+Resources
+
+Where to discover learning resources or new Python libraries.
+Newsletters
+
+	•	Awesome Python Newsletter
+	•	Pycoder's Weekly
+	•	Python Tricks
+	•	Python Weekly
+Podcasts
+
+	•	Django Chat
+	•	Python Bytes
+	•	Talk Python To Me
+	•	Python Test
+	•	The Real Python Podcast
+Contributing
+
+Your contributions are always welcome! Please take a look at the contribution guidelines first.
+
+If you have any question about this opinionated list, do not hesitate to contact me @VintaChen on Twitter or open an issue on GitHub.
+About
+An opinionated list of awesome Python frameworks, libraries, software and resources.
+
+awesome-python.com/
+Topics
+python awesome python-library collections python-framework python-resources
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