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# Fucking Awesome Python
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A curated list with Github stars and forks stats based on awesome [awesome-python](https://github.com/vinta/awesome-python)
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Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome-go).
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- [Awesome Python](#awesome-python)
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- [Admin Panels](#admin-panels)
- [Algorithms and Design Patterns](#algorithms-and-design-patterns)
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- [ASGI Servers](#asgi-servers)
- [Asynchronous Programming](#asynchronous-programming)
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- [Audio](#audio)
- [Authentication](#authentication)
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- [Build Tools](#build-tools)
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- [Built-in Classes Enhancement](#built-in-classes-enhancement)
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- [Caching](#caching)
- [ChatOps Tools](#chatops-tools)
- [CMS](#cms)
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- [Code Analysis](#code-analysis)
- [Command-line Interface Development](#command-line-interface-development)
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- [Command-line Tools](#command-line-tools)
- [Compatibility](#compatibility)
- [Computer Vision](#computer-vision)
- [Concurrency and Parallelism](#concurrency-and-parallelism)
- [Configuration](#configuration)
- [Cryptography](#cryptography)
- [Data Analysis](#data-analysis)
- [Data Validation](#data-validation)
- [Data Visualization](#data-visualization)
- [Database Drivers](#database-drivers)
- [Database](#database)
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- [Date and Time](#date-and-time)
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- [Debugging Tools](#debugging-tools)
- [Deep Learning](#deep-learning)
- [DevOps Tools](#devops-tools)
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- [Distributed Computing](#distributed-computing)
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- [Distribution](#distribution)
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- [Documentation](#documentation)
- [Downloader](#downloader)
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- [E-commerce](#e-commerce)
- [Editor Plugins and IDEs](#editor-plugins-and-ides)
- [Email](#email)
- [Environment Management](#environment-management)
- [Files](#files)
- [Foreign Function Interface](#foreign-function-interface)
- [Forms](#forms)
- [Functional Programming](#functional-programming)
- [Game Development](#game-development)
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- [Geolocation](#geolocation)
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- [GUI Development](#gui-development)
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- [Hardware](#hardware)
- [HTML Manipulation](#html-manipulation)
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- [HTTP Clients](#http-clients)
- [Image Processing](#image-processing)
- [Implementations](#implementations)
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- [Interactive Interpreter](#interactive-interpreter)
- [Internationalization](#internationalization)
- [Job Scheduler](#job-scheduler)
- [Logging](#logging)
- [Machine Learning](#machine-learning)
- [Miscellaneous](#miscellaneous)
- [Natural Language Processing](#natural-language-processing)
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- [Network Virtualization](#network-virtualization)
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- [News Feed](#news-feed)
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- [ORM](#orm)
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- [Package Management](#package-management)
- [Package Repositories](#package-repositories)
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- [Penetration testing](#penetration-testing)
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- [Permissions](#permissions)
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- [Processes](#processes)
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- [Recommender Systems](#recommender-systems)
- [Refactoring](#refactoring)
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- [RESTful API](#restful-api)
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- [Robotics](#robotics)
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- [RPC Servers](#rpc-servers)
- [Science](#science)
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- [Search](#search)
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- [Serialization](#serialization)
- [Serverless Frameworks](#serverless-frameworks)
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- [Shell](#shell)
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- [Specific Formats Processing](#specific-formats-processing)
- [Static Site Generator](#static-site-generator)
- [Tagging](#tagging)
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- [Task Queues](#task-queues)
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- [Template Engine](#template-engine)
- [Testing](#testing)
- [Text Processing](#text-processing)
- [Third-party APIs](#third-party-apis)
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- [URL Manipulation](#url-manipulation)
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- [Video](#video)
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- [Web Asset Management](#web-asset-management)
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- [Web Content Extracting](#web-content-extracting)
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- [Web Crawling](#web-crawling)
- [Web Frameworks](#web-frameworks)
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- [WebSocket](#websocket)
- [WSGI Servers](#wsgi-servers)
- [Resources](#resources)
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- [Books](#books)
- [Newsletters](#newsletters)
- [Podcasts](#podcasts)
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- [Websites](#websites)
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- [Contributing](#contributing)
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---
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## Admin Panels
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*Libraries for administrative interfaces.*
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* [:octocat: ajenti](https://github.com/ajenti/ajenti) - :star: 6555 :fork_and_knife: 767 - The admin panel your servers deserve.
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* [:earth_americas: django-grappelli](https://grappelliproject.com/) - A jazzy skin for the Django Admin-Interface.
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* [:octocat: django-jet](https://github.com/geex-arts/django-jet) - :star: 3185 :fork_and_knife: 712 - Modern responsive template for the Django admin interface with improved functionality.
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* [:earth_americas: django-suit](https://djangosuit.com/) - Alternative Django Admin-Interface (free only for Non-commercial use).
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* [:octocat: django-xadmin](https://github.com/sshwsfc/xadmin) - :star: 4620 :fork_and_knife: 1413 - Drop-in replacement of Django admin comes with lots of goodies.
* [:octocat: flask-admin](https://github.com/flask-admin/flask-admin) - :star: 4852 :fork_and_knife: 1380 - Simple and extensible administrative interface framework for Flask.
* [:octocat: flower](https://github.com/mher/flower) - :star: 4962 :fork_and_knife: 876 - Real-time monitor and web admin for Celery.
* [:octocat: jet-bridge](https://github.com/jet-admin/jet-bridge) - :star: 1044 :fork_and_knife: 96 - Admin panel framework for any application with nice UI (ex Jet Django)
* [:octocat: wooey](https://github.com/wooey/wooey) - :star: 1652 :fork_and_knife: 174 - A Django app which creates automatic web UIs for Python scripts.
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## Algorithms and Design Patterns
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*Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms).*
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* Algorithms
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* [:octocat: algorithms](https://github.com/keon/algorithms) - :star: 19822 :fork_and_knife: 4069 - Minimal examples of data structures and algorithms.
* [:octocat: python-ds](https://github.com/prabhupant/python-ds) - :star: 1487 :fork_and_knife: 451 - A collection of data structure and algorithms for coding interviews.
* [:octocat: sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - :star: 2311 :fork_and_knife: 153 - Fast and pure-Python implementation of sorted collections.
* [:octocat: TheAlgorithms](https://github.com/TheAlgorithms/Python) - :star: 120231 :fork_and_knife: 32237 - All Algorithms implemented in Python.
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* Design Patterns
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* [:octocat: PyPattyrn](https://github.com/tylerlaberge/PyPattyrn) - :star: 1312 :fork_and_knife: 117 - A simple yet effective library for implementing common design patterns.
* [:octocat: python-patterns](https://github.com/faif/python-patterns) - :star: 29389 :fork_and_knife: 6014 - A collection of design patterns in Python.
* [:octocat: transitions](https://github.com/pytransitions/transitions) - :star: 3966 :fork_and_knife: 462 - A lightweight, object-oriented finite state machine implementation.
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## ASGI Servers
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*[ASGI](https://asgi.readthedocs.io/en/latest/)-compatible web servers.*
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* [:octocat: daphne](https://github.com/django/daphne) - :star: 1612 :fork_and_knife: 196 - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
* [:octocat: uvicorn](https://github.com/encode/uvicorn) - :star: 4431 :fork_and_knife: 363 - A lightning-fast ASGI server implementation, using uvloop and httptools.
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## Asynchronous Programming
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* [:earth_americas: asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
- [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)
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* [:octocat: trio](https://github.com/python-trio/trio) - :star: 4274 :fork_and_knife: 254 - A friendly library for async concurrency and I/O.
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* [:earth_americas: Twisted](https://twistedmatrix.com/trac/) - An event-driven networking engine.
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* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 8097 :fork_and_knife: 478 - Ultra fast asyncio event loop.
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## Audio
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*Libraries for manipulating audio and its metadata.*
* Audio
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* [:octocat: audioread](https://github.com/beetbox/audioread) - :star: 371 :fork_and_knife: 91 - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
* [:octocat: dejavu](https://github.com/worldveil/dejavu) - :star: 5553 :fork_and_knife: 1306 - Audio fingerprinting and recognition.
* [:octocat: kapre](https://github.com/keunwoochoi/kapre) - :star: 774 :fork_and_knife: 135 - Keras Audio Preprocessors
* [:octocat: librosa](https://github.com/librosa/librosa) - :star: 4782 :fork_and_knife: 771 - Python library for audio and music analysis
* [:octocat: matchering](https://github.com/sergree/matchering) - :star: 498 :fork_and_knife: 64 - A library for automated reference audio mastering.
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* [:earth_americas: mingus](http://bspaans.github.io/python-mingus/) - An advanced music theory and notation package with MIDI file and playback support.
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* [:octocat: pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - :star: 4159 :fork_and_knife: 1034 - Audio feature extraction, classification, segmentation and applications.
* [:octocat: pydub](https://github.com/jiaaro/pydub) - :star: 5637 :fork_and_knife: 753 - Manipulate audio with a simple and easy high level interface.
* [:octocat: TimeSide](https://github.com/Parisson/TimeSide) - :star: 309 :fork_and_knife: 55 - Open web audio processing framework.
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* Metadata
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* [:octocat: beets](https://github.com/beetbox/beets) - :star: 10437 :fork_and_knife: 1661 - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
* [:octocat: eyeD3](https://github.com/nicfit/eyeD3) - :star: 321 :fork_and_knife: 46 - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
* [:octocat: mutagen](https://github.com/quodlibet/mutagen) - :star: 867 :fork_and_knife: 118 - A Python module to handle audio metadata.
* [:octocat: tinytag](https://github.com/devsnd/tinytag) - :star: 486 :fork_and_knife: 87 - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
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## Authentication
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*Libraries for implementing authentications schemes.*
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* OAuth
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* [:octocat: authlib](https://github.com/lepture/authlib) - :star: 2744 :fork_and_knife: 277 - JavaScript Object Signing and Encryption draft implementation.
* [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - :star: 6777 :fork_and_knife: 2445 - Authentication app for Django that "just works."
* [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - :star: 2387 :fork_and_knife: 633 - OAuth 2 goodies for Django.
* [:octocat: oauthlib](https://github.com/idan/oauthlib) - :star: 2285 :fork_and_knife: 445 - A generic and thorough implementation of the OAuth request-signing logic.
* [:octocat: python-oauth2](https://github.com/joestump/python-oauth2) - :star: 2943 :fork_and_knife: 1044 - A fully tested, abstract interface to creating OAuth clients and servers.
* [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - :star: 2804 :fork_and_knife: 1130 - An easy-to-setup social authentication mechanism.
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* JWT
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* [:octocat: pyjwt](https://github.com/jpadilla/pyjwt) - :star: 3989 :fork_and_knife: 524 - JSON Web Token implementation in Python.
* [:octocat: python-jose](https://github.com/mpdavis/python-jose/) - :star: 951 :fork_and_knife: 188 - A JOSE implementation in Python.
* [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - :star: 188 :fork_and_knife: 25 - A module for generating and verifying JSON Web Tokens.
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## Build Tools
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*Compile software from source code.*
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* [:earth_americas: BitBake](http://www.yoctoproject.org/docs/1.6/bitbake-user-manual/bitbake-user-manual.html) - A make-like build tool for embedded Linux.
* [:earth_americas: buildout](http://www.buildout.org/en/latest/) - A build system for creating, assembling and deploying applications from multiple parts.
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* [:octocat: PlatformIO](https://github.com/platformio/platformio-core) - :star: 5404 :fork_and_knife: 627 - A console tool to build code with different development platforms.
* [:octocat: pybuilder](https://github.com/pybuilder/pybuilder) - :star: 1329 :fork_and_knife: 238 - A continuous build tool written in pure Python.
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* [:earth_americas: SCons](http://www.scons.org/) - A software construction tool.
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## Built-in Classes Enhancement
*Libraries for enhancing Python built-in classes.*
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* [:octocat: attrs](https://github.com/python-attrs/attrs) - :star: 3692 :fork_and_knife: 269 - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
* [:octocat: bidict](https://github.com/jab/bidict) - :star: 914 :fork_and_knife: 44 - Efficient, Pythonic bidirectional map data structures and related functionality..
* [:octocat: Box](https://github.com/cdgriffith/Box) - :star: 1740 :fork_and_knife: 77 - Python dictionaries with advanced dot notation access.
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* [:earth_americas: dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes.
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* [:octocat: DottedDict](https://github.com/carlosescri/DottedDict) - :star: 128 :fork_and_knife: 15 - A library that provides a method of accessing lists and dicts with a dotted path notation.
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## CMS
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*Content Management Systems.*
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* [:earth_americas: django-cms](https://www.django-cms.org/en/) - An Open source enterprise CMS based on the Django.
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* [:octocat: feincms](https://github.com/feincms/feincms) - :star: 809 :fork_and_knife: 236 - One of the most advanced Content Management Systems built on Django.
* [:octocat: indico](https://github.com/indico/indico) - :star: 1265 :fork_and_knife: 315 - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).
* [:octocat: Kotti](https://github.com/Kotti/Kotti) - :star: 368 :fork_and_knife: 112 - A high-level, Pythonic web application framework built on Pyramid.
* [:octocat: mezzanine](https://github.com/stephenmcd/mezzanine) - :star: 4335 :fork_and_knife: 1533 - A powerful, consistent, and flexible content management platform.
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* [:earth_americas: plone](https://plone.org/) - A CMS built on top of the open source application server Zope.
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* [:octocat: quokka](https://github.com/rochacbruno/quokka) - :star: 2193 :fork_and_knife: 457 - Flexible, extensible, small CMS powered by Flask and MongoDB.
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* [:earth_americas: wagtail](https://wagtail.io/) - A Django content management system.
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## Caching
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*Libraries for caching data.*
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* [:octocat: beaker](https://github.com/bbangert/beaker) - :star: 477 :fork_and_knife: 136 - A WSGI middleware for sessions and caching.
* [:octocat: django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - :star: 816 :fork_and_knife: 163 - Automatic caching and invalidation for Django models.
* [:octocat: django-cacheops](https://github.com/Suor/django-cacheops) - :star: 1503 :fork_and_knife: 181 - A slick ORM cache with automatic granular event-driven invalidation.
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* [:earth_americas: dogpile.cache](http://dogpilecache.readthedocs.io/en/latest/) - dogpile.cache is next generation replacement for Beaker made by same authors.
* [:earth_americas: HermesCache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
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* [:octocat: pylibmc](https://github.com/lericson/pylibmc) - :star: 447 :fork_and_knife: 124 - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.
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* [:earth_americas: python-diskcache](http://www.grantjenks.com/docs/diskcache/) - SQLite and file backed cache backend with faster lookups than memcached and redis.
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## ChatOps Tools
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*Libraries for chatbot development.*
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* [:octocat: errbot](https://github.com/errbotio/errbot/) - :star: 2567 :fork_and_knife: 552 - The easiest and most popular chatbot to implement ChatOps.
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## Code Analysis
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*Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis).*
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* Code Analysis
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* [:octocat: coala](https://github.com/coala/coala/) - :star: 3249 :fork_and_knife: 1356 - Language independent and easily extendable code analysis application.
* [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - :star: 1103 :fork_and_knife: 145 - Turn your Python and JavaScript code into DOT flowcharts.
* [:octocat: prospector](https://github.com/PyCQA/prospector) - :star: 1494 :fork_and_knife: 142 - A tool to analyse Python code.
* [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - :star: 1577 :fork_and_knife: 280 - A library that visualises the flow (call graph) of your Python application.
* [:octocat: vulture](https://github.com/jendrikseipp/vulture) - :star: 1900 :fork_and_knife: 89 - A tool for finding and analysing dead Python code.
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* Code Linters
* [:earth_americas: flake8](https://pypi.org/project/flake8/) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
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* [:octocat: awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions) - :star: 657 :fork_and_knife: 22
* [:octocat: pylama](https://github.com/klen/pylama) - :star: 815 :fork_and_knife: 84 - A code audit tool for Python and JavaScript.
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* [:earth_americas: pylint](https://www.pylint.org/) - A fully customizable source code analyzer.
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* [:octocat: wemake-python-styleguide](https://github.com/wemake-services/wemake-python-styleguide) - :star: 1647 :fork_and_knife: 298 - The strictest and most opinionated python linter ever.
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* Code Formatters
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* [:octocat: black](https://github.com/python/black) - :star: 22835 :fork_and_knife: 1468 - The uncompromising Python code formatter.
* [:octocat: isort](https://github.com/timothycrosley/isort) - :star: 4209 :fork_and_knife: 429 - A Python utility / library to sort imports.
* [:octocat: yapf](https://github.com/google/yapf) - :star: 12103 :fork_and_knife: 825 - Yet another Python code formatter from Google.
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* Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
* [:earth_americas: mypy](http://mypy-lang.org/) - Check variable types during compile time.
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* [:octocat: pyre-check](https://github.com/facebook/pyre-check) - :star: 5592 :fork_and_knife: 362 - Performant type checking.
* [:octocat: typeshed](https://github.com/python/typeshed) - :star: 2406 :fork_and_knife: 1155 - Collection of library stubs for Python, with static types.
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* Static Type Annotations Generators
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* [:octocat: MonkeyType](https://github.com/Instagram/MonkeyType) - :star: 3529 :fork_and_knife: 130 - A system for Python that generates static type annotations by collecting runtime types.
* [:octocat: pyannotate](https://github.com/dropbox/pyannotate) - :star: 1236 :fork_and_knife: 59 - Auto-generate PEP-484 annotations.
* [:octocat: pytype](https://github.com/google/pytype) - :star: 3469 :fork_and_knife: 217 - Pytype checks and infers types for Python code - without requiring type annotations.
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## Command-line Interface Development
*Libraries for building command-line applications.*
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* Command-line Application Development
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* [:earth_americas: cement](http://builtoncement.com/) - CLI Application Framework for Python.
* [:earth_americas: click](http://click.pocoo.org/dev/) - A package for creating beautiful command line interfaces in a composable way.
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* [:earth_americas: cliff](https://docs.openstack.org/developer/cliff/) - A framework for creating command-line programs with multi-level commands.
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* [:earth_americas: docopt](http://docopt.org/) - Pythonic command line arguments parser.
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* [:octocat: python-fire](https://github.com/google/python-fire) - :star: 20251 :fork_and_knife: 1205 - A library for creating command line interfaces from absolutely any Python object.
* [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - :star: 7335 :fork_and_knife: 577 - A library for building powerful interactive command lines.
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* Terminal Rendering
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* [:octocat: alive-progress](https://github.com/rsalmei/alive-progress) - :star: 2753 :fork_and_knife: 110 - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
* [:octocat: asciimatics](https://github.com/peterbrittain/asciimatics) - :star: 2809 :fork_and_knife: 209 - A package to create full-screen text UIs (from interactive forms to ASCII animations).
* [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - :star: 1590 :fork_and_knife: 130 - Making basic plots in the terminal.
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* [:earth_americas: colorama](https://pypi.org/project/colorama/) - Cross-platform colored terminal text.
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* [:octocat: rich](https://github.com/willmcgugan/rich) - :star: 29983 :fork_and_knife: 953 - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
* [:octocat: tqdm](https://github.com/tqdm/tqdm) - :star: 19706 :fork_and_knife: 1028 - Fast, extensible progress bar for loops and CLI.
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## Command-line Tools
*Useful CLI-based tools for productivity.*
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* Productivity Tools
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* [:octocat: copier](https://github.com/pykong/copier) - :star: 410 :fork_and_knife: 35 - A library and command-line utility for rendering projects templates.
* [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - :star: 15464 :fork_and_knife: 1517 - A command-line utility that creates projects from cookiecutters (project templates).
* [:octocat: doitlive](https://github.com/sloria/doitlive) - :star: 3039 :fork_and_knife: 92 - A tool for live presentations in the terminal.
* [:octocat: howdoi](https://github.com/gleitz/howdoi) - :star: 9127 :fork_and_knife: 833 - Instant coding answers via the command line.
* [:octocat: Invoke](https://github.com/pyinvoke/invoke#readme) - :star: 3403 :fork_and_knife: 296 - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
* [:octocat: PathPicker](https://github.com/facebook/PathPicker) - :star: 4656 :fork_and_knife: 292 - Select files out of bash output.
* [:octocat: percol](https://github.com/mooz/percol) - :star: 3065 :fork_and_knife: 150 - Adds flavor of interactive selection to the traditional pipe concept on UNIX.
* [:octocat: thefuck](https://github.com/nvbn/thefuck) - :star: 64232 :fork_and_knife: 2987 - Correcting your previous console command.
* [:octocat: tmuxp](https://github.com/tony/tmuxp) - :star: 3219 :fork_and_knife: 206 - A [tmux](https://github.com/tmux/tmux) session manager.
* [:octocat: try](https://github.com/timofurrer/try) - :star: 606 :fork_and_knife: 33 - A dead simple CLI to try out python packages - it's never been easier.
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* CLI Enhancements
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* [:octocat: httpie](https://github.com/jakubroztocil/httpie) - :star: 52283 :fork_and_knife: 3375 - A command line HTTP client, a user-friendly cURL replacement.
* [:octocat: iredis](https://github.com/laixintao/iredis) - :star: 1594 :fork_and_knife: 69 - Redis CLI with autocompletion and syntax highlighting.
* [:octocat: kube-shell](https://github.com/cloudnativelabs/kube-shell) - :star: 1957 :fork_and_knife: 159 - An integrated shell for working with the Kubernetes CLI.
* [:octocat: litecli](https://github.com/dbcli/litecli) - :star: 1469 :fork_and_knife: 52 - SQLite CLI with autocompletion and syntax highlighting.
* [:octocat: mycli](https://github.com/dbcli/mycli) - :star: 9920 :fork_and_knife: 604 - MySQL CLI with autocompletion and syntax highlighting.
* [:octocat: pgcli](https://github.com/dbcli/pgcli) - :star: 9852 :fork_and_knife: 457 - PostgreSQL CLI with autocompletion and syntax highlighting.
* [:octocat: saws](https://github.com/donnemartin/saws) - :star: 4855 :fork_and_knife: 268 - A Supercharged [aws-cli](https://github.com/aws/aws-cli).
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## Compatibility
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*Libraries for migrating from Python 2 to 3.*
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* [:earth_americas: python-future](http://python-future.org/index.html) - The missing compatibility layer between Python 2 and Python 3.
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* [:octocat: modernize](https://github.com/PyCQA/modernize) - :star: 268 :fork_and_knife: 49 - Modernizes Python code for eventual Python 3 migration.
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* [:earth_americas: six](https://pypi.org/project/six/) - Python 2 and 3 compatibility utilities.
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## Computer Vision
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*Libraries for Computer Vision.*
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* [:octocat: EasyOCR](https://github.com/JaidedAI/EasyOCR) - :star: 12787 :fork_and_knife: 1616 - Ready-to-use OCR with 40+ languages supported.
* [:octocat: Face Recognition](https://github.com/ageitgey/face_recognition) - :star: 41744 :fork_and_knife: 11669 - Simple facial recognition library.
* [:octocat: Kornia](https://github.com/kornia/kornia/) - :star: 5079 :fork_and_knife: 492 - Open Source Differentiable Computer Vision Library for PyTorch.
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* [:earth_americas: OpenCV](https://opencv.org/) - Open Source Computer Vision Library.
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* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - :star: 3835 :fork_and_knife: 558 - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
* [:octocat: SimpleCV](https://github.com/sightmachine/SimpleCV) - :star: 2504 :fork_and_knife: 802 - An open source framework for building computer vision applications.
* [:octocat: tesserocr](https://github.com/sirfz/tesserocr) - :star: 1527 :fork_and_knife: 209 - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
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## Concurrency and Parallelism
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*Libraries for concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio).*
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* [:earth_americas: concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables.
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* [:earth_americas: eventlet](http://eventlet.net/) - Asynchronous framework with WSGI support.
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* [:octocat: gevent](http://www.gevent.org/) - :star: 1287 :fork_and_knife: 202 - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
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* [:earth_americas: multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism.
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* [:octocat: scoop](https://github.com/soravux/scoop) - :star: 518 :fork_and_knife: 83 - Scalable Concurrent Operations in Python.
* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 8097 :fork_and_knife: 478 - Ultra fast implementation of `asyncio` event loop on top of `libuv`.
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## Configuration
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*Libraries for storing and parsing configuration options.*
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* [:octocat: configobj](https://github.com/DiffSK/configobj) - :star: 258 :fork_and_knife: 62 - INI file parser with validation.
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* [:earth_americas: configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser.
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* [:octocat: hydra](https://github.com/facebookresearch/hydra) - :star: 4940 :fork_and_knife: 397 - Hydra is a framework for elegantly configuring complex applications.
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* [:earth_americas: profig](https://profig.readthedocs.io/en/latest/) - Config from multiple formats with value conversion.
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* [:octocat: python-decouple](https://github.com/henriquebastos/python-decouple) - :star: 1906 :fork_and_knife: 145 - Strict separation of settings from code.
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## Cryptography
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* [:earth_americas: cryptography](https://cryptography.io/en/latest/) - A package designed to expose cryptographic primitives and recipes to Python developers.
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* [:octocat: paramiko](https://github.com/paramiko/paramiko) - :star: 7254 :fork_and_knife: 1729 - The leading native Python SSHv2 protocol library.
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* [:earth_americas: passlib](https://passlib.readthedocs.io/en/stable/) - Secure password storage/hashing library, very high level.
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* [:octocat: pynacl](https://github.com/pyca/pynacl) - :star: 813 :fork_and_knife: 195 - Python binding to the Networking and Cryptography (NaCl) library.
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## Data Analysis
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*Libraries for data analyzing.*
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* [:octocat: AWS Data Wrangler](https://github.com/awslabs/aws-data-wrangler) - :star: 2192 :fork_and_knife: 364 - Pandas on AWS.
* [:octocat: Blaze](https://github.com/blaze/blaze) - :star: 2993 :fork_and_knife: 383 - NumPy and Pandas interface to Big Data.
* [:octocat: Open Mining](https://github.com/mining/mining) - :star: 1160 :fork_and_knife: 232 - Business Intelligence (BI) in Pandas interface.
* [:octocat: Optimus](https://github.com/ironmussa/Optimus) - :star: 1120 :fork_and_knife: 210 - Agile Data Science Workflows made easy with PySpark.
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* [:earth_americas: Orange](https://orange.biolab.si/) - Data mining, data visualization, analysis and machine learning through visual programming or scripts.
* [:earth_americas: Pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools.
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## Data Validation
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*Libraries for validating data. Used for forms in many cases.*
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* [:octocat: Cerberus](https://github.com/pyeve/cerberus) - :star: 2604 :fork_and_knife: 214 - A lightweight and extensible data validation library.
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* [:earth_americas: colander](https://docs.pylonsproject.org/projects/colander/en/latest/) - Validating and deserializing data obtained via XML, JSON, an HTML form post.
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* [:octocat: jsonschema](https://github.com/Julian/jsonschema) - :star: 3395 :fork_and_knife: 485 - An implementation of [JSON Schema](http://json-schema.org/) for Python.
* [:octocat: schema](https://github.com/keleshev/schema) - :star: 2443 :fork_and_knife: 180 - A library for validating Python data structures.
* [:octocat: Schematics](https://github.com/schematics/schematics) - :star: 2448 :fork_and_knife: 298 - Data Structure Validation.
* [:octocat: valideer](https://github.com/podio/valideer) - :star: 246 :fork_and_knife: 18 - Lightweight extensible data validation and adaptation library.
* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - :star: 1698 :fork_and_knife: 195 - A Python data validation library.
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## Data Visualization
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*Libraries for visualizing data. Also see [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).*
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* [:octocat: Altair](https://github.com/altair-viz/altair) - :star: 6987 :fork_and_knife: 630 - Declarative statistical visualization library for Python.
* [:octocat: Bokeh](https://github.com/bokeh/bokeh) - :star: 15604 :fork_and_knife: 3801 - Interactive Web Plotting for Python.
* [:octocat: bqplot](https://github.com/bloomberg/bqplot) - :star: 3156 :fork_and_knife: 447 - Interactive Plotting Library for the Jupyter Notebook
* [:octocat: Cartopy](https://github.com/SciTools/cartopy) - :star: 933 :fork_and_knife: 293 - A cartographic python library with matplotlib support
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* [:earth_americas: Dash](https://plot.ly/products/dash/) - Built on top of Flask, React and Plotly aimed at analytical web applications.
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* [:octocat: awesome-dash](https://github.com/Acrotrend/awesome-dash) - :star: 1263 :fork_and_knife: 186
* [:octocat: diagrams](https://github.com/mingrammer/diagrams) - :star: 15294 :fork_and_knife: 854 - Diagram as Code.
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* [:earth_americas: Matplotlib](http://matplotlib.org/) - A Python 2D plotting library.
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* [:octocat: plotnine](https://github.com/has2k1/plotnine) - :star: 2813 :fork_and_knife: 150 - A grammar of graphics for Python based on ggplot2.
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* [:earth_americas: Pygal](http://www.pygal.org/en/latest/) - A Python SVG Charts Creator.
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* [:earth_americas: PyGraphviz](https://pypi.org/project/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/).
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* [:earth_americas: PyQtGraph](http://www.pyqtgraph.org/) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
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* [:octocat: Seaborn](https://github.com/mwaskom/seaborn) - :star: 8820 :fork_and_knife: 1509 - Statistical data visualization using Matplotlib.
* [:octocat: VisPy](https://github.com/vispy/vispy) - :star: 2742 :fork_and_knife: 575 - High-performance scientific visualization based on OpenGL.
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## Database
*Databases implemented in Python.*
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* [:octocat: pickleDB](https://github.com/patx/pickledb) - :star: 608 :fork_and_knife: 105 - A simple and lightweight key-value store for Python.
* [:octocat: tinydb](https://github.com/msiemens/tinydb) - :star: 4595 :fork_and_knife: 411 - A tiny, document-oriented database.
* [:octocat: ZODB](https://github.com/zopefoundation/ZODB) - :star: 485 :fork_and_knife: 72 - A native object database for Python. A key-value and object graph database.
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## Database Drivers
*Libraries for connecting and operating databases.*
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* MySQL - [awesome-mysql](http://shlomi-noach.github.io/awesome-mysql/)
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* [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - :star: 1966 :fork_and_knife: 346 - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
* [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - :star: 6634 :fork_and_knife: 1315 - A pure Python MySQL driver compatible to mysql-python.
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* PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
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* [:earth_americas: psycopg2](http://initd.org/psycopg/) - The most popular PostgreSQL adapter for Python.
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* [:octocat: queries](https://github.com/gmr/queries) - :star: 236 :fork_and_knife: 29 - A wrapper of the psycopg2 library for interacting with PostgreSQL.
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* Other Relational Databases
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* [:earth_americas: pymssql](https://pymssql.readthedocs.io/en/latest/) - A simple database interface to Microsoft SQL Server.
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* [:octocat: SuperSQLite](https://github.com/plasticityai/supersqlite) - :star: 681 :fork_and_knife: 21 - A supercharged SQLite library built on top of [apsw](https://github.com/rogerbinns/apsw).
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* NoSQL Databases
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* [:octocat: cassandra-driver](https://github.com/datastax/python-driver) - :star: 1258 :fork_and_knife: 469 - The Python Driver for Apache Cassandra.
* [:octocat: happybase](https://github.com/wbolster/happybase) - :star: 572 :fork_and_knife: 160 - A developer-friendly library for Apache HBase.
* [:octocat: kafka-python](https://github.com/dpkp/kafka-python) - :star: 4581 :fork_and_knife: 1193 - The Python client for Apache Kafka.
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* [:earth_americas: py2neo](https://py2neo.org/) - A client library and toolkit for working with Neo4j.
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* [:octocat: pymongo](https://github.com/mongodb/mongo-python-driver) - :star: 3433 :fork_and_knife: 1008 - The official Python client for MongoDB.
* [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - :star: 9694 :fork_and_knife: 2017 - The Python client for Redis.
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* Asynchronous Clients
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* [:octocat: motor](https://github.com/mongodb/motor) - :star: 1797 :fork_and_knife: 163 - The async Python driver for MongoDB.
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## Date and Time
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*Libraries for working with dates and times.*
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* [:earth_americas: Arrow](https://arrow.readthedocs.io/en/latest/) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
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* [:octocat: Chronyk](https://github.com/KoffeinFlummi/Chronyk) - :star: 315 :fork_and_knife: 13 - A Python 3 library for parsing human-written times and dates.
* [:octocat: dateutil](https://github.com/dateutil/dateutil) - :star: 1669 :fork_and_knife: 386 - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
* [:octocat: delorean](https://github.com/myusuf3/delorean/) - :star: 1784 :fork_and_knife: 124 - A library for clearing up the inconvenient truths that arise dealing with datetimes.
* [:octocat: maya](https://github.com/timofurrer/maya) - :star: 3292 :fork_and_knife: 212 - Datetimes for Humans.
* [:octocat: moment](https://github.com/zachwill/moment) - :star: 682 :fork_and_knife: 40 - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/).
* [:octocat: Pendulum](https://github.com/sdispater/pendulum) - :star: 4563 :fork_and_knife: 262 - Python datetimes made easy.
* [:octocat: PyTime](https://github.com/shinux/PyTime) - :star: 142 :fork_and_knife: 21 - An easy-to-use Python module which aims to operate date/time/datetime by string.
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* [:earth_americas: pytz](https://launchpad.net/pytz) - World timezone definitions, modern and historical. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
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* [:octocat: when.py](https://github.com/dirn/When.py) - :star: 186 :fork_and_knife: 17 - Providing user-friendly functions to help perform common date and time actions.
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## Debugging Tools
*Libraries for debugging code.*
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* pdb-like Debugger
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* [:octocat: ipdb](https://github.com/gotcha/ipdb) - :star: 1479 :fork_and_knife: 133 - IPython-enabled [pdb](https://docs.python.org/3/library/pdb.html).
* [:octocat: pdb++](https://github.com/antocuni/pdb) - :star: 814 :fork_and_knife: 48 - Another drop-in replacement for pdb.
* [:octocat: pudb](https://github.com/inducer/pudb) - :star: 2221 :fork_and_knife: 185 - A full-screen, console-based Python debugger.
* [:octocat: wdb](https://github.com/Kozea/wdb) - :star: 1534 :fork_and_knife: 108 - An improbable web debugger through WebSockets.
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* Tracing
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* [:octocat: lptrace](https://github.com/khamidou/lptrace) - :star: 678 :fork_and_knife: 40 - [strace](http://man7.org/linux/man-pages/man1/strace.1.html) for Python programs.
* [:octocat: manhole](https://github.com/ionelmc/python-manhole) - :star: 313 :fork_and_knife: 16 - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.
* [:octocat: pyringe](https://github.com/google/pyringe) - :star: 1612 :fork_and_knife: 74 - Debugger capable of attaching to and injecting code into Python processes.
* [:octocat: python-hunter](https://github.com/ionelmc/python-hunter) - :star: 642 :fork_and_knife: 36 - A flexible code tracing toolkit.
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* Profiler
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* [:octocat: line_profiler](https://github.com/rkern/line_profiler) - :star: 3557 :fork_and_knife: 252 - Line-by-line profiling.
* [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - :star: 65 :fork_and_knife: 12 - Monitor Memory usage of Python code.
* [:octocat: profiling](https://github.com/what-studio/profiling) - :star: 2992 :fork_and_knife: 121 - An interactive Python profiler.
* [:octocat: py-spy](https://github.com/benfred/py-spy) - :star: 7434 :fork_and_knife: 278 - A sampling profiler for Python programs. Written in Rust.
* [:octocat: pyflame](https://github.com/uber/pyflame) - :star: 2924 :fork_and_knife: 225 - A ptracing profiler For Python.
* [:octocat: vprof](https://github.com/nvdv/vprof) - :star: 3779 :fork_and_knife: 167 - Visual Python profiler.
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* Others
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* [:octocat: django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar) - :star: 6684 :fork_and_knife: 945 - Display various debug information for Django.
* [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - :star: 1267 :fork_and_knife: 166 - A drop-in replacement for Django's runserver.
* [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - :star: 814 :fork_and_knife: 124 - A port of the django-debug-toolbar to flask.
* [:octocat: icecream](https://github.com/gruns/icecream) - :star: 5395 :fork_and_knife: 106 - Inspect variables, expressions, and program execution with a single, simple function call.
* [:octocat: pyelftools](https://github.com/eliben/pyelftools) - :star: 1313 :fork_and_knife: 418 - Parsing and analyzing ELF files and DWARF debugging information.
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## Deep Learning
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*Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning).*
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* [:octocat: caffe](https://github.com/BVLC/caffe) - :star: 31993 :fork_and_knife: 18893 - A fast open framework for deep learning..
* [:octocat: keras](https://github.com/keras-team/keras) - :star: 52835 :fork_and_knife: 18841 - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
* [:octocat: mxnet](https://github.com/dmlc/mxnet) - :star: 19688 :fork_and_knife: 6875 - A deep learning framework designed for both efficiency and flexibility.
* [:octocat: pytorch](https://github.com/pytorch/pytorch) - :star: 51359 :fork_and_knife: 14048 - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
* [:octocat: SerpentAI](https://github.com/SerpentAI/SerpentAI) - :star: 6050 :fork_and_knife: 712 - Game agent framework. Use any video game as a deep learning sandbox.
* [:octocat: tensorflow](https://github.com/tensorflow/tensorflow) - :star: 159718 :fork_and_knife: 85641 - The most popular Deep Learning framework created by Google.
* [:octocat: Theano](https://github.com/Theano/Theano) - :star: 9483 :fork_and_knife: 2510 - A library for fast numerical computation.
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## DevOps Tools
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*Software and libraries for DevOps.*
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* Configuration Management
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* [:octocat: ansible](https://github.com/ansible/ansible) - :star: 50281 :fork_and_knife: 21180 - A radically simple IT automation platform.
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* [:earth_americas: cloudinit](https://cloudinit.readthedocs.io/en/latest/) - A multi-distribution package that handles early initialization of a cloud instance.
* [:earth_americas: OpenStack](https://www.openstack.org/) - Open source software for building private and public clouds.
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* [:octocat: pyinfra](https://github.com/Fizzadar/pyinfra) - :star: 1371 :fork_and_knife: 137 - A versatile CLI tools and python libraries to automate infrastructure.
* [:octocat: saltstack](https://github.com/saltstack/salt) - :star: 11970 :fork_and_knife: 5186 - Infrastructure automation and management system.
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* SSH-style Deployment
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* [:octocat: cuisine](https://github.com/sebastien/cuisine) - :star: 1246 :fork_and_knife: 162 - Chef-like functionality for Fabric.
* [:octocat: fabric](https://github.com/fabric/fabric) - :star: 13057 :fork_and_knife: 1845 - A simple, Pythonic tool for remote execution and deployment.
* [:octocat: fabtools](https://github.com/fabtools/fabtools) - :star: 1247 :fork_and_knife: 213 - Tools for writing awesome Fabric files.
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* Process Management
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* [:octocat: honcho](https://github.com/nickstenning/honcho) - :star: 1434 :fork_and_knife: 131 - A Python clone of [Foreman](https://github.com/ddollar/foreman), for managing Procfile-based applications.
* [:octocat: supervisor](https://github.com/Supervisor/supervisor) - :star: 7020 :fork_and_knife: 1153 - Supervisor process control system for UNIX.
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* Monitoring
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* [:octocat: psutil](https://github.com/giampaolo/psutil) - :star: 7731 :fork_and_knife: 1155 - A cross-platform process and system utilities module.
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* Backup
* [:earth_americas: BorgBackup](https://www.borgbackup.org/) - A deduplicating archiver with compression and encryption.
* Others
* [:earth_americas: docker-compose](https://docs.docker.com/compose/) - Fast, isolated development environments using [Docker](https://www.docker.com/).
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## Distributed Computing
*Frameworks and libraries for Distributed Computing.*
* Batch Processing
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* [:octocat: dask](https://github.com/dask/dask) - :star: 8877 :fork_and_knife: 1362 - A flexible parallel computing library for analytic computing.
* [:octocat: luigi](https://github.com/spotify/luigi) - :star: 15061 :fork_and_knife: 2305 - A module that helps you build complex pipelines of batch jobs.
* [:octocat: mrjob](https://github.com/Yelp/mrjob) - :star: 2565 :fork_and_knife: 597 - Run MapReduce jobs on Hadoop or Amazon Web Services.
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* [:earth_americas: PySpark](https://pypi.org/project/pyspark/) - [Apache Spark](https://spark.apache.org/) Python API.
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* [:octocat: Ray](https://github.com/ray-project/ray/) - :star: 17718 :fork_and_knife: 2969 - A system for parallel and distributed Python that unifies the machine learning ecosystem.
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* Stream Processing
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* [:octocat: faust](https://github.com/robinhood/faust) - :star: 5807 :fork_and_knife: 488 - A stream processing library, porting the ideas from [Kafka Streams](https://kafka.apache.org/documentation/streams/) to Python.
* [:octocat: streamparse](https://github.com/Parsely/streamparse) - :star: 1442 :fork_and_knife: 216 - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).
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## Distribution
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*Libraries to create packaged executables for release distribution.*
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* [:octocat: dh-virtualenv](https://github.com/spotify/dh-virtualenv) - :star: 1491 :fork_and_knife: 173 - Build and distribute a virtualenv as a Debian package.
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* [:earth_americas: Nuitka](http://nuitka.net/) - Compile scripts, modules, packages to an executable or extension module.
* [:earth_americas: py2app](http://pythonhosted.org/py2app/) - Freezes Python scripts (Mac OS X).
* [:earth_americas: py2exe](http://www.py2exe.org/) - Freezes Python scripts (Windows).
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* [:octocat: pyarmor](https://github.com/dashingsoft/pyarmor) - :star: 1192 :fork_and_knife: 149 - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - :star: 8474 :fork_and_knife: 1721 - Converts Python programs into stand-alone executables (cross-platform).
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* [:earth_americas: pynsist](http://pynsist.readthedocs.io/en/latest/) - A tool to build Windows installers, installers bundle Python itself.
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* [:octocat: shiv](https://github.com/linkedin/shiv) - :star: 1256 :fork_and_knife: 75 - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
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## Documentation
*Libraries for generating project documentation.*
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* [:octocat: sphinx](https://github.com/sphinx-doc/sphinx/) - :star: 4183 :fork_and_knife: 1573 - Python Documentation generator.
* [:octocat: awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc) - :star: 757 :fork_and_knife: 64
* [:octocat: pdoc](https://github.com/mitmproxy/pdoc) - :star: 1047 :fork_and_knife: 118 - Epydoc replacement to auto generate API documentation for Python libraries.
* [:octocat: pycco](https://github.com/pycco-docs/pycco) - :star: 759 :fork_and_knife: 143 - The literate-programming-style documentation generator.
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## Downloader
*Libraries for downloading.*
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* [:octocat: akshare](https://github.com/jindaxiang/akshare) - :star: 4103 :fork_and_knife: 854 - A financial data interface library, built for human beings!
* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - :star: 3725 :fork_and_knife: 831 - A command line tool for managing Amazon S3 and CloudFront.
* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - :star: 1142 :fork_and_knife: 192 - Super S3 command line tool, good for higher performance.
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* [:earth_americas: you-get](https://you-get.org/) - A YouTube/Youku/Niconico video downloader written in Python 3.
* [:earth_americas: youtube-dl](https://rg3.github.io/youtube-dl/) - A small command-line program to download videos from YouTube.
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## E-commerce
*Frameworks and libraries for e-commerce and payments.*
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* [:octocat: alipay](https://github.com/lxneng/alipay) - :star: 322 :fork_and_knife: 99 - Unofficial Alipay API for Python.
* [:octocat: Cartridge](https://github.com/stephenmcd/cartridge) - :star: 632 :fork_and_knife: 291 - A shopping cart app built using the Mezzanine.
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* [:earth_americas: django-oscar](http://oscarcommerce.com/) - An open-source e-commerce framework for Django.
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* [:octocat: django-shop](https://github.com/awesto/django-shop) - :star: 2657 :fork_and_knife: 933 - A Django based shop system.
* [:octocat: forex-python](https://github.com/MicroPyramid/forex-python) - :star: 431 :fork_and_knife: 143 - Foreign exchange rates, Bitcoin price index and currency conversion.
* [:octocat: merchant](https://github.com/agiliq/merchant) - :star: 977 :fork_and_knife: 175 - A Django app to accept payments from various payment processors.
* [:octocat: money](https://github.com/carlospalol/money) - :star: 198 :fork_and_knife: 26 - `Money` class with optional CLDR-backed locale-aware formatting and an extensible currency exchange.
* [:octocat: python-currencies](https://github.com/Alir3z4/python-currencies) - :star: 54 :fork_and_knife: 13 - Display money format and its filthy currencies.
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* [:earth_americas: saleor](http://getsaleor.com/) - An e-commerce storefront for Django.
* [:earth_americas: shoop](https://www.shuup.com/en/) - An open source E-Commerce platform based on Django.
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## Editor Plugins and IDEs
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* Emacs
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* [:octocat: elpy](https://github.com/jorgenschaefer/elpy) - :star: 1719 :fork_and_knife: 228 - Emacs Python Development Environment.
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* Sublime Text
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* [:octocat: anaconda](https://github.com/DamnWidget/anaconda) - :star: 2122 :fork_and_knife: 248 - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.
* [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - :star: 916 :fork_and_knife: 108 - A Sublime Text plugin to the awesome auto-complete library Jedi.
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* Vim
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* [:octocat: jedi-vim](https://github.com/davidhalter/jedi-vim) - :star: 4883 :fork_and_knife: 371 - Vim bindings for the Jedi auto-completion library for Python.
* [:octocat: python-mode](https://github.com/python-mode/python-mode) - :star: 5276 :fork_and_knife: 891 - An all in one plugin for turning Vim into a Python IDE.
* [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - :star: 23324 :fork_and_knife: 2702 - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
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* Visual Studio
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* [:octocat: PTVS](https://github.com/Microsoft/PTVS) - :star: 2378 :fork_and_knife: 676 - Python Tools for Visual Studio.
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* Visual Studio Code
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* [:earth_americas: Python](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
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* IDE
* [:earth_americas: PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
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* [:octocat: spyder](https://github.com/spyder-ide/spyder) - :star: 6589 :fork_and_knife: 1336 - Open Source Python IDE.
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## Email
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*Libraries for sending and parsing email.*
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* Mail Servers
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* [:octocat: modoboa](https://github.com/modoboa/modoboa) - :star: 1959 :fork_and_knife: 277 - A mail hosting and management platform including a modern Web UI.
* [:octocat: salmon](https://github.com/moggers87/salmon) - :star: 504 :fork_and_knife: 51 - A Python Mail Server.
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* Clients
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* [:octocat: imbox](https://github.com/martinrusev/imbox) - :star: 1014 :fork_and_knife: 161 - Python IMAP for Humans.
* [:octocat: yagmail](https://github.com/kootenpv/yagmail) - :star: 2113 :fork_and_knife: 245 - Yet another Gmail/SMTP client.
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* Others
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* [:octocat: flanker](https://github.com/mailgun/flanker) - :star: 1492 :fork_and_knife: 186 - An email address and Mime parsing library.
* [:octocat: mailer](https://github.com/marrow/mailer) - :star: 229 :fork_and_knife: 53 - High-performance extensible mail delivery framework.
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## Environment Management
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*Libraries for Python version and virtual environment management.*
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* [:octocat: pyenv](https://github.com/pyenv/pyenv) - :star: 24827 :fork_and_knife: 2206 - Simple Python version management.
* [:octocat: virtualenv](https://github.com/pypa/virtualenv) - :star: 3981 :fork_and_knife: 909 - A tool to create isolated Python environments.
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## Files
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*Libraries for file manipulation and MIME type detection.*
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* [:earth_americas: mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
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* [:octocat: path.py](https://github.com/jaraco/path.py) - :star: 967 :fork_and_knife: 133 - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
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* [:earth_americas: pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) An cross-platform, object-oriented path library.
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* [:octocat: PyFilesystem2](https://github.com/pyfilesystem/pyfilesystem2) - :star: 1501 :fork_and_knife: 156 - Python's filesystem abstraction layer.
* [:octocat: python-magic](https://github.com/ahupp/python-magic) - :star: 1966 :fork_and_knife: 234 - A Python interface to the libmagic file type identification library.
* [:octocat: Unipath](https://github.com/mikeorr/Unipath) - :star: 497 :fork_and_knife: 37 - An object-oriented approach to file/directory operations.
* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - :star: 4976 :fork_and_knife: 605 - API and shell utilities to monitor file system events.
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## Foreign Function Interface
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*Libraries for providing foreign function interface.*
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* [:earth_americas: cffi](https://pypi.org/project/cffi/) - Foreign Function Interface for Python calling C code.
* [:earth_americas: ctypes](https://docs.python.org/3/library/ctypes.html) - (Python standard library) Foreign Function Interface for Python calling C code.
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* [:earth_americas: PyCUDA](https://mathema.tician.de/software/pycuda/) - A Python wrapper for Nvidia's CUDA API.
* [:earth_americas: SWIG](http://www.swig.org/Doc1.3/Python.html) - Simplified Wrapper and Interface Generator.
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## Forms
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*Libraries for working with forms.*
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* [:octocat: Deform](https://github.com/Pylons/deform) - :star: 370 :fork_and_knife: 160 - Python HTML form generation library influenced by the formish form generation library.
* [:octocat: django-bootstrap3](https://github.com/dyve/django-bootstrap3) - :star: 2264 :fork_and_knife: 689 - Bootstrap 3 integration with Django.
* [:octocat: django-bootstrap4](https://github.com/zostera/django-bootstrap4) - :star: 936 :fork_and_knife: 231 - Bootstrap 4 integration with Django.
* [:octocat: django-crispy-forms](https://github.com/django-crispy-forms/django-crispy-forms) - :star: 4319 :fork_and_knife: 694 - A Django app which lets you create beautiful forms in a very elegant and DRY way.
* [:octocat: django-remote-forms](https://github.com/WiserTogether/django-remote-forms) - :star: 213 :fork_and_knife: 109 - A platform independent Django form serializer.
* [:octocat: WTForms](https://github.com/wtforms/wtforms) - :star: 1255 :fork_and_knife: 358 - A flexible forms validation and rendering library.
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## Functional Programming
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*Functional Programming with Python.*
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* [:octocat: Coconut](https://github.com/evhub/coconut) - :star: 3304 :fork_and_knife: 102 - A variant of Python built for simple, elegant, Pythonic functional programming.
* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - :star: 800 :fork_and_knife: 61 - Cython implementation of `Toolz`: High performance functional utilities.
* [:octocat: fn.py](https://github.com/kachayev/fn.py) - :star: 3139 :fork_and_knife: 191 - Functional programming in Python: implementation of missing features to enjoy FP.
* [:octocat: funcy](https://github.com/Suor/funcy) - :star: 2649 :fork_and_knife: 120 - A fancy and practical functional tools.
* [:octocat: more-itertools](https://github.com/erikrose/more-itertools) - :star: 2149 :fork_and_knife: 184 - More routines for operating on iterables, beyond `itertools`.
* [:octocat: returns](https://github.com/dry-python/returns) - :star: 1922 :fork_and_knife: 83 - A set of type-safe monads, transformers, and composition utilities.
* [:octocat: Toolz](https://github.com/pytoolz/toolz) - :star: 3672 :fork_and_knife: 227 - A collection of functional utilities for iterators, functions, and dictionaries.
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## GUI Development
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*Libraries for working with graphical user interface applications.*
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* [:earth_americas: curses](https://docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.
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* [:octocat: Eel](https://github.com/ChrisKnott/Eel) - :star: 4606 :fork_and_knife: 474 - A library for making simple Electron-like offline HTML/JS GUI apps.
* [:octocat: enaml](https://github.com/nucleic/enaml) - :star: 1120 :fork_and_knife: 120 - Creating beautiful user-interfaces with Declarative Syntax like QML.
* [:octocat: Flexx](https://github.com/zoofIO/flexx) - :star: 2767 :fork_and_knife: 252 - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
* [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - :star: 14898 :fork_and_knife: 780 - Turn command line programs into a full GUI application with one line.
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* [:earth_americas: kivy](https://kivy.org/) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
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* [:octocat: pyglet](https://github.com/pyglet/pyglet) - :star: 942 :fork_and_knife: 187 - A cross-platform windowing and multimedia library for Python.
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* [:earth_americas: PyGObject](https://wiki.gnome.org/Projects/PyGObject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
* [:earth_americas: PyQt](https://riverbankcomputing.com/software/pyqt/intro) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
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* [:octocat: PySimpleGUI](https://github.com/PySimpleGUI/PySimpleGUI) - :star: 8515 :fork_and_knife: 1249 - Wrapper for tkinter, Qt, WxPython and Remi.
* [:octocat: pywebview](https://github.com/r0x0r/pywebview/) - :star: 2556 :fork_and_knife: 346 - A lightweight cross-platform native wrapper around a webview component.
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* [:earth_americas: Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package.
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* [:octocat: Toga](https://github.com/pybee/toga) - :star: 2775 :fork_and_knife: 497 - A Python native, OS native GUI toolkit.
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* [:earth_americas: urwid](http://urwid.org/) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
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* [:earth_americas: wxPython](https://wxpython.org/) - A blending of the wxWidgets C++ class library with the Python.
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* [:octocat: DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - :star: 5872 :fork_and_knife: 276 - A Simple GPU accelerated Python GUI framework
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## GraphQL
*Libraries for working with GraphQL.*
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* [:octocat: graphene](https://github.com/graphql-python/graphene/) - :star: 6839 :fork_and_knife: 738 - GraphQL framework for Python.
* [:octocat: tartiflette-aiohttp](https://github.com/tartiflette/tartiflette-aiohttp/) - :star: 52 :fork_and_knife: 7 - An `aiohttp`-based wrapper for Tartiflette to expose GraphQL APIs over HTTP.
* [:octocat: tartiflette-asgi](https://github.com/tartiflette/tartiflette-asgi/) - :star: 95 :fork_and_knife: 14 - ASGI support for the Tartiflette GraphQL engine.
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* [:earth_americas: tartiflette](https://tartiflette.io) - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.
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## Game Development
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*Awesome game development libraries.*
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* [:earth_americas: Arcade](https://arcade.academy/index.html) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
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* [:earth_americas: Cocos2d](http://cocos2d.org/) - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.
* [:earth_americas: Harfang3D](http://www.harfang3d.com) - Python framework for 3D, VR and game development.
* [:earth_americas: Panda3D](https://www.panda3d.org/) - 3D game engine developed by Disney.
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* [:earth_americas: Pygame](http://www.pygame.org/news.html) - Pygame is a set of Python modules designed for writing games.
* [:earth_americas: PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
* [:earth_americas: PyOpenGL](http://pyopengl.sourceforge.net/) - Python ctypes bindings for OpenGL and it's related APIs.
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* [:earth_americas: PySDL2](https://pysdl2.readthedocs.io) - A ctypes based wrapper for the SDL2 library.
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* [:earth_americas: RenPy](https://www.renpy.org/) - A Visual Novel engine.
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## Geolocation
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*Libraries for geocoding addresses and working with latitudes and longitudes.*
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* [:octocat: django-countries](https://github.com/SmileyChris/django-countries) - :star: 1040 :fork_and_knife: 217 - A Django app that provides a country field for models and forms.
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* [:earth_americas: GeoDjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.
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* [:octocat: GeoIP](https://github.com/maxmind/geoip-api-python) - :star: 222 :fork_and_knife: 62 - Python API for MaxMind GeoIP Legacy Database.
* [:octocat: geojson](https://github.com/frewsxcv/python-geojson) - :star: 652 :fork_and_knife: 86 - Python bindings and utilities for GeoJSON.
* [:octocat: geopy](https://github.com/geopy/geopy) - :star: 3450 :fork_and_knife: 552 - Python Geocoding Toolbox.
* [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - :star: 481 :fork_and_knife: 115 - Pure Python GeoIP API.
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## HTML Manipulation
*Libraries for working with HTML and XML.*
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* [:earth_americas: BeautifulSoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
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* [:octocat: bleach](https://github.com/mozilla/bleach) - :star: 2230 :fork_and_knife: 225 - A whitelist-based HTML sanitization and text linkification library.
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* [:earth_americas: cssutils](https://pypi.org/project/cssutils/) - A CSS library for Python.
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* [:octocat: html5lib](https://github.com/html5lib/html5lib-python) - :star: 936 :fork_and_knife: 259 - A standards-compliant library for parsing and serializing HTML documents and fragments.
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* [:earth_americas: lxml](http://lxml.de/) - A very fast, easy-to-use and versatile library for handling HTML and XML.
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* [:octocat: MarkupSafe](https://github.com/pallets/markupsafe) - :star: 427 :fork_and_knife: 111 - Implements a XML/HTML/XHTML Markup safe string for Python.
* [:octocat: pyquery](https://github.com/gawel/pyquery) - :star: 2041 :fork_and_knife: 174 - A jQuery-like library for parsing HTML.
* [:octocat: untangle](https://github.com/stchris/untangle) - :star: 526 :fork_and_knife: 78 - Converts XML documents to Python objects for easy access.
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* [:earth_americas: WeasyPrint](http://weasyprint.org) - A visual rendering engine for HTML and CSS that can export to PDF.
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* [:earth_americas: xmldataset](https://xmldataset.readthedocs.io/en/latest/) - Simple XML Parsing.
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* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - :star: 4551 :fork_and_knife: 435 - Working with XML feel like you are working with JSON.
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## HTTP Clients
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*Libraries for working with HTTP.*
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* [:octocat: grequests](https://github.com/spyoungtech/grequests) - :star: 3878 :fork_and_knife: 336 - requests + gevent for asynchronous HTTP requests.
* [:octocat: httplib2](https://github.com/httplib2/httplib2) - :star: 419 :fork_and_knife: 151 - Comprehensive HTTP client library.
* [:octocat: httpx](https://github.com/encode/httpx) - :star: 7755 :fork_and_knife: 506 - A next generation HTTP client for Python.
* [:octocat: requests](https://github.com/psf/requests) - :star: 46185 :fork_and_knife: 8482 - HTTP Requests for Humans.
* [:octocat: treq](https://github.com/twisted/treq) - :star: 537 :fork_and_knife: 144 - Python requests like API built on top of Twisted's HTTP client.
* [:octocat: urllib3](https://github.com/shazow/urllib3) - :star: 2791 :fork_and_knife: 875 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
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## Hardware
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*Libraries for programming with hardware.*
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* [:earth_americas: ino](http://inotool.org/) - Command line toolkit for working with [Arduino](https://www.arduino.cc/).
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* [:octocat: keyboard](https://github.com/boppreh/keyboard) - :star: 2565 :fork_and_knife: 308 - Hook and simulate global keyboard events on Windows and Linux.
* [:octocat: mouse](https://github.com/boppreh/mouse) - :star: 526 :fork_and_knife: 78 - Hook and simulate global mouse events on Windows and Linux.
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* [:earth_americas: Pingo](http://www.pingo.io/) - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.
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* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - :star: 977 :fork_and_knife: 244 - A module for cross-platform control of the mouse and keyboard.
* [:octocat: scapy](https://github.com/secdev/scapy) - :star: 6749 :fork_and_knife: 1526 - A brilliant packet manipulation library.
* [:octocat: wifi](https://github.com/rockymeza/wifi) - :star: 283 :fork_and_knife: 152 - A Python library and command line tool for working with WiFi on Linux.
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## Image Processing
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*Libraries for manipulating images.*
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* [:octocat: hmap](https://github.com/rossgoodwin/hmap) - :star: 188 :fork_and_knife: 21 - Image histogram remapping.
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* [:earth_americas: imgSeek](https://sourceforge.net/projects/imgseek/) - A project for searching a collection of images using visual similarity.
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* [:octocat: nude.py](https://github.com/hhatto/nude.py) - :star: 823 :fork_and_knife: 132 - Nudity detection.
* [:octocat: pagan](https://github.com/daboth/pagan) - :star: 234 :fork_and_knife: 31 - Retro identicon (Avatar) generation based on input string and hash.
* [:octocat: pillow](https://github.com/python-pillow/Pillow) - :star: 9030 :fork_and_knife: 1730 - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
* [:octocat: python-barcode](https://github.com/WhyNotHugo/python-barcode) - :star: 275 :fork_and_knife: 85 - Create barcodes in Python with no extra dependencies.
* [:octocat: pygram](https://github.com/ajkumar25/pygram) - :star: 102 :fork_and_knife: 12 - Instagram-like image filters.
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* [:earth_americas: PyMatting](http://github.com/pymatting/pymatting) - A library for alpha matting.
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* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - :star: 2724 :fork_and_knife: 466 - A pure Python QR Code generator.
* [:octocat: pywal](https://github.com/dylanaraps/pywal) - :star: 5709 :fork_and_knife: 234 - A tool that generates color schemes from images.
* [:octocat: pyvips](https://github.com/libvips/pyvips) - :star: 356 :fork_and_knife: 31 - A fast image processing library with low memory needs.
* [:octocat: Quads](https://github.com/fogleman/Quads) - :star: 1036 :fork_and_knife: 125 - Computer art based on quadtrees.
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* [:earth_americas: scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.
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* [:octocat: thumbor](https://github.com/thumbor/thumbor) - :star: 8585 :fork_and_knife: 731 - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
* [:octocat: wand](https://github.com/dahlia/wand) - :star: 1121 :fork_and_knife: 188 - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
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## Implementations
*Implementations of Python.*
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* [:octocat: CLPython](https://github.com/metawilm/cl-python) - :star: 326 :fork_and_knife: 32 - Implementation of the Python programming language written in Common Lisp.
* [:octocat: CPython](https://github.com/python/cpython) - :star: 40663 :fork_and_knife: 20374 - **Default, most widely used implementation of the Python programming language written in C.**
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* [:earth_americas: Cython](http://cython.org/) - Optimizing Static Compiler for Python.
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* [:octocat: Grumpy](https://github.com/google/grumpy) - :star: 10383 :fork_and_knife: 668 - More compiler than interpreter as more powerful CPython2.7 replacement (alpha).
* [:octocat: IronPython](https://github.com/IronLanguages/ironpython3) - :star: 1581 :fork_and_knife: 191 - Implementation of the Python programming language written in C#.
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* [:earth_americas: Jython](https://hg.python.org/jython) - Implementation of Python programming language written in Java for the JVM.
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* [:octocat: MicroPython](https://github.com/micropython/micropython) - :star: 13110 :fork_and_knife: 4785 - A lean and efficient Python programming language implementation.
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* [:earth_americas: Numba](http://numba.pydata.org/) - Python JIT compiler to LLVM aimed at scientific Python.
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* [:octocat: PeachPy](https://github.com/Maratyszcza/PeachPy) - :star: 1573 :fork_and_knife: 135 - x86-64 assembler embedded in Python.
* [:octocat: Pyjion](https://github.com/Microsoft/Pyjion) - :star: 1465 :fork_and_knife: 91 - A JIT for Python based upon CoreCLR.
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* [:earth_americas: PyPy](https://foss.heptapod.net/pypy/pypy) - A very fast and compliant implementation of the Python language.
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* [:octocat: Pyston](https://github.com/dropbox/pyston) - :star: 4974 :fork_and_knife: 314 - A Python implementation using JIT techniques.
* [:octocat: Stackless Python](https://github.com/stackless-dev/stackless) - :star: 754 :fork_and_knife: 52 - An enhanced version of the Python programming language.
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## Interactive Interpreter
*Interactive Python interpreters (REPL).*
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* [:octocat: bpython](https://github.com/bpython/bpython) - :star: 1949 :fork_and_knife: 201 - A fancy interface to the Python interpreter.
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* [:earth_americas: Jupyter Notebook (IPython)](https://jupyter.org) - A rich toolkit to help you make the most out of using Python interactively.
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* [:octocat: awesome-jupyter](https://github.com/markusschanta/awesome-jupyter) - :star: 2433 :fork_and_knife: 311
* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - :star: 4320 :fork_and_knife: 247 - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
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## Internationalization
*Libraries for working with i18n.*
* [:earth_americas: Babel](http://babel.pocoo.org/en/latest/) - An internationalization library for Python.
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* [:octocat: PyICU](https://github.com/ovalhub/pyicu) - :star: 129 :fork_and_knife: 58 - A wrapper of International Components for Unicode C++ library ([ICU](http://site.icu-project.org/)).
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## Job Scheduler
*Libraries for scheduling jobs.*
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* [:earth_americas: Airflow](https://airflow.apache.org/) - Airflow is a platform to programmatically author, schedule and monitor workflows.
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* [:earth_americas: APScheduler](http://apscheduler.readthedocs.io/en/latest/) - A light but powerful in-process task scheduler that lets you schedule functions.
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* [:octocat: django-schedule](https://github.com/thauber/django-schedule) - :star: 798 :fork_and_knife: 289 - A calendaring app for Django.
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* [:earth_americas: doit](http://pydoit.org/) - A task runner and build tool.
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* [:octocat: gunnery](https://github.com/gunnery/gunnery) - :star: 729 :fork_and_knife: 78 - Multipurpose task execution tool for distributed systems with web-based interface.
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* [:earth_americas: Joblib](https://joblib.readthedocs.io/) - A set of tools to provide lightweight pipelining in Python.
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* [:octocat: Plan](https://github.com/fengsp/plan) - :star: 1143 :fork_and_knife: 95 - Writing crontab file in Python like a charm.
* [:octocat: Prefect](https://github.com/PrefectHQ/prefect) - :star: 7505 :fork_and_knife: 706 - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
* [:octocat: schedule](https://github.com/dbader/schedule) - :star: 9054 :fork_and_knife: 823 - Python job scheduling for humans.
* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - :star: 1033 :fork_and_knife: 242 - A powerful workflow engine implemented in pure Python.
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* [:earth_americas: TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
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## Logging
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*Libraries for generating and working with logs.*
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* [:earth_americas: logbook](http://logbook.readthedocs.io/en/stable/) - Logging replacement for Python.
* [:earth_americas: logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
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* [:octocat: loguru](https://github.com/Delgan/loguru) - :star: 9975 :fork_and_knife: 447 - Library which aims to bring enjoyable logging in Python.
* [:octocat: sentry-python](https://github.com/getsentry/sentry-python) - :star: 1058 :fork_and_knife: 239 - Sentry SDK for Python.
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* [:earth_americas: structlog](https://www.structlog.org/en/stable/) - Structured logging made easy.
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## Machine Learning
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*Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python).*
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* [:octocat: gym](https://github.com/openai/gym) - :star: 25431 :fork_and_knife: 7285 - A toolkit for developing and comparing reinforcement learning algorithms.
* [:octocat: H2O](https://github.com/h2oai/h2o-3) - :star: 5570 :fork_and_knife: 1880 - Open Source Fast Scalable Machine Learning Platform.
* [:octocat: Metrics](https://github.com/benhamner/Metrics) - :star: 1451 :fork_and_knife: 434 - Machine learning evaluation metrics.
* [:octocat: NuPIC](https://github.com/numenta/nupic) - :star: 6282 :fork_and_knife: 1578 - Numenta Platform for Intelligent Computing.
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* [:earth_americas: scikit-learn](http://scikit-learn.org/) - The most popular Python library for Machine Learning.
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* [:earth_americas: Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library.
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* [:octocat: vowpal_porpoise](https://github.com/josephreisinger/vowpal_porpoise) - :star: 161 :fork_and_knife: 30 - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/).
* [:octocat: xgboost](https://github.com/dmlc/xgboost) - :star: 21683 :fork_and_knife: 8173 - A scalable, portable, and distributed gradient boosting library.
* [:octocat: MindsDB](https://github.com/mindsdb/mindsdb) - :star: 3986 :fork_and_knife: 504 - 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.
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## Microsoft Windows
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*Python programming on Microsoft Windows.*
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* [:earth_americas: Python(x,y)](http://python-xy.github.io/) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.
* [:earth_americas: pythonlibs](http://www.lfd.uci.edu/~gohlke/pythonlibs/) - Unofficial Windows binaries for Python extension packages.
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* [:octocat: PythonNet](https://github.com/pythonnet/pythonnet) - :star: 2752 :fork_and_knife: 531 - Python Integration with the .NET Common Language Runtime (CLR).
* [:octocat: PyWin32](https://github.com/mhammond/pywin32) - :star: 3336 :fork_and_knife: 636 - Python Extensions for Windows.
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* [:earth_americas: WinPython](https://winpython.github.io/) - Portable development environment for Windows 7/8.
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## Miscellaneous
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*Useful libraries or tools that don't fit in the categories above.*
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* [:octocat: blinker](https://github.com/jek/blinker) - :star: 1276 :fork_and_knife: 158 - A fast Python in-process signal/event dispatching system.
* [:octocat: boltons](https://github.com/mahmoud/boltons) - :star: 5614 :fork_and_knife: 314 - A set of pure-Python utilities.
* [:octocat: itsdangerous](https://github.com/pallets/itsdangerous) - :star: 2295 :fork_and_knife: 192 - Various helpers to pass trusted data to untrusted environments.
* [:octocat: magenta](https://github.com/magenta/magenta) - :star: 17063 :fork_and_knife: 3518 - A tool to generate music and art using artificial intelligence.
* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - :star: 979 :fork_and_knife: 148 - A simple but flexible plugin system for Python.
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* [:earth_americas: tryton](http://www.tryton.org/) - A general purpose business framework.
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## Natural Language Processing
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*Libraries for working with human languages.*
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- General
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* [:octocat: gensim](https://github.com/RaRe-Technologies/gensim) - :star: 12543 :fork_and_knife: 4075 - Topic Modeling for Humans.
* [:octocat: langid.py](https://github.com/saffsd/langid.py) - :star: 1866 :fork_and_knife: 281 - Stand-alone language identification system.
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* [:earth_americas: nltk](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data.
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* [:octocat: pattern](https://github.com/clips/pattern) - :star: 8066 :fork_and_knife: 1573 - A web mining module.
* [:octocat: polyglot](https://github.com/aboSamoor/polyglot) - :star: 1902 :fork_and_knife: 310 - Natural language pipeline supporting hundreds of languages.
* [:octocat: pytext](https://github.com/facebookresearch/pytext) - :star: 6252 :fork_and_knife: 813 - A natural language modeling framework based on PyTorch.
* [:octocat: PyTorch-NLP](https://github.com/PetrochukM/PyTorch-NLP) - :star: 1965 :fork_and_knife: 243 - A toolkit enabling rapid deep learning NLP prototyping for research.
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* [:earth_americas: spacy](https://spacy.io/) - A library for industrial-strength natural language processing in Python and Cython.
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* [:octocat: Stanza](https://github.com/stanfordnlp/stanza) - :star: 5726 :fork_and_knife: 741 - The Stanford NLP Group's official Python library, supporting 60+ languages.
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- Chinese
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* [:octocat: funNLP](https://github.com/fighting41love/funNLP) - :star: 34029 :fork_and_knife: 9901 - A collection of tools and datasets for Chinese NLP.
* [:octocat: jieba](https://github.com/fxsjy/jieba) - :star: 27134 :fork_and_knife: 6370 - The most popular Chinese text segmentation library.
* [:octocat: pkuseg-python](https://github.com/lancopku/pkuseg-python) - :star: 5619 :fork_and_knife: 896 - A toolkit for Chinese word segmentation in various domains.
* [:octocat: snownlp](https://github.com/isnowfy/snownlp) - :star: 5571 :fork_and_knife: 1302 - A library for processing Chinese text.
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## Network Virtualization
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*Tools and libraries for Virtual Networking and SDN (Software Defined Networking).*
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* [:octocat: mininet](https://github.com/mininet/mininet) - :star: 4108 :fork_and_knife: 1545 - A popular network emulator and API written in Python.
* [:octocat: napalm](https://github.com/napalm-automation/napalm) - :star: 1769 :fork_and_knife: 489 - Cross-vendor API to manipulate network devices.
* [:octocat: pox](https://github.com/noxrepo/pox) - :star: 546 :fork_and_knife: 448 - A Python-based SDN control applications, such as OpenFlow SDN controllers.
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## News Feed
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*Libraries for building user's activities.*
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* [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - :star: 1955 :fork_and_knife: 469 - Generating generic activity streams from the actions on your site.
* [:octocat: Stream Framework](https://github.com/tschellenbach/Stream-Framework) - :star: 4562 :fork_and_knife: 554 - Building news feed and notification systems using Cassandra and Redis.
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## ORM
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*Libraries that implement Object-Relational Mapping or data mapping techniques.*
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* Relational Databases
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* [:earth_americas: Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
* [:earth_americas: SQLAlchemy](https://www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper.
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* [:octocat: awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy) - :star: 2293 :fork_and_knife: 139
* [:octocat: dataset](https://github.com/pudo/dataset) - :star: 4083 :fork_and_knife: 276 - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
* [:octocat: orator](https://github.com/sdispater/orator) - :star: 1299 :fork_and_knife: 154 - The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
* [:octocat: orm](https://github.com/encode/orm) - :star: 1418 :fork_and_knife: 80 - An async ORM.
* [:octocat: peewee](https://github.com/coleifer/peewee) - :star: 8639 :fork_and_knife: 1309 - A small, expressive ORM.
* [:octocat: pony](https://github.com/ponyorm/pony/) - :star: 2710 :fork_and_knife: 204 - ORM that provides a generator-oriented interface to SQL.
* [:octocat: pydal](https://github.com/web2py/pydal/) - :star: 392 :fork_and_knife: 123 - A pure Python Database Abstraction Layer.
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* NoSQL Databases
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* [:octocat: hot-redis](https://github.com/stephenmcd/hot-redis) - :star: 273 :fork_and_knife: 29 - Rich Python data types for Redis.
* [:octocat: mongoengine](https://github.com/MongoEngine/mongoengine) - :star: 3588 :fork_and_knife: 1166 - A Python Object-Document-Mapper for working with MongoDB.
* [:octocat: PynamoDB](https://github.com/pynamodb/PynamoDB) - :star: 1743 :fork_and_knife: 376 - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
* [:octocat: redisco](https://github.com/kiddouk/redisco) - :star: 434 :fork_and_knife: 84 - A Python Library for Simple Models and Containers Persisted in Redis.
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## Package Management
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*Libraries for package and dependency management.*
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* [:earth_americas: pip](https://pip.pypa.io/en/stable/) - The package installer for Python.
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* [:octocat: pip-tools](https://github.com/jazzband/pip-tools) - :star: 5260 :fork_and_knife: 465 - A set of tools to keep your pinned Python dependencies fresh.
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* [:earth_americas: PyPI](https://pypi.org/)
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* [:octocat: conda](https://github.com/conda/conda/) - :star: 4338 :fork_and_knife: 1090 - Cross-platform, Python-agnostic binary package manager.
* [:octocat: poetry](https://github.com/sdispater/poetry) - :star: 16684 :fork_and_knife: 1380 - Python dependency management and packaging made easy.
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## Package Repositories
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*Local PyPI repository server and proxies.*
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* [:octocat: bandersnatch](https://github.com/pypa/bandersnatch/) - :star: 262 :fork_and_knife: 104 - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
* [:octocat: devpi](https://github.com/devpi/devpi) - :star: 497 :fork_and_knife: 93 - PyPI server and packaging/testing/release tool.
* [:octocat: localshop](https://github.com/jazzband/localshop) - :star: 372 :fork_and_knife: 117 - Local PyPI server (custom packages and auto-mirroring of pypi).
* [:octocat: warehouse](https://github.com/pypa/warehouse) - :star: 2790 :fork_and_knife: 816 - Next generation Python Package Repository (PyPI).
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## Penetration Testing
*Frameworks and tools for penetration testing.*
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* [:octocat: fsociety](https://github.com/Manisso/fsociety) - :star: 7045 :fork_and_knife: 1610 - A Penetration testing framework.
* [:octocat: setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - :star: 6929 :fork_and_knife: 2094 - A toolkit for social engineering.
* [:octocat: sqlmap](https://github.com/sqlmapproject/sqlmap) - :star: 21333 :fork_and_knife: 4519 - Automatic SQL injection and database takeover tool.
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## Permissions
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*Libraries that allow or deny users access to data or functionality.*
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* [:octocat: django-guardian](https://github.com/django-guardian/django-guardian) - :star: 3050 :fork_and_knife: 522 - Implementation of per object permissions for Django 1.2+
* [:octocat: django-rules](https://github.com/dfunckt/django-rules) - :star: 1359 :fork_and_knife: 106 - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
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## Processes
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*Libraries for starting and communicating with OS processes.*
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* [:octocat: delegator.py](https://github.com/amitt001/delegator.py) - :star: 1575 :fork_and_knife: 81 - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
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* [:earth_americas: sarge](https://sarge.readthedocs.io/en/latest/) - Yet another wrapper for subprocess.
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* [:octocat: sh](https://github.com/amoffat/sh) - :star: 5875 :fork_and_knife: 448 - A full-fledged subprocess replacement for Python.
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## Recommender Systems
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*Libraries for building recommender systems.*
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* [:octocat: annoy](https://github.com/spotify/annoy) - :star: 9051 :fork_and_knife: 966 - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
* [:octocat: fastFM](https://github.com/ibayer/fastFM) - :star: 942 :fork_and_knife: 195 - A library for Factorization Machines.
* [:octocat: implicit](https://github.com/benfred/implicit) - :star: 2501 :fork_and_knife: 518 - A fast Python implementation of collaborative filtering for implicit datasets.
* [:octocat: libffm](https://github.com/guestwalk/libffm) - :star: 1519 :fork_and_knife: 460 - A library for Field-aware Factorization Machine (FFM).
* [:octocat: lightfm](https://github.com/lyst/lightfm) - :star: 3803 :fork_and_knife: 615 - A Python implementation of a number of popular recommendation algorithms.
* [:octocat: spotlight](https://github.com/maciejkula/spotlight) - :star: 2590 :fork_and_knife: 398 - Deep recommender models using PyTorch.
* [:octocat: Surprise](https://github.com/NicolasHug/Surprise) - :star: 5050 :fork_and_knife: 894 - A scikit for building and analyzing recommender systems.
* [:octocat: tensorrec](https://github.com/jfkirk/tensorrec) - :star: 1164 :fork_and_knife: 221 - A Recommendation Engine Framework in TensorFlow.
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## Refactoring
*Refactoring tools and libraries for Python*
* [:earth_americas: Bicycle Repair Man](http://bicyclerepair.sourceforge.net/) - Bicycle Repair Man, a refactoring tool for Python.
* [:earth_americas: Bowler](https://pybowler.io/) - Safe code refactoring for modern Python.
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* [:octocat: Rope](https://github.com/python-rope/rope) - :star: 1209 :fork_and_knife: 145 - Rope is a python refactoring library.
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## RESTful API
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*Libraries for building RESTful APIs.*
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* Django
* [:earth_americas: django-rest-framework](http://www.django-rest-framework.org/) - A powerful and flexible toolkit to build web APIs.
* [:earth_americas: django-tastypie](http://tastypieapi.org/) - Creating delicious APIs for Django apps.
* Flask
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* [:octocat: eve](https://github.com/pyeve/eve) - :star: 6393 :fork_and_knife: 738 - REST API framework powered by Flask, MongoDB and good intentions.
* [:octocat: flask-api](https://github.com/flask-api/flask-api) - :star: 1276 :fork_and_knife: 158 - Browsable Web APIs for Flask.
* [:octocat: flask-restful](https://github.com/flask-restful/flask-restful) - :star: 6185 :fork_and_knife: 960 - Quickly building REST APIs for Flask.
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* Pyramid
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* [:octocat: cornice](https://github.com/Cornices/cornice) - :star: 369 :fork_and_knife: 153 - A RESTful framework for Pyramid.
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* Framework agnostic
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* [:octocat: apistar](https://github.com/encode/apistar) - :star: 5591 :fork_and_knife: 435 - A smart Web API framework, designed for Python 3.
* [:octocat: falcon](https://github.com/falconry/falcon) - :star: 8585 :fork_and_knife: 848 - A high-performance framework for building cloud APIs and web app backends.
* [:octocat: fastapi](https://github.com/tiangolo/fastapi) - :star: 36879 :fork_and_knife: 2698 - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
* [:octocat: hug](https://github.com/hugapi/hug) - :star: 6561 :fork_and_knife: 373 - A Python 3 framework for cleanly exposing APIs.
* [:octocat: sandman2](https://github.com/jeffknupp/sandman2) - :star: 1739 :fork_and_knife: 189 - Automated REST APIs for existing database-driven systems.
* [:octocat: sanic](https://github.com/huge-success/sanic) - :star: 15497 :fork_and_knife: 1390 - A Python 3.6+ web server and web framework that's written to go fast.
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* [:earth_americas: vibora](https://vibora.io/) - Fast, efficient and asynchronous Web framework inspired by Flask.
## Robotics
*Libraries for robotics.*
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* [:octocat: PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - :star: 13370 :fork_and_knife: 4372 - This is a compilation of various robotics algorithms with visualizations.
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* [:earth_americas: rospy](http://wiki.ros.org/rospy) - This is a library for ROS (Robot Operating System).
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## RPC Servers
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*RPC-compatible servers.*
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* [:octocat: RPyC](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - :star: 1062 :fork_and_knife: 205 - A transparent and symmetric RPC library for Python
* [:octocat: zeroRPC](https://github.com/0rpc/zerorpc-python) - :star: 2853 :fork_and_knife: 368 - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
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## Science
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*Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists).*
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* [:earth_americas: astropy](http://www.astropy.org/) - A community Python library for Astronomy.
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* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - :star: 838 :fork_and_knife: 342 - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
* [:octocat: bccb](https://github.com/chapmanb/bcbb) - :star: 515 :fork_and_knife: 225 - Collection of useful code related to biological analysis.
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* [:earth_americas: Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation.
* [:earth_americas: cclib](http://cclib.github.io/) - A library for parsing and interpreting the results of computational chemistry packages.
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* [:earth_americas: Colour](http://colour-science.org/) - Implementing a comprehensive number of colour theory transformations and algorithms.
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* [:octocat: Karate Club](https://github.com/benedekrozemberczki/karateclub) - :star: 1416 :fork_and_knife: 168 - Unsupervised machine learning toolbox for graph structured data.
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* [:earth_americas: NetworkX](https://networkx.github.io/) - A high-productivity software for complex networks.
* [:earth_americas: NIPY](http://nipy.org) - A collection of neuroimaging toolkits.
* [:earth_americas: NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python.
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* [:octocat: ObsPy](https://github.com/obspy/obspy/wiki/) - A Python toolbox for seismology.
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* [:earth_americas: Open Babel](http://openbabel.org/wiki/Main_Page) - A chemical toolbox designed to speak the many languages of chemical data.
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* [:earth_americas: PyDy](http://www.pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
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* [:octocat: PyMC](https://github.com/pymc-devs/pymc3) - :star: 6072 :fork_and_knife: 1448 - Markov Chain Monte Carlo sampling toolkit.
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* [:earth_americas: QuTiP](http://qutip.org/) - Quantum Toolbox in Python.
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* [:earth_americas: RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software.
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* [:earth_americas: SciPy](https://www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
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* [:earth_americas: SimPy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
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* [:octocat: statsmodels](https://github.com/statsmodels/statsmodels) - :star: 6726 :fork_and_knife: 2331 - Statistical modeling and econometrics in Python.
* [:octocat: SymPy](https://github.com/sympy/sympy) - :star: 8493 :fork_and_knife: 3480 - A Python library for symbolic mathematics.
* [:octocat: Zipline](https://github.com/quantopian/zipline) - :star: 14502 :fork_and_knife: 4178 - A Pythonic algorithmic trading library.
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## Search
*Libraries and software for indexing and performing search queries on data.*
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* [:octocat: django-haystack](https://github.com/django-haystack/django-haystack) - :star: 3219 :fork_and_knife: 1263 - Modular search for Django.
* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - :star: 3337 :fork_and_knife: 708 - The official high-level Python client for Elasticsearch.
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* [:earth_americas: elasticsearch-py](https://www.elastic.co/guide/en/elasticsearch/client/python-api/current/index.html) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
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* [:octocat: pysolr](https://github.com/django-haystack/pysolr) - :star: 598 :fork_and_knife: 320 - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
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* [:earth_americas: whoosh](http://whoosh.readthedocs.io/en/latest/) - A fast, pure Python search engine library.
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## Serialization
*Libraries for serializing complex data types*
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* [:octocat: marshmallow](https://github.com/marshmallow-code/marshmallow) - :star: 5760 :fork_and_knife: 582 - A lightweight library for converting complex objects to and from simple Python datatypes.
* [:octocat: pysimdjson](https://github.com/TkTech/pysimdjson) - :star: 480 :fork_and_knife: 35 - A Python bindings for [simdjson](https://github.com/lemire/simdjson).
* [:octocat: python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - :star: 429 :fork_and_knife: 36 - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
* [:octocat: ultrajson](https://github.com/esnme/ultrajson) - :star: 3441 :fork_and_knife: 336 - A fast JSON decoder and encoder written in C with Python bindings.
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## Serverless Frameworks
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*Frameworks for developing serverless Python code.*
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* [:octocat: python-lambda](https://github.com/nficano/python-lambda) - :star: 1326 :fork_and_knife: 219 - A toolkit for developing and deploying Python code in AWS Lambda.
* [:octocat: Zappa](https://github.com/Miserlou/Zappa) - :star: 11849 :fork_and_knife: 1271 - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
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## Shell
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*Shells based on Python.*
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* [:octocat: xonsh](https://github.com/xonsh/xonsh/) - :star: 5190 :fork_and_knife: 515 - A Python-powered, cross-platform, Unix-gazing shell language and command prompt.
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## Specific Formats Processing
*Libraries for parsing and manipulating specific text formats.*
* General
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* [:octocat: tablib](https://github.com/jazzband/tablib) - :star: 4023 :fork_and_knife: 570 - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
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* Office
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* [:octocat: docxtpl](https://github.com/elapouya/python-docx-template) - :star: 1122 :fork_and_knife: 272 - Editing a docx document by jinja2 template
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* [:earth_americas: openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
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* [:octocat: pyexcel](https://github.com/pyexcel/pyexcel) - :star: 962 :fork_and_knife: 142 - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
* [:octocat: python-docx](https://github.com/python-openxml/python-docx) - :star: 2807 :fork_and_knife: 783 - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
* [:octocat: python-pptx](https://github.com/scanny/python-pptx) - :star: 1361 :fork_and_knife: 339 - Python library for creating and updating PowerPoint (.pptx) files.
* [:octocat: unoconv](https://github.com/unoconv/unoconv) - :star: 2202 :fork_and_knife: 402 - Convert between any document format supported by LibreOffice/OpenOffice.
* [:octocat: XlsxWriter](https://github.com/jmcnamara/XlsxWriter) - :star: 2691 :fork_and_knife: 548 - A Python module for creating Excel .xlsx files.
* [:octocat: xlwings](https://github.com/ZoomerAnalytics/xlwings) - :star: 2115 :fork_and_knife: 381 - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
* [:octocat: xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - :star: 981 :fork_and_knife: 284 - Writing and reading data and formatting information from Excel files.
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* PDF
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* [:octocat: PDFMiner](https://github.com/euske/pdfminer) - :star: 4674 :fork_and_knife: 1068 - A tool for extracting information from PDF documents.
* [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - :star: 3862 :fork_and_knife: 988 - A library capable of splitting, merging and transforming PDF pages.
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* [:earth_americas: ReportLab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
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* Markdown
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* [:octocat: Mistune](https://github.com/lepture/mistune) - :star: 1979 :fork_and_knife: 200 - Fastest and full featured pure Python parsers of Markdown.
* [:octocat: Python-Markdown](https://github.com/waylan/Python-Markdown) - :star: 2661 :fork_and_knife: 689 - A Python implementation of John Grubers Markdown.
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* YAML
* [:earth_americas: PyYAML](http://pyyaml.org/) - YAML implementations for Python.
* CSV
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* [:octocat: csvkit](https://github.com/wireservice/csvkit) - :star: 4737 :fork_and_knife: 559 - Utilities for converting to and working with CSV.
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* Archive
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* [:octocat: unp](https://github.com/mitsuhiko/unp) - :star: 398 :fork_and_knife: 60 - A command line tool that can unpack archives easily.
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## Static Site Generator
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*Static site generator is a software that takes some text + templates as input and produces HTML files on the output.*
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* [:octocat: lektor](https://github.com/lektor/lektor) - :star: 3480 :fork_and_knife: 281 - An easy to use static CMS and blog engine.
* [:octocat: mkdocs](https://github.com/mkdocs/mkdocs/) - :star: 12948 :fork_and_knife: 1844 - Markdown friendly documentation generator.
* [:octocat: makesite](https://github.com/sunainapai/makesite) - :star: 1572 :fork_and_knife: 249 - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
* [:octocat: nikola](https://github.com/getnikola/nikola) - :star: 2192 :fork_and_knife: 417 - A static website and blog generator.
* [:octocat: pelican](https://github.com/getpelican/pelican) - :star: 10599 :fork_and_knife: 1741 - Static site generator that supports Markdown and reST syntax.
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## Tagging
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*Libraries for tagging items.*
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* [:octocat: django-taggit](https://github.com/jazzband/django-taggit) - :star: 2721 :fork_and_knife: 577 - Simple tagging for Django.
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## Task Queues
*Libraries for working with task queues.*
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* [:earth_americas: celery](https://docs.celeryproject.org/en/stable/) - An asynchronous task queue/job queue based on distributed message passing.
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* [:octocat: daramatiq](https://github.com/Bogdanp/dramatiq) - :star: 2770 :fork_and_knife: 201 - A fast and reliable background task processing library for Python 3.
* [:octocat: huey](https://github.com/coleifer/huey) - :star: 3675 :fork_and_knife: 320 - Little multi-threaded task queue.
* [:octocat: mrq](https://github.com/pricingassistant/mrq) - :star: 848 :fork_and_knife: 115 - A distributed worker task queue in Python using Redis & gevent.
* [:octocat: rq](https://github.com/rq/rq) - :star: 7922 :fork_and_knife: 1253 - Simple job queues for Python.
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## Template Engine
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*Libraries and tools for templating and lexing.*
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* [:earth_americas: Genshi](https://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output.
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* [:octocat: Jinja2](https://github.com/pallets/jinja) - :star: 8024 :fork_and_knife: 1432 - A modern and designer friendly templating language.
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* [:earth_americas: Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform.
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## Testing
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*Libraries for testing codebases and generating test data.*
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* Testing Frameworks
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* [:octocat: hypothesis](https://github.com/HypothesisWorks/hypothesis) - :star: 5421 :fork_and_knife: 474 - Hypothesis is an advanced Quickcheck style property based testing library.
* [:octocat: nose2](https://github.com/nose-devs/nose2) - :star: 690 :fork_and_knife: 136 - The successor to `nose`, based on `unittest2.
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* [:earth_americas: pytest](https://docs.pytest.org/en/latest/) - A mature full-featured Python testing tool.
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* [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - :star: 6349 :fork_and_knife: 1787 - A generic test automation framework.
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* [:earth_americas: unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
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* Test Runners
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* [:octocat: green](https://github.com/CleanCut/green) - :star: 709 :fork_and_knife: 75 - A clean, colorful test runner.
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* [:earth_americas: mamba](http://nestorsalceda.github.io/mamba/) - The definitive testing tool for Python. Born under the banner of BDD.
* [:earth_americas: tox](https://tox.readthedocs.io/en/latest/) - Auto builds and tests distributions in multiple Python versions
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* GUI / Web Testing
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* [:octocat: locust](https://github.com/locustio/locust) - :star: 17289 :fork_and_knife: 2254 - Scalable user load testing tool written in Python.
* [:octocat: PyAutoGUI](https://github.com/asweigart/pyautogui) - :star: 5603 :fork_and_knife: 766 - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
* [:octocat: Schemathesis](https://github.com/kiwicom/schemathesis) - :star: 1004 :fork_and_knife: 73 - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
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* [:earth_americas: Selenium](https://pypi.org/project/selenium/) - Python bindings for [Selenium](http://www.seleniumhq.org/) WebDriver.
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* [:octocat: sixpack](https://github.com/seatgeek/sixpack) - :star: 1710 :fork_and_knife: 189 - A language-agnostic A/B Testing framework.
* [:octocat: splinter](https://github.com/cobrateam/splinter) - :star: 2447 :fork_and_knife: 497 - Open source tool for testing web applications.
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* Mock
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* [:earth_americas: doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
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* [:octocat: freezegun](https://github.com/spulec/freezegun) - :star: 3023 :fork_and_knife: 208 - Travel through time by mocking the datetime module.
* [:octocat: httmock](https://github.com/patrys/httmock) - :star: 429 :fork_and_knife: 52 - A mocking library for requests for Python 2.6+ and 3.2+.
* [:octocat: httpretty](https://github.com/gabrielfalcao/HTTPretty) - :star: 1912 :fork_and_knife: 250 - HTTP request mock tool for Python.
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* [:earth_americas: mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
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* [:octocat: mocket](https://github.com/mindflayer/python-mocket) - :star: 219 :fork_and_knife: 36 - A socket mock framework with gevent/asyncio/SSL support.
* [:octocat: responses](https://github.com/getsentry/responses) - :star: 3344 :fork_and_knife: 280 - A utility library for mocking out the requests Python library.
* [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - :star: 2102 :fork_and_knife: 291 - Record and replay HTTP interactions on your tests.
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* Object Factories
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* [:octocat: factory_boy](https://github.com/FactoryBoy/factory_boy) - :star: 2648 :fork_and_knife: 331 - A test fixtures replacement for Python.
* [:octocat: mixer](https://github.com/klen/mixer) - :star: 773 :fork_and_knife: 90 - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.
* [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - :star: 926 :fork_and_knife: 156 - Creating random fixtures for testing in Django.
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* Code Coverage
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* [:earth_americas: coverage](https://pypi.org/project/coverage/) - Code coverage measurement.
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* Fake Data
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* [:octocat: fake2db](https://github.com/emirozer/fake2db) - :star: 2090 :fork_and_knife: 115 - Fake database generator.
* [:octocat: faker](https://github.com/joke2k/faker) - :star: 13134 :fork_and_knife: 1510 - A Python package that generates fake data.
* [:octocat: mimesis](https://github.com/lk-geimfari/mimesis) - :star: 3374 :fork_and_knife: 281 - is a Python library that help you generate fake data.
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* [:earth_americas: radar](https://pypi.org/project/radar/) - Generate random datetime / time.
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## Text Processing
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*Libraries for parsing and manipulating plain texts.*
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* General
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* [:octocat: chardet](https://github.com/chardet/chardet) - :star: 1617 :fork_and_knife: 217 - Python 2/3 compatible character encoding detector.
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* [:earth_americas: difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas.
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* [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - :star: 3076 :fork_and_knife: 104 - Makes Unicode text less broken and more consistent automagically.
* [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - :star: 8525 :fork_and_knife: 876 - Fuzzy String Matching.
* [:octocat: Levenshtein](https://github.com/ztane/python-Levenshtein/) - :star: 1031 :fork_and_knife: 139 - Fast computation of Levenshtein distance and string similarity.
* [:octocat: pangu.py](https://github.com/vinta/pangu.py) - :star: 175 :fork_and_knife: 23 - Paranoid text spacing.
* [:octocat: pyfiglet](https://github.com/pwaller/pyfiglet) - :star: 897 :fork_and_knife: 94 - An implementation of figlet written in Python.
* [:octocat: pypinyin](https://github.com/mozillazg/python-pinyin) - :star: 3429 :fork_and_knife: 510 - Convert Chinese hanzi (漢字) to pinyin (拼音).
* [:octocat: textdistance](https://github.com/orsinium/textdistance) - :star: 2515 :fork_and_knife: 202 - Compute distance between sequences with 30+ algorithms.
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* [:earth_americas: unidecode](https://pypi.org/project/Unidecode/) - ASCII transliterations of Unicode text.
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* Slugify
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* [:octocat: awesome-slugify](https://github.com/dimka665/awesome-slugify) - :star: 460 :fork_and_knife: 43 - A Python slugify library that can preserve unicode.
* [:octocat: python-slugify](https://github.com/un33k/python-slugify) - :star: 1110 :fork_and_knife: 86 - A Python slugify library that translates unicode to ASCII.
* [:octocat: unicode-slugify](https://github.com/mozilla/unicode-slugify) - :star: 294 :fork_and_knife: 52 - A slugifier that generates unicode slugs with Django as a dependency.
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* Unique identifiers
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* [:octocat: hashids](https://github.com/davidaurelio/hashids-python) - :star: 1250 :fork_and_knife: 88 - Implementation of [hashids](http://hashids.org) in Python.
* [:octocat: shortuuid](https://github.com/skorokithakis/shortuuid) - :star: 1523 :fork_and_knife: 94 - A generator library for concise, unambiguous and URL-safe UUIDs.
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* Parser
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* [:octocat: ply](https://github.com/dabeaz/ply) - :star: 2012 :fork_and_knife: 349 - Implementation of lex and yacc parsing tools for Python.
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* [:earth_americas: pygments](http://pygments.org/) - A generic syntax highlighter.
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* [:octocat: pyparsing](https://github.com/pyparsing/pyparsing) - :star: 1270 :fork_and_knife: 186 - A general purpose framework for generating parsers.
* [:octocat: python-nameparser](https://github.com/derek73/python-nameparser) - :star: 490 :fork_and_knife: 82 - Parsing human names into their individual components.
* [:octocat: python-phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - :star: 2847 :fork_and_knife: 362 - Parsing, formatting, storing and validating international phone numbers.
* [:octocat: python-user-agents](https://github.com/selwin/python-user-agents) - :star: 1193 :fork_and_knife: 190 - Browser user agent parser.
* [:octocat: sqlparse](https://github.com/andialbrecht/sqlparse) - :star: 2587 :fork_and_knife: 518 - A non-validating SQL parser.
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## Third-party APIs
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*Libraries for accessing third party services APIs. Also see [List of Python API Wrappers and Libraries](https://github.com/realpython/list-of-python-api-wrappers).*
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* [:earth_americas: apache-libcloud](https://libcloud.apache.org/) - One Python library for all clouds.
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* [:octocat: boto3](https://github.com/boto/boto3) - :star: 6749 :fork_and_knife: 1461 - Python interface to Amazon Web Services.
* [:octocat: django-wordpress](https://github.com/istrategylabs/django-wordpress) - :star: 320 :fork_and_knife: 85 - WordPress models and views for Django.
* [:octocat: facebook-sdk](https://github.com/mobolic/facebook-sdk) - :star: 2621 :fork_and_knife: 953 - Facebook Platform Python SDK.
* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - :star: 5128 :fork_and_knife: 2020 - Google APIs Client Library for Python.
* [:octocat: gspread](https://github.com/burnash/gspread) - :star: 5577 :fork_and_knife: 847 - Google Spreadsheets Python API.
* [:octocat: twython](https://github.com/ryanmcgrath/twython) - :star: 1797 :fork_and_knife: 398 - A Python wrapper for the Twitter API.
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## URL Manipulation
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*Libraries for parsing URLs.*
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* [:octocat: furl](https://github.com/gruns/furl) - :star: 2111 :fork_and_knife: 126 - A small Python library that makes parsing and manipulating URLs easy.
* [:octocat: purl](https://github.com/codeinthehole/purl) - :star: 257 :fork_and_knife: 36 - A simple, immutable URL class with a clean API for interrogation and manipulation.
* [:octocat: pyshorteners](https://github.com/ellisonleao/pyshorteners) - :star: 314 :fork_and_knife: 54 - A pure Python URL shortening lib.
* [:octocat: webargs](https://github.com/marshmallow-code/webargs) - :star: 1214 :fork_and_knife: 144 - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
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## Video
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*Libraries for manipulating video and GIFs.*
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* [:earth_americas: moviepy](https://zulko.github.io/moviepy/) - A module for script-based movie editing with many formats, including animated GIFs.
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* [:octocat: scikit-video](https://github.com/aizvorski/scikit-video) - :star: 105 :fork_and_knife: 23 - Video processing routines for SciPy.
* [:octocat: vidgear](https://github.com/abhiTronix/vidgear) - :star: 1939 :fork_and_knife: 145 - Most Powerful multi-threaded Video Processing framework.
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## Web Asset Management
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*Tools for managing, compressing and minifying website assets.*
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* [:octocat: django-compressor](https://github.com/django-compressor/django-compressor) - :star: 2504 :fork_and_knife: 573 - Compresses linked and inline JavaScript or CSS into a single cached file.
* [:octocat: django-pipeline](https://github.com/jazzband/django-pipeline) - :star: 1404 :fork_and_knife: 377 - An asset packaging library for Django.
* [:octocat: django-storages](https://github.com/jschneier/django-storages) - :star: 2000 :fork_and_knife: 732 - A collection of custom storage back ends for Django.
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* [:earth_americas: fanstatic](http://www.fanstatic.org/en/latest/) - Packages, optimizes, and serves static file dependencies as Python packages.
* [:earth_americas: fileconveyor](http://wimleers.com/fileconveyor) - A daemon to detect and sync files to CDNs, S3 and FTP.
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* [:octocat: flask-assets](https://github.com/miracle2k/flask-assets) - :star: 416 :fork_and_knife: 88 - Helps you integrate webassets into your Flask app.
* [:octocat: webassets](https://github.com/miracle2k/webassets) - :star: 900 :fork_and_knife: 257 - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
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## Web Content Extracting
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*Libraries for extracting web contents.*
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* [:octocat: html2text](https://github.com/Alir3z4/html2text) - :star: 1165 :fork_and_knife: 201 - Convert HTML to Markdown-formatted text.
* [:octocat: lassie](https://github.com/michaelhelmick/lassie) - :star: 532 :fork_and_knife: 43 - Web Content Retrieval for Humans.
* [:octocat: micawber](https://github.com/coleifer/micawber) - :star: 551 :fork_and_knife: 82 - A small library for extracting rich content from URLs.
* [:octocat: newspaper](https://github.com/codelucas/newspaper) - :star: 11363 :fork_and_knife: 1872 - News extraction, article extraction and content curation in Python.
* [:octocat: python-readability](https://github.com/buriy/python-readability) - :star: 2034 :fork_and_knife: 328 - Fast Python port of arc90's readability tool.
* [:octocat: requests-html](https://github.com/psf/requests-html) - :star: 12151 :fork_and_knife: 844 - Pythonic HTML Parsing for Humans.
* [:octocat: sumy](https://github.com/miso-belica/sumy) - :star: 2656 :fork_and_knife: 460 - A module for automatic summarization of text documents and HTML pages.
* [:octocat: textract](https://github.com/deanmalmgren/textract) - :star: 3115 :fork_and_knife: 461 - Extract text from any document, Word, PowerPoint, PDFs, etc.
* [:octocat: toapi](https://github.com/gaojiuli/toapi) - :star: 3186 :fork_and_knife: 234 - Every web site provides APIs.
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## Web Crawling
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*Libraries to automate web scraping.*
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* [:octocat: cola](https://github.com/chineking/cola) - :star: 1410 :fork_and_knife: 548 - A distributed crawling framework.
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* [:earth_americas: feedparser](https://pythonhosted.org/feedparser/) - Universal feed parser.
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* [:octocat: grab](https://github.com/lorien/grab) - :star: 2129 :fork_and_knife: 265 - Site scraping framework.
* [:octocat: MechanicalSoup](https://github.com/MechanicalSoup/MechanicalSoup) - :star: 3829 :fork_and_knife: 361 - A Python library for automating interaction with websites.
* [:octocat: portia](https://github.com/scrapinghub/portia) - :star: 8287 :fork_and_knife: 1343 - Visual scraping for Scrapy.
* [:octocat: pyspider](https://github.com/binux/pyspider) - :star: 15158 :fork_and_knife: 3610 - A powerful spider system.
* [:octocat: robobrowser](https://github.com/jmcarp/robobrowser) - :star: 3564 :fork_and_knife: 338 - A simple, Pythonic library for browsing the web without a standalone web browser.
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* [:earth_americas: scrapy](https://scrapy.org/) - A fast high-level screen scraping and web crawling framework.
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## Web Frameworks
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*Traditional full stack web frameworks. Also see [RESTful API](https://github.com/vinta/awesome-python#restful-api).*
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* Synchronous
* [:earth_americas: Django](https://www.djangoproject.com/) - The most popular web framework in Python.
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* [:octocat: awesome-django](https://github.com/shahraizali/awesome-django) - :star: 679 :fork_and_knife: 133
* [:octocat: awesome-django](https://github.com/wsvincent/awesome-django) - :star: 4557 :fork_and_knife: 768
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* [:earth_americas: Flask](http://flask.pocoo.org/) - A microframework for Python.
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* [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) - :star: 10190 :fork_and_knife: 1477
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* [:earth_americas: Pyramid](https://pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework.
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* [:octocat: awesome-pyramid](https://github.com/uralbash/awesome-pyramid) - :star: 512 :fork_and_knife: 60
* [:octocat: Masonite](https://github.com/MasoniteFramework/masonite) - :star: 1656 :fork_and_knife: 103 - The modern and developer centric Python web framework.
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* Asynchronous
* [:earth_americas: Tornado](http://www.tornadoweb.org/en/latest/) - A web framework and asynchronous networking library.
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## WebSocket
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*Libraries for working with WebSocket.*
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* [:octocat: autobahn-python](https://github.com/crossbario/autobahn-python) - :star: 2302 :fork_and_knife: 628 - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
* [:octocat: channels](https://github.com/django/channels) - :star: 5053 :fork_and_knife: 697 - Developer-friendly asynchrony for Django.
* [:octocat: websockets](https://github.com/aaugustin/websockets) - :star: 3607 :fork_and_knife: 394 - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
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## WSGI Servers
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*WSGI-compatible web servers.*
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* [:octocat: bjoern](https://github.com/jonashaag/bjoern) - :star: 2655 :fork_and_knife: 184 - Asynchronous, very fast and written in C.
* [:octocat: gunicorn](https://github.com/benoitc/gunicorn) - :star: 7878 :fork_and_knife: 1479 - Pre-forked, partly written in C.
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* [:earth_americas: uWSGI](https://uwsgi-docs.readthedocs.io/en/latest/) - A project aims at developing a full stack for building hosting services, written in C.
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* [:octocat: waitress](https://github.com/Pylons/waitress) - :star: 984 :fork_and_knife: 134 - Multi-threaded, powers Pyramid.
* [:octocat: werkzeug](https://github.com/pallets/werkzeug) - :star: 5852 :fork_and_knife: 1581 - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
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# Resources
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Where to discover learning resources or new Python libraries.
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## Books
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- [Fluent Python](https://www.oreilly.com/library/view/fluent-python/9781491946237/)
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## Websites
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* Tutorials
* [:earth_americas: Full Stack Python](https://www.fullstackpython.com/)
* [:earth_americas: Python Cheatsheet](https://www.pythoncheatsheet.org/)
* [:earth_americas: Real Python](https://realpython.com)
* [:earth_americas: The Hitchhikers Guide to Python](https://docs.python-guide.org/)
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* [:octocat: Ultimate Python study guide](https://github.com/huangsam/ultimate-python) - :star: 3175 :fork_and_knife: 311
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* Libraries
* [:earth_americas: Awesome Python @LibHunt](https://python.libhunt.com/)
* Others
* [:earth_americas: Python ZEEF](https://python.zeef.com/alan.richmond)
* [:earth_americas: Pythonic News](https://news.python.sc/)
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* [:octocat: What the f*ck Python!](https://github.com/satwikkansal/wtfpython) - :star: 27424 :fork_and_knife: 2300
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## Newsletters
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* [:earth_americas: Awesome Python Newsletter](http://python.libhunt.com/newsletter)
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* [:earth_americas: Pycoder's Weekly](http://pycoders.com/)
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* [:earth_americas: Python Tricks](https://realpython.com/python-tricks/)
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* [:earth_americas: Python Weekly](http://www.pythonweekly.com/)
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## Podcasts
* [:earth_americas: Django Chat](https://djangochat.com/)
* [:earth_americas: Podcast.\_\_init__](https://podcastinit.com/)
* [:earth_americas: Python Bytes](https://pythonbytes.fm)
* [:earth_americas: Running in Production](https://runninginproduction.com/)
* [:earth_americas: Talk Python To Me](https://talkpython.fm/)
* [:earth_americas: Test and Code](https://testandcode.com/)
* [:earth_americas: The Real Python Podcast](https://realpython.com/podcasts/rpp/)
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# Contributing
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Your contributions are always welcome!
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If you find out any repo has been outdate or its link has not valid anymore, please open a pull request. I will merge it soon.
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If you want to add a new repo, please go to [awesome-python](https://github.com/vinta/awesome-python) and create a pull request first.