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# Python Web Scraping
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This list contains python libraries related to web scraping and data processing
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* [Python Web Scraping](#python-web-scraping)
* [Network](#network)
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* [Web-scraping Frameworks](#web-scraping-frameworks)
* [HTML/XML Parsing](#htmlxml-parsing)
* [Text processing](#text-processing)
* [Specific Formats Processing](#specific-formats-processing)
* [Natural Language Processing](#natural-language-processing)
* [Browser automation and emulation](#browser-automation-and-emulation)
* [Multiprocessing](#multiprocessing)
* [Queue](#queue)
* [Cloud Computing](#cloud-computing)
* [Email](#email)
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* [URL and Network Address Manipulation](#url-and-network-address-manipulation)
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* [Web Content Extracting](#web-content-extracting)
* [Asynchronous](#asynchronous)
* [WebSocket](#websocket)
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* [DNS Resolving](#dns-resolving)
* [Computer Vision](#computer-vision)
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* [Proxy Server](#proxy-server)
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* [Other Python Lists](#other-python-lists)
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## Network
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* General
* [urllib](https://docs.python.org/3.4/library/urllib.html?highlight=urllib#module-urllib) - network library (stdlib)
* [requests](https://github.com/kennethreitz/requests) - network library
* [grab](https://github.com/lorien/grab) - network library (pycurl based)
* [pycurl](https://github.com/pycurl/pycurl) - network library (binding to [libcurl](http://curl.haxx.se/libcurl/))
* [urllib3](https://github.com/shazow/urllib3) - Python HTTP library with thread-safe connection pooling, file post support, sanity friendly, and more.
* [httplib2](https://github.com/jcgregorio/httplib2) - network library
* [RoboBrowser](https://github.com/jmcarp/robobrowser) - A simple, Pythonic library for browsing the web without a standalone web browser.
* [MechanicalSoup](https://github.com/hickford/MechanicalSoup) - A Python library for automating interaction with websites.
* [mechanize](https://github.com/jjlee/mechanize) - Stateful programmatic web browsing.
* [socket](https://docs.python.org/3/library/socket.html) low-level networking interface (stdlib)
* [Unirest for Python](https://github.com/Mashape/unirest-python) - Unirest is a set of lightweight HTTP libraries available in multiple languages
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* [hyper](https://github.com/Lukasa/hyper) - HTTP/2 Client for Python
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* Asynchronous
* [treq](https://github.com/dreid/treq) - requests like API (twisted based)
* [aiohttp](https://github.com/KeepSafe/aiohttp) - http client/server for asyncio (PEP-3156)
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## Web-Scraping Frameworks
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* Full Featured Crawlers
* [grab](http://docs.grablib.org/en/latest/#grab-spider-user-manual) - web-scraping framework (pycurl/multicurl based)
* [scrapy](http://scrapy.org/) - web-scraping framework (twisted based). Does not support Python3.
* [pyspider](https://github.com/binux/pyspider) - A powerful spider system.
* [cola](https://github.com/chineking/cola) - A distributed crawling framework.
* Other
* [portia](https://github.com/scrapinghub/portia) - Visual scraping for Scrapy.
* [restkit](https://github.com/benoitc/restkit) - HTTP resource kit for Python. It allows you to easily access to HTTP resource and build objects around it.
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* [demiurge](https://github.com/matiasb/demiurge) - PyQuery-based scraping micro-framework.
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## HTML/XML Parsing
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* General
* [lxml](http://lxml.de) - effective HTML/XML processing library. Supports XPATH. Written in C.
* [cssselect](https://pythonhosted.org/cssselect) - working with DOM tree with CSS selectors
* [pyquery](http://pythonhosted.org//pyquery/) - working with DOM tree with jQuery-like selectors
* [BeautifulSoup](http://www.crummy.com/software/BeautifulSoup/bs4/doc/) - slow HTML/XMl processing library, written in pure python
* [html5lib](http://html5lib.readthedocs.org/en/latest/) - builds DOM of HTML/XML document according to [WHATWG spec](url=http://www.whatwg.org/). That spec is used in all modern browsers.
* [feedparser](http://pythonhosted.org/feedparser/) - parsing of RSS/ATOM feeds.
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* [MarkupSafe](https://github.com/mitsuhiko/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
* [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
* [xhtml2pdf](https://github.com/chrisglass/xhtml2pdf) - HTML/CSS to PDF converter.
* [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
* Sanitizing
* [Bleach](http://bleach.readthedocs.org/en/latest/) - cleaning of HTML (requires html5lib)
* [sanitize](https://github.com/Alir3z4/sanitize) - Bringing sanity to world of messed-up data.
* Tables
* [rows](https://github.com/turicas/rows) - A common, beautiful interface to tabular data, no matter the format (currently CSV, HTML, XLS, TXT -- more coming!)
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## Text Processing
*Libraries for parsing and manipulating plain texts.*
* General
* [difflib](https://docs.python.org/2/library/difflib.html) - (Python standard library) Helpers for computing deltas.
* [Levenshtein](https://github.com/ztane/python-Levenshtein/) - Fast computation of Levenshtein distance and string similarity.
* [fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - Fuzzy String Matching.
* [esmre](https://code.google.com/p/esmre/) - Regular expression accelerator.
* [ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
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* Transliteration
* [unidecode](https://pypi.python.org/pypi/Unidecode) - ASCII transliterations of Unicode text.
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* Character encoding
* [uniout](https://github.com/moskytw/uniout) - Print readable chars instead of the escaped string.
* [chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector.
* [xpinyin](https://github.com/lxneng/xpinyin) - A library to translate Chinese hanzi (漢字) to pinyin (拼音).
* [pangu.py](https://github.com/vinta/pangu.py) - Spacing texts for CJK and alphanumerics.
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* Slugify
* [awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode.
* [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
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* [unicode-slugify](https://github.com/mozilla/unicode-slugify) - A slugifier that generates unicode slugs.
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* [pytils](https://github.com/j2a/pytils) - Simple tools for processing strings in russian (including pytils.translit.slugify)
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* General Parser
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* [PLY](http://www.dabeaz.com/ply/) - Implementation of lex and yacc parsing tools for Python
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* [pyparsing](http://pyparsing.wikispaces.com/) - A general purpose framework for generating parsers.
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* Human names
* [python-nameparser](https://github.com/derek73/python-nameparser) - Parsing human names into their individual components.
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* Phone Number
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* [phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers.
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* User-agent string
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* [python-user-agents](https://github.com/selwin/python-user-agents) - Browser user agent parser.
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* [HTTP Agent Parser](https://github.com/shon/httpagentparser) - Python HTTP Agent Parser
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## Specific Formats Processing
*Libraries for parsing and manipulating specific text formats.*
* General
* [tablib](https://github.com/kennethreitz/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
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* [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc.
* [messytables](https://github.com/okfn/messytables) - Tools for parsing messy tabular data
* [rows](https://github.com/turicas/rows) - A common, beautiful interface to tabular data, no matter the format (currently CSV, HTML, XLS, TXT -- more coming!)
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* Office
* [python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
* [xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - Writing and reading data and formatting information from Excel files.
* [XlsxWriter](https://xlsxwriter.readthedocs.org/) - A Python module for creating Excel .xlsx files.
* [xlwings](http://xlwings.org/) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
* [openpyxl](https://openpyxl.readthedocs.org/en/latest/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
* [Marmir](https://github.com/brianray/mm) - Takes Python data structures and turns them into spreadsheets.
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* PDF
* [PDFMiner](https://github.com/euske/pdfminer) - A tool for extracting information from PDF documents.
* [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
* [ReportLab](http://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
* [pdftables](https://pypi.python.org/pypi/pdftables) - Extract tables from PDF files directly
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* Markdown
* [Python-Markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
* [Mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
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* [markdown2](https://pypi.python.org/pypi/markdown2) - A fast and complete Python implementation of Markdown
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* YAML
* [PyYAML](http://pyyaml.org/) - YAML implementations for Python.
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* CSS
* [cssutils](https://pypi.python.org/pypi/cssutils/) - A CSS library for Python.
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* ATOM/RSS
* [feedparser](http://pythonhosted.org/feedparser/) - Universal feed parser.
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* SQL
* [sqlparse](https://sqlparse.readthedocs.org/) - A non-validating SQL parser.
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* HTTP
* [http-parser](https://github.com/benoitc/http-parser) - HTTP request/response parser for python in C
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* Microformats
* [opengraph](https://github.com/erikriver/opengraph) - A Python module to parse the Open Graph Protocol tags
* Portable Executable
* [pefile](https://github.com/erocarrera/pefile) - A multi-platform module to parse and work with Portable Executable (aka PE) files.
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* PSD
* [psd-tools](https://github.com/kmike/psd-tools) - reading Adobe Photoshop PSD files (as described in [specification](https://www.adobe.com/devnet-apps/photoshop/fileformatashtml/PhotoshopFileFormats.htm)) to Python data structures.
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## Natural Language Processing
*Libraries for working with human languages.*
* [NLTK](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data.
* [Pattern](http://www.clips.ua.ac.be/pattern) - A web mining module for the Python. It has tools for natural language processing, machine learning, among others.
* [TextBlob](http://textblob.readthedocs.org/) - Providing a consistent API for diving into common NLP tasks. Stands on the giant shoulders of NLTK and Pattern.
* [jieba](https://github.com/fxsjy/jieba) - Chinese Words Segmentation Utilities.
* [SnowNLP](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
* [loso](https://github.com/victorlin/loso) - Another Chinese segmentation library.
* [genius](https://github.com/duanhongyi/genius) - A Chinese segment base on Conditional Random Field.
* [langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system.
* [Korean](https://korean.readthedocs.org/) - A library for [Korean](http://en.wikipedia.org/wiki/Korean_language) morphology.
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* [pymorphy2](https://github.com/kmike/pymorphy2) - Morphological analyzer (POS tagger + inflection engine) for Russian language.
* [pypln](http://www.pypln.org/) - Distributed Natural Language Processing
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## Browser automation and emulation
* [selenium](http://selenium.googlecode.com/git/docs/api/py/api.html) - automating real browsers (Chrome, Firefox, Opera, IE)
* [Ghost.py](http://carrerasrodrigo.github.io/Ghost.py/) - wrapper of QtWebKit (requires PyQT)
* [Spynner](https://github.com/makinacorpus/spynner) - wrapper of QtWebKit QtWebKit (requires PyQT)
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* [Splinter](https://github.com/cobrateam/splinter) - univeral API to browser emulators (selenium webdrivers, django client, zope)
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## Multiprocessing
* [threading](http://docs.python.org/2.7/library/threading.html) - standard python library to run threads. Effective for I/O-bound tasks. Useless for CPU-bound tasks because of python GIL.
* [multiprocessing](http://docs.python.org/2.7/library/multiprocessing.html) - standard python library to run processes.
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* [celery](http://www.celeryproject.org/) - An asynchronous task queue/job queue based on distributed message passing.
* [concurrent-futures](https://docs.python.org/3/library/concurrent.futures.html) - The concurrent.futures module provides a high-level interface for asynchronously executing callables.
## Asynchronous
*Libraries for asynchronous networking programming.*
* [asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library in Python 3.4+) Asynchronous I/O, event loop, coroutines and tasks.
* [Twisted](https://twistedmatrix.com/trac/) - An event-driven networking engine.
* [Tornado](http://www.tornadoweb.org/) - A Web framework and asynchronous networking library.
* [pulsar](https://github.com/quantmind/pulsar) - Event-driven concurrent framework for Python.
* [diesel](https://github.com/jamwt/diesel) - Greenlet-based event I/O Framework for Python.
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* [gevent](http://www.gevent.org/) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
* [eventlet](http://eventlet.net/) - Asynchronous framework with WSGI support.
* [Tomorrow](https://github.com/madisonmay/Tomorrow) - Magic decorator syntax for asynchronous code.
## Queue
* [celery](http://www.celeryproject.org/) - An asynchronous task queue/job queue based on distributed message passing.
* [huey](https://github.com/coleifer/huey) - Little multi-threaded task queue.
* [mrq](https://github.com/pricingassistant/mrq) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent.
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* [RQ](http://python-rq.org/docs/) - lightweight task queue manager based on redis
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* [simpleq](https://github.com/rdegges/simpleq) - A simple, infinitely scalable, Amazon SQS based queue.
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* [python-gearman](https://github.com/Yelp/python-gearman) - python API for Gearman
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## Cloud Computing
* [picloud](http://docs.picloud.com/) - executing python-code in cloud
* [dominoup.com](http://www.dominoup.com/) - executing R, Python и matlab code in cloud
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## Email
*Libraries for parsing email.*
* [flanker](https://github.com/mailgun/flanker) - A email address and Mime parsing library.
* [Talon](https://github.com/mailgun/talon) - Mailgun library to extract message quotations and signatures.
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## URL and Network Address Manipulation
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*Libraries for parsing/modifying URLs and network addresses.*
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* URL
* [furl](https://github.com/gruns/furl) - A small Python library that makes manipulating URLs simple.
* [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
* [urllib.parse](https://docs.python.org/3/library/urllib.parse.html) - interface to break Uniform Resource Locator (URL) strings up in components (addressing scheme, network location, path etc.), to combine the components back into a URL string, and to convert a “relative URL” to an absolute URL given a “base URL.” (stdlib)
* [tldextract](https://github.com/john-kurkowski/tldextract) - Accurately separate the TLD from the registered domain and subdomains of a URL, using the Public Suffix List.
* Network Address
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* [netaddr](https://github.com/drkjam/netaddr) - A Python library for representing and manipulating network addresses.
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## Web Content Extracting
*Libraries for extracting web contents.*
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* Text and Meta Data from HTML pages
* [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
* [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
* [python-goose](https://github.com/grangier/python-goose) - HTML Content/Article Extractor.
* [lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans.
* [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
* [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
* [Haul](https://github.com/vinta/Haul) - An Extensible Image Crawler.
* [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
* [scrapely](https://github.com/scrapy/scrapely) - Library for extracting structured data from HTML pages. Given some example web pages and the data to be extracted, scrapely constructs a parser for all similar pages.
* Video
* [youtube-dl](http://rg3.github.io/youtube-dl/) - A small command-line program to download videos from YouTube.
* [you-get](http://www.soimort.org/you-get/) - A YouTube/Youku/Niconico video downloader written in Python 3.
* Wiki
* [WikiTeam](https://github.com/WikiTeam/wikiteam) - Tools for downloading and preserving wikis.
* Tables
* [rows](https://github.com/turicas/rows) - A common, beautiful interface to tabular data, no matter the format (currently CSV, HTML, XLS, TXT -- more coming!)
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## WebSocket
*Libraries for working with WebSocket.*
* [Crossbar](https://github.com/crossbario/crossbar/) - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn).
* [AutobahnPython](https://github.com/tavendo/AutobahnPython) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
* [WebSocket-for-Python](https://github.com/Lawouach/WebSocket-for-Python) - WebSocket client and server library for Python 2 and 3 as well as PyPy.
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## DNS Resolving
* [dnsyo](https://github.com/samarudge/dnsyo) - Check your DNS against over 1500 global DNS servers.
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* [pycares](https://github.com/saghul/pycares) - interface to c-ares. c-ares is a C library that performs DNS requests and name resolutions asynchronously
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## Computer Vision
* [OpenCV](https://github.com/Itseez/opencv) - Open Source Computer Vision Library.
* [SimpleCV](https://github.com/sightmachine/SimpleCV) - Concise, readable interface for cameras, image manipulation, feature extraction, and format conversion (based on OpenCV).
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* [mahotas](https://github.com/luispedro/mahotas) - fast computer vision algorithms (all implemented in C++) operating over numpy arrays.
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## Proxy Server
* [shadowsocks](https://github.com/shadowsocks/shadowsocks) - A fast tunnel proxy that helps you bypass firewalls (TCP & UDP support, User management API, TCP Fast Open, Workers and graceful restart, Destination IP blacklist)
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## Other python lists
* [awesome-python](https://github.com/vinta/awesome-python)
* [pycrumbs](https://github.com/kirang89/pycrumbs/blob/master/pycrumbs.md)
* [python-github-projects](https://github.com/checkcheckzz/python-github-projects)
* [python_reference](https://github.com/rasbt/python_reference)
* [pythonidae](https://github.com/svaksha/pythonidae)