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update descriptions again
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README.md
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README.md
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* Framework agnostic
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* [apistar](https://github.com/encode/apistar) - A smart Web API framework, designed for Python 3.
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* [falcon](http://falconframework.org/) - A high-performance framework for building cloud APIs and web app backends.
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* [hug](https://github.com/timothycrosley/hug) - A Python3 framework for cleanly exposing APIs over HTTP and the Command Line with automatic documentation and validation.
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* [hug](https://github.com/timothycrosley/hug) - A Python 3 framework for cleanly exposing APIs.
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* [restless](https://github.com/toastdriven/restless) - Framework agnostic REST framework based on lessons learned from Tastypie.
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* [ripozo](https://github.com/vertical-knowledge/ripozo) - Quickly creating REST/HATEOAS/Hypermedia APIs.
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* [sandman](https://github.com/jeffknupp/sandman) - Automated REST APIs for existing database-driven systems.
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* [bccb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis.
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* [Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation.
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* [cclib](http://cclib.github.io/) - A library for parsing and interpreting the results of computational chemistry packages.
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* [Colour](http://colour-science.org/) - A colour science package implementing a comprehensive number of colour theory transformations and algorithms.
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* [Colour](http://colour-science.org/) - Implementing a comprehensive number of colour theory transformations and algorithms.
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* [NetworkX](https://networkx.github.io/) - A high-productivity software for complex networks.
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* [NIPY](http://nipy.org) - A collection of neuroimaging toolkits.
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* [NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python.
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* [sixpack](https://github.com/seatgeek/sixpack) - A language-agnostic A/B Testing framework.
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* [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
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* Mock
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* [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
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* [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
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* [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
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* [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
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* [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
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* [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
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* [Mocket](https://github.com/mindflayer/python-mocket) - Socket Mock Framework plus HTTP[S]/asyncio/gevent mocking library with recording/replaying capability.
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* [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
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* [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
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* [VCR.py](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests.
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* Object Factories
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* [faker](https://github.com/joke2k/faker) - A Python package that generates fake data.
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* [radar](https://pypi.org/project/radar/) - Generate random datetime / time.
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* Error Handler
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* [FuckIt.py](https://github.com/ajalt/fuckitpy) - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.
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* [FuckIt.py](https://github.com/ajalt/fuckitpy) - The Python error steamroller.
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## Text Processing
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* [pangu.py](https://github.com/vinta/pangu.py) - Paranoid text spacing.
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* [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
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* [pypinyin](https://github.com/mozillazg/python-pinyin) - Convert Chinese hanzi (漢字) to pinyin (拼音).
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* [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.
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* [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences with 30+ algorithms.
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* [unidecode](https://pypi.org/project/Unidecode/) - ASCII transliterations of Unicode text.
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* Slugify
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* [awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode.
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* [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
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* [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
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* [pyshorteners](https://github.com/ellisonleao/pyshorteners) - A pure Python URL shortening lib.
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* [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.
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* [webargs](https://github.com/marshmallow-code/webargs) - 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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