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@ -102,10 +102,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for Python version and environment management.*
* [:octocat: p](https://github.com/qw3rtman/p) - :star: 624 :fork_and_knife: 31 - Dead simple interactive Python version management.
* [:octocat: pyenv](https://github.com/yyuu/pyenv) - :star: 5604 :fork_and_knife: 450 - Simple Python version management.
* [:octocat: p](https://github.com/qw3rtman/p) - :star: 625 :fork_and_knife: 30 - Dead simple interactive Python version management.
* [:octocat: pyenv](https://github.com/yyuu/pyenv) - :star: 5620 :fork_and_knife: 450 - Simple Python version management.
* [:earth_americas: PyRun](https://www.egenix.com/products/python/PyRun/) - A one-file, no-installation-needed version of Python.
* [:octocat: Vex](https://github.com/sashahart/vex) - :star: 306 :fork_and_knife: 18 - Run a command in the named virtualenv.
* [:octocat: Vex](https://github.com/sashahart/vex) - :star: 307 :fork_and_knife: 18 - Run a command in the named virtualenv.
* [:earth_americas: virtualenv](https://pypi.python.org/pypi/virtualenv) - A tool to create isolated Python environments.
* [:earth_americas: virtualenvwrapper](https://pypi.python.org/pypi/virtualenvwrapper) - A set of extensions to virtualenv.
@ -115,7 +115,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: pip](https://pip.pypa.io/) - The Python package and dependency manager.
* [:earth_americas: Python Package Index](https://pypi.python.org/pypi)
* [:octocat: conda](https://github.com/conda/conda/) - :star: 929 :fork_and_knife: 315 - Cross-platform, Python-agnostic binary package manager.
* [:octocat: conda](https://github.com/conda/conda/) - :star: 930 :fork_and_knife: 317 - Cross-platform, Python-agnostic binary package manager.
* [:earth_americas: Curdling](http://clarete.li/curdling/) - Curdling is a command line tool for managing Python packages.
* [:earth_americas: wheel](http://pythonwheels.com/) - The new standard of Python distribution and are intended to replace eggs.
@ -123,17 +123,17 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Local PyPI repository server and proxies.*
* [:octocat: warehouse](https://github.com/pypa/warehouse) - :star: 799 :fork_and_knife: 168 - Next generation Python Package Repository (PyPI).
* [:octocat: warehouse](https://github.com/pypa/warehouse) - :star: 800 :fork_and_knife: 168 - Next generation Python Package Repository (PyPI).
* [:earth_americas: Warehouse](https://warehouse.python.org/)
* [:earth_americas: bandersnatch](https://bitbucket.org/pypa/bandersnatch) - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
* [:earth_americas: devpi](http://doc.devpi.net/) - PyPI server and packaging/testing/release tool.
* [:octocat: localshop](https://github.com/mvantellingen/localshop) - :star: 283 :fork_and_knife: 100 - Local PyPI server (custom packages and auto-mirroring of pypi).
* [:octocat: localshop](https://github.com/mvantellingen/localshop) - :star: 283 :fork_and_knife: 101 - Local PyPI server (custom packages and auto-mirroring of pypi).
## Distribution
*Libraries to create packaged executables for release distribution.*
* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - :star: 2159 :fork_and_knife: 522 - Converts Python programs into stand-alone executables (cross-platform).
* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - :star: 2163 :fork_and_knife: 521 - Converts Python programs into stand-alone executables (cross-platform).
* [:earth_americas: dh-virtualenv](http://dh-virtualenv.readthedocs.org/) - Build and distribute a virtualenv as a Debian package.
* [: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).
@ -147,17 +147,17 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: buildout](http://www.buildout.org/) - A build system for creating, assembling and deploying applications from multiple parts.
* [: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: fabricate](https://code.google.com/p/fabricate/) - A build tool that finds dependencies automatically for any language.
* [:octocat: PlatformIO](https://github.com/ivankravets/platformio) - :star: 1331 :fork_and_knife: 199 - A console tool to build code with different development platforms.
* [:octocat: PyBuilder](https://github.com/pybuilder/pybuilder) - :star: 752 :fork_and_knife: 154 - A continuous build tool written in pure Python.
* [:octocat: PlatformIO](https://github.com/ivankravets/platformio) - :star: 1336 :fork_and_knife: 199 - A console tool to build code with different development platforms.
* [:octocat: PyBuilder](https://github.com/pybuilder/pybuilder) - :star: 754 :fork_and_knife: 154 - A continuous build tool written in pure Python.
* [:earth_americas: SCons](http://www.scons.org/) - A software construction tool.
## Interactive Interpreter
*Interactive Python interpreters (REPL).*
* [:octocat: IPython](https://github.com/ipython/ipython) - :star: 10393 :fork_and_knife: 3065 - A rich toolkit to help you make the most out of using Python interactively.
* [:octocat: IPython](https://github.com/ipython/ipython) - :star: 10416 :fork_and_knife: 3070 - A rich toolkit to help you make the most out of using Python interactively.
* [:earth_americas: bpython](http://bpython-interpreter.org) – A fancy interface to the Python interpreter.
* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - :star: 1655 :fork_and_knife: 66 - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - :star: 1661 :fork_and_knife: 66 - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
## Files
@ -165,21 +165,21 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: imghdr](https://docs.python.org/2/library/imghdr.html) - (Python standard library) Determine the type of an image.
* [:earth_americas: mimetypes](https://docs.python.org/2/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
* [:octocat: path.py](https://github.com/jaraco/path.py) - :star: 663 :fork_and_knife: 88 - A module wrapper for [os.path](https://docs.python.org/2/library/os.path.html).
* [:octocat: path.py](https://github.com/jaraco/path.py) - :star: 663 :fork_and_knife: 89 - A module wrapper for [os.path](https://docs.python.org/2/library/os.path.html).
* [:earth_americas: pathlib](https://pathlib.readthedocs.org/en/pep428/) - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.
* [:octocat: python-magic](https://github.com/ahupp/python-magic) - :star: 730 :fork_and_knife: 113 - A Python interface to the libmagic file type identification library.
* [:octocat: Unipath](https://github.com/mikeorr/Unipath) - :star: 390 :fork_and_knife: 32 - An object-oriented approach to file/directory operations.
* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - :star: 2267 :fork_and_knife: 303 - API and shell utilities to monitor file system events.
* [:octocat: python-magic](https://github.com/ahupp/python-magic) - :star: 733 :fork_and_knife: 114 - A Python interface to the libmagic file type identification library.
* [:octocat: Unipath](https://github.com/mikeorr/Unipath) - :star: 391 :fork_and_knife: 33 - An object-oriented approach to file/directory operations.
* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - :star: 2273 :fork_and_knife: 304 - API and shell utilities to monitor file system events.
## Date and Time
*Libraries for working with dates and times.*
* [:octocat: arrow](https://github.com/crsmithdev/arrow) - :star: 3374 :fork_and_knife: 289 - Better dates & times for Python.
* [:octocat: arrow](https://github.com/crsmithdev/arrow) - :star: 3380 :fork_and_knife: 290 - Better dates & times for Python.
* [:octocat: Chronyk](https://github.com/KoffeinFlummi/Chronyk) - :star: 231 :fork_and_knife: 9 - A Python 3 library for parsing human-written times and dates.
* [:earth_americas: dateutil](https://pypi.python.org/pypi/python-dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/2/library/datetime.html) module.
* [:octocat: delorean](https://github.com/myusuf3/delorean/) - :star: 1226 :fork_and_knife: 60 - A library for clearing up the inconvenient truths that arise dealing with datetimes.
* [:octocat: moment](https://github.com/zachwill/moment) - :star: 337 :fork_and_knife: 20 - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/).
* [:octocat: moment](https://github.com/zachwill/moment) - :star: 338 :fork_and_knife: 20 - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/).
* [:octocat: PyTime](https://github.com/shnode/PyTime) - :star: 101 :fork_and_knife: 13 - A easy-use Python module which aims to operate date/time/datetime by string.
* [:earth_americas: pytz](https://launchpad.net/pytz) - World timezone definitions, modern and historical. Brings the [tz database](http://en.wikipedia.org/wiki/Tz_database) into Python.
* [:octocat: when.py](https://github.com/dirn/When.py) - :star: 153 :fork_and_knife: 13 - Providing user-friendly functions to help perform common date and time actions.
@ -189,29 +189,29 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for parsing and manipulating plain texts.*
* General
* [:octocat: chardet](https://github.com/chardet/chardet) - :star: 611 :fork_and_knife: 88 - Python 2/3 compatible character encoding detector.
* [:octocat: chardet](https://github.com/chardet/chardet) - :star: 615 :fork_and_knife: 88 - Python 2/3 compatible character encoding detector.
* [:earth_americas: difflib](https://docs.python.org/2/library/difflib.html) - (Python standard library) Helpers for computing deltas.
* [:earth_americas: esmre](https://code.google.com/p/esmre/) - Regular expression accelerator.
* [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - :star: 1554 :fork_and_knife: 54 - Makes Unicode text less broken and more consistent automagically.
* [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - :star: 2752 :fork_and_knife: 289 - Fuzzy String Matching.
* [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - :star: 1555 :fork_and_knife: 54 - Makes Unicode text less broken and more consistent automagically.
* [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - :star: 2758 :fork_and_knife: 290 - Fuzzy String Matching.
* [:octocat: Levenshtein](https://github.com/ztane/python-Levenshtein/) - :star: 253 :fork_and_knife: 50 - Fast computation of Levenshtein distance and string similarity.
* [:octocat: pangu.py](https://github.com/vinta/pangu.py) - :star: 52 :fork_and_knife: 7 - Spacing texts for CJK and alphanumerics.
* [:octocat: pyfiglet](https://github.com/pwaller/pyfiglet) - :star: 179 :fork_and_knife: 20 - An implementation of figlet written in Python.
* [:octocat: shortuuid](https://github.com/stochastic-technologies/shortuuid) - :star: 663 :fork_and_knife: 51 - A generator library for concise, unambiguous and URL-safe UUIDs.
* [:octocat: pyfiglet](https://github.com/pwaller/pyfiglet) - :star: 182 :fork_and_knife: 20 - An implementation of figlet written in Python.
* [:octocat: shortuuid](https://github.com/stochastic-technologies/shortuuid) - :star: 664 :fork_and_knife: 52 - A generator library for concise, unambiguous and URL-safe UUIDs.
* [:earth_americas: unidecode](https://pypi.python.org/pypi/Unidecode) - ASCII transliterations of Unicode text.
* [:octocat: uniout](https://github.com/moskytw/uniout) - :star: 105 :fork_and_knife: 11 - Print readable chars instead of the escaped string.
* [:octocat: xpinyin](https://github.com/lxneng/xpinyin) - :star: 374 :fork_and_knife: 102 - A library to translate Chinese hanzi (漢字) to pinyin (拼音).
* [:octocat: uniout](https://github.com/moskytw/uniout) - :star: 106 :fork_and_knife: 11 - Print readable chars instead of the escaped string.
* [:octocat: xpinyin](https://github.com/lxneng/xpinyin) - :star: 379 :fork_and_knife: 103 - A library to translate Chinese hanzi (漢字) to pinyin (拼音).
* Slugify
* [:octocat: awesome-slugify](https://github.com/dimka665/awesome-slugify) - :star: 306 :fork_and_knife: 17 - A Python slugify library that can preserve unicode.
* [:octocat: awesome-slugify](https://github.com/dimka665/awesome-slugify) - :star: 306 :fork_and_knife: 18 - A Python slugify library that can preserve unicode.
* [:octocat: python-slugify](https://github.com/un33k/python-slugify) - :star: 300 :fork_and_knife: 35 - A Python slugify library that translates unicode to ASCII.
* [:octocat: unicode-slugify](https://github.com/mozilla/unicode-slugify) - :star: 225 :fork_and_knife: 38 - A slugifier that generates unicode slugs with Django as a dependency.
* [:octocat: unicode-slugify](https://github.com/mozilla/unicode-slugify) - :star: 225 :fork_and_knife: 39 - A slugifier that generates unicode slugs with Django as a dependency.
* Parser
* [:octocat: phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - :star: 1330 :fork_and_knife: 174 - Parsing, formatting, storing and validating international phone numbers.
* [:octocat: phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - :star: 1331 :fork_and_knife: 174 - Parsing, formatting, storing and validating international phone numbers.
* [:earth_americas: PLY](http://www.dabeaz.com/ply/) - Implementation of lex and yacc parsing tools for Python
* [:earth_americas: Pygments](http://pygments.org/) - A generic syntax highlighter.
* [:earth_americas: pyparsing](http://pyparsing.wikispaces.com/) - A general purpose framework for generating parsers.
* [:octocat: python-nameparser](https://github.com/derek73/python-nameparser) - :star: 167 :fork_and_knife: 26 - Parsing human names into their individual components.
* [:octocat: python-user-agents](https://github.com/selwin/python-user-agents) - :star: 412 :fork_and_knife: 91 - Browser user agent parser.
* [:octocat: python-user-agents](https://github.com/selwin/python-user-agents) - :star: 414 :fork_and_knife: 92 - Browser user agent parser.
* [:earth_americas: sqlparse](https://sqlparse.readthedocs.org/) - A non-validating SQL parser.
## Specific Formats Processing
@ -219,26 +219,26 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for parsing and manipulating specific text formats.*
* General
* [:octocat: tablib](https://github.com/kennethreitz/tablib) - :star: 2136 :fork_and_knife: 310 - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
* [:octocat: tablib](https://github.com/kennethreitz/tablib) - :star: 2139 :fork_and_knife: 310 - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
* Office
* [:octocat: Marmir](https://github.com/brianray/mm) - :star: 123 :fork_and_knife: 17 - Takes Python data structures and turns them into spreadsheets.
* [:earth_americas: openpyxl](https://openpyxl.readthedocs.org/en/latest/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
* [:octocat: python-docx](https://github.com/python-openxml/python-docx) - :star: 643 :fork_and_knife: 252 - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
* [:octocat: unoconv](https://github.com/dagwieers/unoconv) - :star: 817 :fork_and_knife: 232 - Convert between any document format supported by LibreOffice/OpenOffice.
* [:octocat: python-docx](https://github.com/python-openxml/python-docx) - :star: 644 :fork_and_knife: 253 - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
* [:octocat: unoconv](https://github.com/dagwieers/unoconv) - :star: 818 :fork_and_knife: 232 - Convert between any document format supported by LibreOffice/OpenOffice.
* [:earth_americas: XlsxWriter](https://xlsxwriter.readthedocs.org/) - A Python module for creating Excel .xlsx files.
* [:earth_americas: xlwings](http://xlwings.org/) - 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: 559 :fork_and_knife: 193 - Writing and reading data and formatting information from Excel files.
* [:octocat: xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - :star: 560 :fork_and_knife: 193 - Writing and reading data and formatting information from Excel files.
* PDF
* [:octocat: PDFMiner](https://github.com/euske/pdfminer) - :star: 1761 :fork_and_knife: 485 - A tool for extracting information from PDF documents.
* [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - :star: 1113 :fork_and_knife: 350 - A library capable of splitting, merging and transforming PDF pages.
* [:octocat: PDFMiner](https://github.com/euske/pdfminer) - :star: 1765 :fork_and_knife: 487 - A tool for extracting information from PDF documents.
* [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - :star: 1114 :fork_and_knife: 350 - A library capable of splitting, merging and transforming PDF pages.
* [:earth_americas: ReportLab](http://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
* Markdown
* [:octocat: Mistune](https://github.com/lepture/mistune) - :star: 761 :fork_and_knife: 75 - Fastest and full featured pure Python parsers of Markdown.
* [:octocat: Python-Markdown](https://github.com/waylan/Python-Markdown) - :star: 952 :fork_and_knife: 269 - A Python implementation of John Gruber’s Markdown.
* [:octocat: Mistune](https://github.com/lepture/mistune) - :star: 762 :fork_and_knife: 76 - Fastest and full featured pure Python parsers of Markdown.
* [:octocat: Python-Markdown](https://github.com/waylan/Python-Markdown) - :star: 953 :fork_and_knife: 267 - A Python implementation of John Gruber’s Markdown.
* YAML
* [:earth_americas: PyYAML](http://pyyaml.org/) - YAML implementations for Python.
* CSV
* [:octocat: csvkit](https://github.com/onyxfish/csvkit) - :star: 2361 :fork_and_knife: 340 - Utilities for converting to and working with CSV.
* [:octocat: csvkit](https://github.com/onyxfish/csvkit) - :star: 2362 :fork_and_knife: 340 - Utilities for converting to and working with CSV.
* Archive
* [:octocat: unp](https://github.com/mitsuhiko/unp) - :star: 245 :fork_and_knife: 21 - A command line tool that can unpack archives easily.
@ -247,10 +247,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with human languages.*
* [:earth_americas: NLTK](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data.
* [:octocat: jieba](https://github.com/fxsjy/jieba) - :star: 6405 :fork_and_knife: 2007 - Chinese Words Segmentation Utilities.
* [:octocat: langid.py](https://github.com/saffsd/langid.py) - :star: 644 :fork_and_knife: 119 - Stand-alone language identification system.
* [:octocat: jieba](https://github.com/fxsjy/jieba) - :star: 6428 :fork_and_knife: 2014 - Chinese Words Segmentation Utilities.
* [:octocat: langid.py](https://github.com/saffsd/langid.py) - :star: 645 :fork_and_knife: 119 - Stand-alone language identification system.
* [:earth_americas: Pattern](http://www.clips.ua.ac.be/pattern) - A web mining module for the Python.
* [:octocat: SnowNLP](https://github.com/isnowfy/snownlp) - :star: 1543 :fork_and_knife: 447 - A library for processing Chinese text.
* [:octocat: SnowNLP](https://github.com/isnowfy/snownlp) - :star: 1546 :fork_and_knife: 447 - A library for processing Chinese text.
* [:earth_americas: TextBlob](http://textblob.readthedocs.org/) - Providing a consistent API for diving into common NLP tasks.
## Documentation
@ -281,31 +281,31 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: click](http://click.pocoo.org/) - A package for creating beautiful command line interfaces in a composable way.
* [:earth_americas: cliff](http://docs.openstack.org/developer/cliff/) - A framework for creating command-line programs with multi-level commands.
* [:earth_americas: Clime](http://clime.mosky.tw) – Clime lets you convert any module into a multi-command CLI program without any configuration.
* [:octocat: clint](https://github.com/kennethreitz/clint) - :star: 2091 :fork_and_knife: 197 - Python Command-line Application Tools.
* [:octocat: clint](https://github.com/kennethreitz/clint) - :star: 2092 :fork_and_knife: 198 - Python Command-line Application Tools.
* [:earth_americas: colorama](https://pypi.python.org/pypi/colorama) - Cross-platform colored terminal text.
* [:earth_americas: docopt](http://docopt.org/) - Pythonic command line arguments parser.
* [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - :star: 4303 :fork_and_knife: 226 - Turn command line programs into a full GUI application with one line
* [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - :star: 4309 :fork_and_knife: 226 - Turn command line programs into a full GUI application with one line
* [:earth_americas: pyCLI](https://pythonhosted.org/pyCLI/) - Command-line applications supporting standard command line parsing, logging, unit and functional testing.
* [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - :star: 3068 :fork_and_knife: 182 - A Library for building powerful interactive command lines.
* [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - :star: 3070 :fork_and_knife: 185 - A Library for building powerful interactive command lines.
* Productivity Tools
* [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - :star: 639 :fork_and_knife: 50 - Making basic plots in the terminal. It's a quick way to visualize data without GUI.
* [:octocat: caniusepython3](https://github.com/brettcannon/caniusepython3) - :star: 251 :fork_and_knife: 32 - Determine what projects are blocking you from porting to Python 3.
* [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - :star: 3994 :fork_and_knife: 478 - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.
* [:octocat: doitlive](https://github.com/sloria/doitlive) - :star: 747 :fork_and_knife: 22 - A tool for live presentations in the terminal.
* [:octocat: httpie](https://github.com/jakubroztocil/httpie) - :star: 26664 :fork_and_knife: 1702 - A command line HTTP client, a user-friendly cURL replacement.
* [:octocat: PathPicker](https://github.com/facebook/PathPicker) - :star: 3054 :fork_and_knife: 186 - Select files out of bash output.
* [:octocat: percol](https://github.com/mooz/percol) - :star: 2172 :fork_and_knife: 99 - Adds flavor of interactive selection to the traditional pipe concept on UNIX.
* [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - :star: 640 :fork_and_knife: 50 - Making basic plots in the terminal. It's a quick way to visualize data without GUI.
* [:octocat: caniusepython3](https://github.com/brettcannon/caniusepython3) - :star: 252 :fork_and_knife: 32 - Determine what projects are blocking you from porting to Python 3.
* [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - :star: 4001 :fork_and_knife: 482 - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.
* [:octocat: doitlive](https://github.com/sloria/doitlive) - :star: 748 :fork_and_knife: 22 - A tool for live presentations in the terminal.
* [:octocat: httpie](https://github.com/jakubroztocil/httpie) - :star: 26697 :fork_and_knife: 1706 - A command line HTTP client, a user-friendly cURL replacement.
* [:octocat: PathPicker](https://github.com/facebook/PathPicker) - :star: 3062 :fork_and_knife: 186 - Select files out of bash output.
* [:octocat: percol](https://github.com/mooz/percol) - :star: 2176 :fork_and_knife: 99 - Adds flavor of interactive selection to the traditional pipe concept on UNIX.
* [:earth_americas: RainbowStream](http://www.rainbowstream.org/) - Smart and nice Twitter client on terminal.
* [:octocat: thefuck](https://github.com/nvbn/thefuck) - :star: 22447 :fork_and_knife: 1078 - Correcting your previous console command.
* [:octocat: thefuck](https://github.com/nvbn/thefuck) - :star: 22476 :fork_and_knife: 1080 - Correcting your previous console command.
## Downloader
*Libraries for downloading.*
* [:octocat: coursera](https://github.com/coursera-dl/coursera) - :star: 4521 :fork_and_knife: 1267 - Script for downloading Coursera.org videos and naming them.
* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - :star: 2020 :fork_and_knife: 616 - A command line tool for managing Amazon S3 and CloudFront.
* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - :star: 497 :fork_and_knife: 100 - Super S3 command line tool, good for higher performance.
* [:octocat: subliminal](https://github.com/Diaoul/subliminal) - :star: 1081 :fork_and_knife: 210 - Library and command line tool to search and download subtitles.
* [:octocat: coursera](https://github.com/coursera-dl/coursera) - :star: 4523 :fork_and_knife: 1271 - Script for downloading Coursera.org videos and naming them.
* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - :star: 2021 :fork_and_knife: 616 - A command line tool for managing Amazon S3 and CloudFront.
* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - :star: 498 :fork_and_knife: 100 - Super S3 command line tool, good for higher performance.
* [:octocat: subliminal](https://github.com/Diaoul/subliminal) - :star: 1086 :fork_and_knife: 210 - Library and command line tool to search and download subtitles.
* [:octocat: WikiTeam](https://github.com/WikiTeam/wikiteam) - :star: 125 :fork_and_knife: 40 - Tools for downloading and preserving wikis.
* [:earth_americas: you-get](http://www.soimort.org/you-get/) - A YouTube/Youku/Niconico video downloader written in Python 3.
* [:earth_americas: youtube-dl](http://rg3.github.io/youtube-dl/) - A small command-line program to download videos from YouTube.
@ -317,21 +317,21 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: pillow](http://pillow.readthedocs.org/) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
* [:octocat: hmap](https://github.com/rossgoodwin/hmap) - :star: 124 :fork_and_knife: 10 - Image histogram remapping.
* [:earth_americas: imgSeek](http://www.imgseek.net/) - A project for searching a collection of images using visual similarity.
* [:octocat: nude.py](https://github.com/hhatto/nude.py) - :star: 407 :fork_and_knife: 63 - Nudity detection.
* [:octocat: nude.py](https://github.com/hhatto/nude.py) - :star: 409 :fork_and_knife: 62 - Nudity detection.
* [:earth_americas: pyBarcode](https://pythonhosted.org/pyBarcode/) - Create barcodes in Python without needing PIL.
* [:octocat: pygram](https://github.com/ajkumar25/pygram) - :star: 47 :fork_and_knife: 9 - Instagram-like image filters.
* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - :star: 971 :fork_and_knife: 221 - A pure Python QR Code generator.
* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - :star: 979 :fork_and_knife: 222 - A pure Python QR Code generator.
* [:octocat: Quads](https://github.com/fogleman/Quads) - :star: 585 :fork_and_knife: 53 - Computer art based on quadtrees.
* [:earth_americas: scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.
* [:octocat: thumbor](https://github.com/thumbor/thumbor) - :star: 4222 :fork_and_knife: 433 - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
* [:octocat: wand](https://github.com/dahlia/wand) - :star: 619 :fork_and_knife: 137 - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
* [:octocat: thumbor](https://github.com/thumbor/thumbor) - :star: 4232 :fork_and_knife: 433 - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
* [:octocat: wand](https://github.com/dahlia/wand) - :star: 619 :fork_and_knife: 138 - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
## OCR
*Libraries for Optical Character Recognition.*
* [:octocat: pyocr](https://github.com/jflesch/pyocr) - :star: 373 :fork_and_knife: 73 - A wrapper for Tesseract and Cuneiform.
* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - :star: 552 :fork_and_knife: 113 - Another wrapper for Google Tesseract OCR.
* [:octocat: pyocr](https://github.com/jflesch/pyocr) - :star: 375 :fork_and_knife: 74 - A wrapper for Tesseract and Cuneiform.
* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - :star: 555 :fork_and_knife: 113 - Another wrapper for Google Tesseract OCR.
* [:earth_americas: python-tesseract](https://code.google.com/p/python-tesseract) - A wrapper class for [Google Tesseract OCR](https://code.google.com/p/tesseract-ocr/).
## Audio
@ -339,16 +339,16 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for manipulating audio.*
* [:octocat: audiolazy](https://github.com/danilobellini/audiolazy) - :star: 242 :fork_and_knife: 30 - Expressive Digital Signal Processing (DSP) package for Python.
* [:octocat: audioread](https://github.com/sampsyo/audioread) - :star: 110 :fork_and_knife: 39 - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
* [:octocat: audioread](https://github.com/sampsyo/audioread) - :star: 111 :fork_and_knife: 39 - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
* [:earth_americas: beets](http://beets.radbox.org/) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
* [:octocat: dejavu](https://github.com/worldveil/dejavu) - :star: 2641 :fork_and_knife: 482 - Audio fingerprinting and recognition.
* [:octocat: dejavu](https://github.com/worldveil/dejavu) - :star: 2648 :fork_and_knife: 482 - Audio fingerprinting and recognition.
* [:octocat: django-elastic-transcoder](https://github.com/StreetVoice/django-elastic-transcoder) - :star: 32 :fork_and_knife: 18 - Django + [Amazon Elastic Transcoder](http://aws.amazon.com/elastictranscoder/).
* [:earth_americas: eyeD3](http://eyed3.nicfit.net/) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
* [:earth_americas: id3reader](http://nedbatchelder.com/code/modules/id3reader.py) - A Python module for reading MP3 meta data.
* [:octocat: m3u8](https://github.com/globocom/m3u8) - :star: 214 :fork_and_knife: 88 - A module for parsing m3u8 file.
* [:octocat: m3u8](https://github.com/globocom/m3u8) - :star: 215 :fork_and_knife: 88 - A module for parsing m3u8 file.
* [:earth_americas: mutagen](https://bitbucket.org/lazka/mutagen) - A Python module to handle audio metadata.
* [:octocat: pydub](https://github.com/jiaaro/pydub) - :star: 1558 :fork_and_knife: 167 - Manipulate audio with a simple and easy high level interface.
* [:octocat: pyechonest](https://github.com/echonest/pyechonest) - :star: 581 :fork_and_knife: 1121 - Python client for the [Echo Nest](http://developer.echonest.com/docs/) API.
* [:octocat: pydub](https://github.com/jiaaro/pydub) - :star: 1560 :fork_and_knife: 168 - Manipulate audio with a simple and easy high level interface.
* [:octocat: pyechonest](https://github.com/echonest/pyechonest) - :star: 583 :fork_and_knife: 1121 - Python client for the [Echo Nest](http://developer.echonest.com/docs/) API.
* [:earth_americas: talkbox](http://scikits.appspot.com/talkbox) - A Python library for speech/signal processing.
* [:octocat: TimeSide](https://github.com/yomguy/TimeSide) - :star: 5 :fork_and_knife: 0 - Open web audio processing framework.
* [:octocat: tinytag](https://github.com/devsnd/tinytag) - :star: 204 :fork_and_knife: 27 - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
@ -358,7 +358,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for manipulating video and GIFs.*
* [:earth_americas: moviepy](http://zulko.github.io/moviepy/) - A module for script-based movie editing with many formats, including animated GIFs.
* [:octocat: scikit-video](https://github.com/aizvorski/scikit-video) - :star: 45 :fork_and_knife: 6 - Video processing routines for SciPy.
* [:octocat: scikit-video](https://github.com/aizvorski/scikit-video) - :star: 47 :fork_and_knife: 6 - Video processing routines for SciPy.
* [:earth_americas: shorten.tv](http://www.shorten.tv/) - Video summarization.
## Geolocation
@ -367,20 +367,20 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: GeoDjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.
* [:octocat: GeoIP](https://github.com/maxmind/geoip-api-python) - :star: 144 :fork_and_knife: 35 - Python API for MaxMind GeoIP Legacy Database.
* [:octocat: geojson](https://github.com/frewsxcv/python-geojson) - :star: 228 :fork_and_knife: 33 - Python bindings and utilities for GeoJSON.
* [:octocat: geopy](https://github.com/geopy/geopy) - :star: 1248 :fork_and_knife: 302 - Python Geocoding Toolbox.
* [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - :star: 436 :fork_and_knife: 92 - Pure Python GeoIP API.
* [:octocat: django-countries](https://github.com/SmileyChris/django-countries) - :star: 293 :fork_and_knife: 93 - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.
* [:octocat: geojson](https://github.com/frewsxcv/python-geojson) - :star: 229 :fork_and_knife: 33 - Python bindings and utilities for GeoJSON.
* [:octocat: geopy](https://github.com/geopy/geopy) - :star: 1252 :fork_and_knife: 302 - Python Geocoding Toolbox.
* [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - :star: 436 :fork_and_knife: 93 - Pure Python GeoIP API.
* [:octocat: django-countries](https://github.com/SmileyChris/django-countries) - :star: 294 :fork_and_knife: 94 - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.
## HTTP
*Libraries for working with HTTP.*
* [:earth_americas: requests](http://docs.python-requests.org/) - HTTP Requests for Humans™.
* [:octocat: grequests](https://github.com/kennethreitz/grequests) - :star: 1664 :fork_and_knife: 195 - requests + gevent for asynchronous HTTP requests.
* [:octocat: httplib2](https://github.com/jcgregorio/httplib2) - :star: 368 :fork_and_knife: 200 - Comprehensive HTTP client library.
* [:octocat: treq](https://github.com/dreid/treq) - :star: 307 :fork_and_knife: 82 - Python requests like API built on top of Twisted's HTTP client.
* [:octocat: urllib3](https://github.com/shazow/urllib3) - :star: 1147 :fork_and_knife: 387 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
* [:octocat: grequests](https://github.com/kennethreitz/grequests) - :star: 1672 :fork_and_knife: 197 - requests + gevent for asynchronous HTTP requests.
* [:octocat: httplib2](https://github.com/jcgregorio/httplib2) - :star: 366 :fork_and_knife: 201 - Comprehensive HTTP client library.
* [:octocat: treq](https://github.com/dreid/treq) - :star: 308 :fork_and_knife: 82 - Python requests like API built on top of Twisted's HTTP client.
* [:octocat: urllib3](https://github.com/shazow/urllib3) - :star: 1153 :fork_and_knife: 388 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
## Database
@ -388,7 +388,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: pickleDB](https://pythonhosted.org/pickleDB/) - A simple and lightweight key-value store for Python.
* [:earth_americas: PipelineDB](http://www.pipelinedb.com/) - The Streaming SQL Database.
* [:octocat: TinyDB](https://github.com/msiemens/tinydb) - :star: 1274 :fork_and_knife: 91 - A tiny, document-oriented database.
* [:octocat: TinyDB](https://github.com/msiemens/tinydb) - :star: 1277 :fork_and_knife: 91 - A tiny, document-oriented database.
* [:earth_americas: ZODB](http://www.zodb.org/) - A native object database for Python. A key-value and object graph database.
## Database Drivers
@ -397,23 +397,23 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* Relational Databases
* [:earth_americas: apsw](http://rogerbinns.github.io/apsw/) - Another Python SQLite wrapper.
* [:octocat: dataset](https://github.com/pudo/dataset) - :star: 2512 :fork_and_knife: 144 - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
* [:octocat: dataset](https://github.com/pudo/dataset) - :star: 2514 :fork_and_knife: 144 - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
* [:earth_americas: mysql-connector-python](https://pypi.python.org/pypi/mysql-connector-python) - A pure Python MySQL driver from Oracle.
* [:earth_americas: mysql-python](http://sourceforge.net/projects/mysql-python/) - The MySQL database connector for Python.
* [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - :star: 435 :fork_and_knife: 65 - mysql-python fork supporting Python 3.
* [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - :star: 438 :fork_and_knife: 65 - mysql-python fork supporting Python 3.
* [:earth_americas: oursql](https://pythonhosted.org/oursql/) - A better MySQL connector with support for native prepared statements and BLOBs.
* [:earth_americas: psycopg2](http://initd.org/psycopg/) - The most popular PostgreSQL adapter for Python.
* [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - :star: 2092 :fork_and_knife: 480 - Pure Python MySQL driver compatible to mysql-python.
* [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - :star: 2098 :fork_and_knife: 484 - Pure Python MySQL driver compatible to mysql-python.
* [:octocat: queries](https://github.com/gmr/queries) - :star: 156 :fork_and_knife: 13 - A wrapper of the psycopg2 library for interacting with PostgreSQL.
* [:earth_americas: txpostgres](http://txpostgres.readthedocs.org/) - Twisted based asynchronous driver for PostgreSQL.
* NoSQL Databases
* [:octocat: cassandra-python-driver](https://github.com/datastax/python-driver) - :star: 587 :fork_and_knife: 270 - Python driver for Cassandra.
* [:octocat: cassandra-python-driver](https://github.com/datastax/python-driver) - :star: 588 :fork_and_knife: 270 - Python driver for Cassandra.
* [:earth_americas: HappyBase](http://happybase.readthedocs.org/) - A developer-friendly library for Apache HBase.
* [:earth_americas: Plyvel](https://plyvel.readthedocs.org/) - A fast and feature-rich Python interface to LevelDB.
* [:earth_americas: py2neo](http://book.py2neo.org/) - Python wrapper client for Neo4j's restful interface.
* [:octocat: pycassa](https://github.com/pycassa/pycassa) - :star: 492 :fork_and_knife: 143 - Python Thrift driver for Cassandra.
* [:earth_americas: PyMongo](http://docs.mongodb.org/ecosystem/drivers/python/) - The official Python client for MongoDB.
* [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - :star: 4530 :fork_and_knife: 1145 - The Redis Python Client.
* [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - :star: 4539 :fork_and_knife: 1147 - The Redis Python Client.
* [:octocat: telephus](https://github.com/driftx/Telephus) - :star: 93 :fork_and_knife: 34 - Twisted based client for Cassandra.
* [:octocat: txRedis](https://github.com/deldotdr/txRedis) - :star: 112 :fork_and_knife: 32 - Twisted based client for Redis.
@ -424,27 +424,27 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* Relational Databases
* [:earth_americas: Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - A part of Django.
* [:earth_americas: SQLAlchemy](http://www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper.
* [:octocat: awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy) - :star: 1216 :fork_and_knife: 81
* [:octocat: peewee](https://github.com/coleifer/peewee) - :star: 3250 :fork_and_knife: 610 - A small, expressive ORM.
* [:octocat: awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy) - :star: 1218 :fork_and_knife: 81
* [:octocat: peewee](https://github.com/coleifer/peewee) - :star: 3255 :fork_and_knife: 609 - A small, expressive ORM.
* [:earth_americas: PonyORM](http://ponyorm.com) - ORM that provides a generator-oriented interface to SQL.
* NoSQL Databases
* [:octocat: django-mongodb-engine](https://github.com/django-nonrel/mongodb-engine) - :star: 673 :fork_and_knife: 193 - Django MongoDB Backend.
* [:octocat: django-mongodb-engine](https://github.com/django-nonrel/mongodb-engine) - :star: 674 :fork_and_knife: 193 - Django MongoDB Backend.
* [:octocat: PynamoDB](https://github.com/jlafon/PynamoDB) - :star: 264 :fork_and_knife: 73 - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
* [:octocat: flywheel](https://github.com/mathcamp/flywheel) - :star: 74 :fork_and_knife: 12 - Object mapper for Amazon DynamoDB.
* [:octocat: flywheel](https://github.com/mathcamp/flywheel) - :star: 75 :fork_and_knife: 12 - Object mapper for Amazon DynamoDB.
* [:earth_americas: MongoEngine](http://mongoengine.org/) - A Python Object-Document-Mapper for working with MongoDB.
* [:octocat: hot-redis](https://github.com/stephenmcd/hot-redis) - :star: 198 :fork_and_knife: 15 - Rich Python data types for Redis.
* [:octocat: redisco](https://github.com/kiddouk/redisco) - :star: 329 :fork_and_knife: 61 - A Python Library for Simple Models and Containers Persisted in Redis.
* Others
* [:octocat: butterdb](https://github.com/Widdershin/butterdb) - :star: 316 :fork_and_knife: 14 - A Python ORM for Google Drive Spreadsheets.
* [:octocat: butterdb](https://github.com/Widdershin/butterdb) - :star: 316 :fork_and_knife: 15 - A Python ORM for Google Drive Spreadsheets.
## Web Frameworks
*Full stack web frameworks.*
* [:earth_americas: Django](https://www.djangoproject.com/) - The most popular web framework in Python.
* [:octocat: awesome-django](https://github.com/rosarior/awesome-django) - :star: 4449 :fork_and_knife: 787
* [:octocat: awesome-django](https://github.com/rosarior/awesome-django) - :star: 4459 :fork_and_knife: 790
* [:earth_americas: Flask](http://flask.pocoo.org/) - A microframework for Python.
* [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) - :star: 3089 :fork_and_knife: 492
* [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) - :star: 3098 :fork_and_knife: 494
* [:earth_americas: Pyramid](http://www.pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework.
* [:octocat: awesome-pyramid](https://github.com/ITCase/awesome-pyramid) - :star: 295 :fork_and_knife: 34
* [:earth_americas: Bluebream](http://bluebream.zope.org/) - An open-source web application server, framework and library, formerly known as Zope 3.
@ -461,8 +461,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries that allow or deny users access to data or functionality.*
* [:earth_americas: Carteblanche](http://www.github.com/neuman/python-carteblanche/) - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.
* [:octocat: django-guardian](https://github.com/lukaszb/django-guardian) - :star: 1253 :fork_and_knife: 332 - Implementation of per object permissions for Django 1.2+
* [:octocat: django-rules](https://github.com/dfunckt/django-rules) - :star: 345 :fork_and_knife: 24 - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
* [:octocat: django-guardian](https://github.com/lukaszb/django-guardian) - :star: 1256 :fork_and_knife: 331 - Implementation of per object permissions for Django 1.2+
* [:octocat: django-rules](https://github.com/dfunckt/django-rules) - :star: 346 :fork_and_knife: 24 - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
## CMS
@ -485,10 +485,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: django-oscar](http://oscarcommerce.com/) - An open-source e-commerce framework for Django.
* [:earth_americas: django-shop](https://www.django-cms.org/) - A Django based shop system.
* [:octocat: Cartridge](https://github.com/stephenmcd/cartridge) - :star: 489 :fork_and_knife: 236 - A shopping cart app built using the Mezzanine.
* [:octocat: Cartridge](https://github.com/stephenmcd/cartridge) - :star: 489 :fork_and_knife: 237 - A shopping cart app built using the Mezzanine.
* [:earth_americas: shoop](https://www.shoop.io/) - An open source E-Commerce platform based on Django.
* [:octocat: alipay](https://github.com/lxneng/alipay) - :star: 171 :fork_and_knife: 53 - Unofficial Alipay API for Python.
* [:octocat: merchant](https://github.com/agiliq/merchant) - :star: 843 :fork_and_knife: 149 - A Django app to accept payments from various payment processors.
* [:octocat: alipay](https://github.com/lxneng/alipay) - :star: 171 :fork_and_knife: 54 - Unofficial Alipay API for Python.
* [:octocat: merchant](https://github.com/agiliq/merchant) - :star: 843 :fork_and_knife: 150 - A Django app to accept payments from various payment processors.
* [:octocat: money](https://github.com/carlospalol/money) - :star: 81 :fork_and_knife: 8 - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.
* [:octocat: python-currencies](https://github.com/Alir3z4/python-currencies) - :star: 21 :fork_and_knife: 0 - Display money format and its filthy currencies.
@ -504,8 +504,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: flask-restless](https://flask-restless.readthedocs.org/en/latest/) - Generating RESTful APIs for database models defined with SQLAlchemy.
* [:octocat: flask-api-utils](https://github.com/marselester/flask-api-utils) - :star: 28 :fork_and_knife: 3 - Flask extension that takes care of API representation and authentication.
* [:earth_americas: falcon](http://falconframework.org/) - A high-performance Python framework for building cloud APIs and web app backends.
* [:octocat: eve](https://github.com/nicolaiarocci/eve) - :star: 3554 :fork_and_knife: 475 - REST API framework powered by Flask, MongoDB and good intentions.
* [:octocat: sandman](https://github.com/jeffknupp/sandman) - :star: 2255 :fork_and_knife: 182 - Automated REST APIs for existing database-driven systems.
* [:octocat: eve](https://github.com/nicolaiarocci/eve) - :star: 3563 :fork_and_knife: 476 - REST API framework powered by Flask, MongoDB and good intentions.
* [:octocat: sandman](https://github.com/jeffknupp/sandman) - :star: 2254 :fork_and_knife: 182 - Automated REST APIs for existing database-driven systems.
* [:earth_americas: restless](http://restless.readthedocs.org/en/latest/) - Framework agnostic REST framework based on lessons learned from TastyPie.
* [:octocat: savory-pie](https://github.com/RueLaLa/savory-pie/) - :star: 8 :fork_and_knife: 7 - REST API building library (Django, and others)
* [:octocat: ripozo](https://github.com/vertical-knowledge/ripozo) - :star: 169 :fork_and_knife: 20 - Quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django.
@ -517,18 +517,18 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* OAuth
* [:earth_americas: Authomatic](http://peterhudec.github.io/authomatic/) - Simple but powerful framework agnostic authentication/authorization client.
* [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - :star: 2625 :fork_and_knife: 960 - Authentication app for Django that "just works."
* [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - :star: 2627 :fork_and_knife: 962 - Authentication app for Django that "just works."
* [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - :star: 856 :fork_and_knife: 261 - OAuth2 goodies for the Djangonauts.
* [:octocat: django-oauth2-provider](https://github.com/caffeinehit/django-oauth2-provider) - :star: 296 :fork_and_knife: 246 - Providing OAuth2 access to Django app.
* [:octocat: Flask-OAuthlib](https://github.com/lepture/flask-oauthlib) - :star: 805 :fork_and_knife: 233 - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.
* [:octocat: OAuthLib](https://github.com/idan/oauthlib) - :star: 1246 :fork_and_knife: 270 - A generic and thorough implementation of the OAuth request-signing logic.
* [:octocat: Flask-OAuthlib](https://github.com/lepture/flask-oauthlib) - :star: 806 :fork_and_knife: 234 - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.
* [:octocat: OAuthLib](https://github.com/idan/oauthlib) - :star: 1247 :fork_and_knife: 270 - A generic and thorough implementation of the OAuth request-signing logic.
* [:octocat: python-oauth2](https://github.com/simplegeo/python-oauth2) - :star: 2502 :fork_and_knife: 973 - A fully tested, abstract interface to creating OAuth clients and servers.
* [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - :star: 2522 :fork_and_knife: 1104 - An easy-to-setup social authentication mechanism.
* [:octocat: rauth](https://github.com/litl/rauth) - :star: 1451 :fork_and_knife: 149 - A Python library for OAuth 1.0/a, 2.0, and Ofly.
* [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - :star: 2523 :fork_and_knife: 1108 - An easy-to-setup social authentication mechanism.
* [:octocat: rauth](https://github.com/litl/rauth) - :star: 1454 :fork_and_knife: 150 - A Python library for OAuth 1.0/a, 2.0, and Ofly.
* [:octocat: sanction](https://github.com/demianbrecht/sanction) - :star: 158 :fork_and_knife: 38 - A dead simple OAuth2 client implementation.
* Others
* [:octocat: jose](https://github.com/demonware/jose) - :star: 57 :fork_and_knife: 19 - JavaScript Object Signing and Encryption draft implementation.
* [:octocat: PyJWT](https://github.com/progrium/pyjwt) - :star: 970 :fork_and_knife: 142 - Implementation of the JSON Web Token draft 01.
* [:octocat: PyJWT](https://github.com/progrium/pyjwt) - :star: 978 :fork_and_knife: 144 - Implementation of the JSON Web Token draft 01.
* [:octocat: python-jws](https://github.com/brianloveswords/python-jws) - :star: 46 :fork_and_knife: 17 - Implementation of JSON Web Signatures draft 02.
* [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - :star: 110 :fork_and_knife: 12 - Module for generating and verifying JSON Web Tokens.
@ -536,7 +536,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries and tools for templating and lexing.*
* [:octocat: Jinja2](https://github.com/mitsuhiko/jinja2) - :star: 3667 :fork_and_knife: 726 - A modern and designer friendly templating language.
* [:octocat: Jinja2](https://github.com/mitsuhiko/jinja2) - :star: 3674 :fork_and_knife: 728 - A modern and designer friendly templating language.
* [:earth_americas: Chameleon](https://chameleon.readthedocs.org/) - An HTML/XML template engine. Modeled after ZPT, optimized for speed.
* [:earth_americas: Genshi](http://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output.
* [:earth_americas: Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform.
@ -547,8 +547,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with event and task queues.*
* [:earth_americas: celery](http://www.celeryproject.org/) - An asynchronous task queue/job queue based on distributed message passing.
* [:octocat: huey](https://github.com/coleifer/huey) - :star: 1035 :fork_and_knife: 110 - Little multi-threaded task queue.
* [:octocat: mrq](https://github.com/pricingassistant/mrq) - :star: 450 :fork_and_knife: 39 - Mr. Queue - A distributed worker task queue in Python using Redis & gevent.
* [:octocat: huey](https://github.com/coleifer/huey) - :star: 1036 :fork_and_knife: 110 - Little multi-threaded task queue.
* [:octocat: mrq](https://github.com/pricingassistant/mrq) - :star: 452 :fork_and_knife: 40 - Mr. Queue - A distributed worker task queue in Python using Redis & gevent.
* [:earth_americas: rq](http://python-rq.org/) - Simple job queues for Python.
* [:octocat: simpleq](https://github.com/rdegges/simpleq) - :star: 110 :fork_and_knife: 10 - A simple, infinitely scalable, Amazon SQS based queue.
@ -556,9 +556,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries and software for indexing and performing search queries on data.*
* [:octocat: django-haystack](https://github.com/toastdriven/django-haystack) - :star: 2064 :fork_and_knife: 933 - Modular search for Django.
* [:octocat: django-haystack](https://github.com/toastdriven/django-haystack) - :star: 2064 :fork_and_knife: 934 - Modular search for Django.
* [:earth_americas: elasticsearch-py](http://www.elasticsearch.org/guide/en/elasticsearch/client/python-api/current/) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - :star: 984 :fork_and_knife: 235 - The official high-level Python client for Elasticsearch.
* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - :star: 988 :fork_and_knife: 236 - The official high-level Python client for Elasticsearch.
* [:earth_americas: solrpy](https://code.google.com/p/solrpy/) - A Python client for [solr](http://lucene.apache.org/solr/).
* [:earth_americas: Whoosh](http://whoosh.readthedocs.org/) - A fast, pure Python search engine library.
@ -567,13 +567,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for building user's activities.*
* [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - :star: 1094 :fork_and_knife: 327 - Generate generic activity streams from the actions on your site.
* [:octocat: Feedly](https://github.com/tschellenbach/Feedly) - :star: 2520 :fork_and_knife: 309 - A library to build newsfeed and notification systems using Cassandra and Redis.
* [:octocat: Feedly](https://github.com/tschellenbach/Feedly) - :star: 2524 :fork_and_knife: 310 - A library to build newsfeed and notification systems using Cassandra and Redis.
## Asset Management
*Tools for managing, compressing and minifying website assets.*
* [:octocat: django-compressor](https://github.com/django-compressor/django-compressor) - :star: 1757 :fork_and_knife: 492 - Compresses linked and inline JavaScript or CSS into a single cached file.
* [:octocat: django-compressor](https://github.com/django-compressor/django-compressor) - :star: 1760 :fork_and_knife: 491 - Compresses linked and inline JavaScript or CSS into a single cached file.
* [:earth_americas: django-storages](http://code.larlet.fr/django-storages/) - A collection of custom storage back ends for Django.
* [:earth_americas: fanstatic](http://www.fanstatic.org/) - Packages, optimizes, and serves static file dependencies as Python packages.
* [:earth_americas: File Conveyor](http://fileconveyor.org/) - A daemon to detect and sync files to CDNs, S3 and FTP.
@ -593,7 +593,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: dogpile.cache](http://dogpilecache.readthedocs.org/) - dogpile.cache is next generation replacement for Beaker made by same authors.
* [:earth_americas: HermesCache](https://pypi.python.org/pypi/HermesCache) - Python caching library with tag-based invalidation and dogpile effect prevention.
* [:octocat: johnny-cache](https://github.com/jmoiron/johnny-cache) - :star: 267 :fork_and_knife: 88 - A caching framework for django applications.
* [:octocat: pylibmc](https://github.com/lericson/pylibmc) - :star: 331 :fork_and_knife: 109 - A Python wrapper around the [libmemcached](http://libmemcached.org/libMemcached.html) interface.
* [:octocat: pylibmc](https://github.com/lericson/pylibmc) - :star: 332 :fork_and_knife: 108 - A Python wrapper around the [libmemcached](http://libmemcached.org/libMemcached.html) interface.
## Email
@ -602,13 +602,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: django-celery-ses](https://github.com/StreetVoice/django-celery-ses) - :star: 19 :fork_and_knife: 4 - Django email back end with AWS SES and Celery.
* [:earth_americas: envelopes](http://tomekwojcik.github.io/envelopes/) - Mailing for human beings.
* [:octocat: flanker](https://github.com/mailgun/flanker) - :star: 980 :fork_and_knife: 99 - A email address and Mime parsing library.
* [:octocat: imbox](https://github.com/martinrusev/imbox) - :star: 654 :fork_and_knife: 85 - Python IMAP for Humans.
* [:octocat: inbox.py](https://github.com/kennethreitz/inbox.py) - :star: 1255 :fork_and_knife: 85 - Python SMTP Server for Humans.
* [:octocat: inbox](https://github.com/inboxapp/inbox) - :star: 3161 :fork_and_knife: 314 - The open source email toolkit.
* [:octocat: lamson](https://github.com/zedshaw/lamson) - :star: 568 :fork_and_knife: 162 - Pythonic SMTP Application Server.
* [:octocat: imbox](https://github.com/martinrusev/imbox) - :star: 655 :fork_and_knife: 86 - Python IMAP for Humans.
* [:octocat: inbox.py](https://github.com/kennethreitz/inbox.py) - :star: 1256 :fork_and_knife: 86 - Python SMTP Server for Humans.
* [:octocat: inbox](https://github.com/inboxapp/inbox) - :star: 3163 :fork_and_knife: 314 - The open source email toolkit.
* [:octocat: lamson](https://github.com/zedshaw/lamson) - :star: 570 :fork_and_knife: 162 - Pythonic SMTP Application Server.
* [:octocat: mailjet](https://github.com/WoLpH/mailjet) - :star: 17 :fork_and_knife: 13 - Mailjet API implementation for batch mailing, statistics and more.
* [:octocat: marrow.mailer](https://github.com/marrow/marrow.mailer) - :star: 112 :fork_and_knife: 28 - High-performance extensible mail delivery framework.
* [:octocat: modoboa](https://github.com/tonioo/modoboa) - :star: 617 :fork_and_knife: 92 - A mail hosting and management platform including a modern and simplified Web UI.
* [:octocat: marrow.mailer](https://github.com/marrow/marrow.mailer) - :star: 113 :fork_and_knife: 28 - High-performance extensible mail delivery framework.
* [:octocat: modoboa](https://github.com/tonioo/modoboa) - :star: 623 :fork_and_knife: 92 - A mail hosting and management platform including a modern and simplified Web UI.
* [:earth_americas: pyzmail](http://www.magiksys.net/pyzmail/) - Compose, send and parse emails.
* [:octocat: Talon](https://github.com/mailgun/talon) - :star: 598 :fork_and_knife: 91 - Mailgun library to extract message quotations and signatures.
@ -623,8 +623,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for parsing URLs.*
* [:octocat: furl](https://github.com/gruns/furl) - :star: 955 :fork_and_knife: 62 - A small Python library that makes manipulating URLs simple.
* [:octocat: purl](https://github.com/codeinthehole/purl) - :star: 169 :fork_and_knife: 21 - A simple, immutable URL class with a clean API for interrogation and manipulation.
* [:octocat: furl](https://github.com/gruns/furl) - :star: 957 :fork_and_knife: 62 - A small Python library that makes manipulating URLs simple.
* [:octocat: purl](https://github.com/codeinthehole/purl) - :star: 170 :fork_and_knife: 21 - A simple, immutable URL class with a clean API for interrogation and manipulation.
* [:octocat: pyshorteners](https://github.com/ellisonleao/pyshorteners) - :star: 137 :fork_and_knife: 20 - A pure Python URL shortening lib.
* [:octocat: short_url](https://github.com/Alir3z4/python-short_url) - :star: 61 :fork_and_knife: 12 - Python implementation for generating Tiny URL and bit.ly-like URLs.
* [:octocat: webargs](https://github.com/sloria/webargs) - :star: 371 :fork_and_knife: 50 - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.
@ -638,41 +638,41 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: cssutils](https://pypi.python.org/pypi/cssutils/) - A CSS library for Python.
* [:octocat: html5lib](https://github.com/html5lib/html5lib-python) - :star: 528 :fork_and_knife: 115 - A standards-compliant library for parsing and serializing HTML documents and fragments.
* [:earth_americas: lxml](http://lxml.de/) - A very fast, easy-to-use and versatile library for handling HTML and XML.
* [:octocat: MarkupSafe](https://github.com/mitsuhiko/markupsafe) - :star: 138 :fork_and_knife: 47 - Implements a XML/HTML/XHTML Markup safe string for Python.
* [:octocat: pyquery](https://github.com/gawel/pyquery) - :star: 1049 :fork_and_knife: 97 - A jQuery-like library for parsing HTML.
* [:octocat: MarkupSafe](https://github.com/mitsuhiko/markupsafe) - :star: 138 :fork_and_knife: 48 - Implements a XML/HTML/XHTML Markup safe string for Python.
* [:octocat: pyquery](https://github.com/gawel/pyquery) - :star: 1052 :fork_and_knife: 98 - A jQuery-like library for parsing HTML.
* [:octocat: untangle](https://github.com/stchris/untangle) - :star: 198 :fork_and_knife: 27 - Converts XML documents to Python objects for easy access.
* [:octocat: xhtml2pdf](https://github.com/chrisglass/xhtml2pdf) - :star: 1159 :fork_and_knife: 420 - HTML/CSS to PDF converter.
* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - :star: 2172 :fork_and_knife: 212 - Working with XML feel like you are working with JSON.
* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - :star: 2175 :fork_and_knife: 213 - Working with XML feel like you are working with JSON.
## Web Crawling
*Libraries for scraping websites.*
* [:earth_americas: Scrapy](http://scrapy.org/) - A fast high-level screen scraping and web crawling framework.
* [:octocat: cola](https://github.com/chineking/cola) - :star: 1005 :fork_and_knife: 474 - A distributed crawling framework.
* [:octocat: cola](https://github.com/chineking/cola) - :star: 1008 :fork_and_knife: 474 - A distributed crawling framework.
* [:octocat: Demiurge](https://github.com/matiasb/demiurge) - :star: 41 :fork_and_knife: 6 - PyQuery-based scraping micro-framework.
* [:earth_americas: feedparser](http://pythonhosted.org/feedparser/) - Universal feed parser.
* [:earth_americas: Grab](http://grablib.org/) - Site scraping framework.
* [:octocat: MechanicalSoup](https://github.com/hickford/MechanicalSoup) - :star: 1436 :fork_and_knife: 76 - A Python library for automating interaction with websites.
* [:octocat: portia](https://github.com/scrapinghub/portia) - :star: 4573 :fork_and_knife: 679 - Visual scraping for Scrapy.
* [:octocat: pyspider](https://github.com/binux/pyspider) - :star: 7686 :fork_and_knife: 1993 - A powerful spider system.
* [:octocat: RoboBrowser](https://github.com/jmcarp/robobrowser) - :star: 2586 :fork_and_knife: 181 - A simple, Pythonic library for browsing the web without a standalone web browser.
* [:octocat: MechanicalSoup](https://github.com/hickford/MechanicalSoup) - :star: 1437 :fork_and_knife: 76 - A Python library for automating interaction with websites.
* [:octocat: portia](https://github.com/scrapinghub/portia) - :star: 4580 :fork_and_knife: 677 - Visual scraping for Scrapy.
* [:octocat: pyspider](https://github.com/binux/pyspider) - :star: 7700 :fork_and_knife: 1996 - A powerful spider system.
* [:octocat: RoboBrowser](https://github.com/jmcarp/robobrowser) - :star: 2589 :fork_and_knife: 182 - A simple, Pythonic library for browsing the web without a standalone web browser.
## Web Content Extracting
*Libraries for extracting web contents.*
* [:octocat: Haul](https://github.com/vinta/Haul) - :star: 75 :fork_and_knife: 20 - An Extensible Image Crawler.
* [:octocat: html2text](https://github.com/Alir3z4/html2text) - :star: 297 :fork_and_knife: 62 - Convert HTML to Markdown-formatted text.
* [:octocat: html2text](https://github.com/Alir3z4/html2text) - :star: 297 :fork_and_knife: 61 - Convert HTML to Markdown-formatted text.
* [:octocat: lassie](https://github.com/michaelhelmick/lassie) - :star: 317 :fork_and_knife: 20 - Web Content Retrieval for Humans.
* [:octocat: micawber](https://github.com/coleifer/micawber) - :star: 322 :fork_and_knife: 45 - A small library for extracting rich content from URLs.
* [:octocat: newspaper](https://github.com/codelucas/newspaper) - :star: 3644 :fork_and_knife: 533 - News extraction, article extraction and content curation in Python.
* [:octocat: newspaper](https://github.com/codelucas/newspaper) - :star: 3652 :fork_and_knife: 533 - News extraction, article extraction and content curation in Python.
* [:octocat: opengraph](https://github.com/erikriver/opengraph) - :star: 77 :fork_and_knife: 45 - A Python module to parse the Open Graph Protocol
* [:octocat: python-goose](https://github.com/grangier/python-goose) - :star: 2158 :fork_and_knife: 518 - HTML Content/Article Extractor.
* [:octocat: python-readability](https://github.com/buriy/python-readability) - :star: 1039 :fork_and_knife: 203 - Fast Python port of arc90's readability tool.
* [:octocat: python-goose](https://github.com/grangier/python-goose) - :star: 2160 :fork_and_knife: 520 - HTML Content/Article Extractor.
* [:octocat: python-readability](https://github.com/buriy/python-readability) - :star: 1040 :fork_and_knife: 205 - Fast Python port of arc90's readability tool.
* [:octocat: sanitize](https://github.com/Alir3z4/sanitize) - :star: 28 :fork_and_knife: 2 - Bringing sanity to world of messed-up data.
* [:octocat: sumy](https://github.com/miso-belica/sumy) - :star: 695 :fork_and_knife: 142 - A module for automatic summarization of text documents and HTML pages.
* [:octocat: textract](https://github.com/deanmalmgren/textract) - :star: 1766 :fork_and_knife: 167 - Extract text from any document, Word, PowerPoint, PDFs, etc.
* [:octocat: sumy](https://github.com/miso-belica/sumy) - :star: 699 :fork_and_knife: 143 - A module for automatic summarization of text documents and HTML pages.
* [:octocat: textract](https://github.com/deanmalmgren/textract) - :star: 1769 :fork_and_knife: 168 - Extract text from any document, Word, PowerPoint, PDFs, etc.
## Forms
@ -692,23 +692,23 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: Cerberus](http://python-cerberus.org) - A mappings-validator with a variety of rules, normalization-features and simple customization that uses a pythonic schema-definition.
* [:earth_americas: colander](http://docs.pylonsproject.org/projects/colander/) - A system for validating and deserializing data obtained via XML, JSON, an HTML form post or any other equally simple data serialization.
* [:octocat: kmatch](https://github.com/ambitioninc/kmatch) - :star: 40 :fork_and_knife: 10 - A language for matching/validating/filtering Python dictionaries.
* [:octocat: schema](https://github.com/halst/schema) - :star: 932 :fork_and_knife: 85 - A library for validating Python data structures.
* [:octocat: Schematics](https://github.com/schematics/schematics) - :star: 1661 :fork_and_knife: 212 - Data Structure Validation.
* [:octocat: schema](https://github.com/halst/schema) - :star: 933 :fork_and_knife: 87 - A library for validating Python data structures.
* [:octocat: Schematics](https://github.com/schematics/schematics) - :star: 1662 :fork_and_knife: 212 - Data Structure Validation.
* [:octocat: valideer](https://github.com/podio/valideer) - :star: 169 :fork_and_knife: 9 - Lightweight extensible data validation and adaptation library.
* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - :star: 690 :fork_and_knife: 106 - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.
* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - :star: 690 :fork_and_knife: 107 - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.
## Anti-spam
*Libraries for fighting spam.*
* [:octocat: django-simple-captcha](https://github.com/mbi/django-simple-captcha) - :star: 392 :fork_and_knife: 158 - A simple and highly customizable Django app to add captcha images to any Django form.
* [:octocat: django-simple-captcha](https://github.com/mbi/django-simple-captcha) - :star: 393 :fork_and_knife: 159 - A simple and highly customizable Django app to add captcha images to any Django form.
* [:octocat: django-simple-spam-blocker](https://github.com/moqada/django-simple-spam-blocker) - :star: 10 :fork_and_knife: 2 - Simple spam blocker for Django.
## Tagging
*Libraries for tagging items.*
* [:octocat: django-taggit](https://github.com/alex/django-taggit) - :star: 1526 :fork_and_knife: 415 - Simple tagging for Django.
* [:octocat: django-taggit](https://github.com/alex/django-taggit) - :star: 1528 :fork_and_knife: 416 - Simple tagging for Django.
## Admin Panels
@ -716,11 +716,11 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: Ajenti](https://github.com/Eugeny/ajenti) - :star: 207 :fork_and_knife: 39 - The admin panel your servers deserve.
* [:earth_americas: django-suit](http://djangosuit.com/) - Alternative Django Admin-Interface (free only for Non-commercial use).
* [:octocat: django-xadmin](https://github.com/sshwsfc/django-xadmin) - :star: 1736 :fork_and_knife: 548 - Drop-in replacement of Django admin comes with lots of goodies.
* [:octocat: django-xadmin](https://github.com/sshwsfc/django-xadmin) - :star: 1739 :fork_and_knife: 548 - Drop-in replacement of Django admin comes with lots of goodies.
* [:octocat: flask-admin](https://github.com/mrjoes/flask-admin) - :star: 67 :fork_and_knife: 32 - Simple and extensible administrative interface framework for Flask.
* [:octocat: flower](https://github.com/mher/flower) - :star: 1932 :fork_and_knife: 357 - Real-time monitor and web admin for Celery.
* [:octocat: flower](https://github.com/mher/flower) - :star: 1934 :fork_and_knife: 357 - Real-time monitor and web admin for Celery.
* [:earth_americas: Grappelli](http://grappelliproject.com) – A jazzy skin for the Django Admin-Interface.
* [:octocat: Wooey](https://github.com/wooey/wooey) - :star: 733 :fork_and_knife: 62 - A Django app which creates automatic web UIs for Python scripts.
* [:octocat: Wooey](https://github.com/wooey/wooey) - :star: 734 :fork_and_knife: 62 - A Django app which creates automatic web UIs for Python scripts.
## Static Site Generator
@ -736,9 +736,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for starting and communicating with OS processes.*
* [:octocat: envoy](https://github.com/kennethreitz/envoy) - :star: 1832 :fork_and_knife: 148 - Python [subprocess](https://docs.python.org/2/library/subprocess.html) for Humans™.
* [:octocat: envoy](https://github.com/kennethreitz/envoy) - :star: 1833 :fork_and_knife: 150 - Python [subprocess](https://docs.python.org/2/library/subprocess.html) for Humans™.
* [:earth_americas: sarge](http://sarge.readthedocs.org/) - Yet another wrapper for subprocess.
* [:octocat: sh](https://github.com/amoffat/sh) - :star: 3477 :fork_and_knife: 305 - A full-fledged subprocess replacement for Python.
* [:octocat: sh](https://github.com/amoffat/sh) - :star: 3480 :fork_and_knife: 306 - A full-fledged subprocess replacement for Python.
## Concurrency and Parallelism
@ -747,7 +747,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: multiprocessing](https://docs.python.org/2/library/multiprocessing.html) - (Python standard library) Process-based "threading" interface.
* [:earth_americas: threading](https://docs.python.org/2/library/threading.html) - (Python standard library) Higher-level threading interface.
* [:earth_americas: eventlet](http://eventlet.net/) - Asynchronous framework with WSGI support.
* [:octocat: gevent](http://www.gevent.org/) - :star: 688 :fork_and_knife: 128 - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
* [:octocat: gevent](http://www.gevent.org/) - :star: 690 :fork_and_knife: 128 - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
* [:octocat: Tomorrow](https://github.com/madisonmay/Tomorrow) - :star: 1178 :fork_and_knife: 67 - Magic decorator syntax for asynchronous code.
## Networking
@ -757,7 +757,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
* [:earth_americas: Tornado](http://www.tornadoweb.org/) - A Web framework and asynchronous networking library.
* [:earth_americas: Twisted](https://twistedmatrix.com/trac/) - An event-driven networking engine.
* [:octocat: pulsar](https://github.com/quantmind/pulsar) - :star: 1341 :fork_and_knife: 95 - Event-driven concurrent framework for Python.
* [:octocat: pulsar](https://github.com/quantmind/pulsar) - :star: 1344 :fork_and_knife: 95 - Event-driven concurrent framework for Python.
* [:octocat: diesel](https://github.com/jamwt/diesel) - :star: 545 :fork_and_knife: 54 - Greenlet-based event I/O Framework for Python.
* [:earth_americas: pyzmq](http://zeromq.github.io/pyzmq/) - A Python wrapper for the ZeroMQ message library.
* [:octocat: txZMQ](https://github.com/smira/txZMQ) - :star: 127 :fork_and_knife: 38 - Twisted based wrapper for the ZeroMQ message library.
@ -766,9 +766,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with WebSocket.*
* [:octocat: AutobahnPython](https://github.com/tavendo/AutobahnPython) - :star: 1270 :fork_and_knife: 402 - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
* [:octocat: Crossbar](https://github.com/crossbario/crossbar/) - :star: 1060 :fork_and_knife: 141 - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn).
* [:octocat: django-socketio](https://github.com/stephenmcd/django-socketio) - :star: 933 :fork_and_knife: 194 - WebSockets for Django.
* [:octocat: AutobahnPython](https://github.com/tavendo/AutobahnPython) - :star: 1274 :fork_and_knife: 402 - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
* [:octocat: Crossbar](https://github.com/crossbario/crossbar/) - :star: 1059 :fork_and_knife: 142 - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn).
* [:octocat: django-socketio](https://github.com/stephenmcd/django-socketio) - :star: 935 :fork_and_knife: 195 - WebSockets for Django.
* [:octocat: WebSocket-for-Python](https://github.com/Lawouach/WebSocket-for-Python) - :star: 732 :fork_and_knife: 184 - WebSocket client and server library for Python 2 and 3 as well as PyPy.
## WSGI Servers
@ -780,7 +780,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: bjoern](http://pypi.python.org/pypi/bjoern) - Asynchronous, very fast and written in C.
* [:earth_americas: fapws3](http://www.fapws.org/) - Asynchronous (network side only), written in C.
* [:earth_americas: meinheld](http://pypi.python.org/pypi/meinheld) - Asynchronous, partly written in C.
* [:octocat: netius](https://github.com/hivesolutions/netius) - :star: 42 :fork_and_knife: 3 - Asynchronous, very fast.
* [:octocat: netius](https://github.com/hivesolutions/netius) - :star: 57 :fork_and_knife: 3 - Asynchronous, very fast.
* [:earth_americas: paste](http://pythonpaste.org/) - Multi-threaded, stable, tried and tested.
* [:earth_americas: rocket](http://pypi.python.org/pypi/rocket) - Multi-threaded.
* [:earth_americas: waitress](https://waitress.readthedocs.org/) - Multi-threaded, poweres Pyramid.
@ -790,9 +790,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*RPC-compatible servers.*
* [:octocat: SimpleJSONRPCServer](https://github.com/joshmarshall/jsonrpclib/) - :star: 284 :fork_and_knife: 111 - This library is an implementation of the JSON-RPC specification.
* [:octocat: SimpleJSONRPCServer](https://github.com/joshmarshall/jsonrpclib/) - :star: 283 :fork_and_knife: 111 - This library is an implementation of the JSON-RPC specification.
* [:earth_americas: SimpleXMLRPCServer](https://docs.python.org/2/library/simplexmlrpcserver.html) - (Python standard library) Simple XML-RPC server implementation, single-threaded.
* [:octocat: zeroRPC](https://github.com/dotcloud/zerorpc-python) - :star: 1808 :fork_and_knife: 219 - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
* [:octocat: zeroRPC](https://github.com/dotcloud/zerorpc-python) - :star: 1811 :fork_and_knife: 219 - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
## Cryptography
@ -814,7 +814,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: PyQt](http://www.riverbankcomputing.co.uk/software/pyqt/intro) - Python bindings for the [Qt](http://qt-project.org/) cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.
* [:earth_americas: PySide](http://qt-project.org/wiki/pyside) - Python bindings for the [Qt](http://qt-project.org/) cross-platform application and UI framework, supporting the Qt v4 framework.
* [:earth_americas: Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package.
* [:octocat: Toga](https://github.com/pybee/toga) - :star: 945 :fork_and_knife: 72 - A Python native, OS native GUI toolkit.
* [:octocat: Toga](https://github.com/pybee/toga) - :star: 952 :fork_and_knife: 74 - A Python native, OS native GUI toolkit.
* [:earth_americas: urwid](http://urwid.org/) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
* [:earth_americas: wxPython](http://wxpython.org/) - A blending of the wxWidgets C++ class library with the Python.
@ -849,38 +849,38 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: unittest](https://docs.python.org/2/library/unittest.html) - (Python standard library) Unit testing framework.
* [:earth_americas: nose](https://nose.readthedocs.org/) - nose extends unittest.
* [:octocat: contexts](https://github.com/benjamin-hodgson/Contexts) - :star: 38 :fork_and_knife: 3 - A BDD framework for Python 3.3+. Inspired by C#'s `Machine.Specifications`.
* [:octocat: hypothesis](https://github.com/DRMacIver/hypothesis) - :star: 1593 :fork_and_knife: 146 - Hypothesis is an advanced Quickcheck style property based testing library.
* [:octocat: hypothesis](https://github.com/DRMacIver/hypothesis) - :star: 1601 :fork_and_knife: 146 - Hypothesis is an advanced Quickcheck style property based testing library.
* [:earth_americas: mamba](https://nestorsalceda.github.io/mamba) - The definitive testing tool for Python. Born under the banner of BDD.
* [:octocat: PyAutoGUI](https://github.com/asweigart/pyautogui) - :star: 639 :fork_and_knife: 98 - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
* [:octocat: PyAutoGUI](https://github.com/asweigart/pyautogui) - :star: 645 :fork_and_knife: 99 - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
* [:octocat: pyshould](https://github.com/drslump/pyshould) - :star: 32 :fork_and_knife: 6 - Should style asserts based on [PyHamcrest](https://github.com/hamcrest/PyHamcrest).
* [:earth_americas: pytest](http://pytest.org/) - A mature full-featured Python testing tool.
* [:earth_americas: pyvows](http://heynemann.github.io/pyvows/) - BDD style testing for Python. Inspired by [Vows.js](http://vowsjs.org/).
* [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - :star: 1192 :fork_and_knife: 449 - A generic test automation framework.
* Web Testing
* [:earth_americas: Selenium](https://pypi.python.org/pypi/selenium) - Python bindings for [Selenium](http://www.seleniumhq.org/) WebDriver.
* [:octocat: locust](https://github.com/locustio/locust) - :star: 4164 :fork_and_knife: 600 - Scalable user load testing tool written in Python.
* [:octocat: sixpack](https://github.com/seatgeek/sixpack) - :star: 1176 :fork_and_knife: 118 - A language-agnostic A/B Testing framework.
* [:octocat: locust](https://github.com/locustio/locust) - :star: 4172 :fork_and_knife: 601 - Scalable user load testing tool written in Python.
* [:octocat: sixpack](https://github.com/seatgeek/sixpack) - :star: 1179 :fork_and_knife: 119 - A language-agnostic A/B Testing framework.
* [:earth_americas: splinter](https://splinter.readthedocs.org/en/latest/) - Open source tool for testing web applications.
* Mock
* [:earth_americas: mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
* [:earth_americas: doublex](https://pypi.python.org/pypi/doublex) - Powerful test doubles framework for Python.
* [:octocat: freezegun](https://github.com/spulec/freezegun) - :star: 845 :fork_and_knife: 89 - Travel through time by mocking the datetime module.
* [:octocat: httmock](https://github.com/patrys/httmock) - :star: 262 :fork_and_knife: 28 - A mocking library for requests for Python 2.6+ and 3.2+.
* [:octocat: freezegun](https://github.com/spulec/freezegun) - :star: 847 :fork_and_knife: 90 - Travel through time by mocking the datetime module.
* [:octocat: httmock](https://github.com/patrys/httmock) - :star: 263 :fork_and_knife: 28 - A mocking library for requests for Python 2.6+ and 3.2+.
* [:earth_americas: httpretty](http://falcao.it/HTTPretty/) - HTTP request mock tool for Python.
* [:octocat: responses](https://github.com/dropbox/responses) - :star: 1343 :fork_and_knife: 123 - A utility library for mocking out the requests Python library.
* [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - :star: 758 :fork_and_knife: 117 - Record and replay HTTP interactions on your tests.
* [:octocat: responses](https://github.com/dropbox/responses) - :star: 1347 :fork_and_knife: 124 - A utility library for mocking out the requests Python library.
* [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - :star: 760 :fork_and_knife: 117 - Record and replay HTTP interactions on your tests.
* Object Factories
* [:octocat: factory_boy](https://github.com/rbarrois/factory_boy) - :star: 1008 :fork_and_knife: 142 - A test fixtures replacement for Python.
* [:octocat: factory_boy](https://github.com/rbarrois/factory_boy) - :star: 1009 :fork_and_knife: 143 - A test fixtures replacement for Python.
* [:octocat: mixer](https://github.com/klen/mixer) - :star: 352 :fork_and_knife: 36 - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.
* [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - :star: 605 :fork_and_knife: 137 - Creating random fixtures for testing in Django.
* [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - :star: 606 :fork_and_knife: 137 - Creating random fixtures for testing in Django.
* Code Coverage
* [:earth_americas: coverage](https://pypi.python.org/pypi/coverage) - Code coverage measurement.
* Fake Data
* [:earth_americas: faker](http://www.joke2k.net/faker/) - A Python package that generates fake data.
* [:octocat: fake2db](https://github.com/emirozer/fake2db) - :star: 1680 :fork_and_knife: 77 - Fake database generator.
* [:octocat: fake2db](https://github.com/emirozer/fake2db) - :star: 1681 :fork_and_knife: 77 - Fake database generator.
* [:earth_americas: radar](https://pypi.python.org/pypi/radar) - Generate random datetime / time.
* Error Handler
* [:octocat: FuckIt.py](https://github.com/ajalt/fuckitpy) - :star: 2147 :fork_and_knife: 89 - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.
* [:octocat: FuckIt.py](https://github.com/ajalt/fuckitpy) - :star: 2154 :fork_and_knife: 89 - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.
## Code Analysis and Linter
@ -889,7 +889,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* Code Analysis
* [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - :star: 295 :fork_and_knife: 39 - Turn your Python and JavaScript code into DOT flowcharts.
* [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - :star: 708 :fork_and_knife: 114 - A library that visualises the flow (call graph) of your Python application.
* [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - :star: 709 :fork_and_knife: 114 - A library that visualises the flow (call graph) of your Python application.
* [:octocat: pysonar2](https://github.com/yinwang0/pysonar2) - :star: 2292 :fork_and_knife: 628 - A type inferencer and indexer for Python.
* Linter
* [:earth_americas: Flake8](https://pypi.python.org/pypi/flake8) - The modular source code checker: pep8, pyflakes and co.
@ -906,13 +906,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: pyringe](https://github.com/google/pyringe) - :star: 1373 :fork_and_knife: 52 - Debugger capable of attaching to and injecting code into Python processes.
* [:octocat: wdb](https://github.com/Kozea/wdb) - :star: 1073 :fork_and_knife: 56 - An improbable web debugger through WebSockets.
* [:earth_americas: winpdb](http://winpdb.org/) - A Platform Independent Python Debugger with GUI, capable of remote debugging based on rpdb2.
* [:octocat: django-debug-toolbar](https://github.com/django-debug-toolbar/django-debug-toolbar) - :star: 3864 :fork_and_knife: 700 - Display various debug information about the current request/response.
* [:octocat: django-debug-toolbar](https://github.com/django-debug-toolbar/django-debug-toolbar) - :star: 3865 :fork_and_knife: 700 - Display various debug information about the current request/response.
* [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - :star: 1162 :fork_and_knife: 150 - A drop-in replacement for Django's runserver.
* [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - :star: 498 :fork_and_knife: 81 - A port of the django-debug-toolbar to flask.
* [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - :star: 497 :fork_and_knife: 81 - A port of the django-debug-toolbar to flask.
* Profiler
* [:octocat: line_profiler](https://github.com/rkern/line_profiler) - :star: 999 :fork_and_knife: 78 - Line-by-line profiling.
* [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - :star: 856 :fork_and_knife: 117 - Monitor Memory usage of Python code.
* [:octocat: profiling](https://github.com/what-studio/profiling) - :star: 2452 :fork_and_knife: 86 - An interactive Python profiler.
* [:octocat: line_profiler](https://github.com/rkern/line_profiler) - :star: 1002 :fork_and_knife: 80 - Line-by-line profiling.
* [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - :star: 857 :fork_and_knife: 117 - Monitor Memory usage of Python code.
* [:octocat: profiling](https://github.com/what-studio/profiling) - :star: 2453 :fork_and_knife: 86 - An interactive Python profiler.
* Others
* [:octocat: pyelftools](https://github.com/eliben/pyelftools) - :star: 381 :fork_and_knife: 149 - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information.
* [:octocat: python-statsd](https://github.com/WoLpH/python-statsd) - :star: 87 :fork_and_knife: 35 - Python Client for the [statsd](https://github.com/etsy/statsd/) server.
@ -922,7 +922,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for scientific computing and data analyzing.*
* [:earth_americas: astropy](http://www.astropy.org/) - A community Python library for Astronomy.
* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - :star: 357 :fork_and_knife: 179 - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis.
* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - :star: 359 :fork_and_knife: 179 - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis.
* [:octocat: bccb](https://github.com/chapmanb/bcbb) - :star: 327 :fork_and_knife: 158 - Collection of useful code related to biological analysis.
* [:earth_americas: Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation.
* [:earth_americas: blaze](http://blaze.pydata.org/en/latest/) - NumPy and Pandas interface to Big Data.
@ -931,24 +931,24 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: Numba](http://numba.pydata.org/) - Python JIT (just in time) complier to LLVM aimed at scientific Python by the developers of Cython and NumPy.
* [:earth_americas: NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python.
* [:earth_americas: Open Babel](http://openbabel.org/wiki/Main_Page) - A chemical toolbox designed to speak the many languages of chemical data.
* [:octocat: Open Mining](https://github.com/avelino/mining) - :star: 648 :fork_and_knife: 104 - Business Intelligence (BI) in Python (Pandas web interface)
* [:octocat: Open Mining](https://github.com/avelino/mining) - :star: 650 :fork_and_knife: 104 - Business Intelligence (BI) in Python (Pandas web interface)
* [:earth_americas: orange](http://orange.biolab.si/) - Data mining, data visualization, analysis and machine learning through visual programming or Python scripting.
* [:earth_americas: Pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools.
* [:earth_americas: PyDy](https://pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion based around NumPy, SciPy, IPython, and matplotlib.
* [:octocat: PyMC](https://github.com/pymc-devs/pymc3) - :star: 1693 :fork_and_knife: 399 - Markov Chain Monte Carlo sampling toolkit.
* [:octocat: PyMC](https://github.com/pymc-devs/pymc3) - :star: 1695 :fork_and_knife: 399 - Markov Chain Monte Carlo sampling toolkit.
* [:earth_americas: RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software.
* [:earth_americas: SciPy](http://www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
* [:octocat: statsmodels](https://github.com/statsmodels/statsmodels) - :star: 1693 :fork_and_knife: 828 - Statistical modeling and econometrics in Python.
* [:octocat: SymPy](https://github.com/sympy/sympy) - :star: 3267 :fork_and_knife: 1630 - A Python library for symbolic mathematics.
* [:octocat: zipline](https://github.com/quantopian/zipline) - :star: 3868 :fork_and_knife: 1212 - A Pythonic algorithmic trading library.
* [:octocat: statsmodels](https://github.com/statsmodels/statsmodels) - :star: 1695 :fork_and_knife: 828 - Statistical modeling and econometrics in Python.
* [:octocat: SymPy](https://github.com/sympy/sympy) - :star: 3276 :fork_and_knife: 1628 - A Python library for symbolic mathematics.
* [:octocat: zipline](https://github.com/quantopian/zipline) - :star: 3871 :fork_and_knife: 1211 - A Pythonic algorithmic trading library.
## Data Visualization
*Libraries for visualizing data. See: [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).*
* [:earth_americas: matplotlib](http://matplotlib.org/) - A Python 2D plotting library.
* [:octocat: bokeh](https://github.com/ContinuumIO/bokeh) - :star: 4758 :fork_and_knife: 1094 - Interactive Web Plotting for Python.
* [:octocat: ggplot](https://github.com/yhat/ggplot) - :star: 2767 :fork_and_knife: 387 - Same API as ggplot2 for R.
* [:octocat: bokeh](https://github.com/ContinuumIO/bokeh) - :star: 4757 :fork_and_knife: 1099 - Interactive Web Plotting for Python.
* [:octocat: ggplot](https://github.com/yhat/ggplot) - :star: 2769 :fork_and_knife: 388 - Same API as ggplot2 for R.
* [:earth_americas: plotly](https://plot.ly/python) - Collaborative web plotting for Python and matplotlib.
* [:earth_americas: pygal](http://pygal.org/) - A Python SVG Charts Creator.
* [:earth_americas: pygraphviz](https://pypi.python.org/pypi/pygraphviz) - Python interface to [Graphviz](http://www.graphviz.org/).
@ -968,13 +968,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for Machine Learning. See: [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python).*
* [:octocat: Crab](https://github.com/muricoca/crab) - :star: 742 :fork_and_knife: 283 - A flexible, fast recommender engine.
* [:octocat: gensim](https://github.com/piskvorky/gensim) - :star: 3155 :fork_and_knife: 1180 - Topic Modelling for Humans.
* [:octocat: Crab](https://github.com/muricoca/crab) - :star: 743 :fork_and_knife: 283 - A flexible, fast recommender engine.
* [:octocat: gensim](https://github.com/piskvorky/gensim) - :star: 3163 :fork_and_knife: 1190 - Topic Modelling for Humans.
* [:octocat: hebel](https://github.com/hannes-brt/hebel) - :star: 1147 :fork_and_knife: 109 - GPU-Accelerated Deep Learning Library in Python.
* [:octocat: NuPIC](https://github.com/numenta/nupic) - :star: 4530 :fork_and_knife: 1281 - Numenta Platform for Intelligent Computing.
* [:octocat: pattern](https://github.com/clips/pattern) - :star: 4875 :fork_and_knife: 895 - Web mining module for Python.
* [:octocat: PyBrain](https://github.com/pybrain/pybrain) - :star: 2064 :fork_and_knife: 638 - Another Python Machine Learning Library.
* [:octocat: Pylearn2](https://github.com/lisa-lab/pylearn2) - :star: 2207 :fork_and_knife: 906 - A Machine Learning library based on [Theano](https://github.com/Theano/Theano).
* [:octocat: NuPIC](https://github.com/numenta/nupic) - :star: 4536 :fork_and_knife: 1280 - Numenta Platform for Intelligent Computing.
* [:octocat: pattern](https://github.com/clips/pattern) - :star: 4878 :fork_and_knife: 895 - Web mining module for Python.
* [:octocat: PyBrain](https://github.com/pybrain/pybrain) - :star: 2067 :fork_and_knife: 639 - Another Python Machine Learning Library.
* [:octocat: Pylearn2](https://github.com/lisa-lab/pylearn2) - :star: 2210 :fork_and_knife: 907 - A Machine Learning library based on [Theano](https://github.com/Theano/Theano).
* [:octocat: python-recsys](https://github.com/ocelma/python-recsys) - :star: 690 :fork_and_knife: 303 - A Python library for implementing a Recommender System.
* [:earth_americas: scikit-learn](http://scikit-learn.org/) - A Python module for machine learning built on top of SciPy.
* [:octocat: vowpal_porpoise](https://github.com/josephreisinger/vowpal_porpoise) - :star: 128 :fork_and_knife: 31 - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/).
@ -983,55 +983,55 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Framworks and libraries for MapReduce.*
* [:octocat: dpark](https://github.com/douban/dpark) - :star: 1949 :fork_and_knife: 448 - Python clone of Spark, a MapReduce alike framework in Python.
* [:octocat: dpark](https://github.com/douban/dpark) - :star: 1950 :fork_and_knife: 447 - Python clone of Spark, a MapReduce alike framework in Python.
* [:octocat: dumbo](https://github.com/klbostee/dumbo) - :star: 982 :fork_and_knife: 159 - Python module that allows one to easily write and run Hadoop programs.
* [:octocat: luigi](https://github.com/spotify/luigi) - :star: 5618 :fork_and_knife: 1070 - A module that helps you build complex pipelines of batch jobs.
* [:octocat: mrjob](https://github.com/Yelp/mrjob) - :star: 1911 :fork_and_knife: 486 - Run MapReduce jobs on Hadoop or Amazon Web Services.
* [:octocat: luigi](https://github.com/spotify/luigi) - :star: 5628 :fork_and_knife: 1072 - A module that helps you build complex pipelines of batch jobs.
* [:octocat: mrjob](https://github.com/Yelp/mrjob) - :star: 1913 :fork_and_knife: 487 - Run MapReduce jobs on Hadoop or Amazon Web Services.
* [:earth_americas: PySpark](http://spark.apache.org/docs/latest/programming-guide.html) - The Spark Python API.
* [:octocat: streamparse](https://github.com/Parsely/streamparse) - :star: 1054 :fork_and_knife: 157 - Run Python code against real-time streams of data. Integrates with [Apache Storm](https://storm.incubator.apache.org/).
* [:octocat: streamparse](https://github.com/Parsely/streamparse) - :star: 1055 :fork_and_knife: 157 - Run Python code against real-time streams of data. Integrates with [Apache Storm](https://storm.incubator.apache.org/).
## Functional Programming
*Functional Programming with Python.*
* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - :star: 300 :fork_and_knife: 27 - Cython implementation of Toolz: High performance functional utilities.
* [:octocat: fn.py](https://github.com/kachayev/fn.py) - :star: 2096 :fork_and_knife: 133 - Functional programming in Python: implementation of missing features to enjoy FP.
* [:octocat: funcy](https://github.com/Suor/funcy) - :star: 1346 :fork_and_knife: 66 - A fancy and practical functional tools.
* [:octocat: Toolz](https://github.com/pytoolz/toolz) - :star: 1231 :fork_and_knife: 102 - A collection of functional utilities for iterators, functions, and dictionaries.
* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - :star: 301 :fork_and_knife: 27 - Cython implementation of Toolz: High performance functional utilities.
* [:octocat: fn.py](https://github.com/kachayev/fn.py) - :star: 2098 :fork_and_knife: 133 - Functional programming in Python: implementation of missing features to enjoy FP.
* [:octocat: funcy](https://github.com/Suor/funcy) - :star: 1347 :fork_and_knife: 67 - A fancy and practical functional tools.
* [:octocat: Toolz](https://github.com/pytoolz/toolz) - :star: 1234 :fork_and_knife: 102 - A collection of functional utilities for iterators, functions, and dictionaries.
## Third-party APIs
*Libraries for accessing third party services APIs. See: [List of Python API Wrappers and Libraries](https://github.com/realpython/list-of-python-api-wrappers).*
* [:earth_americas: apache-libcloud](https://libcloud.apache.org/) - One Python library for all clouds.
* [:octocat: boto](https://github.com/boto/boto) - :star: 5674 :fork_and_knife: 2075 - Python interface to Amazon Web Services.
* [:octocat: boto](https://github.com/boto/boto) - :star: 5676 :fork_and_knife: 2075 - Python interface to Amazon Web Services.
* [:octocat: django-wordpress](https://github.com/sunlightlabs/django-wordpress/) - :star: 222 :fork_and_knife: 51 - WordPress models and views for Django.
* [:octocat: facebook-sdk](https://github.com/pythonforfacebook/facebook-sdk) - :star: 1793 :fork_and_knife: 681 - Facebook Platform Python SDK.
* [:octocat: facebook-sdk](https://github.com/pythonforfacebook/facebook-sdk) - :star: 1795 :fork_and_knife: 682 - Facebook Platform Python SDK.
* [:octocat: facepy](https://github.com/jgorset/facepy) - :star: 533 :fork_and_knife: 157 - Facepy makes it really easy to interact with Facebook's Graph API
* [:octocat: gmail](https://github.com/charlierguo/gmail) - :star: 1314 :fork_and_knife: 251 - A Pythonic interface for Gmail.
* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - :star: 1211 :fork_and_knife: 560 - Google APIs Client Library for Python.
* [:octocat: gspread](https://github.com/burnash/gspread) - :star: 1890 :fork_and_knife: 352 - Google Spreadsheets Python API.
* [:octocat: twython](https://github.com/ryanmcgrath/twython) - :star: 1248 :fork_and_knife: 318 - A Python wrapper for the Twitter API.
* [:octocat: gmail](https://github.com/charlierguo/gmail) - :star: 1315 :fork_and_knife: 251 - A Pythonic interface for Gmail.
* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - :star: 1217 :fork_and_knife: 562 - Google APIs Client Library for Python.
* [:octocat: gspread](https://github.com/burnash/gspread) - :star: 1895 :fork_and_knife: 352 - Google Spreadsheets Python API.
* [:octocat: twython](https://github.com/ryanmcgrath/twython) - :star: 1248 :fork_and_knife: 317 - A Python wrapper for the Twitter API.
## DevOps Tools
*Software and libraries for DevOps.*
* [:octocat: Ansible](https://github.com/ansible/ansible) - :star: 19474 :fork_and_knife: 5921 - A radically simple IT automation platform.
* [:octocat: SaltStack](https://github.com/saltstack/salt) - :star: 6994 :fork_and_knife: 3198 - Infrastructure automation and management system.
* [:octocat: Ansible](https://github.com/ansible/ansible) - :star: 19515 :fork_and_knife: 5927 - A radically simple IT automation platform.
* [:octocat: SaltStack](https://github.com/saltstack/salt) - :star: 7000 :fork_and_knife: 3201 - Infrastructure automation and management system.
* [:earth_americas: Fabric](http://www.fabfile.org/) - A simple, Pythonic tool for remote execution and deployment.
* [:octocat: cuisine](https://github.com/sebastien/cuisine) - :star: 1204 :fork_and_knife: 146 - Chef-like functionality for Fabric.
* [:earth_americas: Docker Compose](https://docs.docker.com/compose/) - Fast, isolated development environments using [Docker](https://www.docker.com/).
* [:octocat: Fabtools](https://github.com/ronnix/fabtools) - :star: 1043 :fork_and_knife: 203 - Tools for writing awesome Fabric files.
* [:octocat: Fabtools](https://github.com/ronnix/fabtools) - :star: 1044 :fork_and_knife: 204 - Tools for writing awesome Fabric files.
* [:earth_americas: gitapi](http://bitbucket.org/haard/gitapi) - Pure-Python API for git.
* [:octocat: gunnery](https://github.com/gunnery/gunnery) - :star: 611 :fork_and_knife: 57 - Multipurpose task execution tool for distributed systems with web-based interface.
* [:earth_americas: hgapi](http://bitbucket.org/haard/hgapi) - Pure-Python API for Mercurial.
* [:octocat: honcho](https://github.com/nickstenning/honcho) - :star: 862 :fork_and_knife: 98 - A Python port of [Foreman](https://github.com/ddollar/foreman), a tool for managing Procfile-based applications.
* [:octocat: honcho](https://github.com/nickstenning/honcho) - :star: 862 :fork_and_knife: 99 - A Python port of [Foreman](https://github.com/ddollar/foreman), a tool for managing Procfile-based applications.
* [:earth_americas: OpenStack](http://www.openstack.org/) - Open source software for building private and public clouds.
* [:octocat: pexpect](https://github.com/pexpect/pexpect) - :star: 722 :fork_and_knife: 195 - Controlling interactive programs in a pseudo-terminal like GNU expect.
* [:octocat: pexpect](https://github.com/pexpect/pexpect) - :star: 721 :fork_and_knife: 195 - Controlling interactive programs in a pseudo-terminal like GNU expect.
* [:octocat: provy](https://github.com/python-provy/provy) - :star: 106 :fork_and_knife: 19 - An easy-to-use provisioning system in Python.
* [:octocat: psutil](https://github.com/giampaolo/psutil) - :star: 1997 :fork_and_knife: 341 - A cross-platform process and system utilities module.
* [:octocat: supervisor](https://github.com/Supervisor/supervisor) - :star: 2836 :fork_and_knife: 573 - Supervisor process control system for UNIX.
* [:octocat: psutil](https://github.com/giampaolo/psutil) - :star: 2004 :fork_and_knife: 343 - A cross-platform process and system utilities module.
* [:octocat: supervisor](https://github.com/Supervisor/supervisor) - :star: 2847 :fork_and_knife: 574 - Supervisor process control system for UNIX.
## Job Scheduler
@ -1041,9 +1041,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: django-schedule](https://github.com/thauber/django-schedule) - :star: 656 :fork_and_knife: 265 - A calendaring app for Django.
* [:earth_americas: doit](http://pydoit.org/) - A task runner/build tool.
* [:earth_americas: Joblib](http://pythonhosted.org/joblib/index.html) - A set of tools to provide lightweight pipelining in Python.
* [:octocat: Plan](https://github.com/fengsp/plan) - :star: 932 :fork_and_knife: 67 - Writing crontab file in Python like a charm.
* [:octocat: schedule](https://github.com/dbader/schedule) - :star: 2520 :fork_and_knife: 250 - Python job scheduling for humans.
* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - :star: 383 :fork_and_knife: 94 - A powerful workflow engine implemented in pure Python.
* [:octocat: Plan](https://github.com/fengsp/plan) - :star: 931 :fork_and_knife: 67 - Writing crontab file in Python like a charm.
* [:octocat: schedule](https://github.com/dbader/schedule) - :star: 2521 :fork_and_knife: 251 - Python job scheduling for humans.
* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - :star: 384 :fork_and_knife: 94 - A powerful workflow engine implemented in pure Python.
* [:earth_americas: TaskFlow](http://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
## Foreign Function Interface
@ -1061,7 +1061,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: Cython](http://cython.org/) - Optimizing Static Compiler for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains.
* [:earth_americas: PyPy](http://pypy.org/) - An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information.
* [:octocat: Pyston](https://github.com/dropbox/pyston) - :star: 4039 :fork_and_knife: 278 - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.
* [:octocat: Pyston](https://github.com/dropbox/pyston) - :star: 4040 :fork_and_knife: 279 - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.
* [:earth_americas: Stackless Python](http://www.stackless.com/) - An enhanced version of the Python.
## Microsoft Windows
@ -1070,7 +1070,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: Python(x,y)](https://code.google.com/p/pythonxy/) - 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.
* [:octocat: PythonNet](https://github.com/pythonnet/pythonnet) - :star: 258 :fork_and_knife: 83 - Python Integration with the .NET Common Language Runtime (CLR).
* [:octocat: PythonNet](https://github.com/pythonnet/pythonnet) - :star: 261 :fork_and_knife: 83 - Python Integration with the .NET Common Language Runtime (CLR).
* [:earth_americas: PyWin32](http://sourceforge.net/projects/pywin32/) - Python Extensions for Windows.
* [:earth_americas: WinPython](https://winpython.github.io/) - Portable development environment for Windows 7/8.
@ -1089,7 +1089,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: ino](http://inotool.org/) - Command line toolkit for working with [Arduino](http://www.arduino.cc/).
* [:earth_americas: Pyro](http://pyrorobotics.com/) - Python Robotics.
* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - :star: 468 :fork_and_knife: 118 - A module for cross-platform control of the mouse and keyboard.
* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - :star: 471 :fork_and_knife: 118 - A module for cross-platform control of the mouse and keyboard.
* [:earth_americas: scapy](http://www.secdev.org/projects/scapy/) - A brilliant packet manipulation library.
* [:earth_americas: wifi](https://wifi.readthedocs.org/) - A Python library and command line tool for working with WiFi on Linux.
@ -1105,33 +1105,33 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Useful libraries or tools that don't fit in the categories above.*
* [:octocat: blinker](https://github.com/jek/blinker) - :star: 444 :fork_and_knife: 58 - A fast Python in-process signal/event dispatching system.
* [:octocat: itsdangerous](https://github.com/mitsuhiko/itsdangerous) - :star: 1019 :fork_and_knife: 86 - Various helpers to pass trusted data to untrusted environments.
* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - :star: 428 :fork_and_knife: 45 - A simple but flexible plugin system for Python.
* [:octocat: blinker](https://github.com/jek/blinker) - :star: 445 :fork_and_knife: 59 - A fast Python in-process signal/event dispatching system.
* [:octocat: itsdangerous](https://github.com/mitsuhiko/itsdangerous) - :star: 1023 :fork_and_knife: 87 - Various helpers to pass trusted data to untrusted environments.
* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - :star: 430 :fork_and_knife: 46 - A simple but flexible plugin system for Python.
* [:octocat: Pychievements](https://github.com/PacketPerception/pychievements) - :star: 78 :fork_and_knife: 3 - A framework for creating and tracking achievements.
## Algorithms and Design Patterns
*Python implementation of algorithms and design patterns.*
* [:octocat: algorithms](https://github.com/nryoung/algorithms) - :star: 1736 :fork_and_knife: 446 - A module of algorithms for Python.
* [:octocat: python-patterns](https://github.com/faif/python-patterns) - :star: 9626 :fork_and_knife: 2296 - A collection of design patterns in Python.
* [:octocat: algorithms](https://github.com/nryoung/algorithms) - :star: 1741 :fork_and_knife: 447 - A module of algorithms for Python.
* [:octocat: python-patterns](https://github.com/faif/python-patterns) - :star: 9642 :fork_and_knife: 2305 - A collection of design patterns in Python.
## Editor Plugins
*Plugins for editors and IDEs.*
* Emacs
* [:octocat: Elpy](https://github.com/jorgenschaefer/elpy) - :star: 818 :fork_and_knife: 117 - Emacs Python Development Environment.
* [:octocat: Elpy](https://github.com/jorgenschaefer/elpy) - :star: 816 :fork_and_knife: 117 - Emacs Python Development Environment.
* Sublime Text
* [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - :star: 669 :fork_and_knife: 72 - A Sublime Text plugin to the awesome auto-complete library Jedi.
* [:octocat: Anaconda](https://github.com/DamnWidget/anaconda) - :star: 1225 :fork_and_knife: 133 - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.
* [:octocat: Anaconda](https://github.com/DamnWidget/anaconda) - :star: 1232 :fork_and_knife: 134 - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.
* Vim
* [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - :star: 12126 :fork_and_knife: 1416 - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
* [:octocat: Jedi-vim](https://github.com/davidhalter/jedi-vim) - :star: 2546 :fork_and_knife: 219 - Vim bindings for the Jedi auto-completion library for Python.
* [:octocat: Python-mode](https://github.com/klen/python-mode) - :star: 3197 :fork_and_knife: 657 - An all in one plugin for turning Vim into a Python IDE.
* [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - :star: 12151 :fork_and_knife: 1417 - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
* [:octocat: Jedi-vim](https://github.com/davidhalter/jedi-vim) - :star: 2550 :fork_and_knife: 220 - Vim bindings for the Jedi auto-completion library for Python.
* [:octocat: Python-mode](https://github.com/klen/python-mode) - :star: 3205 :fork_and_knife: 657 - An all in one plugin for turning Vim into a Python IDE.
* Visual Studio
* [:octocat: PTVS](https://github.com/Microsoft/PTVS) - :star: 1307 :fork_and_knife: 345 - Python Tools for Visual Studio.
* [:octocat: PTVS](https://github.com/Microsoft/PTVS) - :star: 1308 :fork_and_knife: 347 - Python Tools for Visual Studio.
## IDEs
@ -1140,7 +1140,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
* [:earth_americas: Komodo](http://komodoide.com/) - Commercial polyglot IDE with support for Python.
* [:earth_americas: LiClipse](http://www.liclipse.com/) - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.
* [:octocat: Spyder](https://github.com/spyder-ide/spyder) - :star: 1510 :fork_and_knife: 363 - Open Source Python IDE.
* [:octocat: Spyder](https://github.com/spyder-ide/spyder) - :star: 1511 :fork_and_knife: 364 - Open Source Python IDE.
* [:earth_americas: WingIDE](http://wingide.com/) - Commercial IDE for Python.
# Services
@ -1199,8 +1199,8 @@ List of lists.
* Python
* [:octocat: pycrumbs](https://github.com/kirang89/pycrumbs/blob/master/pycrumbs.md)
* [:octocat: python-github-projects](https://github.com/checkcheckzz/python-github-projects) - :star: 282 :fork_and_knife: 52
* [:octocat: python_reference](https://github.com/rasbt/python_reference) - :star: 1682 :fork_and_knife: 349
* [:octocat: python_reference](https://github.com/rasbt/python_reference) - :star: 1683 :fork_and_knife: 349
* [:octocat: pythonidae](https://github.com/svaksha/pythonidae) - :star: 421 :fork_and_knife: 80
* Monty
* [:octocat: awesome](https://github.com/sindresorhus/awesome) - :star: 45446 :fork_and_knife: 5411
* [:octocat: lists](https://github.com/jnv/lists) - :star: 3948 :fork_and_knife: 301
* [:octocat: awesome](https://github.com/sindresorhus/awesome) - :star: 45577 :fork_and_knife: 5429
* [:octocat: lists](https://github.com/jnv/lists) - :star: 3950 :fork_and_knife: 301