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@ -103,7 +103,7 @@ 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) - Dead simple interactive Python version management. :star: 481 :fork_and_knife: 13
* [:octocat: pyenv](https://github.com/yyuu/pyenv) - Simple Python version management. :star: 3095 :fork_and_knife: 221
* [:octocat: pyenv](https://github.com/yyuu/pyenv) - Simple Python version management. :star: 3101 :fork_and_knife: 222
* [: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) - Run a command in the named virtualenv. :star: 253 :fork_and_knife: 14
* [:earth_americas: virtualenv](https://pypi.python.org/pypi/virtualenv) - A tool to create isolated Python environments.
@ -123,7 +123,7 @@ 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) - Next generation Python Package Repository (PyPI). :star: 280 :fork_and_knife: 61
* [:octocat: warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI). :star: 280 :fork_and_knife: 62
* [: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.
@ -133,7 +133,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries to create packaged executables for release distribution.*
* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform). :star: 1138 :fork_and_knife: 325
* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform). :star: 1139 :fork_and_knife: 326
* [: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).
@ -147,7 +147,7 @@ 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) - A console tool to build code with different development platforms. :star: 268 :fork_and_knife: 30
* [:octocat: PlatformIO](https://github.com/ivankravets/platformio) - A console tool to build code with different development platforms. :star: 269 :fork_and_knife: 30
* [:octocat: PyBuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python. :star: 470 :fork_and_knife: 113
* [:earth_americas: SCons](http://www.scons.org/) - A software construction tool.
@ -155,9 +155,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Interactive Python interpreters (REPL).*
* [:octocat: IPython](https://github.com/ipython/ipython) - A rich toolkit to help you make the most out of using Python interactively. :star: 7482 :fork_and_knife: 2207
* [:octocat: IPython](https://github.com/ipython/ipython) - A rich toolkit to help you make the most out of using Python interactively. :star: 7484 :fork_and_knife: 2209
* [:earth_americas: bpython](http://bpython-interpreter.org) – A fancy interface to the Python interpreter.
* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit). :star: 778 :fork_and_knife: 19
* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit). :star: 779 :fork_and_knife: 19
## Files
@ -175,10 +175,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with dates and times.*
* [:octocat: arrow](https://github.com/crsmithdev/arrow) - Better dates & times for Python. :star: 2507 :fork_and_knife: 213
* [:octocat: arrow](https://github.com/crsmithdev/arrow) - Better dates & times for Python. :star: 2510 :fork_and_knife: 213
* [:octocat: Chronyk](https://github.com/KoffeinFlummi/Chronyk) - A Python 3 library for parsing human-written times and dates. :star: 204 :fork_and_knife: 7
* [: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/) - A library for clearing up the inconvenient truths that arise dealing with datetimes. :star: 833 :fork_and_knife: 48
* [:octocat: delorean](https://github.com/myusuf3/delorean/) - A library for clearing up the inconvenient truths that arise dealing with datetimes. :star: 834 :fork_and_knife: 48
* [:octocat: moment](https://github.com/zachwill/moment) - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/). :star: 247 :fork_and_knife: 8
* [:octocat: PyTime](https://github.com/shnode/PyTime) - A easy-use Python module which aims to operate date/time/datetime by string. :star: 93 :fork_and_knife: 8
* [: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.
@ -192,7 +192,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector. :star: 368 :fork_and_knife: 60
* [: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) - Makes Unicode text less broken and more consistent automagically. :star: 1021 :fork_and_knife: 36
* [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically. :star: 1023 :fork_and_knife: 36
* [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - Fuzzy String Matching. :star: 1971 :fork_and_knife: 176
* [:octocat: Levenshtein](https://github.com/ztane/python-Levenshtein/) - Fast computation of Levenshtein distance and string similarity. :star: 149 :fork_and_knife: 32
* [:octocat: pangu.py](https://github.com/vinta/pangu.py) - Spacing texts for CJK and alphanumerics. :star: 30 :fork_and_knife: 6
@ -203,14 +203,14 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: xpinyin](https://github.com/lxneng/xpinyin) - A library to translate Chinese hanzi (漢字) to pinyin (拼音). :star: 249 :fork_and_knife: 66
* Slugify
* [:octocat: awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode. :star: 225 :fork_and_knife: 15
* [:octocat: python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII. :star: 172 :fork_and_knife: 25
* [:octocat: python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII. :star: 173 :fork_and_knife: 25
* [:octocat: unicode-slugify](https://github.com/mozilla/unicode-slugify) - A slugifier that generates unicode slugs with Django as a dependency. :star: 169 :fork_and_knife: 29
* Parser
* [:octocat: phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers. :star: 974 :fork_and_knife: 125
* [: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) - Parsing human names into their individual components. :star: 103 :fork_and_knife: 17
* [:octocat: python-nameparser](https://github.com/derek73/python-nameparser) - Parsing human names into their individual components. :star: 104 :fork_and_knife: 17
* [:octocat: python-user-agents](https://github.com/selwin/python-user-agents) - Browser user agent parser. :star: 243 :fork_and_knife: 53
* [:earth_americas: sqlparse](https://sqlparse.readthedocs.org/) - A non-validating SQL parser.
@ -219,17 +219,17 @@ 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) - A module for Tabular Datasets in XLS, CSV, JSON, YAML. :star: 1570 :fork_and_knife: 218
* [:octocat: tablib](https://github.com/kennethreitz/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML. :star: 1571 :fork_and_knife: 218
* Office
* [:octocat: Marmir](https://github.com/brianray/mm) - Takes Python data structures and turns them into spreadsheets. :star: 109 :fork_and_knife: 15
* [: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) - Reads, queries and modifies Microsoft Word 2007/2008 docx files. :star: 356 :fork_and_knife: 128
* [:octocat: unoconv](https://github.com/dagwieers/unoconv) - Convert between any document format supported by LibreOffice/OpenOffice. :star: 589 :fork_and_knife: 195
* [:octocat: python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files. :star: 356 :fork_and_knife: 129
* [:octocat: unoconv](https://github.com/dagwieers/unoconv) - Convert between any document format supported by LibreOffice/OpenOffice. :star: 589 :fork_and_knife: 194
* [: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) - Writing and reading data and formatting information from Excel files. :star: 436 :fork_and_knife: 151
* PDF
* [:octocat: PDFMiner](https://github.com/euske/pdfminer) - A tool for extracting information from PDF documents. :star: 1204 :fork_and_knife: 302
* [:octocat: PDFMiner](https://github.com/euske/pdfminer) - A tool for extracting information from PDF documents. :star: 1205 :fork_and_knife: 302
* [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages. :star: 740 :fork_and_knife: 228
* [:earth_americas: ReportLab](http://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
* Markdown
@ -238,7 +238,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* YAML
* [:earth_americas: PyYAML](http://pyyaml.org/) - YAML implementations for Python.
* CSV
* [:octocat: csvkit](https://github.com/onyxfish/csvkit) - Utilities for converting to and working with CSV. :star: 1677 :fork_and_knife: 256
* [:octocat: csvkit](https://github.com/onyxfish/csvkit) - Utilities for converting to and working with CSV. :star: 1681 :fork_and_knife: 257
* Archive
* [:octocat: unp](https://github.com/mitsuhiko/unp) - A command line tool that can unpack archives easily. :star: 207 :fork_and_knife: 8
@ -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) - Chinese Words Segmentation Utilities. :star: 3667 :fork_and_knife: 1145
* [:octocat: langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system. :star: 426 :fork_and_knife: 76
* [:octocat: jieba](https://github.com/fxsjy/jieba) - Chinese Words Segmentation Utilities. :star: 3678 :fork_and_knife: 1150
* [:octocat: langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system. :star: 426 :fork_and_knife: 77
* [:earth_americas: Pattern](http://www.clips.ua.ac.be/pattern) - A web mining module for the Python.
* [:octocat: SnowNLP](https://github.com/isnowfy/snownlp) - A library for processing Chinese text. :star: 1013 :fork_and_knife: 271
* [:octocat: SnowNLP](https://github.com/isnowfy/snownlp) - A library for processing Chinese text. :star: 1021 :fork_and_knife: 272
* [:earth_americas: TextBlob](http://textblob.readthedocs.org/) - Providing a consistent API for diving into common NLP tasks.
## Documentation
@ -281,32 +281,32 @@ 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) - Python Command-line Application Tools. :star: 1793 :fork_and_knife: 167
* [:octocat: clint](https://github.com/kennethreitz/clint) - Python Command-line Application Tools. :star: 1795 :fork_and_knife: 167
* [: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) - Turn command line programs into a full GUI application with one line :star: 3663 :fork_and_knife: 173
* [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line :star: 3666 :fork_and_knife: 173
* [: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) - A Library for building powerful interactive command lines. :star: 1693 :fork_and_knife: 75
* [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - A Library for building powerful interactive command lines. :star: 1694 :fork_and_knife: 75
* Productivity Tools
* [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal. It's a quick way to visualize data without GUI. :star: 305 :fork_and_knife: 22
* [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal. It's a quick way to visualize data without GUI. :star: 306 :fork_and_knife: 23
* [:octocat: caniusepython3](https://github.com/brettcannon/caniusepython3) - Determine what projects are blocking you from porting to Python 3. :star: 207 :fork_and_knife: 20
* [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects. :star: 2280 :fork_and_knife: 275
* [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects. :star: 2283 :fork_and_knife: 275
* [:octocat: doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal. :star: 594 :fork_and_knife: 17
* [:octocat: httpie](https://github.com/jakubroztocil/httpie) - A command line HTTP client, a user-friendly cURL replacement. :star: 17827 :fork_and_knife: 1013
* [:octocat: PathPicker](https://github.com/facebook/PathPicker) - Select files out of bash output. :star: 2512 :fork_and_knife: 115
* [:octocat: percol](https://github.com/mooz/percol) - Adds flavor of interactive selection to the traditional pipe concept on UNIX. :star: 1773 :fork_and_knife: 71
* [:octocat: httpie](https://github.com/jakubroztocil/httpie) - A command line HTTP client, a user-friendly cURL replacement. :star: 17850 :fork_and_knife: 1013
* [:octocat: PathPicker](https://github.com/facebook/PathPicker) - Select files out of bash output. :star: 2513 :fork_and_knife: 115
* [:octocat: percol](https://github.com/mooz/percol) - Adds flavor of interactive selection to the traditional pipe concept on UNIX. :star: 1774 :fork_and_knife: 71
* [:earth_americas: RainbowStream](http://www.rainbowstream.org/) - Smart and nice Twitter client on terminal.
* [:octocat: thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command. :star: 13605 :fork_and_knife: 638
* [:octocat: thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command. :star: 13618 :fork_and_knife: 638
## Downloader
*Libraries for downloading.*
* [:octocat: coursera](https://github.com/coursera-dl/coursera) - Script for downloading Coursera.org videos and naming them. :star: 2477 :fork_and_knife: 901
* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront. :star: 1559 :fork_and_knife: 517
* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - Super S3 command line tool, good for higher performance. :star: 276 :fork_and_knife: 54
* [:octocat: subliminal](https://github.com/Diaoul/subliminal) - Library and command line tool to search and download subtitles. :star: 757 :fork_and_knife: 180
* [:octocat: WikiTeam](https://github.com/WikiTeam/wikiteam) - Tools for downloading and preserving wikis. :star: 76 :fork_and_knife: 26
* [:octocat: coursera](https://github.com/coursera-dl/coursera) - Script for downloading Coursera.org videos and naming them. :star: 2477 :fork_and_knife: 902
* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront. :star: 1558 :fork_and_knife: 517
* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - Super S3 command line tool, good for higher performance. :star: 278 :fork_and_knife: 54
* [:octocat: subliminal](https://github.com/Diaoul/subliminal) - Library and command line tool to search and download subtitles. :star: 760 :fork_and_knife: 181
* [:octocat: WikiTeam](https://github.com/WikiTeam/wikiteam) - Tools for downloading and preserving wikis. :star: 77 :fork_and_knife: 26
* [: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.
@ -317,38 +317,38 @@ 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) - Image histogram remapping. :star: 97 :fork_and_knife: 5
* [: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) - Nudity detection. :star: 276 :fork_and_knife: 28
* [:octocat: nude.py](https://github.com/hhatto/nude.py) - Nudity detection. :star: 277 :fork_and_knife: 28
* [:earth_americas: pyBarcode](https://pythonhosted.org/pyBarcode/) - Create barcodes in Python without needing PIL.
* [:octocat: pygram](https://github.com/ajkumar25/pygram) - Instagram-like image filters. :star: 31 :fork_and_knife: 4
* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator. :star: 723 :fork_and_knife: 169
* [:octocat: pygram](https://github.com/ajkumar25/pygram) - Instagram-like image filters. :star: 32 :fork_and_knife: 4
* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator. :star: 725 :fork_and_knife: 169
* [:octocat: Quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees. :star: 486 :fork_and_knife: 34
* [:earth_americas: scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.
* [:octocat: thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images. :star: 3285 :fork_and_knife: 304
* [:octocat: thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images. :star: 3291 :fork_and_knife: 305
* [:octocat: wand](https://github.com/dahlia/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick. :star: 479 :fork_and_knife: 112
## OCR
*Libraries for Optical Character Recognition.*
* [:octocat: pyocr](https://github.com/jflesch/pyocr) - A wrapper for Tesseract and Cuneiform. :star: 151 :fork_and_knife: 36
* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - Another wrapper for Google Tesseract OCR. :star: 260 :fork_and_knife: 69
* [:octocat: pyocr](https://github.com/jflesch/pyocr) - A wrapper for Tesseract and Cuneiform. :star: 153 :fork_and_knife: 36
* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - Another wrapper for Google Tesseract OCR. :star: 259 :fork_and_knife: 70
* [: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
*Libraries for manipulating audio.*
* [:octocat: audiolazy](https://github.com/danilobellini/audiolazy) - Expressive Digital Signal Processing (DSP) package for Python. :star: 185 :fork_and_knife: 17
* [:octocat: audiolazy](https://github.com/danilobellini/audiolazy) - Expressive Digital Signal Processing (DSP) package for Python. :star: 186 :fork_and_knife: 17
* [:octocat: audioread](https://github.com/sampsyo/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding. :star: 78 :fork_and_knife: 20
* [:earth_americas: beets](http://beets.radbox.org/) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
* [:octocat: dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition. :star: 1783 :fork_and_knife: 282
* [:octocat: django-elastic-transcoder](https://github.com/StreetVoice/django-elastic-transcoder) - Django + [Amazon Elastic Transcoder](http://aws.amazon.com/elastictranscoder/). :star: 17 :fork_and_knife: 10
* [: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) - A module for parsing m3u8 file. :star: 119 :fork_and_knife: 50
* [:octocat: m3u8](https://github.com/globocom/m3u8) - A module for parsing m3u8 file. :star: 120 :fork_and_knife: 50
* [:earth_americas: mutagen](https://bitbucket.org/lazka/mutagen) - A Python module to handle audio metadata.
* [:octocat: pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface. :star: 1210 :fork_and_knife: 109
* [:octocat: pyechonest](https://github.com/echonest/pyechonest) - Python client for the [Echo Nest](http://developer.echonest.com/docs/) API. :star: 481 :fork_and_knife: 891
* [:octocat: pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface. :star: 1211 :fork_and_knife: 110
* [:octocat: pyechonest](https://github.com/echonest/pyechonest) - Python client for the [Echo Nest](http://developer.echonest.com/docs/) API. :star: 481 :fork_and_knife: 893
* [:earth_americas: talkbox](http://scikits.appspot.com/talkbox) - A Python library for speech/signal processing.
* [:octocat: TimeSide](https://github.com/yomguy/TimeSide) - Open web audio processing framework. :star: 124 :fork_and_knife: 14
* [:octocat: tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files. :star: 136 :fork_and_knife: 14
@ -368,8 +368,8 @@ 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) - Python API for MaxMind GeoIP Legacy Database. :star: 103 :fork_and_knife: 30
* [:octocat: geojson](https://github.com/frewsxcv/python-geojson) - Python bindings and utilities for GeoJSON. :star: 161 :fork_and_knife: 26
* [:octocat: geopy](https://github.com/geopy/geopy) - Python Geocoding Toolbox. :star: 844 :fork_and_knife: 223
* [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - Pure Python GeoIP API. :star: 373 :fork_and_knife: 78
* [:octocat: geopy](https://github.com/geopy/geopy) - Python Geocoding Toolbox. :star: 845 :fork_and_knife: 223
* [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - Pure Python GeoIP API. :star: 374 :fork_and_knife: 78
* [:octocat: django-countries](https://github.com/SmileyChris/django-countries) - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models. :star: 179 :fork_and_knife: 67
## HTTP
@ -403,17 +403,17 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - mysql-python fork supporting Python 3. :star: 168 :fork_and_knife: 17
* [: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) - Pure Python MySQL driver compatible to mysql-python. :star: 1213 :fork_and_knife: 288
* [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - Pure Python MySQL driver compatible to mysql-python. :star: 1214 :fork_and_knife: 288
* [:octocat: queries](https://github.com/gmr/queries) - A wrapper of the psycopg2 library for interacting with PostgreSQL. :star: 109 :fork_and_knife: 7
* [: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) - Python driver for Cassandra. :star: 390 :fork_and_knife: 191
* [:octocat: cassandra-python-driver](https://github.com/datastax/python-driver) - Python driver for Cassandra. :star: 391 :fork_and_knife: 191
* [: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) - Python Thrift driver for Cassandra. :star: 488 :fork_and_knife: 133
* [: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) - The Redis Python Client. :star: 3562 :fork_and_knife: 873
* [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - The Redis Python Client. :star: 3566 :fork_and_knife: 873
* [:octocat: telephus](https://github.com/driftx/Telephus) - Twisted based client for Cassandra. :star: 90 :fork_and_knife: 32
* [:octocat: txRedis](https://github.com/deldotdr/txRedis) - Twisted based client for Redis. :star: 95 :fork_and_knife: 30
@ -425,7 +425,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [: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: 897 :fork_and_knife: 57
* [:octocat: peewee](https://github.com/coleifer/peewee) - A small, expressive ORM. :star: 2169 :fork_and_knife: 359
* [:octocat: peewee](https://github.com/coleifer/peewee) - A small, expressive ORM. :star: 2185 :fork_and_knife: 360
* [: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) - Django MongoDB Backend. :star: 570 :fork_and_knife: 175
@ -442,9 +442,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*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: 2689 :fork_and_knife: 406
* [:octocat: awesome-django](https://github.com/rosarior/awesome-django) :star: 2695 :fork_and_knife: 408
* [:earth_americas: Flask](http://flask.pocoo.org/) - A microframework for Python.
* [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) :star: 1453 :fork_and_knife: 189
* [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) :star: 1460 :fork_and_knife: 189
* [: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: 174 :fork_and_knife: 17
* [:earth_americas: Bluebream](http://bluebream.zope.org/) - An open-source web application server, framework and library, formerly known as Zope 3.
@ -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) - A shopping cart app built using the Mezzanine. :star: 416 :fork_and_knife: 195
* [:octocat: Cartridge](https://github.com/stephenmcd/cartridge) - A shopping cart app built using the Mezzanine. :star: 416 :fork_and_knife: 194
* [:earth_americas: shoop](https://www.shoop.io/) - An open source E-Commerce platform based on Django.
* [:octocat: alipay](https://github.com/lxneng/alipay) - Unofficial Alipay API for Python. :star: 77 :fork_and_knife: 32
* [:octocat: merchant](https://github.com/agiliq/merchant) - A Django app to accept payments from various payment processors. :star: 793 :fork_and_knife: 140
* [:octocat: merchant](https://github.com/agiliq/merchant) - A Django app to accept payments from various payment processors. :star: 794 :fork_and_knife: 141
* [:octocat: money](https://github.com/carlospalol/money) - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution. :star: 42 :fork_and_knife: 5
* [:octocat: python-currencies](https://github.com/Alir3z4/python-currencies) - Display money format and its filthy currencies. :star: 15 :fork_and_knife: 0
@ -504,11 +504,11 @@ 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) - Flask extension that takes care of API representation and authentication. :star: 18 :fork_and_knife: 2
* [: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) - REST API framework powered by Flask, MongoDB and good intentions. :star: 2591 :fork_and_knife: 354
* [:octocat: sandman](https://github.com/jeffknupp/sandman) - Automated REST APIs for existing database-driven systems. :star: 2090 :fork_and_knife: 162
* [:octocat: eve](https://github.com/nicolaiarocci/eve) - REST API framework powered by Flask, MongoDB and good intentions. :star: 2595 :fork_and_knife: 355
* [:octocat: sandman](https://github.com/jeffknupp/sandman) - Automated REST APIs for existing database-driven systems. :star: 2091 :fork_and_knife: 162
* [: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/) - REST API building library (Django, and others) :star: 6 :fork_and_knife: 7
* [:octocat: ripozo](https://github.com/vertical-knowledge/ripozo) - Quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django. :star: 109 :fork_and_knife: 5
* [:octocat: ripozo](https://github.com/vertical-knowledge/ripozo) - Quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django. :star: 110 :fork_and_knife: 5
* [:earth_americas: cornice](https://cornice.readthedocs.org/) - A REST framework for Pyramid.
## Authentication
@ -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) - Authentication app for Django that "just works." :star: 1964 :fork_and_knife: 708
* [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - OAuth2 goodies for the Djangonauts. :star: 550 :fork_and_knife: 173
* [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works." :star: 1966 :fork_and_knife: 708
* [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - OAuth2 goodies for the Djangonauts. :star: 551 :fork_and_knife: 173
* [:octocat: django-oauth2-provider](https://github.com/caffeinehit/django-oauth2-provider) - Providing OAuth2 access to Django app. :star: 271 :fork_and_knife: 201
* [:octocat: Flask-OAuthlib](https://github.com/lepture/flask-oauthlib) - OAuth 1.0/a, 2.0 implementation of client and provider for Flask. :star: 538 :fork_and_knife: 159
* [:octocat: OAuthLib](https://github.com/idan/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic. :star: 960 :fork_and_knife: 217
* [:octocat: python-oauth2](https://github.com/simplegeo/python-oauth2) - A fully tested, abstract interface to creating OAuth clients and servers. :star: 2278 :fork_and_knife: 903
* [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - An easy-to-setup social authentication mechanism. :star: 1859 :fork_and_knife: 771
* [:octocat: rauth](https://github.com/litl/rauth) - A Python library for OAuth 1.0/a, 2.0, and Ofly. :star: 1369 :fork_and_knife: 140
* [:octocat: Flask-OAuthlib](https://github.com/lepture/flask-oauthlib) - OAuth 1.0/a, 2.0 implementation of client and provider for Flask. :star: 541 :fork_and_knife: 159
* [:octocat: OAuthLib](https://github.com/idan/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic. :star: 961 :fork_and_knife: 217
* [:octocat: python-oauth2](https://github.com/simplegeo/python-oauth2) - A fully tested, abstract interface to creating OAuth clients and servers. :star: 2277 :fork_and_knife: 903
* [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - An easy-to-setup social authentication mechanism. :star: 1865 :fork_and_knife: 772
* [:octocat: rauth](https://github.com/litl/rauth) - A Python library for OAuth 1.0/a, 2.0, and Ofly. :star: 1370 :fork_and_knife: 140
* [:octocat: sanction](https://github.com/demianbrecht/sanction) - A dead simple OAuth2 client implementation. :star: 136 :fork_and_knife: 34
* Others
* [:octocat: jose](https://github.com/demonware/jose) - JavaScript Object Signing and Encryption draft implementation. :star: 28 :fork_and_knife: 11
* [:octocat: PyJWT](https://github.com/progrium/pyjwt) - Implementation of the JSON Web Token draft 01. :star: 519 :fork_and_knife: 90
* [:octocat: PyJWT](https://github.com/progrium/pyjwt) - Implementation of the JSON Web Token draft 01. :star: 522 :fork_and_knife: 90
* [:octocat: python-jws](https://github.com/brianloveswords/python-jws) - Implementation of JSON Web Signatures draft 02. :star: 30 :fork_and_knife: 12
* [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - Module for generating and verifying JSON Web Tokens. :star: 73 :fork_and_knife: 7
@ -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) - A modern and designer friendly templating language. :star: 2699 :fork_and_knife: 556
* [:octocat: Jinja2](https://github.com/mitsuhiko/jinja2) - A modern and designer friendly templating language. :star: 2705 :fork_and_knife: 557
* [: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.
@ -547,7 +547,7 @@ 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) - Little multi-threaded task queue. :star: 734 :fork_and_knife: 69
* [:octocat: huey](https://github.com/coleifer/huey) - Little multi-threaded task queue. :star: 735 :fork_and_knife: 69
* [:octocat: mrq](https://github.com/pricingassistant/mrq) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. :star: 300 :fork_and_knife: 15
* [:earth_americas: rq](http://python-rq.org/) - Simple job queues for Python.
* [:octocat: simpleq](https://github.com/rdegges/simpleq) - A simple, infinitely scalable, Amazon SQS based queue. :star: 87 :fork_and_knife: 5
@ -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) - Modular search for Django. :star: 1794 :fork_and_knife: 762
* [:octocat: django-haystack](https://github.com/toastdriven/django-haystack) - Modular search for Django. :star: 1794 :fork_and_knife: 763
* [: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) - The official high-level Python client for Elasticsearch. :star: 512 :fork_and_knife: 121
* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch. :star: 513 :fork_and_knife: 122
* [: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.
@ -566,8 +566,8 @@ 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) - Generate generic activity streams from the actions on your site. :star: 901 :fork_and_knife: 272
* [:octocat: Feedly](https://github.com/tschellenbach/Feedly) - A library to build newsfeed and notification systems using Cassandra and Redis. :star: 1747 :fork_and_knife: 210
* [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - Generate generic activity streams from the actions on your site. :star: 902 :fork_and_knife: 272
* [:octocat: Feedly](https://github.com/tschellenbach/Feedly) - A library to build newsfeed and notification systems using Cassandra and Redis. :star: 1748 :fork_and_knife: 210
## Asset Management
@ -601,11 +601,11 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: django-celery-ses](https://github.com/StreetVoice/django-celery-ses) - Django email back end with AWS SES and Celery. :star: 14 :fork_and_knife: 2
* [:earth_americas: envelopes](http://tomekwojcik.github.io/envelopes/) - Mailing for human beings.
* [:octocat: flanker](https://github.com/mailgun/flanker) - A email address and Mime parsing library. :star: 818 :fork_and_knife: 73
* [:octocat: imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans. :star: 577 :fork_and_knife: 70
* [:octocat: flanker](https://github.com/mailgun/flanker) - A email address and Mime parsing library. :star: 821 :fork_and_knife: 73
* [:octocat: imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans. :star: 578 :fork_and_knife: 70
* [:octocat: inbox.py](https://github.com/kennethreitz/inbox.py) - Python SMTP Server for Humans. :star: 1137 :fork_and_knife: 72
* [:octocat: inbox](https://github.com/inboxapp/inbox) - The open source email toolkit. :star: 2168 :fork_and_knife: 184
* [:octocat: lamson](https://github.com/zedshaw/lamson) - Pythonic SMTP Application Server. :star: 500 :fork_and_knife: 121
* [:octocat: lamson](https://github.com/zedshaw/lamson) - Pythonic SMTP Application Server. :star: 501 :fork_and_knife: 121
* [:octocat: mailjet](https://github.com/WoLpH/mailjet) - Mailjet API implementation for batch mailing, statistics and more. :star: 12 :fork_and_knife: 11
* [:octocat: marrow.mailer](https://github.com/marrow/marrow.mailer) - High-performance extensible mail delivery framework. :star: 87 :fork_and_knife: 23
* [:octocat: modoboa](https://github.com/tonioo/modoboa) - A mail hosting and management platform including a modern and simplified Web UI. :star: 411 :fork_and_knife: 67
@ -627,7 +627,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation. :star: 129 :fork_and_knife: 17
* [:octocat: pyshorteners](https://github.com/ellisonleao/pyshorteners) - A pure Python URL shortening lib. :star: 81 :fork_and_knife: 15
* [:octocat: short_url](https://github.com/Alir3z4/python-short_url) - Python implementation for generating Tiny URL and bit.ly-like URLs. :star: 37 :fork_and_knife: 6
* [:octocat: webargs](https://github.com/sloria/webargs) - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid. :star: 221 :fork_and_knife: 23
* [:octocat: webargs](https://github.com/sloria/webargs) - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid. :star: 223 :fork_and_knife: 24
## HTML Manipulation
@ -649,37 +649,37 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*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) - A distributed crawling framework. :star: 673 :fork_and_knife: 380
* [:octocat: cola](https://github.com/chineking/cola) - A distributed crawling framework. :star: 674 :fork_and_knife: 380
* [:octocat: Demiurge](https://github.com/matiasb/demiurge) - PyQuery-based scraping micro-framework. :star: 21 :fork_and_knife: 2
* [: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) - A Python library for automating interaction with websites. :star: 1222 :fork_and_knife: 41
* [:octocat: portia](https://github.com/scrapinghub/portia) - Visual scraping for Scrapy. :star: 3418 :fork_and_knife: 471
* [:octocat: pyspider](https://github.com/binux/pyspider) - A powerful spider system. :star: 5178 :fork_and_knife: 1206
* [:octocat: RoboBrowser](https://github.com/jmcarp/robobrowser) - A simple, Pythonic library for browsing the web without a standalone web browser. :star: 1071 :fork_and_knife: 79
* [:octocat: portia](https://github.com/scrapinghub/portia) - Visual scraping for Scrapy. :star: 3423 :fork_and_knife: 472
* [:octocat: pyspider](https://github.com/binux/pyspider) - A powerful spider system. :star: 5186 :fork_and_knife: 1208
* [:octocat: RoboBrowser](https://github.com/jmcarp/robobrowser) - A simple, Pythonic library for browsing the web without a standalone web browser. :star: 1072 :fork_and_knife: 79
## Web Content Extracting
*Libraries for extracting web contents.*
* [:octocat: Haul](https://github.com/vinta/Haul) - An Extensible Image Crawler. :star: 34 :fork_and_knife: 7
* [:octocat: html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text. :star: 134 :fork_and_knife: 33
* [:octocat: html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text. :star: 135 :fork_and_knife: 33
* [:octocat: lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans. :star: 288 :fork_and_knife: 16
* [:octocat: micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs. :star: 265 :fork_and_knife: 41
* [:octocat: newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python. :star: 2522 :fork_and_knife: 314
* [:octocat: opengraph](https://github.com/erikriver/opengraph) - A Python module to parse the Open Graph Protocol :star: 57 :fork_and_knife: 35
* [:octocat: python-goose](https://github.com/grangier/python-goose) - HTML Content/Article Extractor. :star: 1565 :fork_and_knife: 355
* [:octocat: python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool. :star: 738 :fork_and_knife: 157
* [:octocat: newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python. :star: 2523 :fork_and_knife: 313
* [:octocat: opengraph](https://github.com/erikriver/opengraph) - A Python module to parse the Open Graph Protocol :star: 58 :fork_and_knife: 35
* [:octocat: python-goose](https://github.com/grangier/python-goose) - HTML Content/Article Extractor. :star: 1568 :fork_and_knife: 356
* [:octocat: python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool. :star: 739 :fork_and_knife: 157
* [:octocat: sanitize](https://github.com/Alir3z4/sanitize) - Bringing sanity to world of messed-up data. :star: 10 :fork_and_knife: 0
* [:octocat: sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages. :star: 229 :fork_and_knife: 45
* [:octocat: textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc. :star: 1606 :fork_and_knife: 124
* [:octocat: textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc. :star: 1607 :fork_and_knife: 124
## Forms
*Libraries for working with forms.*
* [:earth_americas: Deform](http://deform.readthedocs.org/) - Python HTML form generation library influenced by the formish form generation library.
* [:octocat: django-bootstrap3](https://github.com/dyve/django-bootstrap3) - Bootstrap 3 integration with Django. :star: 1109 :fork_and_knife: 350
* [:octocat: django-bootstrap3](https://github.com/dyve/django-bootstrap3) - Bootstrap 3 integration with Django. :star: 1110 :fork_and_knife: 350
* [:earth_americas: django-crispy-forms](http://django-crispy-forms.readthedocs.org/) - A Django app which lets you create beautiful forms in a very elegant and DRY way.
* [:octocat: django-remote-forms](https://github.com/WiserTogether/django-remote-forms) - A platform independent Django form serializer. :star: 136 :fork_and_knife: 59
* [:earth_americas: WTForms-JSON](http://wtforms-json.readthedocs.org/) - A WTForms extension for JSON data handling.
@ -695,7 +695,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: schema](https://github.com/halst/schema) - A library for validating Python data structures. :star: 633 :fork_and_knife: 58
* [:octocat: Schematics](https://github.com/schematics/schematics) - Data Structure Validation. :star: 1434 :fork_and_knife: 182
* [:octocat: valideer](https://github.com/podio/valideer) - Lightweight extensible data validation and adaptation library. :star: 143 :fork_and_knife: 7
* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc. :star: 452 :fork_and_knife: 72
* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc. :star: 453 :fork_and_knife: 72
## Anti-spam
@ -708,17 +708,17 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for tagging items.*
* [:octocat: django-taggit](https://github.com/alex/django-taggit) - Simple tagging for Django. :star: 1323 :fork_and_knife: 374
* [:octocat: django-taggit](https://github.com/alex/django-taggit) - Simple tagging for Django. :star: 1323 :fork_and_knife: 375
## Admin Panels
*Libraries for administrative interfaces.*
* [:octocat: Ajenti](https://github.com/Eugeny/ajenti) - The admin panel your servers deserve. :star: 55 :fork_and_knife: 12
* [:octocat: Ajenti](https://github.com/Eugeny/ajenti) - The admin panel your servers deserve. :star: 56 :fork_and_knife: 12
* [: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) - Drop-in replacement of Django admin comes with lots of goodies. :star: 1401 :fork_and_knife: 428
* [:octocat: django-xadmin](https://github.com/sshwsfc/django-xadmin) - Drop-in replacement of Django admin comes with lots of goodies. :star: 1402 :fork_and_knife: 428
* [:octocat: flask-admin](https://github.com/mrjoes/flask-admin) - Simple and extensible administrative interface framework for Flask. :star: 18 :fork_and_knife: 5
* [:octocat: flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery. :star: 1387 :fork_and_knife: 253
* [:octocat: flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery. :star: 1389 :fork_and_knife: 254
* [:earth_americas: Grappelli](http://grappelliproject.com) – A jazzy skin for the Django Admin-Interface.
* [:octocat: Wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts. :star: 475 :fork_and_knife: 26
@ -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) - Python [subprocess](https://docs.python.org/2/library/subprocess.html) for Humans™. :star: 1556 :fork_and_knife: 101
* [:octocat: envoy](https://github.com/kennethreitz/envoy) - Python [subprocess](https://docs.python.org/2/library/subprocess.html) for Humans™. :star: 1557 :fork_and_knife: 102
* [:earth_americas: sarge](http://sarge.readthedocs.org/) - Yet another wrapper for subprocess.
* [:octocat: sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python. :star: 3041 :fork_and_knife: 248
* [:octocat: sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python. :star: 3041 :fork_and_knife: 249
## Concurrency and Parallelism
@ -747,8 +747,8 @@ 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/) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet). :star: 531 :fork_and_knife: 100
* [:octocat: Tomorrow](https://github.com/madisonmay/Tomorrow) - Magic decorator syntax for asynchronous code. :star: 901 :fork_and_knife: 42
* [:octocat: gevent](http://www.gevent.org/) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet). :star: 532 :fork_and_knife: 100
* [:octocat: Tomorrow](https://github.com/madisonmay/Tomorrow) - Magic decorator syntax for asynchronous code. :star: 903 :fork_and_knife: 42
## Networking
@ -766,8 +766,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with WebSocket.*
* [:octocat: AutobahnPython](https://github.com/tavendo/AutobahnPython) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html). :star: 870 :fork_and_knife: 278
* [:octocat: Crossbar](https://github.com/crossbario/crossbar/) - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn). :star: 692 :fork_and_knife: 81
* [:octocat: AutobahnPython](https://github.com/tavendo/AutobahnPython) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html). :star: 871 :fork_and_knife: 278
* [:octocat: Crossbar](https://github.com/crossbario/crossbar/) - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn). :star: 693 :fork_and_knife: 81
* [:octocat: django-socketio](https://github.com/stephenmcd/django-socketio) - WebSockets for Django. :star: 784 :fork_and_knife: 147
* [:octocat: WebSocket-for-Python](https://github.com/Lawouach/WebSocket-for-Python) - WebSocket client and server library for Python 2 and 3 as well as PyPy. :star: 593 :fork_and_knife: 140
@ -792,7 +792,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: SimpleJSONRPCServer](https://github.com/joshmarshall/jsonrpclib/) - This library is an implementation of the JSON-RPC specification. :star: 225 :fork_and_knife: 88
* [: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) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/). :star: 1528 :fork_and_knife: 169
* [:octocat: zeroRPC](https://github.com/dotcloud/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/). :star: 1530 :fork_and_knife: 169
## Cryptography
@ -849,16 +849,16 @@ 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) - A BDD framework for Python 3.3+. Inspired by C#'s `Machine.Specifications`. :star: 30 :fork_and_knife: 4
* [:octocat: hypothesis](https://github.com/DRMacIver/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library. :star: 821 :fork_and_knife: 72
* [:octocat: hypothesis](https://github.com/DRMacIver/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library. :star: 823 :fork_and_knife: 74
* [: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) - PyAutoGUI is a cross-platform GUI automation Python module for human beings. :star: 254 :fork_and_knife: 31
* [:octocat: pyshould](https://github.com/drslump/pyshould) - Should style asserts based on [PyHamcrest](https://github.com/hamcrest/PyHamcrest). :star: 26 :fork_and_knife: 7
* [: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) - A generic test automation framework. :star: 569 :fork_and_knife: 216
* [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - A generic test automation framework. :star: 571 :fork_and_knife: 217
* 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) - Scalable user load testing tool written in Python. :star: 2737 :fork_and_knife: 344
* [:octocat: locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python. :star: 2745 :fork_and_knife: 344
* [:octocat: sixpack](https://github.com/seatgeek/sixpack) - A language-agnostic A/B Testing framework. :star: 916 :fork_and_knife: 84
* [:earth_americas: splinter](https://splinter.readthedocs.org/en/latest/) - Open source tool for testing web applications.
* Mock
@ -867,12 +867,12 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module. :star: 555 :fork_and_knife: 54
* [:octocat: httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+. :star: 216 :fork_and_knife: 21
* [:earth_americas: httpretty](http://falcao.it/HTTPretty/) - HTTP request mock tool for Python.
* [:octocat: responses](https://github.com/dropbox/responses) - A utility library for mocking out the requests Python library. :star: 1050 :fork_and_knife: 77
* [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests. :star: 496 :fork_and_knife: 76
* [:octocat: responses](https://github.com/dropbox/responses) - A utility library for mocking out the requests Python library. :star: 1051 :fork_and_knife: 77
* [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests. :star: 497 :fork_and_knife: 76
* Object Factories
* [:octocat: factory_boy](https://github.com/rbarrois/factory_boy) - A test fixtures replacement for Python. :star: 747 :fork_and_knife: 111
* [:octocat: mixer](https://github.com/klen/mixer) - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc. :star: 255 :fork_and_knife: 27
* [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - Creating random fixtures for testing in Django. :star: 516 :fork_and_knife: 115
* [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - Creating random fixtures for testing in Django. :star: 517 :fork_and_knife: 116
* Code Coverage
* [:earth_americas: coverage](https://pypi.python.org/pypi/coverage) - Code coverage measurement.
* Fake Data
@ -880,7 +880,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: fake2db](https://github.com/emirozer/fake2db) - Fake database generator. :star: 1599 :fork_and_knife: 76
* [:earth_americas: radar](https://pypi.python.org/pypi/radar) - Generate random datetime / time.
* Error Handler
* [:octocat: FuckIt.py](https://github.com/ajalt/fuckitpy) - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not. :star: 1832 :fork_and_knife: 66
* [:octocat: FuckIt.py](https://github.com/ajalt/fuckitpy) - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not. :star: 1835 :fork_and_knife: 66
## Code Analysis and Linter
@ -889,8 +889,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* Code Analysis
* [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts. :star: 181 :fork_and_knife: 21
* [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - A library that visualises the flow (call graph) of your Python application. :star: 505 :fork_and_knife: 85
* [:octocat: pysonar2](https://github.com/yinwang0/pysonar2) - A type inferencer and indexer for Python. :star: 1722 :fork_and_knife: 442
* [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - A library that visualises the flow (call graph) of your Python application. :star: 507 :fork_and_knife: 85
* [:octocat: pysonar2](https://github.com/yinwang0/pysonar2) - A type inferencer and indexer for Python. :star: 1723 :fork_and_knife: 442
* Linter
* [:earth_americas: Flake8](https://pypi.python.org/pypi/flake8) - The modular source code checker: pep8, pyflakes and co.
* [:earth_americas: Pylint](http://www.pylint.org/) - A source code analyzer.
@ -906,15 +906,15 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: pyringe](https://github.com/google/pyringe) - Debugger capable of attaching to and injecting code into Python processes. :star: 1316 :fork_and_knife: 45
* [:octocat: wdb](https://github.com/Kozea/wdb) - An improbable web debugger through WebSockets. :star: 759 :fork_and_knife: 38
* [: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) - Display various debug information about the current request/response. :star: 3280 :fork_and_knife: 625
* [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - A drop-in replacement for Django's runserver. :star: 1078 :fork_and_knife: 112
* [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - A port of the django-debug-toolbar to flask. :star: 384 :fork_and_knife: 68
* [:octocat: django-debug-toolbar](https://github.com/django-debug-toolbar/django-debug-toolbar) - Display various debug information about the current request/response. :star: 3282 :fork_and_knife: 625
* [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - A drop-in replacement for Django's runserver. :star: 1081 :fork_and_knife: 112
* [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - A port of the django-debug-toolbar to flask. :star: 385 :fork_and_knife: 68
* Profiler
* [:octocat: line_profiler](https://github.com/rkern/line_profiler) - Line-by-line profiling. :star: 501 :fork_and_knife: 31
* [:octocat: line_profiler](https://github.com/rkern/line_profiler) - Line-by-line profiling. :star: 502 :fork_and_knife: 31
* [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - Monitor Memory usage of Python code. :star: 616 :fork_and_knife: 73
* [:octocat: profiling](https://github.com/what-studio/profiling) - An interactive Python profiler. :star: 2258 :fork_and_knife: 69
* [:octocat: profiling](https://github.com/what-studio/profiling) - An interactive Python profiler. :star: 2259 :fork_and_knife: 69
* Others
* [:octocat: pyelftools](https://github.com/eliben/pyelftools) - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information. :star: 212 :fork_and_knife: 78
* [:octocat: pyelftools](https://github.com/eliben/pyelftools) - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information. :star: 213 :fork_and_knife: 78
* [:octocat: python-statsd](https://github.com/WoLpH/python-statsd) - Python Client for the [statsd](https://github.com/etsy/statsd/) server. :star: 75 :fork_and_knife: 32
## Science and Data Analysis
@ -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) - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis. :star: 235 :fork_and_knife: 120
* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis. :star: 236 :fork_and_knife: 120
* [:octocat: bccb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis. :star: 273 :fork_and_knife: 133
* [: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.
@ -931,30 +931,30 @@ 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) - Business Intelligence (BI) in Python (Pandas web interface) :star: 468 :fork_and_knife: 70
* [:octocat: Open Mining](https://github.com/avelino/mining) - Business Intelligence (BI) in Python (Pandas web interface) :star: 470 :fork_and_knife: 70
* [: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) - Markov Chain Monte Carlo sampling toolkit. :star: 1220 :fork_and_knife: 257
* [: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) - Statistical modeling and econometrics in Python. :star: 1132 :fork_and_knife: 491
* [:octocat: SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics. :star: 2351 :fork_and_knife: 1144
* [:octocat: zipline](https://github.com/quantopian/zipline) - A Pythonic algorithmic trading library. :star: 2553 :fork_and_knife: 692
* [:octocat: statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python. :star: 1135 :fork_and_knife: 492
* [:octocat: SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics. :star: 2352 :fork_and_knife: 1146
* [:octocat: zipline](https://github.com/quantopian/zipline) - A Pythonic algorithmic trading library. :star: 2554 :fork_and_knife: 695
## 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) - Interactive Web Plotting for Python. :star: 3249 :fork_and_knife: 584
* [:octocat: ggplot](https://github.com/yhat/ggplot) - Same API as ggplot2 for R. :star: 2269 :fork_and_knife: 276
* [:octocat: bokeh](https://github.com/ContinuumIO/bokeh) - Interactive Web Plotting for Python. :star: 3248 :fork_and_knife: 587
* [:octocat: ggplot](https://github.com/yhat/ggplot) - Same API as ggplot2 for R. :star: 2270 :fork_and_knife: 276
* [: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/).
* [:earth_americas: PyQtGraph](http://www.pyqtgraph.org/) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
* [:earth_americas: SnakeViz](https://jiffyclub.github.io/snakeviz) - A browser based graphical viewer for the output of Python's cProfile module.
* [:octocat: vincent](https://github.com/wrobstory/vincent) - A Python to Vega translator. :star: 1495 :fork_and_knife: 166
* [:octocat: vincent](https://github.com/wrobstory/vincent) - A Python to Vega translator. :star: 1496 :fork_and_knife: 166
* [:earth_americas: VisPy](http://vispy.org/) - High-performance scientific visualization based on OpenGL.
## Computer Vision
@ -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) - A flexible, fast recommender engine. :star: 559 :fork_and_knife: 210
* [:octocat: gensim](https://github.com/piskvorky/gensim) - Topic Modelling for Humans. :star: 1773 :fork_and_knife: 641
* [:octocat: hebel](https://github.com/hannes-brt/hebel) - GPU-Accelerated Deep Learning Library in Python. :star: 1101 :fork_and_knife: 95
* [:octocat: NuPIC](https://github.com/numenta/nupic) - Numenta Platform for Intelligent Computing. :star: 3437 :fork_and_knife: 922
* [:octocat: pattern](https://github.com/clips/pattern) - Web mining module for Python. :star: 3578 :fork_and_knife: 551
* [:octocat: PyBrain](https://github.com/pybrain/pybrain) - Another Python Machine Learning Library. :star: 1419 :fork_and_knife: 444
* [:octocat: Pylearn2](https://github.com/lisa-lab/pylearn2) - A Machine Learning library based on [Theano](https://github.com/Theano/Theano). :star: 1760 :fork_and_knife: 700
* [:octocat: Crab](https://github.com/muricoca/crab) - A flexible, fast recommender engine. :star: 560 :fork_and_knife: 211
* [:octocat: gensim](https://github.com/piskvorky/gensim) - Topic Modelling for Humans. :star: 1774 :fork_and_knife: 641
* [:octocat: hebel](https://github.com/hannes-brt/hebel) - GPU-Accelerated Deep Learning Library in Python. :star: 1102 :fork_and_knife: 95
* [:octocat: NuPIC](https://github.com/numenta/nupic) - Numenta Platform for Intelligent Computing. :star: 3445 :fork_and_knife: 921
* [:octocat: pattern](https://github.com/clips/pattern) - Web mining module for Python. :star: 3582 :fork_and_knife: 554
* [:octocat: PyBrain](https://github.com/pybrain/pybrain) - Another Python Machine Learning Library. :star: 1420 :fork_and_knife: 444
* [:octocat: Pylearn2](https://github.com/lisa-lab/pylearn2) - A Machine Learning library based on [Theano](https://github.com/Theano/Theano). :star: 1764 :fork_and_knife: 700
* [:octocat: python-recsys](https://github.com/ocelma/python-recsys) - A Python library for implementing a Recommender System. :star: 446 :fork_and_knife: 192
* [: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) - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/). :star: 107 :fork_and_knife: 27
@ -985,8 +985,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: dpark](https://github.com/douban/dpark) - Python clone of Spark, a MapReduce alike framework in Python. :star: 1456 :fork_and_knife: 344
* [:octocat: dumbo](https://github.com/klbostee/dumbo) - Python module that allows one to easily write and run Hadoop programs. :star: 952 :fork_and_knife: 154
* [:octocat: luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs. :star: 3215 :fork_and_knife: 576
* [:octocat: mrjob](https://github.com/Yelp/mrjob) - Run MapReduce jobs on Hadoop or Amazon Web Services. :star: 1525 :fork_and_knife: 394
* [:octocat: luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs. :star: 3224 :fork_and_knife: 578
* [:octocat: mrjob](https://github.com/Yelp/mrjob) - Run MapReduce jobs on Hadoop or Amazon Web Services. :star: 1526 :fork_and_knife: 394
* [:earth_americas: PySpark](http://spark.apache.org/docs/latest/programming-guide.html) - The Spark Python API.
* [:octocat: streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data. Integrates with [Apache Storm](https://storm.incubator.apache.org/). :star: 838 :fork_and_knife: 99
@ -994,44 +994,44 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Functional Programming with Python.*
* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of Toolz: High performance functional utilities. :star: 208 :fork_and_knife: 16
* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of Toolz: High performance functional utilities. :star: 209 :fork_and_knife: 16
* [:octocat: fn.py](https://github.com/kachayev/fn.py) - Functional programming in Python: implementation of missing features to enjoy FP. :star: 1678 :fork_and_knife: 94
* [:octocat: funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools. :star: 1187 :fork_and_knife: 60
* [:octocat: Toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries. :star: 866 :fork_and_knife: 69
* [:octocat: funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools. :star: 1188 :fork_and_knife: 60
* [:octocat: Toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries. :star: 867 :fork_and_knife: 69
## 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) - Python interface to Amazon Web Services. :star: 5137 :fork_and_knife: 1855
* [:octocat: boto](https://github.com/boto/boto) - Python interface to Amazon Web Services. :star: 5139 :fork_and_knife: 1856
* [:octocat: django-wordpress](https://github.com/sunlightlabs/django-wordpress/) - WordPress models and views for Django. :star: 191 :fork_and_knife: 41
* [:octocat: facebook-sdk](https://github.com/pythonforfacebook/facebook-sdk) - Facebook Platform Python SDK. :star: 1458 :fork_and_knife: 530
* [:octocat: facepy](https://github.com/jgorset/facepy) - Facepy makes it really easy to interact with Facebook's Graph API :star: 389 :fork_and_knife: 118
* [:octocat: gmail](https://github.com/charlierguo/gmail) - A Pythonic interface for Gmail. :star: 1141 :fork_and_knife: 178
* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - Google APIs Client Library for Python. :star: 602 :fork_and_knife: 230
* [:octocat: facepy](https://github.com/jgorset/facepy) - Facepy makes it really easy to interact with Facebook's Graph API :star: 390 :fork_and_knife: 118
* [:octocat: gmail](https://github.com/charlierguo/gmail) - A Pythonic interface for Gmail. :star: 1142 :fork_and_knife: 179
* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - Google APIs Client Library for Python. :star: 603 :fork_and_knife: 230
* [:octocat: gspread](https://github.com/burnash/gspread) - Google Spreadsheets Python API. :star: 1289 :fork_and_knife: 252
* [:octocat: twython](https://github.com/ryanmcgrath/twython) - A Python wrapper for the Twitter API. :star: 1050 :fork_and_knife: 273
* [:octocat: twython](https://github.com/ryanmcgrath/twython) - A Python wrapper for the Twitter API. :star: 1052 :fork_and_knife: 273
## DevOps Tools
*Software and libraries for DevOps.*
* [:octocat: Ansible](https://github.com/ansible/ansible) - A radically simple IT automation platform. :star: 12805 :fork_and_knife: 3811
* [:octocat: SaltStack](https://github.com/saltstack/salt) - Infrastructure automation and management system. :star: 5671 :fork_and_knife: 2414
* [:octocat: Ansible](https://github.com/ansible/ansible) - A radically simple IT automation platform. :star: 12819 :fork_and_knife: 3816
* [:octocat: SaltStack](https://github.com/saltstack/salt) - Infrastructure automation and management system. :star: 5672 :fork_and_knife: 2417
* [:earth_americas: Fabric](http://www.fabfile.org/) - A simple, Pythonic tool for remote execution and deployment.
* [:octocat: cuisine](https://github.com/sebastien/cuisine) - Chef-like functionality for Fabric. :star: 1117 :fork_and_knife: 139
* [: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) - Tools for writing awesome Fabric files. :star: 877 :fork_and_knife: 181
* [:octocat: Fabtools](https://github.com/ronnix/fabtools) - Tools for writing awesome Fabric files. :star: 878 :fork_and_knife: 181
* [:earth_americas: gitapi](http://bitbucket.org/haard/gitapi) - Pure-Python API for git.
* [:octocat: gunnery](https://github.com/gunnery/gunnery) - Multipurpose task execution tool for distributed systems with web-based interface. :star: 553 :fork_and_knife: 49
* [:earth_americas: hgapi](http://bitbucket.org/haard/hgapi) - Pure-Python API for Mercurial.
* [:octocat: honcho](https://github.com/nickstenning/honcho) - A Python port of [Foreman](https://github.com/ddollar/foreman), a tool for managing Procfile-based applications. :star: 648 :fork_and_knife: 74
* [:octocat: honcho](https://github.com/nickstenning/honcho) - A Python port of [Foreman](https://github.com/ddollar/foreman), a tool for managing Procfile-based applications. :star: 650 :fork_and_knife: 74
* [:earth_americas: OpenStack](http://www.openstack.org/) - Open source software for building private and public clouds.
* [:octocat: pexpect](https://github.com/pexpect/pexpect) - Controlling interactive programs in a pseudo-terminal like GNU expect. :star: 409 :fork_and_knife: 115
* [:octocat: pexpect](https://github.com/pexpect/pexpect) - Controlling interactive programs in a pseudo-terminal like GNU expect. :star: 412 :fork_and_knife: 115
* [:octocat: provy](https://github.com/python-provy/provy) - An easy-to-use provisioning system in Python. :star: 104 :fork_and_knife: 20
* [:octocat: psutil](https://github.com/giampaolo/psutil) - A cross-platform process and system utilities module. :star: 1014 :fork_and_knife: 160
* [:octocat: supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX. :star: 1941 :fork_and_knife: 415
* [:octocat: psutil](https://github.com/giampaolo/psutil) - A cross-platform process and system utilities module. :star: 1017 :fork_and_knife: 160
* [:octocat: supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX. :star: 1943 :fork_and_knife: 415
## Job Scheduler
@ -1042,8 +1042,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [: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) - Writing crontab file in Python like a charm. :star: 831 :fork_and_knife: 59
* [:octocat: schedule](https://github.com/dbader/schedule) - Python job scheduling for humans. :star: 1085 :fork_and_knife: 110
* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python. :star: 253 :fork_and_knife: 67
* [:octocat: schedule](https://github.com/dbader/schedule) - Python job scheduling for humans. :star: 1088 :fork_and_knife: 110
* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python. :star: 254 :fork_and_knife: 67
* [: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
@ -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) - A module for cross-platform control of the mouse and keyboard. :star: 313 :fork_and_knife: 64
* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - A module for cross-platform control of the mouse and keyboard. :star: 313 :fork_and_knife: 65
* [: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.
@ -1098,14 +1098,14 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for migrating from Python 2 to 3.*
* [:earth_americas: Python-Future](http://python-future.org/index.html) - The missing compatibility layer between Python 2 and Python 3.
* [:octocat: Python-Modernize](https://github.com/mitsuhiko/python-modernize) - Modernizes Python code for eventual Python 3 migration. :star: 355 :fork_and_knife: 28
* [:octocat: Python-Modernize](https://github.com/mitsuhiko/python-modernize) - Modernizes Python code for eventual Python 3 migration. :star: 355 :fork_and_knife: 27
* [:earth_americas: Six](https://pypi.python.org/pypi/six) - Python 2 and 3 compatibility utilities.
## Miscellaneous
*Useful libraries or tools that don't fit in the categories above.*
* [:octocat: blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system. :star: 229 :fork_and_knife: 25
* [:octocat: blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system. :star: 230 :fork_and_knife: 25
* [:octocat: itsdangerous](https://github.com/mitsuhiko/itsdangerous) - Various helpers to pass trusted data to untrusted environments. :star: 741 :fork_and_knife: 65
* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - A simple but flexible plugin system for Python. :star: 339 :fork_and_knife: 20
* [:octocat: Pychievements](https://github.com/PacketPerception/pychievements) - A framework for creating and tracking achievements. :star: 67 :fork_and_knife: 4
@ -1114,8 +1114,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Python implementation of algorithms and design patterns.*
* [:octocat: algorithms](https://github.com/nryoung/algorithms) - A module of algorithms for Python. :star: 1138 :fork_and_knife: 278
* [:octocat: python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python. :star: 6850 :fork_and_knife: 1605
* [:octocat: algorithms](https://github.com/nryoung/algorithms) - A module of algorithms for Python. :star: 1141 :fork_and_knife: 278
* [:octocat: python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python. :star: 6867 :fork_and_knife: 1609
## Editor Plugins
@ -1124,14 +1124,14 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* Emacs
* [:octocat: Elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment. :star: 533 :fork_and_knife: 80
* Sublime Text
* [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - A Sublime Text plugin to the awesome auto-complete library Jedi. :star: 537 :fork_and_knife: 60
* [:octocat: Anaconda](https://github.com/DamnWidget/anaconda) - Anaconda turns your Sublime Text 3 in a full featured Python development IDE. :star: 834 :fork_and_knife: 82
* [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - A Sublime Text plugin to the awesome auto-complete library Jedi. :star: 538 :fork_and_knife: 60
* [:octocat: Anaconda](https://github.com/DamnWidget/anaconda) - Anaconda turns your Sublime Text 3 in a full featured Python development IDE. :star: 836 :fork_and_knife: 82
* Vim
* [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python. :star: 8567 :fork_and_knife: 978
* [:octocat: Jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python. :star: 1947 :fork_and_knife: 163
* [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python. :star: 8580 :fork_and_knife: 979
* [:octocat: Jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python. :star: 1949 :fork_and_knife: 164
* [:octocat: Python-mode](https://github.com/klen/python-mode) - An all in one plugin for turning Vim into a Python IDE. :star: 2639 :fork_and_knife: 548
* Visual Studio
* [:octocat: PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio. :star: 563 :fork_and_knife: 124
* [:octocat: PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio. :star: 563 :fork_and_knife: 125
## 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) - Open Source Python IDE. :star: 525 :fork_and_knife: 148
* [:octocat: Spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE. :star: 529 :fork_and_knife: 148
* [:earth_americas: WingIDE](http://wingide.com/) - Commercial IDE for Python.
# Services
@ -1199,11 +1199,11 @@ 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: 139 :fork_and_knife: 17
* [:octocat: python_reference](https://github.com/rasbt/python_reference) :star: 1342 :fork_and_knife: 209
* [:octocat: pythonidae](https://github.com/svaksha/pythonidae) :star: 249 :fork_and_knife: 48
* [:octocat: python_reference](https://github.com/rasbt/python_reference) :star: 1344 :fork_and_knife: 209
* [:octocat: pythonidae](https://github.com/svaksha/pythonidae) :star: 251 :fork_and_knife: 48
* Monty
* [:octocat: awesome](https://github.com/sindresorhus/awesome) :star: 18466 :fork_and_knife: 1899
* [:octocat: lists](https://github.com/jnv/lists) :star: 3391 :fork_and_knife: 205
* [:octocat: awesome](https://github.com/sindresorhus/awesome) :star: 18540 :fork_and_knife: 1905
* [:octocat: lists](https://github.com/jnv/lists) :star: 3392 :fork_and_knife: 205
# [Contributing](https://github.com/vinta/awesome-python/blob/master/CONTRIBUTING.md)