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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml" lang="" xml:lang="">
<head>
<meta charset="utf-8" />
<meta name="generator" content="pandoc" />
<meta
name="viewport"
content="width=device-width, initial-scale=1.0, user-scalable=yes"
/>
<title>python-resources</title>
<style type="text/css">
code {
white-space: pre-wrap;
}
span.smallcaps {
font-variant: small-caps;
}
span.underline {
text-decoration: underline;
}
div.column {
display: inline-block;
vertical-align: top;
width: 50%;
}
</style>
</head>
<body>
<h1 id="python-resources">Python Resources:</h1>
<hr />
<ul>
<li>
<a href="https://github.com/ajenti/ajenti">ajenti</a> - The admin panel
your servers deserve.
</li>
<li>
<a href="https://grappelliproject.com/">django-grappelli</a> - A jazzy
skin for the Django Admin-Interface.
</li>
<li>
<a href="https://github.com/geex-arts/django-jet">django-jet</a> -
Modern responsive template for the Django admin interface with improved
functionality.
</li>
<li>
<a href="https://djangosuit.com/">django-suit</a> - Alternative Django
Admin-Interface (free only for Non-commercial use).
</li>
<li>
<a href="https://github.com/sshwsfc/xadmin">django-xadmin</a> - Drop-in
replacement of Django admin comes with lots of goodies.
</li>
<li>
<a href="https://github.com/flask-admin/flask-admin">flask-admin</a> -
Simple and extensible administrative interface framework for Flask.
</li>
<li>
<a href="https://github.com/mher/flower">flower</a> - Real-time monitor
and web admin for Celery.
</li>
<li>
<a href="https://github.com/jet-admin/jet-bridge">jet-bridge</a> - Admin
panel framework for any application with nice UI (ex Jet Django).
</li>
<li>
<a href="https://github.com/wooey/wooey">wooey</a> - A Django app which
creates automatic web UIs for Python scripts.
</li>
</ul>
<h2 id="algorithms-and-design-patterns">Algorithms and Design Patterns</h2>
<p>
<em
>Python implementation of data structures, algorithms and design
patterns. Also see
<a href="https://github.com/tayllan/awesome-algorithms"
>awesome-algorithms</a
>.</em
>
</p>
<ul>
<li>
Algorithms
<ul>
<li>
<a href="https://github.com/keon/algorithms">algorithms</a> -
Minimal examples of data structures and algorithms.
</li>
<li>
<a href="https://github.com/prabhupant/python-ds">python-ds</a> - A
collection of data structure and algorithms for coding interviews.
</li>
<li>
<a href="https://github.com/grantjenks/python-sortedcontainers"
>sortedcontainers</a
>
- Fast and pure-Python implementation of sorted collections.
</li>
<li>
<a href="https://github.com/TheAlgorithms/Python">TheAlgorithms</a>
- All Algorithms implemented in Python.
</li>
</ul>
</li>
<li>
Design Patterns
<ul>
<li>
<a href="https://github.com/tylerlaberge/PyPattyrn">PyPattyrn</a> -
A simple yet effective library for implementing common design
patterns.
</li>
<li>
<a href="https://github.com/faif/python-patterns"
>python-patterns</a
>
- A collection of design patterns in Python.
</li>
<li>
<a href="https://github.com/pytransitions/transitions"
>transitions</a
>
- A lightweight, object-oriented finite state machine
implementation.
</li>
</ul>
</li>
</ul>
<h2 id="asgi-servers">ASGI Servers</h2>
<p>
<em
><a href="https://asgi.readthedocs.io/en/latest/">ASGI</a>-compatible
web servers.</em
>
</p>
<ul>
<li>
<a href="https://github.com/django/daphne">daphne</a> - A HTTP, HTTP2
and WebSocket protocol server for ASGI and ASGI-HTTP.
</li>
<li>
<a href="https://github.com/encode/uvicorn">uvicorn</a> - A
lightning-fast ASGI server implementation, using uvloop and httptools.
</li>
</ul>
<h2 id="asynchronous-programming">Asynchronous Programming</h2>
<ul>
<li>
<a href="https://docs.python.org/3/library/asyncio.html">asyncio</a> -
(Python standard library) Asynchronous I/O, event loop, coroutines and
tasks.
<ul>
<li>
<a href="https://github.com/timofurrer/awesome-asyncio"
>awesome-asyncio</a
>
</li>
</ul>
</li>
<li>
<a href="https://github.com/python-trio/trio">trio</a> - A friendly
library for async concurrency and I/O.
</li>
<li>
<a href="https://twistedmatrix.com/trac/">Twisted</a> - An event-driven
networking engine.
</li>
<li>
<a href="https://github.com/MagicStack/uvloop">uvloop</a> - Ultra fast
asyncio event loop.
</li>
</ul>
<h2 id="audio">Audio</h2>
<p><em>Libraries for manipulating audio and its metadata.</em></p>
<ul>
<li>
Audio
<ul>
<li>
<a href="https://github.com/beetbox/audioread">audioread</a> -
Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio
decoding.
</li>
<li>
<a href="https://github.com/worldveil/dejavu">dejavu</a> - Audio
fingerprinting and recognition.
</li>
<li>
<a href="https://github.com/keunwoochoi/kapre">kapre</a> - Keras
Audio Preprocessors.
</li>
<li>
<a href="https://github.com/librosa/librosa">librosa</a> - Python
library for audio and music analysis.
</li>
<li>
<a href="https://github.com/sergree/matchering">matchering</a> - A
library for automated reference audio mastering.
</li>
<li>
<a href="http://bspaans.github.io/python-mingus/">mingus</a> - An
advanced music theory and notation package with MIDI file and
playback support.
</li>
<li>
<a href="https://github.com/tyiannak/pyAudioAnalysis"
>pyAudioAnalysis</a
>
- Audio feature extraction, classification, segmentation and
applications.
</li>
<li>
<a href="https://github.com/jiaaro/pydub">pydub</a> - Manipulate
audio with a simple and easy high level interface.
</li>
<li>
<a href="https://github.com/Parisson/TimeSide">TimeSide</a> - Open
web audio processing framework.
</li>
</ul>
</li>
<li>
Metadata
<ul>
<li>
<a href="https://github.com/beetbox/beets">beets</a> - A music
library manager and
<a href="https://musicbrainz.org/">MusicBrainz</a> tagger.
</li>
<li>
<a href="https://github.com/nicfit/eyeD3">eyeD3</a> - A tool for
working with audio files, specifically MP3 files containing ID3
metadata.
</li>
<li>
<a href="https://github.com/quodlibet/mutagen">mutagen</a> - A
Python module to handle audio metadata.
</li>
<li>
<a href="https://github.com/devsnd/tinytag">tinytag</a> - A library
for reading music meta data of MP3, OGG, FLAC and Wave files.
</li>
</ul>
</li>
</ul>
<h2 id="authentication">Authentication</h2>
<p><em>Libraries for implementing authentications schemes.</em></p>
<ul>
<li>
OAuth
<ul>
<li>
<a href="https://github.com/lepture/authlib">authlib</a> -
JavaScript Object Signing and Encryption draft implementation.
</li>
<li>
<a href="https://github.com/pennersr/django-allauth"
>django-allauth</a
>
- Authentication app for Django that “just works.”
</li>
<li>
<a href="https://github.com/evonove/django-oauth-toolkit"
>django-oauth-toolkit</a
>
- OAuth 2 goodies for Django.
</li>
<li>
<a href="https://github.com/idan/oauthlib">oauthlib</a> - A generic
and thorough implementation of the OAuth request-signing logic.
</li>
<li>
<a href="https://github.com/joestump/python-oauth2"
>python-oauth2</a
>
- A fully tested, abstract interface to creating OAuth clients and
servers.
</li>
<li>
<a href="https://github.com/omab/python-social-auth"
>python-social-auth</a
>
- An easy-to-setup social authentication mechanism.
</li>
</ul>
</li>
<li>
JWT
<ul>
<li>
<a href="https://github.com/jpadilla/pyjwt">pyjwt</a> - JSON Web
Token implementation in Python.
</li>
<li>
<a href="https://github.com/mpdavis/python-jose/">python-jose</a> -
A JOSE implementation in Python.
</li>
<li>
<a href="https://github.com/davedoesdev/python-jwt">python-jwt</a> -
A module for generating and verifying JSON Web Tokens.
</li>
</ul>
</li>
</ul>
<h2 id="build-tools">Build Tools</h2>
<p><em>Compile software from source code.</em></p>
<ul>
<li>
<a
href="http://www.yoctoproject.org/docs/1.6/bitbake-user-manual/bitbake-user-manual.html"
>BitBake</a
>
- A make-like build tool for embedded Linux.
</li>
<li>
<a href="http://www.buildout.org/en/latest/">buildout</a> - A build
system for creating, assembling and deploying applications from multiple
parts.
</li>
<li>
<a href="https://github.com/platformio/platformio-core">PlatformIO</a> -
A console tool to build code with different development platforms.
</li>
<li>
<a href="https://github.com/pybuilder/pybuilder">pybuilder</a> - A
continuous build tool written in pure Python.
</li>
<li>
<a href="http://www.scons.org/">SCons</a> - A software construction
tool.
</li>
</ul>
<h2 id="built-in-classes-enhancement">Built-in Classes Enhancement</h2>
<p><em>Libraries for enhancing Python built-in classes.</em></p>
<ul>
<li>
<a href="https://github.com/python-attrs/attrs">attrs</a> - Replacement
for <code>__init__</code>, <code>__eq__</code>, <code>__repr__</code>,
etc. boilerplate in class definitions.
</li>
<li>
<a href="https://github.com/jab/bidict">bidict</a> - Efficient, Pythonic
bidirectional map data structures and related functionality..
</li>
<li>
<a href="https://github.com/cdgriffith/Box">Box</a> - Python
dictionaries with advanced dot notation access.
</li>
<li>
<a href="https://docs.python.org/3/library/dataclasses.html"
>dataclasses</a
>
- (Python standard library) Data classes.
</li>
<li>
<a href="https://github.com/carlosescri/DottedDict">DottedDict</a> - A
library that provides a method of accessing lists and dicts with a
dotted path notation.
</li>
</ul>
<h2 id="cms">CMS</h2>
<p><em>Content Management Systems.</em></p>
<ul>
<li>
<a href="https://www.django-cms.org/en/">django-cms</a> - An Open source
enterprise CMS based on the Django.
</li>
<li>
<a href="https://github.com/feincms/feincms">feincms</a> - One of the
most advanced Content Management Systems built on Django.
</li>
<li>
<a href="https://github.com/indico/indico">indico</a> - A feature-rich
event management system, made @
<a href="https://en.wikipedia.org/wiki/CERN">CERN</a>.
</li>
<li>
<a href="https://github.com/Kotti/Kotti">Kotti</a> - A high-level,
Pythonic web application framework built on Pyramid.
</li>
<li>
<a href="https://github.com/stephenmcd/mezzanine">mezzanine</a> - A
powerful, consistent, and flexible content management platform.
</li>
<li>
<a href="https://plone.org/">plone</a> - A CMS built on top of the open
source application server Zope.
</li>
<li>
<a href="https://github.com/rochacbruno/quokka">quokka</a> - Flexible,
extensible, small CMS powered by Flask and MongoDB.
</li>
<li>
<a href="https://wagtail.io/">wagtail</a> - A Django content management
system.
</li>
</ul>
<h2 id="caching">Caching</h2>
<p><em>Libraries for caching data.</em></p>
<ul>
<li>
<a href="https://github.com/bbangert/beaker">beaker</a> - A WSGI
middleware for sessions and caching.
</li>
<li>
<a href="https://github.com/django-cache-machine/django-cache-machine"
>django-cache-machine</a
>
- Automatic caching and invalidation for Django models.
</li>
<li>
<a href="https://github.com/Suor/django-cacheops">django-cacheops</a> -
A slick ORM cache with automatic granular event-driven invalidation.
</li>
<li>
<a href="http://dogpilecache.readthedocs.io/en/latest/"
>dogpile.cache</a
>
- dogpile.cache is next generation replacement for Beaker made by same
authors.
</li>
<li>
<a href="https://pypi.org/project/HermesCache/">HermesCache</a> - Python
caching library with tag-based invalidation and dogpile effect
prevention.
</li>
<li>
<a href="https://github.com/lericson/pylibmc">pylibmc</a> - A Python
wrapper around the
<a href="https://libmemcached.org/libMemcached.html">libmemcached</a>
interface.
</li>
<li>
<a href="http://www.grantjenks.com/docs/diskcache/">python-diskcache</a>
- SQLite and file backed cache backend with faster lookups than
memcached and redis.
</li>
</ul>
<h2 id="chatops-tools">ChatOps Tools</h2>
<p><em>Libraries for chatbot development.</em></p>
<ul>
<li>
<a href="https://github.com/errbotio/errbot/">errbot</a> - The easiest
and most popular chatbot to implement ChatOps.
</li>
</ul>
<h2 id="code-analysis">Code Analysis</h2>
<p>
<em
>Tools of static analysis, linters and code quality checkers. Also see
<a href="https://github.com/mre/awesome-static-analysis"
>awesome-static-analysis</a
>.</em
>
</p>
<ul>
<li>
Code Analysis
<ul>
<li>
<a href="https://github.com/coala/coala/">coala</a> - Language
independent and easily extendable code analysis application.
</li>
<li>
<a href="https://github.com/scottrogowski/code2flow">code2flow</a> -
Turn your Python and JavaScript code into DOT flowcharts.
</li>
<li>
<a href="https://github.com/PyCQA/prospector">prospector</a> - A
tool to analyse Python code.
</li>
<li>
<a href="https://github.com/gak/pycallgraph">pycallgraph</a> - A
library that visualises the flow (call graph) of your Python
application.
</li>
<li>
<a href="https://github.com/jendrikseipp/vulture">vulture</a> - A
tool for finding and analysing dead Python code.
</li>
</ul>
</li>
<li>
Code Linters
<ul>
<li>
<a href="https://pypi.org/project/flake8/">flake8</a> - A wrapper
around <code>pycodestyle</code>, <code>pyflakes</code> and McCabe.
<ul>
<li>
<a
href="https://github.com/DmytroLitvinov/awesome-flake8-extensions"
>awesome-flake8-extensions</a
>
</li>
</ul>
</li>
<li>
<a href="https://github.com/klen/pylama">pylama</a> - A code audit
tool for Python and JavaScript.
</li>
<li>
<a href="https://www.pylint.org/">pylint</a> - A fully customizable
source code analyzer.
</li>
<li>
<a
href="https://github.com/wemake-services/wemake-python-styleguide"
>wemake-python-styleguide</a
>
- The strictest and most opinionated python linter ever.
</li>
</ul>
</li>
<li>
Code Formatters
<ul>
<li>
<a href="https://github.com/python/black">black</a> - The
uncompromising Python code formatter.
</li>
<li>
<a href="https://github.com/timothycrosley/isort">isort</a> - A
Python utility / library to sort imports.
</li>
<li>
<a href="https://github.com/google/yapf">yapf</a> - Yet another
Python code formatter from Google.
</li>
</ul>
</li>
<li>
Static Type Checkers, also see
<a href="https://github.com/typeddjango/awesome-python-typing"
>awesome-python-typing</a
>
<ul>
<li>
<a href="http://mypy-lang.org/">mypy</a> - Check variable types
during compile time.
</li>
<li>
<a href="https://github.com/facebook/pyre-check">pyre-check</a> -
Performant type checking.
</li>
<li>
<a href="https://github.com/python/typeshed">typeshed</a> -
Collection of library stubs for Python, with static types.
</li>
</ul>
</li>
<li>
Static Type Annotations Generators
<ul>
<li>
<a href="https://github.com/Instagram/MonkeyType">MonkeyType</a> - A
system for Python that generates static type annotations by
collecting runtime types.
</li>
<li>
<a href="https://github.com/dropbox/pyannotate">pyannotate</a> -
Auto-generate PEP-484 annotations.
</li>
<li>
<a href="https://github.com/google/pytype">pytype</a> - Pytype
checks and infers types for Python code - without requiring type
annotations.
</li>
</ul>
</li>
</ul>
<h2 id="command-line-interface-development">
Command-line Interface Development
</h2>
<p><em>Libraries for building command-line applications.</em></p>
<ul>
<li>
Command-line Application Development
<ul>
<li>
<a href="http://builtoncement.com/">cement</a> - CLI Application
Framework for Python.
</li>
<li>
<a href="http://click.pocoo.org/dev/">click</a> - A package for
creating beautiful command line interfaces in a composable way.
</li>
<li>
<a href="https://docs.openstack.org/developer/cliff/">cliff</a> - A
framework for creating command-line programs with multi-level
commands.
</li>
<li>
<a href="http://docopt.org/">docopt</a> - Pythonic command line
arguments parser.
</li>
<li>
<a href="https://github.com/google/python-fire">python-fire</a> - A
library for creating command line interfaces from absolutely any
Python object.
</li>
<li>
<a href="https://github.com/jonathanslenders/python-prompt-toolkit"
>python-prompt-toolkit</a
>
- A library for building powerful interactive command lines.
</li>
</ul>
</li>
<li>
Terminal Rendering
<ul>
<li>
<a href="https://github.com/rsalmei/alive-progress"
>alive-progress</a
>
- A new kind of Progress Bar, with real-time throughput, eta and
very cool animations.
</li>
<li>
<a href="https://github.com/peterbrittain/asciimatics"
>asciimatics</a
>
- A package to create full-screen text UIs (from interactive forms
to ASCII animations).
</li>
<li>
<a href="https://github.com/glamp/bashplotlib">bashplotlib</a> -
Making basic plots in the terminal.
</li>
<li>
<a href="https://pypi.org/project/colorama/">colorama</a> -
Cross-platform colored terminal text.
</li>
<li>
<a href="https://github.com/willmcgugan/rich">rich</a> - Python
library for rich text and beautiful formatting in the terminal. Also
provides a great <code>RichHandler</code> log handler.
</li>
<li>
<a href="https://github.com/tqdm/tqdm">tqdm</a> - Fast, extensible
progress bar for loops and CLI.
</li>
</ul>
</li>
</ul>
<h2 id="command-line-tools">Command-line Tools</h2>
<p><em>Useful CLI-based tools for productivity.</em></p>
<ul>
<li>
Productivity Tools
<ul>
<li>
<a href="https://github.com/pykong/copier">copier</a> - A library
and command-line utility for rendering projects templates.
</li>
<li>
<a href="https://github.com/audreyr/cookiecutter">cookiecutter</a> -
A command-line utility that creates projects from cookiecutters
(project templates).
</li>
<li>
<a href="https://github.com/sloria/doitlive">doitlive</a> - A tool
for live presentations in the terminal.
</li>
<li>
<a href="https://github.com/gleitz/howdoi">howdoi</a> - Instant
coding answers via the command line.
</li>
<li>
<a href="https://github.com/pyinvoke/invoke#readme">Invoke</a> - A
tool for managing shell-oriented subprocesses and organizing
executable Python code into CLI-invokable tasks.
</li>
<li>
<a href="https://github.com/facebook/PathPicker">PathPicker</a> -
Select files out of bash output.
</li>
<li>
<a href="https://github.com/mooz/percol">percol</a> - Adds flavor of
interactive selection to the traditional pipe concept on UNIX.
</li>
<li>
<a href="https://github.com/nvbn/thefuck">thefuck</a> - Correcting
your previous console command.
</li>
<li>
<a href="https://github.com/tony/tmuxp">tmuxp</a> - A
<a href="https://github.com/tmux/tmux">tmux</a> session manager.
</li>
<li>
<a href="https://github.com/timofurrer/try">try</a> - A dead simple
CLI to try out python packages - it’s never been easier.
</li>
</ul>
</li>
<li>
CLI Enhancements
<ul>
<li>
<a href="https://github.com/jakubroztocil/httpie">httpie</a> - A
command line HTTP client, a user-friendly cURL replacement.
</li>
<li>
<a href="https://github.com/laixintao/iredis">iredis</a> - Redis CLI
with autocompletion and syntax highlighting.
</li>
<li>
<a href="https://github.com/cloudnativelabs/kube-shell"
>kube-shell</a
>
- An integrated shell for working with the Kubernetes CLI.
</li>
<li>
<a href="https://github.com/dbcli/litecli">litecli</a> - SQLite CLI
with autocompletion and syntax highlighting.
</li>
<li>
<a href="https://github.com/dbcli/mycli">mycli</a> - MySQL CLI with
autocompletion and syntax highlighting.
</li>
<li>
<a href="https://github.com/dbcli/pgcli">pgcli</a> - PostgreSQL CLI
with autocompletion and syntax highlighting.
</li>
<li>
<a href="https://github.com/donnemartin/saws">saws</a> - A
Supercharged <a href="https://github.com/aws/aws-cli">aws-cli</a>.
</li>
</ul>
</li>
</ul>
<h2 id="compatibility">Compatibility</h2>
<p><em>Libraries for migrating from Python 2 to 3.</em></p>
<ul>
<li>
<a href="http://python-future.org/index.html">python-future</a> - The
missing compatibility layer between Python 2 and Python 3.
</li>
<li>
<a href="https://github.com/PyCQA/modernize">modernize</a> - Modernizes
Python code for eventual Python 3 migration.
</li>
<li>
<a href="https://pypi.org/project/six/">six</a> - Python 2 and 3
compatibility utilities.
</li>
</ul>
<h2 id="computer-vision">Computer Vision</h2>
<p><em>Libraries for Computer Vision.</em></p>
<ul>
<li>
<a href="https://github.com/JaidedAI/EasyOCR">EasyOCR</a> - Ready-to-use
OCR with 40+ languages supported.
</li>
<li>
<a href="https://github.com/ageitgey/face_recognition"
>Face Recognition</a
>
- Simple facial recognition library.
</li>
<li>
<a href="https://github.com/kornia/kornia/">Kornia</a> - Open Source
Differentiable Computer Vision Library for PyTorch.
</li>
<li>
<a href="https://opencv.org/">OpenCV</a> - Open Source Computer Vision
Library.
</li>
<li>
<a href="https://github.com/madmaze/pytesseract">pytesseract</a> - A
wrapper for
<a href="https://github.com/tesseract-ocr">Google Tesseract OCR</a>.
</li>
<li>
<a href="https://github.com/sightmachine/SimpleCV">SimpleCV</a> - An
open source framework for building computer vision applications.
</li>
<li>
<a href="https://github.com/sirfz/tesserocr">tesserocr</a> - Another
simple, Pillow-friendly, wrapper around the
<code>tesseract-ocr</code> API for OCR.
</li>
</ul>
<h2 id="concurrency-and-parallelism">Concurrency and Parallelism</h2>
<p>
<em
>Libraries for concurrent and parallel execution. Also see
<a href="https://github.com/timofurrer/awesome-asyncio"
>awesome-asyncio</a
>.</em
>
</p>
<ul>
<li>
<a href="https://docs.python.org/3/library/concurrent.futures.html"
>concurrent.futures</a
>
- (Python standard library) A high-level interface for asynchronously
executing callables.
</li>
<li>
<a href="http://eventlet.net/">eventlet</a> - Asynchronous framework
with WSGI support.
</li>
<li>
<a href="http://www.gevent.org/">gevent</a> - A coroutine-based Python
networking library that uses
<a href="https://github.com/python-greenlet/greenlet">greenlet</a>.
</li>
<li>
<a href="https://docs.python.org/3/library/multiprocessing.html"
>multiprocessing</a
>
- (Python standard library) Process-based parallelism.
</li>
<li>
<a href="https://github.com/soravux/scoop">scoop</a> - Scalable
Concurrent Operations in Python.
</li>
<li>
<a href="https://github.com/MagicStack/uvloop">uvloop</a> - Ultra fast
implementation of <code>asyncio</code> event loop on top of
<code>libuv</code>.
</li>
</ul>
<h2 id="configuration">Configuration</h2>
<p><em>Libraries for storing and parsing configuration options.</em></p>
<ul>
<li>
<a href="https://github.com/DiffSK/configobj">configobj</a> - INI file
parser with validation.
</li>
<li>
<a href="https://docs.python.org/3/library/configparser.html"
>configparser</a
>
- (Python standard library) INI file parser.
</li>
<li>
<a href="https://github.com/facebookresearch/hydra">hydra</a> - Hydra is
a framework for elegantly configuring complex applications.
</li>
<li>
<a href="https://profig.readthedocs.io/en/latest/">profig</a> - Config
from multiple formats with value conversion.
</li>
<li>
<a href="https://github.com/henriquebastos/python-decouple"
>python-decouple</a
>
- Strict separation of settings from code.
</li>
</ul>
<h2 id="cryptography">Cryptography</h2>
<ul>
<li>
<a href="https://cryptography.io/en/latest/">cryptography</a> - A
package designed to expose cryptographic primitives and recipes to
Python developers.
</li>
<li>
<a href="https://github.com/paramiko/paramiko">paramiko</a> - The
leading native Python SSHv2 protocol library.
</li>
<li>
<a href="https://passlib.readthedocs.io/en/stable/">passlib</a> - Secure
password storage/hashing library, very high level.
</li>
<li>
<a href="https://github.com/pyca/pynacl">pynacl</a> - Python binding to
the Networking and Cryptography (NaCl) library.
</li>
</ul>
<h2 id="data-analysis">Data Analysis</h2>
<p><em>Libraries for data analyzing.</em></p>
<ul>
<li>
<a href="https://github.com/awslabs/aws-data-wrangler"
>AWS Data Wrangler</a
>
- Pandas on AWS.
</li>
<li>
<a href="https://github.com/blaze/blaze">Blaze</a> - NumPy and Pandas
interface to Big Data.
</li>
<li>
<a href="https://github.com/mining/mining">Open Mining</a> - Business
Intelligence (BI) in Pandas interface.
</li>
<li>
<a href="https://github.com/ironmussa/Optimus">Optimus</a> - Agile Data
Science Workflows made easy with PySpark.
</li>
<li>
<a href="https://orange.biolab.si/">Orange</a> - Data mining, data
visualization, analysis and machine learning through visual programming
or scripts.
</li>
<li>
<a href="http://pandas.pydata.org/">Pandas</a> - A library providing
high-performance, easy-to-use data structures and data analysis tools.
</li>
</ul>
<h2 id="data-validation">Data Validation</h2>
<p><em>Libraries for validating data. Used for forms in many cases.</em></p>
<ul>
<li>
<a href="https://github.com/pyeve/cerberus">Cerberus</a> - A lightweight
and extensible data validation library.
</li>
<li>
<a href="https://docs.pylonsproject.org/projects/colander/en/latest/"
>colander</a
>
- Validating and deserializing data obtained via XML, JSON, an HTML form
post.
</li>
<li>
<a href="https://github.com/Julian/jsonschema">jsonschema</a> - An
implementation of <a href="http://json-schema.org/">JSON Schema</a> for
Python.
</li>
<li>
<a href="https://github.com/keleshev/schema">schema</a> - A library for
validating Python data structures.
</li>
<li>
<a href="https://github.com/schematics/schematics">Schematics</a> - Data
Structure Validation.
</li>
<li>
<a href="https://github.com/podio/valideer">valideer</a> - Lightweight
extensible data validation and adaptation library.
</li>
<li>
<a href="https://github.com/alecthomas/voluptuous">voluptuous</a> - A
Python data validation library.
</li>
</ul>
<h2 id="data-visualization">Data Visualization</h2>
<p>
<em
>Libraries for visualizing data. Also see
<a
href="https://github.com/sorrycc/awesome-javascript#data-visualization"
>awesome-javascript</a
>.</em
>
</p>
<ul>
<li>
<a href="https://github.com/altair-viz/altair">Altair</a> - Declarative
statistical visualization library for Python.
</li>
<li>
<a href="https://github.com/bokeh/bokeh">Bokeh</a> - Interactive Web
Plotting for Python.
</li>
<li>
<a href="https://github.com/bloomberg/bqplot">bqplot</a> - Interactive
Plotting Library for the Jupyter Notebook.
</li>
<li>
<a href="https://github.com/SciTools/cartopy">Cartopy</a> - A
cartographic python library with matplotlib support.
</li>
<li>
<a href="https://plot.ly/products/dash/">Dash</a> - Built on top of
Flask, React and Plotly aimed at analytical web applications.
<ul>
<li>
<a href="https://github.com/Acrotrend/awesome-dash">awesome-dash</a>
</li>
</ul>
</li>
<li>
<a href="https://github.com/mingrammer/diagrams">diagrams</a> - Diagram
as Code.
</li>
<li>
<a href="http://matplotlib.org/">Matplotlib</a> - A Python 2D plotting
library.
</li>
<li>
<a href="https://github.com/has2k1/plotnine">plotnine</a> - A grammar of
graphics for Python based on ggplot2.
</li>
<li>
<a href="http://www.pygal.org/en/latest/">Pygal</a> - A Python SVG
Charts Creator.
</li>
<li>
<a href="https://pypi.org/project/pygraphviz/">PyGraphviz</a> - Python
interface to <a href="http://www.graphviz.org/">Graphviz</a>.
</li>
<li>
<a href="http://www.pyqtgraph.org/">PyQtGraph</a> - Interactive and
realtime 2D/3D/Image plotting and science/engineering widgets.
</li>