diff --git a/index.html b/index.html
index 20dad78..0c1763c 100644
--- a/index.html
+++ b/index.html
@@ -106,175 +106,171 @@
     
         <li class="main active"><a href="#awesome-python">Awesome Python</a></li>
         
-            <li><a href="#environment-management">Environment Management</a></li>
+            <li><a href="#admin-panels">Admin Panels</a></li>
         
-            <li><a href="#package-management">Package Management</a></li>
+            <li><a href="#algorithms-and-design-patterns">Algorithms and Design Patterns</a></li>
         
-            <li><a href="#package-repositories">Package Repositories</a></li>
+            <li><a href="#anti-spam">Anti-spam</a></li>
         
-            <li><a href="#distribution">Distribution</a></li>
-        
-            <li><a href="#build-tools">Build Tools</a></li>
-        
-            <li><a href="#interactive-interpreter">Interactive Interpreter</a></li>
-        
-            <li><a href="#files">Files</a></li>
-        
-            <li><a href="#date-and-time">Date and Time</a></li>
-        
-            <li><a href="#text-processing">Text Processing</a></li>
-        
-            <li><a href="#specific-formats-processing">Specific Formats Processing</a></li>
-        
-            <li><a href="#natural-language-processing">Natural Language Processing</a></li>
-        
-            <li><a href="#documentation">Documentation</a></li>
-        
-            <li><a href="#configuration">Configuration</a></li>
-        
-            <li><a href="#command-line-tools">Command-line Tools</a></li>
-        
-            <li><a href="#downloader">Downloader</a></li>
-        
-            <li><a href="#imagery">Imagery</a></li>
-        
-            <li><a href="#ocr">OCR</a></li>
+            <li><a href="#asset-management">Asset Management</a></li>
         
             <li><a href="#audio">Audio</a></li>
         
-            <li><a href="#video">Video</a></li>
+            <li><a href="#authentication">Authentication</a></li>
         
-            <li><a href="#geolocation">Geolocation</a></li>
+            <li><a href="#build-tools">Build Tools</a></li>
         
-            <li><a href="#http">HTTP</a></li>
+            <li><a href="#cms">CMS</a></li>
+        
+            <li><a href="#caching">Caching</a></li>
+        
+            <li><a href="#chatops-tools">ChatOps Tools</a></li>
+        
+            <li><a href="#code-analysis-and-linter">Code Analysis and Linter</a></li>
+        
+            <li><a href="#command-line-tools">Command-line Tools</a></li>
+        
+            <li><a href="#compatibility">Compatibility</a></li>
+        
+            <li><a href="#computer-vision">Computer Vision</a></li>
+        
+            <li><a href="#concurrency-and-parallelism">Concurrency and Parallelism</a></li>
+        
+            <li><a href="#configuration">Configuration</a></li>
+        
+            <li><a href="#cryptography">Cryptography</a></li>
+        
+            <li><a href="#data-analysis">Data Analysis</a></li>
+        
+            <li><a href="#data-validation">Data Validation</a></li>
+        
+            <li><a href="#data-visualization">Data Visualization</a></li>
         
             <li><a href="#database">Database</a></li>
         
             <li><a href="#database-drivers">Database Drivers</a></li>
         
-            <li><a href="#orm">ORM</a></li>
+            <li><a href="#date-and-time">Date and Time</a></li>
         
-            <li><a href="#web-frameworks">Web Frameworks</a></li>
+            <li><a href="#debugging-tools">Debugging Tools</a></li>
         
-            <li><a href="#serverless-frameworks">Serverless Frameworks</a></li>
+            <li><a href="#deep-learning">Deep Learning</a></li>
         
-            <li><a href="#permissions">Permissions</a></li>
+            <li><a href="#devops-tools">DevOps Tools</a></li>
         
-            <li><a href="#cms">CMS</a></li>
+            <li><a href="#distribution">Distribution</a></li>
+        
+            <li><a href="#documentation">Documentation</a></li>
+        
+            <li><a href="#downloader">Downloader</a></li>
         
             <li><a href="#e-commerce">E-commerce</a></li>
         
-            <li><a href="#restful-api">RESTful API</a></li>
-        
-            <li><a href="#serialization">Serialization</a></li>
-        
-            <li><a href="#authentication">Authentication</a></li>
-        
-            <li><a href="#template-engine">Template Engine</a></li>
-        
-            <li><a href="#queue">Queue</a></li>
-        
-            <li><a href="#search">Search</a></li>
-        
-            <li><a href="#news-feed">News Feed</a></li>
-        
-            <li><a href="#asset-management">Asset Management</a></li>
-        
-            <li><a href="#caching">Caching</a></li>
+            <li><a href="#editor-plugins-and-ides">Editor Plugins and IDEs</a></li>
         
             <li><a href="#email">Email</a></li>
         
-            <li><a href="#internationalization">Internationalization</a></li>
+            <li><a href="#environment-management">Environment Management</a></li>
         
-            <li><a href="#url-manipulation">URL Manipulation</a></li>
+            <li><a href="#files">Files</a></li>
         
-            <li><a href="#html-manipulation">HTML Manipulation</a></li>
-        
-            <li><a href="#web-crawling">Web Crawling</a></li>
-        
-            <li><a href="#web-content-extracting">Web Content Extracting</a></li>
+            <li><a href="#foreign-function-interface">Foreign Function Interface</a></li>
         
             <li><a href="#forms">Forms</a></li>
         
-            <li><a href="#data-validation">Data Validation</a></li>
-        
-            <li><a href="#anti-spam">Anti-spam</a></li>
-        
-            <li><a href="#tagging">Tagging</a></li>
-        
-            <li><a href="#admin-panels">Admin Panels</a></li>
-        
-            <li><a href="#static-site-generator">Static Site Generator</a></li>
-        
-            <li><a href="#processes">Processes</a></li>
-        
-            <li><a href="#concurrency-and-parallelism">Concurrency and Parallelism</a></li>
-        
-            <li><a href="#networking">Networking</a></li>
-        
-            <li><a href="#websocket">WebSocket</a></li>
-        
-            <li><a href="#wsgi-servers">WSGI Servers</a></li>
-        
-            <li><a href="#rpc-servers">RPC Servers</a></li>
-        
-            <li><a href="#cryptography">Cryptography</a></li>
+            <li><a href="#functional-programming">Functional Programming</a></li>
         
             <li><a href="#gui">GUI</a></li>
         
             <li><a href="#game-development">Game Development</a></li>
         
-            <li><a href="#logging">Logging</a></li>
+            <li><a href="#geolocation">Geolocation</a></li>
         
-            <li><a href="#testing">Testing</a></li>
+            <li><a href="#html-manipulation">HTML Manipulation</a></li>
         
-            <li><a href="#code-analysis-and-linter">Code Analysis and Linter</a></li>
-        
-            <li><a href="#debugging-tools">Debugging Tools</a></li>
-        
-            <li><a href="#science">Science</a></li>
-        
-            <li><a href="#data-analysis">Data Analysis</a></li>
-        
-            <li><a href="#data-visualization">Data Visualization</a></li>
-        
-            <li><a href="#machine-learning">Machine Learning</a></li>
-        
-            <li><a href="#deep-learning">Deep Learning</a></li>
-        
-            <li><a href="#computer-vision">Computer Vision</a></li>
-        
-            <li><a href="#mapreduce">MapReduce</a></li>
-        
-            <li><a href="#functional-programming">Functional Programming</a></li>
-        
-            <li><a href="#third-party-apis">Third-party APIs</a></li>
-        
-            <li><a href="#devops-tools">DevOps Tools</a></li>
-        
-            <li><a href="#chatops-tools">ChatOps Tools</a></li>
-        
-            <li><a href="#job-scheduler">Job Scheduler</a></li>
-        
-            <li><a href="#foreign-function-interface">Foreign Function Interface</a></li>
-        
-            <li><a href="#high-performance">High Performance</a></li>
-        
-            <li><a href="#microsoft-windows">Microsoft Windows</a></li>
-        
-            <li><a href="#network-virtualization-and-sdn">Network Virtualization and SDN</a></li>
+            <li><a href="#http">HTTP</a></li>
         
             <li><a href="#hardware">Hardware</a></li>
         
-            <li><a href="#compatibility">Compatibility</a></li>
+            <li><a href="#high-performance">High Performance</a></li>
+        
+            <li><a href="#imagery">Imagery</a></li>
+        
+            <li><a href="#interactive-interpreter">Interactive Interpreter</a></li>
+        
+            <li><a href="#internationalization">Internationalization</a></li>
+        
+            <li><a href="#job-scheduler">Job Scheduler</a></li>
+        
+            <li><a href="#logging">Logging</a></li>
+        
+            <li><a href="#machine-learning">Machine Learning</a></li>
+        
+            <li><a href="#mapreduce">MapReduce</a></li>
+        
+            <li><a href="#microsoft-windows">Microsoft Windows</a></li>
         
             <li><a href="#miscellaneous">Miscellaneous</a></li>
         
-            <li><a href="#algorithms-and-design-patterns">Algorithms and Design Patterns</a></li>
+            <li><a href="#natural-language-processing">Natural Language Processing</a></li>
         
-            <li><a href="#editor-plugins">Editor Plugins</a></li>
+            <li><a href="#network-virtualization">Network Virtualization</a></li>
         
-            <li><a href="#ides">IDEs</a></li>
+            <li><a href="#networking">Networking</a></li>
+        
+            <li><a href="#news-feed">News Feed</a></li>
+        
+            <li><a href="#orm">ORM</a></li>
+        
+            <li><a href="#package-management">Package Management</a></li>
+        
+            <li><a href="#package-repositories">Package Repositories</a></li>
+        
+            <li><a href="#permissions">Permissions</a></li>
+        
+            <li><a href="#processes">Processes</a></li>
+        
+            <li><a href="#queue">Queue</a></li>
+        
+            <li><a href="#restful-api">RESTful API</a></li>
+        
+            <li><a href="#rpc-servers">RPC Servers</a></li>
+        
+            <li><a href="#science">Science</a></li>
+        
+            <li><a href="#search">Search</a></li>
+        
+            <li><a href="#serialization">Serialization</a></li>
+        
+            <li><a href="#serverless-frameworks">Serverless Frameworks</a></li>
+        
+            <li><a href="#specific-formats-processing">Specific Formats Processing</a></li>
+        
+            <li><a href="#static-site-generator">Static Site Generator</a></li>
+        
+            <li><a href="#tagging">Tagging</a></li>
+        
+            <li><a href="#template-engine">Template Engine</a></li>
+        
+            <li><a href="#testing">Testing</a></li>
+        
+            <li><a href="#text-processing">Text Processing</a></li>
+        
+            <li><a href="#third-party-apis">Third-party APIs</a></li>
+        
+            <li><a href="#url-manipulation">URL Manipulation</a></li>
+        
+            <li><a href="#video">Video</a></li>
+        
+            <li><a href="#wsgi-servers">WSGI Servers</a></li>
+        
+            <li><a href="#web-content-extracting">Web Content Extracting</a></li>
+        
+            <li><a href="#web-crawling">Web Crawling</a></li>
+        
+            <li><a href="#web-frameworks">Web Frameworks</a></li>
+        
+            <li><a href="#websocket">WebSocket</a></li>
         
     
         <li class="main "><a href="#services">Services</a></li>
@@ -286,13 +282,13 @@
     
         <li class="main "><a href="#resources">Resources</a></li>
         
-            <li><a href="#websites">Websites</a></li>
-        
-            <li><a href="#weekly">Weekly</a></li>
+            <li><a href="#podcasts">Podcasts</a></li>
         
             <li><a href="#twitter">Twitter</a></li>
         
-            <li><a href="#podcasts">Podcasts</a></li>
+            <li><a href="#websites">Websites</a></li>
+        
+            <li><a href="#weekly">Weekly</a></li>
         
     
         <li class="main "><a href="#other-awesome-lists">Other Awesome Lists</a></li>
@@ -310,298 +306,242 @@
 <p>Inspired by <a href="https://github.com/ziadoz/awesome-php">awesome-php</a>.</p>
 <ul>
 <li><a href="#awesome-python">Awesome Python</a><ul>
+<li><a href="#admin-panels">Admin Panels</a></li>
+<li><a href="#algorithms-and-design-patterns">Algorithms and Design Patterns</a></li>
+<li><a href="#anti-spam">Anti-spam</a></li>
+<li><a href="#asset-management">Asset Management</a></li>
+<li><a href="#audio">Audio</a></li>
+<li><a href="#authentication">Authentication</a></li>
+<li><a href="#build-tools">Build Tools</a></li>
+<li><a href="#caching">Caching</a></li>
+<li><a href="#chatops-tools">ChatOps Tools</a></li>
+<li><a href="#cms">CMS</a></li>
+<li><a href="#code-analysis-and-linter">Code Analysis and Linter</a></li>
+<li><a href="#command-line-tools">Command-line Tools</a></li>
+<li><a href="#compatibility">Compatibility</a></li>
+<li><a href="#computer-vision">Computer Vision</a></li>
+<li><a href="#concurrency-and-parallelism">Concurrency and Parallelism</a></li>
+<li><a href="#configuration">Configuration</a></li>
+<li><a href="#cryptography">Cryptography</a></li>
+<li><a href="#data-analysis">Data Analysis</a></li>
+<li><a href="#data-validation">Data Validation</a></li>
+<li><a href="#data-visualization">Data Visualization</a></li>
+<li><a href="#database-drivers">Database Drivers</a></li>
+<li><a href="#database">Database</a></li>
+<li><a href="#date-and-time">Date and Time</a></li>
+<li><a href="#debugging-tools">Debugging Tools</a></li>
+<li><a href="#deep-learning">Deep Learning</a></li>
+<li><a href="#devops-tools">DevOps Tools</a></li>
+<li><a href="#distribution">Distribution</a></li>
+<li><a href="#documentation">Documentation</a></li>
+<li><a href="#downloader">Downloader</a></li>
+<li><a href="#e-commerce">E-commerce</a></li>
+<li><a href="#editor-plugins-and-ides">Editor Plugins and IDEs</a></li>
+<li><a href="#email">Email</a></li>
 <li><a href="#environment-management">Environment Management</a></li>
+<li><a href="#files">Files</a></li>
+<li><a href="#foreign-function-interface">Foreign Function Interface</a></li>
+<li><a href="#forms">Forms</a></li>
+<li><a href="#functional-programming">Functional Programming</a></li>
+<li><a href="#game-development">Game Development</a></li>
+<li><a href="#geolocation">Geolocation</a></li>
+<li><a href="#gui">GUI</a></li>
+<li><a href="#hardware">Hardware</a></li>
+<li><a href="#high-performance">High Performance</a></li>
+<li><a href="#html-manipulation">HTML Manipulation</a></li>
+<li><a href="#http">HTTP</a></li>
+<li><a href="#imagery">Imagery</a></li>
+<li><a href="#interactive-interpreter">Interactive Interpreter</a></li>
+<li><a href="#internationalization">Internationalization</a></li>
+<li><a href="#job-scheduler">Job Scheduler</a></li>
+<li><a href="#logging">Logging</a></li>
+<li><a href="#machine-learning">Machine Learning</a></li>
+<li><a href="#mapreduce">MapReduce</a></li>
+<li><a href="#miscellaneous">Miscellaneous</a></li>
+<li><a href="#natural-language-processing">Natural Language Processing</a></li>
+<li><a href="#network-virtualization-and-sdn">Network Virtualization</a></li>
+<li><a href="#networking">Networking</a></li>
+<li><a href="#news-feed">News Feed</a></li>
+<li><a href="#orm">ORM</a></li>
 <li><a href="#package-management">Package Management</a></li>
 <li><a href="#package-repositories">Package Repositories</a></li>
-<li><a href="#distribution">Distribution</a></li>
-<li><a href="#build-tools">Build Tools</a></li>
-<li><a href="#interactive-interpreter">Interactive Interpreter</a></li>
-<li><a href="#files">Files</a></li>
-<li><a href="#date-and-time">Date and Time</a></li>
-<li><a href="#text-processing">Text Processing</a></li>
-<li><a href="#specific-formats-processing">Specific Formats Processing</a></li>
-<li><a href="#natural-language-processing">Natural Language Processing</a></li>
-<li><a href="#documentation">Documentation</a></li>
-<li><a href="#configuration">Configuration</a></li>
-<li><a href="#command-line-tools">Command-line Tools</a></li>
-<li><a href="#downloader">Downloader</a></li>
-<li><a href="#imagery">Imagery</a></li>
-<li><a href="#ocr">OCR</a></li>
-<li><a href="#audio">Audio</a></li>
-<li><a href="#video">Video</a></li>
-<li><a href="#geolocation">Geolocation</a></li>
-<li><a href="#http">HTTP</a></li>
-<li><a href="#database">Database</a></li>
-<li><a href="#database-drivers">Database Drivers</a></li>
-<li><a href="#orm">ORM</a></li>
-<li><a href="#web-frameworks">Web Frameworks</a></li>
-<li><a href="#serverless-frameworks">Serverless Frameworks</a></li>
 <li><a href="#permissions">Permissions</a></li>
-<li><a href="#cms">CMS</a></li>
-<li><a href="#e-commerce">E-commerce</a></li>
-<li><a href="#restful-api">RESTful API</a></li>
-<li><a href="#serialization">Serialization</a></li>
-<li><a href="#authentication">Authentication</a></li>
-<li><a href="#template-engine">Template Engine</a></li>
-<li><a href="#queue">Queue</a></li>
-<li><a href="#search">Search</a></li>
-<li><a href="#news-feed">News Feed</a></li>
-<li><a href="#asset-management">Asset Management</a></li>
-<li><a href="#caching">Caching</a></li>
-<li><a href="#email">Email</a></li>
-<li><a href="#internationalization">Internationalization</a></li>
-<li><a href="#url-manipulation">URL Manipulation</a></li>
-<li><a href="#html-manipulation">HTML Manipulation</a></li>
-<li><a href="#web-crawling">Web Crawling</a></li>
-<li><a href="#web-content-extracting">Web Content Extracting</a></li>
-<li><a href="#forms">Forms</a></li>
-<li><a href="#data-validation">Data Validation</a></li>
-<li><a href="#anti-spam">Anti-spam</a></li>
-<li><a href="#tagging">Tagging</a></li>
-<li><a href="#admin-panels">Admin Panels</a></li>
-<li><a href="#static-site-generator">Static Site Generator</a></li>
 <li><a href="#processes">Processes</a></li>
-<li><a href="#concurrency-and-parallelism">Concurrency and Parallelism</a></li>
-<li><a href="#networking">Networking</a></li>
+<li><a href="#queue">Queue</a></li>
+<li><a href="#restful-api">RESTful API</a></li>
+<li><a href="#rpc-servers">RPC Servers</a></li>
+<li><a href="#science">Science</a></li>
+<li><a href="#search">Search</a></li>
+<li><a href="#serialization">Serialization</a></li>
+<li><a href="#serverless-frameworks">Serverless Frameworks</a></li>
+<li><a href="#specific-formats-processing">Specific Formats Processing</a></li>
+<li><a href="#static-site-generator">Static Site Generator</a></li>
+<li><a href="#tagging">Tagging</a></li>
+<li><a href="#template-engine">Template Engine</a></li>
+<li><a href="#testing">Testing</a></li>
+<li><a href="#text-processing">Text Processing</a></li>
+<li><a href="#third-party-apis">Third-party APIs</a></li>
+<li><a href="#url-manipulation">URL Manipulation</a></li>
+<li><a href="#video">Video</a></li>
+<li><a href="#web-content-extracting">Web Content Extracting</a></li>
+<li><a href="#web-crawling">Web Crawling</a></li>
+<li><a href="#web-frameworks">Web Frameworks</a></li>
 <li><a href="#websocket">WebSocket</a></li>
 <li><a href="#wsgi-servers">WSGI Servers</a></li>
-<li><a href="#rpc-servers">RPC Servers</a></li>
-<li><a href="#cryptography">Cryptography</a></li>
-<li><a href="#gui">GUI</a></li>
-<li><a href="#game-development">Game Development</a></li>
-<li><a href="#logging">Logging</a></li>
-<li><a href="#testing">Testing</a></li>
-<li><a href="#code-analysis-and-linter">Code Analysis and Linter</a></li>
-<li><a href="#debugging-tools">Debugging Tools</a></li>
-<li><a href="#science">Science</a></li>
-<li><a href="#data-analysis">Data Analysis</a></li>
-<li><a href="#data-visualization">Data Visualization</a></li>
-<li><a href="#machine-learning">Machine Learning</a></li>
-<li><a href="#deep-learning">Deep Learning</a></li>
-<li><a href="#computer-vision">Computer Vision</a></li>
-<li><a href="#mapreduce">MapReduce</a></li>
-<li><a href="#functional-programming">Functional Programming</a></li>
-<li><a href="#third-party-apis">Third-party APIs</a></li>
-<li><a href="#devops-tools">DevOps Tools</a></li>
-<li><a href="#chatops-tools">ChatOps Tools</a></li>
-<li><a href="#job-scheduler">Job Scheduler</a></li>
-<li><a href="#foreign-function-interface">Foreign Function Interface</a></li>
-<li><a href="#high-performance">High Performance</a></li>
-<li><a href="#network-virtualization-and-sdn">Network Virtualization and SDN</a></li>
-<li><a href="#hardware">Hardware</a></li>
-<li><a href="#compatibility">Compatibility</a></li>
-<li><a href="#miscellaneous">Miscellaneous</a></li>
-<li><a href="#algorithms-and-design-patterns">Algorithms and Design Patterns</a></li>
-<li><a href="#editor-plugins">Editor Plugins</a></li>
-<li><a href="#ides">IDEs</a></li>
 </ul>
 </li>
 <li><a href="#services">Services</a><ul>
-<li><a href="#continuous-integration">Continuous Integration</a></li>
 <li><a href="#code-quality">Code Quality</a></li>
+<li><a href="#continuous-integration">Continuous Integration</a></li>
 </ul>
 </li>
 <li><a href="#resources">Resources</a><ul>
+<li><a href="#podcasts">Podcasts</a></li>
+<li><a href="#twitter">Twitter</a></li>
 <li><a href="#websites">Websites</a></li>
 <li><a href="#weekly">Weekly</a></li>
-<li><a href="#twitter">Twitter</a></li>
-<li><a href="#podcasts">Podcasts</a></li>
 </ul>
 </li>
 <li><a href="#other-awesome-lists">Other Awesome Lists</a></li>
 <li><a href="#contributing">Contributing</a></li>
 </ul>
 <hr />
-<h2 id="environment-management">Environment Management</h2>
-<p><em>Libraries for Python version and environment management.</em></p>
+<h2 id="admin-panels">Admin Panels</h2>
+<p><em>Libraries for administrative interfaces.</em></p>
 <ul>
-<li><a href="https://github.com/qw3rtman/p">p</a> - Dead simple interactive Python version management.</li>
-<li><a href="https://github.com/yyuu/pyenv">pyenv</a> - Simple Python version management.</li>
-<li><a href="https://docs.python.org/3/library/venv.html">venv</a> - (Python standard library in Python 3.3+) Creating lightweight virtual environments.</li>
-<li><a href="https://pypi.python.org/pypi/virtualenv">virtualenv</a> - A tool to create isolated Python environments.</li>
-<li><a href="https://pypi.python.org/pypi/virtualenvwrapper">virtualenvwrapper</a> - A set of extensions to virtualenv.</li>
+<li><a href="https://github.com/Eugeny/ajenti">Ajenti</a> - The admin panel your servers deserve.</li>
+<li><a href="http://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="http://grappelliproject.com">Grappelli</a> - A jazzy skin for the Django Admin-Interface.</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="package-management">Package Management</h2>
-<p><em>Libraries for package and dependency management.</em></p>
+<h2 id="algorithms-and-design-patterns">Algorithms and Design Patterns</h2>
+<p><em>Python implementation of algorithms and design patterns.</em></p>
 <ul>
-<li><a href="https://pip.pypa.io/en/stable/">pip</a> - The Python package and dependency manager.<ul>
-<li><a href="https://pypi.python.org/pypi">Python Package Index</a></li>
+<li><a href="https://github.com/nryoung/algorithms">algorithms</a> - A module of algorithms for Python.</li>
+<li><a href="https://github.com/faif/python-patterns">python-patterns</a> - A collection of design patterns in Python.</li>
+<li><a href="http://www.grantjenks.com/docs/sortedcontainers/">sortedcontainers</a> - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types.</li>
+</ul>
+<h2 id="anti-spam">Anti-spam</h2>
+<p><em>Libraries for fighting spam.</em></p>
+<ul>
+<li><a href="https://github.com/mbi/django-simple-captcha">django-simple-captcha</a> - A simple and highly customizable Django app to add captcha images to any Django form.</li>
+<li><a href="https://github.com/moqada/django-simple-spam-blocker">django-simple-spam-blocker</a> - Simple spam blocker for Django.</li>
+</ul>
+<h2 id="asset-management">Asset Management</h2>
+<p><em>Tools for managing, compressing and minifying website assets.</em></p>
+<ul>
+<li><a href="https://github.com/django-compressor/django-compressor">django-compressor</a> - Compresses linked and inline JavaScript or CSS into a single cached file.</li>
+<li><a href="https://github.com/jazzband/django-pipeline">django-pipeline</a> - An asset packaging library for Django.</li>
+<li><a href="https://github.com/jschneier/django-storages">django-storages</a> - A collection of custom storage back ends for Django.</li>
+<li><a href="http://www.fanstatic.org/en/latest/">fanstatic</a> - Packages, optimizes, and serves static file dependencies as Python packages.</li>
+<li><a href="http://fileconveyor.org/">fileconveyor</a> - A daemon to detect and sync files to CDNs, S3 and FTP.</li>
+<li><a href="https://github.com/miracle2k/flask-assets">flask-assets</a> - Helps you integrate webassets into your Flask app.</li>
+<li><a href="https://github.com/jaysonsantos/jinja-assets-compressor">jinja-assets-compressor</a> - A Jinja extension to compile and compress your assets.</li>
+<li><a href="https://github.com/miracle2k/webassets">webassets</a> - Bundles, optimizes, and manages unique cache-busting URLs for static resources.</li>
+</ul>
+<h2 id="audio">Audio</h2>
+<p><em>Libraries for manipulating audio.</em></p>
+<ul>
+<li><a href="https://github.com/danilobellini/audiolazy">audiolazy</a> - Expressive Digital Signal Processing (DSP) package for Python.</li>
+<li><a href="https://github.com/beetbox/audioread">audioread</a> - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.</li>
+<li><a href="http://beets.io/">beets</a> - A music library manager and <a href="https://musicbrainz.org/">MusicBrainz</a> tagger.</li>
+<li><a href="https://github.com/worldveil/dejavu">dejavu</a> - Audio fingerprinting and recognition.</li>
+<li><a href="https://github.com/StreetVoice/django-elastic-transcoder">django-elastic-transcoder</a> - Django + <a href="http://aws.amazon.com/elastictranscoder/">Amazon Elastic Transcoder</a>.</li>
+<li><a href="http://eyed3.nicfit.net/">eyeD3</a> - A tool for working with audio files, specifically MP3 files containing ID3 metadata.</li>
+<li><a href="http://nedbatchelder.com/code/modules/id3reader.py">id3reader</a> - A Python module for reading MP3 meta data.</li>
+<li><a href="https://github.com/globocom/m3u8">m3u8</a> - A module for parsing m3u8 file.</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://bitbucket.org/lazka/mutagen">mutagen</a> - A Python module to handle audio metadata.</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/echonest/pyechonest">pyechonest</a> - Python client for the <a href="http://developer.echonest.com/">Echo Nest</a> API.</li>
+<li><a href="http://scikits.appspot.com/talkbox">talkbox</a> - A Python library for speech/signal processing.</li>
+<li><a href="https://github.com/Parisson/TimeSide">TimeSide</a> - Open web audio processing framework.</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>
+<h2 id="authentication">Authentication</h2>
+<p><em>Libraries for implementing authentications schemes.</em></p>
+<ul>
+<li>OAuth<ul>
+<li><a href="http://peterhudec.github.io/authomatic/">Authomatic</a> - Simple but powerful framework agnostic authentication/authorization client.</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> - OAuth2 goodies for the Djangonauts.</li>
+<li><a href="https://github.com/caffeinehit/django-oauth2-provider">django-oauth2-provider</a> - Providing OAuth2 access to Django app.</li>
+<li><a href="https://github.com/lepture/flask-oauthlib">Flask-OAuthlib</a> - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.</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>
+<li><a href="https://github.com/litl/rauth">rauth</a> - A Python library for OAuth 1.0/a, 2.0, and Ofly.</li>
+<li><a href="https://github.com/demianbrecht/sanction">sanction</a> - A dead simple OAuth2 client implementation.</li>
 </ul>
 </li>
-<li><a href="https://github.com/nvie/pip-tools">pip-tools</a> - A set of tools to keep your pinned Python dependencies fresh.</li>
-<li><a href="https://github.com/conda/conda/">conda</a> - Cross-platform, Python-agnostic binary package manager.</li>
-<li><a href="http://clarete.li/curdling/">Curdling</a> - Curdling is a command line tool for managing Python packages.</li>
-<li><a href="http://pythonwheels.com/">wheel</a> - The new standard of Python distribution and are intended to replace eggs.</li>
-</ul>
-<h2 id="package-repositories">Package Repositories</h2>
-<p><em>Local PyPI repository server and proxies.</em></p>
-<ul>
-<li><a href="https://github.com/pypa/warehouse">warehouse</a> - Next generation Python Package Repository (PyPI).<ul>
-<li><a href="https://pypi.org/">Warehouse</a></li>
+<li>Others<ul>
+<li><a href="https://github.com/demonware/jose">jose</a> - JavaScript Object Signing and Encryption draft implementation.</li>
+<li><a href="https://github.com/jpadilla/pyjwt">PyJWT</a> - Implementation of the JSON Web Token draft 01.</li>
+<li><a href="https://github.com/brianloveswords/python-jws">python-jws</a> - Implementation of JSON Web Signatures draft 02.</li>
+<li><a href="https://github.com/davedoesdev/python-jwt">python-jwt</a> - Module for generating and verifying JSON Web Tokens.</li>
 </ul>
 </li>
-<li><a href="https://bitbucket.org/pypa/bandersnatch">bandersnatch</a> - PyPI mirroring tool provided by Python Packaging Authority (PyPA).</li>
-<li><a href="http://doc.devpi.net/latest/">devpi</a> - PyPI server and packaging/testing/release tool.</li>
-<li><a href="https://github.com/mvantellingen/localshop">localshop</a> - Local PyPI server (custom packages and auto-mirroring of pypi).</li>
-</ul>
-<h2 id="distribution">Distribution</h2>
-<p><em>Libraries to create packaged executables for release distribution.</em></p>
-<ul>
-<li><a href="https://github.com/pyinstaller/pyinstaller">PyInstaller</a> - Converts Python programs into stand-alone executables (cross-platform).</li>
-<li><a href="https://github.com/spotify/dh-virtualenv">dh-virtualenv</a> - Build and distribute a virtualenv as a Debian package.</li>
-<li><a href="http://nuitka.net/">Nuitka</a> - Compile scripts, modules, packages to an executable or extension module.</li>
-<li><a href="http://pythonhosted.org/py2app/">py2app</a> - Freezes Python scripts (Mac OS X).</li>
-<li><a href="http://www.py2exe.org/">py2exe</a> - Freezes Python scripts (Windows).</li>
-<li><a href="http://pynsist.readthedocs.io/">pynsist</a> - A tool to build Windows installers, installers bundle Python itself.</li>
 </ul>
 <h2 id="build-tools">Build Tools</h2>
 <p><em>Compile software from source code.</em></p>
 <ul>
-<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="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">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="interactive-interpreter">Interactive Interpreter</h2>
-<p><em>Interactive Python interpreters (REPL).</em></p>
+<h2 id="cms">CMS</h2>
+<p><em>Content Management Systems.</em></p>
 <ul>
-<li><a href="https://jupyter.org">Jupyter Notebook (IPython)</a> - A rich toolkit to help you make the most out of using Python interactively.</li>
-<li><a href="https://github.com/bpython/bpython">bpython</a> - A fancy interface to the Python interpreter.</li>
-<li><a href="https://github.com/jonathanslenders/ptpython">ptpython</a> - Advanced Python REPL built on top of the <a href="https://github.com/jonathanslenders/python-prompt-toolkit">python-prompt-toolkit</a>.</li>
+<li><a href="http://www.django-cms.org/en/">django-cms</a> - An Open source enterprise CMS based on the Django.</li>
+<li><a href="http://djedi-cms.org/">djedi-cms</a> - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind.</li>
+<li><a href="http://www.feincms.org/">FeinCMS</a> - One of the most advanced Content Management Systems built on Django.</li>
+<li><a href="http://kotti.pylonsproject.org/">Kotti</a> - A high-level, Pythonic web application framework built on Pyramid.</li>
+<li><a href="http://mezzanine.jupo.org/">Mezzanine</a> - A powerful, consistent, and flexible content management platform.</li>
+<li><a href="http://opps.github.io/opps/">Opps</a> - A Django-based CMS for magazines, newspapers websites and portals with high-traffic.</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="http://quokkaproject.org/">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>
+<li><a href="https://wid.gy/">Widgy</a> - Last CMS framework, based on Django.</li>
 </ul>
-<h2 id="files">Files</h2>
-<p><em>Libraries for file manipulation and MIME type detection.</em></p>
+<h2 id="caching">Caching</h2>
+<p><em>Libraries for caching data.</em></p>
 <ul>
-<li><a href="https://docs.python.org/2/library/imghdr.html">imghdr</a> - (Python standard library) Determine the type of an image.</li>
-<li><a href="https://docs.python.org/2/library/mimetypes.html">mimetypes</a> - (Python standard library) Map filenames to MIME types.</li>
-<li><a href="https://github.com/jaraco/path.py">path.py</a> - A module wrapper for <a href="https://docs.python.org/2/library/os.path.html">os.path</a>.</li>
-<li><a href="https://pathlib.readthedocs.org/en/pep428/">pathlib</a> - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.</li>
-<li><a href="https://github.com/ahupp/python-magic">python-magic</a> - A Python interface to the libmagic file type identification library.</li>
-<li><a href="https://github.com/mikeorr/Unipath">Unipath</a> - An object-oriented approach to file/directory operations.</li>
-<li><a href="https://github.com/gorakhargosh/watchdog">watchdog</a> - API and shell utilities to monitor file system events.</li>
+<li><a href="https://github.com/bbangert/beaker">Beaker</a> - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications.</li>
+<li><a href="http://www.grantjenks.com/docs/diskcache/">DiskCache</a> - SQLite and file backed cache backend with faster lookups than memcached and redis.</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="https://github.com/5monkeys/django-viewlet">django-viewlet</a> - Render template parts with extended cache control.</li>
+<li><a href="http://dogpilecache.readthedocs.io/">dogpile.cache</a> - dogpile.cache is next generation replacement for Beaker made by same authors.</li>
+<li><a href="https://pypi.python.org/pypi/HermesCache">HermesCache</a> - Python caching library with tag-based invalidation and dogpile effect prevention.</li>
+<li><a href="https://github.com/jmoiron/johnny-cache">johnny-cache</a> - A caching framework for django applications.</li>
+<li><a href="https://github.com/lericson/pylibmc">pylibmc</a> - A Python wrapper around the <a href="http://libmemcached.org/libMemcached.html">libmemcached</a> interface.</li>
 </ul>
-<h2 id="date-and-time">Date and Time</h2>
-<p><em>Libraries for working with dates and times.</em></p>
+<h2 id="chatops-tools">ChatOps Tools</h2>
+<p><em>Libraries for chatbot development.</em></p>
 <ul>
-<li><a href="https://github.com/sdispater/pendulum">Pendulum</a> - Python datetimes made easy.</li>
-<li><a href="https://github.com/crsmithdev/arrow">arrow</a> - Better dates &amp; times for Python.</li>
-<li><a href="https://github.com/KoffeinFlummi/Chronyk">Chronyk</a> - A Python 3 library for parsing human-written times and dates.</li>
-<li><a href="https://github.com/dateutil/dateutil">dateutil</a> - Extensions to the standard Python <a href="https://docs.python.org/2/library/datetime.html">datetime</a> module.</li>
-<li><a href="https://github.com/myusuf3/delorean/">delorean</a> - A library for clearing up the inconvenient truths that arise dealing with datetimes.</li>
-<li><a href="https://github.com/zachwill/moment">moment</a> - A Python library for dealing with dates/times. Inspired by <a href="http://momentjs.com/">Moment.js</a>.</li>
-<li><a href="https://github.com/shinux/PyTime">PyTime</a> - A easy-use Python module which aims to operate date/time/datetime by string.</li>
-<li><a href="https://launchpad.net/pytz">pytz</a> - World timezone definitions, modern and historical. Brings the <a href="https://en.wikipedia.org/wiki/Tz_database">tz database</a> into Python.</li>
-<li><a href="https://github.com/dirn/When.py">when.py</a> - Providing user-friendly functions to help perform common date and time actions.</li>
+<li><a href="http://errbot.io/">Errbot</a> - The easiest and most popular chatbot to implement ChatOps.</li>
 </ul>
-<h2 id="text-processing">Text Processing</h2>
-<p><em>Libraries for parsing and manipulating plain texts.</em></p>
+<h2 id="code-analysis-and-linter">Code Analysis and Linter</h2>
+<p><em>Libraries and tools for analysing, parsing and manipulation codebases.</em></p>
 <ul>
-<li>General<ul>
-<li><a href="https://github.com/chardet/chardet">chardet</a> - Python 2/3 compatible character encoding detector.</li>
-<li><a href="https://docs.python.org/2/library/difflib.html">difflib</a> - (Python standard library) Helpers for computing deltas.</li>
-<li><a href="https://github.com/LuminosoInsight/python-ftfy">ftfy</a> - Makes Unicode text less broken and more consistent automagically.</li>
-<li><a href="https://github.com/seatgeek/fuzzywuzzy">fuzzywuzzy</a> - Fuzzy String Matching.</li>
-<li><a href="https://github.com/ztane/python-Levenshtein/">Levenshtein</a> - Fast computation of Levenshtein distance and string similarity.</li>
-<li><a href="https://github.com/vinta/pangu.py">pangu.py</a> - Spacing texts for CJK and alphanumerics.</li>
-<li><a href="https://github.com/pwaller/pyfiglet">pyfiglet</a> - An implementation of figlet written in Python.</li>
-<li><a href="https://github.com/stochastic-technologies/shortuuid">shortuuid</a> - A generator library for concise, unambiguous and URL-safe UUIDs.</li>
-<li><a href="https://pypi.python.org/pypi/Unidecode">unidecode</a> - ASCII transliterations of Unicode text.</li>
-<li><a href="https://github.com/moskytw/uniout">uniout</a> - Print readable chars instead of the escaped string.</li>
-<li><a href="https://github.com/lxneng/xpinyin">xpinyin</a> - A library to translate Chinese hanzi (漢字) to pinyin (拼音).</li>
+<li>Code Analysis<ul>
+<li><a href="http://coala-analyzer.org/">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/gak/pycallgraph">pycallgraph</a> - A library that visualises the flow (call graph) of your Python application.</li>
+<li><a href="https://github.com/yinwang0/pysonar2">pysonar2</a> - A type inferencer and indexer for Python.</li>
 </ul>
 </li>
-<li>Slugify<ul>
-<li><a href="https://github.com/dimka665/awesome-slugify">awesome-slugify</a> - A Python slugify library that can preserve unicode.</li>
-<li><a href="https://github.com/un33k/python-slugify">python-slugify</a> - A Python slugify library that translates unicode to ASCII.</li>
-<li><a href="https://github.com/mozilla/unicode-slugify">unicode-slugify</a> - A slugifier that generates unicode slugs with Django as a dependency.</li>
+<li>Linter<ul>
+<li><a href="https://pypi.python.org/pypi/flake8">Flake8</a> - The modular source code checker: pep8, pyflakes and co.</li>
+<li><a href="https://github.com/klen/pylama">pylama</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>
 </ul>
 </li>
-<li>Parser<ul>
-<li><a href="https://github.com/daviddrysdale/python-phonenumbers">phonenumbers</a> - Parsing, formatting, storing and validating international phone numbers.</li>
-<li><a href="http://www.dabeaz.com/ply/">PLY</a> - Implementation of lex and yacc parsing tools for Python</li>
-<li><a href="http://pygments.org/">Pygments</a> - A generic syntax highlighter.</li>
-<li><a href="http://pyparsing.wikispaces.com/">pyparsing</a> - A general purpose framework for generating parsers.</li>
-<li><a href="https://github.com/derek73/python-nameparser">python-nameparser</a> - Parsing human names into their individual components.</li>
-<li><a href="https://github.com/selwin/python-user-agents">python-user-agents</a> - Browser user agent parser.</li>
-<li><a href="https://github.com/andialbrecht/sqlparse">sqlparse</a> - A non-validating SQL parser.</li>
-</ul>
-</li>
-</ul>
-<h2 id="specific-formats-processing">Specific Formats Processing</h2>
-<p><em>Libraries for parsing and manipulating specific text formats.</em></p>
-<ul>
-<li>General<ul>
-<li><a href="https://github.com/kennethreitz/tablib">tablib</a> - A module for Tabular Datasets in XLS, CSV, JSON, YAML.</li>
-</ul>
-</li>
-<li>Office<ul>
-<li><a href="https://github.com/brianray/mm">Marmir</a> - Takes Python data structures and turns them into spreadsheets.</li>
-<li><a href="https://openpyxl.readthedocs.io/">openpyxl</a> - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.</li>
-<li><a href="https://github.com/pyexcel/pyexcel">pyexcel</a> - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.</li>
-<li><a href="https://github.com/python-openxml/python-docx">python-docx</a> - Reads, queries and modifies Microsoft Word 2007/2008 docx files.</li>
-<li><a href="http://relatorio.tryton.org/">relatorio</a> - Templating OpenDocument files.</li>
-<li><a href="https://github.com/dagwieers/unoconv">unoconv</a> - Convert between any document format supported by LibreOffice/OpenOffice.</li>
-<li><a href="https://xlsxwriter.readthedocs.io">XlsxWriter</a> - A Python module for creating Excel .xlsx files.</li>
-<li><a href="http://xlwings.org/">xlwings</a> - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.</li>
-<li><a href="https://github.com/python-excel/xlwt">xlwt</a> / <a href="https://github.com/python-excel/xlrd">xlrd</a> - Writing and reading data and formatting information from Excel files.</li>
-</ul>
-</li>
-<li>PDF<ul>
-<li><a href="https://github.com/euske/pdfminer">PDFMiner</a> - A tool for extracting information from PDF documents.</li>
-<li><a href="https://github.com/mstamy2/PyPDF2">PyPDF2</a> - A library capable of splitting, merging and transforming PDF pages.</li>
-<li><a href="http://www.reportlab.com/opensource/">ReportLab</a> - Allowing Rapid creation of rich PDF documents.</li>
-</ul>
-</li>
-<li>Markdown<ul>
-<li><a href="https://github.com/lepture/mistune">Mistune</a> - Fastest and full featured pure Python parsers of Markdown.</li>
-<li><a href="https://github.com/waylan/Python-Markdown">Python-Markdown</a> - A Python implementation of John Gruber’s Markdown.</li>
-</ul>
-</li>
-<li>YAML<ul>
-<li><a href="http://pyyaml.org/">PyYAML</a> - YAML implementations for Python.</li>
-</ul>
-</li>
-<li>CSV<ul>
-<li><a href="https://github.com/wireservice/csvkit">csvkit</a> - Utilities for converting to and working with CSV.</li>
-</ul>
-</li>
-<li>Archive<ul>
-<li><a href="https://github.com/mitsuhiko/unp">unp</a> - A command line tool that can unpack archives easily.</li>
-</ul>
-</li>
-</ul>
-<h2 id="natural-language-processing">Natural Language Processing</h2>
-<p><em>Libraries for working with human languages.</em></p>
-<ul>
-<li><a href="http://www.nltk.org/">NLTK</a> - A leading platform for building Python programs to work with human language data.</li>
-<li><a href="http://www.clips.ua.ac.be/pattern">Pattern</a> - A web mining module for the Python.</li>
-<li><a href="https://github.com/fxsjy/jieba">Jieba</a> - Chinese text segmentation.</li>
-<li><a href="https://github.com/isnowfy/snownlp">SnowNLP</a> - A library for processing Chinese text.</li>
-<li><a href="https://spacy.io/">spaCy</a> - A library for industrial-strength natural language processing in Python and Cython.</li>
-<li><a href="https://github.com/sloria/TextBlob">TextBlob</a> - Providing a consistent API for diving into common NLP tasks.</li>
-<li><a href="https://github.com/2shou/TextGrocery">TextGrocery</a> - A simple, efficient short-text classification tool based on LibLinear and Jieba.</li>
-<li><a href="https://github.com/saffsd/langid.py">langid.py</a> - Stand-alone language identification system.</li>
-</ul>
-<h2 id="documentation">Documentation</h2>
-<p><em>Libraries for generating project documentation.</em></p>
-<ul>
-<li><a href="http://www.sphinx-doc.org/en/latest/">Sphinx</a> - Python Documentation generator.<ul>
-<li><a href="https://github.com/yoloseem/awesome-sphinxdoc">awesome-sphinxdoc</a></li>
-</ul>
-</li>
-<li><a href="http://www.mkdocs.org/">MkDocs</a> - Markdown friendly documentation generator.</li>
-<li><a href="https://github.com/BurntSushi/pdoc">pdoc</a> - Epydoc replacement to auto generate API documentation for Python libraries.</li>
-<li><a href="https://github.com/pycco-docs/pycco">Pycco</a> - The literate-programming-style documentation generator.</li>
-</ul>
-<h2 id="configuration">Configuration</h2>
-<p><em>Libraries for storing and parsing configuration options.</em></p>
-<ul>
-<li><a href="https://www.red-dove.com/config-doc/">config</a> - Hierarchical config from the author of <a href="https://docs.python.org/2/library/logging.html">logging</a>.</li>
-<li><a href="http://www.voidspace.org.uk/python/configobj.html">ConfigObj</a> - INI file parser with validation.</li>
-<li><a href="https://docs.python.org/2/library/configparser.html">ConfigParser</a> - (Python standard library) INI file parser.</li>
-<li><a href="http://profig.readthedocs.org/en/default/">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="command-line-tools">Command-line Tools</h2>
 <p><em>Libraries for building command-line application.</em></p>
@@ -626,89 +566,90 @@
 <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/jkbrzt/httpie">httpie</a> - A command line HTTP client, a user-friendly cURL replacement.</li>
+<li><a href="https://github.com/dbcli/mycli">mycli</a> - A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting.</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/dbcli/pgcli">pgcli</a> - Postgres CLI with autocompletion and syntax highlighting.</li>
 <li><a href="https://github.com/donnemartin/saws">SAWS</a> - A Supercharged AWS CLI.</li>
 <li><a href="https://github.com/nvbn/thefuck">thefuck</a> - Correcting your previous console command.</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>
-<li><a href="https://github.com/dbcli/mycli">mycli</a> - A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting.</li>
-<li><a href="https://github.com/dbcli/pgcli">pgcli</a> - Postgres CLI with autocompletion and syntax highlighting.</li>
 </ul>
 </li>
 </ul>
-<h2 id="downloader">Downloader</h2>
-<p><em>Libraries for downloading.</em></p>
+<h2 id="compatibility">Compatibility</h2>
+<p><em>Libraries for migrating from Python 2 to 3.</em></p>
 <ul>
-<li><a href="https://github.com/s3tools/s3cmd">s3cmd</a> - A command line tool for managing Amazon S3 and CloudFront.</li>
-<li><a href="https://github.com/bloomreach/s4cmd">s4cmd</a> - Super S3 command line tool, good for higher performance.</li>
-<li><a href="https://www.soimort.org/you-get/">you-get</a> - A YouTube/Youku/Niconico video downloader written in Python 3.</li>
-<li><a href="http://rg3.github.io/youtube-dl/">youtube-dl</a> - A small command-line program to download videos from YouTube.</li>
+<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/mitsuhiko/python-modernize">Python-Modernize</a> - Modernizes Python code for eventual Python 3 migration.</li>
+<li><a href="https://pypi.python.org/pypi/six">Six</a> - Python 2 and 3 compatibility utilities.</li>
 </ul>
-<h2 id="imagery">Imagery</h2>
-<p><em>Libraries for manipulating images.</em></p>
-<ul>
-<li><a href="https://github.com/daboth/pagan">pagan</a> - Retro identicon (Avatar) generation based on input string and hash.</li>
-<li><a href="https://github.com/python-pillow/Pillow">pillow</a> - Pillow is the friendly <a href="http://www.pythonware.com/products/pil/">PIL</a> fork.</li>
-<li><a href="https://github.com/rossgoodwin/hmap">hmap</a> - Image histogram remapping.</li>
-<li><a href="https://sourceforge.net/projects/imgseek/">imgSeek</a> - A project for searching a collection of images using visual similarity.</li>
-<li><a href="https://github.com/hhatto/nude.py">nude.py</a> - Nudity detection.</li>
-<li><a href="https://pythonhosted.org/pyBarcode/">pyBarcode</a> - Create barcodes in Python without needing PIL.</li>
-<li><a href="https://github.com/ajkumar25/pygram">pygram</a> - Instagram-like image filters.</li>
-<li><a href="https://github.com/lincolnloop/python-qrcode">python-qrcode</a> - A pure Python QR Code generator.</li>
-<li><a href="https://github.com/fogleman/Quads">Quads</a> - Computer art based on quadtrees.</li>
-<li><a href="http://scikit-image.org/">scikit-image</a> - A Python library for (scientific) image processing.</li>
-<li><a href="https://github.com/thumbor/thumbor">thumbor</a> - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.</li>
-<li><a href="https://github.com/dahlia/wand">wand</a> - Python bindings for <a href="http://www.imagemagick.org/script/magick-wand.php">MagickWand</a>, C API for ImageMagick.</li>
-</ul>
-<h2 id="ocr">OCR</h2>
-<p><em>Libraries for Optical Character Recognition.</em></p>
+<h2 id="computer-vision">Computer Vision</h2>
+<p><em>Libraries for computer vision.</em></p>
 <ul>
+<li><a href="http://opencv.org/">OpenCV</a> - Open Source Computer Vision Library.</li>
 <li><a href="https://github.com/jflesch/pyocr">pyocr</a> - A wrapper for Tesseract and Cuneiform.</li>
 <li><a href="https://github.com/madmaze/pytesseract">pytesseract</a> - Another wrapper for <a href="https://github.com/tesseract-ocr">Google Tesseract OCR</a>.</li>
+<li><a href="http://simplecv.org/">SimpleCV</a> - An open source framework for building computer vision applications.</li>
 </ul>
-<h2 id="audio">Audio</h2>
-<p><em>Libraries for manipulating audio.</em></p>
+<h2 id="concurrency-and-parallelism">Concurrency and Parallelism</h2>
+<p><em>Libraries for concurrent and parallel execution.</em></p>
 <ul>
-<li><a href="https://github.com/danilobellini/audiolazy">audiolazy</a> - Expressive Digital Signal Processing (DSP) package for Python.</li>
-<li><a href="https://github.com/beetbox/audioread">audioread</a> - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.</li>
-<li><a href="http://beets.io/">beets</a> - A music library manager and <a href="https://musicbrainz.org/">MusicBrainz</a> tagger.</li>
-<li><a href="https://github.com/worldveil/dejavu">dejavu</a> - Audio fingerprinting and recognition.</li>
-<li><a href="https://github.com/StreetVoice/django-elastic-transcoder">django-elastic-transcoder</a> - Django + <a href="http://aws.amazon.com/elastictranscoder/">Amazon Elastic Transcoder</a>.</li>
-<li><a href="http://eyed3.nicfit.net/">eyeD3</a> - A tool for working with audio files, specifically MP3 files containing ID3 metadata.</li>
-<li><a href="http://nedbatchelder.com/code/modules/id3reader.py">id3reader</a> - A Python module for reading MP3 meta data.</li>
-<li><a href="https://github.com/globocom/m3u8">m3u8</a> - A module for parsing m3u8 file.</li>
-<li><a href="https://bitbucket.org/lazka/mutagen">mutagen</a> - A Python module to handle audio metadata.</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/echonest/pyechonest">pyechonest</a> - Python client for the <a href="http://developer.echonest.com/">Echo Nest</a> API.</li>
-<li><a href="http://scikits.appspot.com/talkbox">talkbox</a> - A Python library for speech/signal processing.</li>
-<li><a href="https://github.com/Parisson/TimeSide">TimeSide</a> - Open web audio processing framework.</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>
-<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="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/2/library/multiprocessing.html">multiprocessing</a> - (Python standard library) Process-based "threading" interface.</li>
+<li><a href="https://docs.python.org/2/library/threading.html">threading</a> - (Python standard library) Higher-level threading interface.</li>
+<li><a href="https://github.com/madisonmay/Tomorrow">Tomorrow</a> - Magic decorator syntax for asynchronous code.</li>
+<li><a href="https://github.com/MagicStack/uvloop">uvloop</a> - Ultra fast implementation of asyncio event loop on top of libuv.</li>
 </ul>
-<h2 id="video">Video</h2>
-<p><em>Libraries for manipulating video and GIFs.</em></p>
+<h2 id="configuration">Configuration</h2>
+<p><em>Libraries for storing and parsing configuration options.</em></p>
 <ul>
-<li><a href="http://zulko.github.io/moviepy/">moviepy</a> - A module for script-based movie editing with many formats, including animated GIFs.</li>
-<li><a href="https://github.com/aizvorski/scikit-video">scikit-video</a> - Video processing routines for SciPy.</li>
+<li><a href="https://www.red-dove.com/config-doc/">config</a> - Hierarchical config from the author of <a href="https://docs.python.org/2/library/logging.html">logging</a>.</li>
+<li><a href="http://www.voidspace.org.uk/python/configobj.html">ConfigObj</a> - INI file parser with validation.</li>
+<li><a href="https://docs.python.org/2/library/configparser.html">ConfigParser</a> - (Python standard library) INI file parser.</li>
+<li><a href="http://profig.readthedocs.org/en/default/">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="geolocation">Geolocation</h2>
-<p><em>Libraries for geocoding addresses and working with latitudes and longitudes.</em></p>
+<h2 id="cryptography">Cryptography</h2>
 <ul>
-<li><a href="https://docs.djangoproject.com/en/dev/ref/contrib/gis/">GeoDjango</a> - A world-class geographic web framework.</li>
-<li><a href="https://github.com/maxmind/geoip-api-python">GeoIP</a> - Python API for MaxMind GeoIP Legacy Database.</li>
-<li><a href="https://github.com/frewsxcv/python-geojson">geojson</a> - Python bindings and utilities for GeoJSON.</li>
-<li><a href="https://github.com/geopy/geopy">geopy</a> - Python Geocoding Toolbox.</li>
-<li><a href="https://github.com/appliedsec/pygeoip">pygeoip</a> - Pure Python GeoIP API.</li>
-<li><a href="https://github.com/SmileyChris/django-countries">django-countries</a> - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.</li>
+<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/davidaurelio/hashids-python">hashids</a> - Implementation of <a href="http://hashids.org">hashids</a> in Python.</li>
+<li><a href="http://www.paramiko.org/">Paramiko</a> - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.</li>
+<li><a href="https://pythonhosted.org/passlib/">Passlib</a> - Secure password storage/hashing library, very high level.</li>
+<li><a href="https://www.dlitz.net/software/pycrypto/">PyCrypto</a> - The Python Cryptography Toolkit.</li>
+<li><a href="https://github.com/pyca/pynacl">PyNacl</a> - Python binding to the Networking and Cryptography (NaCl) library.</li>
 </ul>
-<h2 id="http">HTTP</h2>
-<p><em>Libraries for working with HTTP.</em></p>
+<h2 id="data-analysis">Data Analysis</h2>
+<p><em>Libraries for data analyzing.</em></p>
 <ul>
-<li><a href="http://docs.python-requests.org/en/latest/">requests</a> - HTTP Requests for Humans™.</li>
-<li><a href="https://github.com/kennethreitz/grequests">grequests</a> - requests + gevent for asynchronous HTTP requests.</li>
-<li><a href="https://github.com/jcgregorio/httplib2">httplib2</a> - Comprehensive HTTP client library.</li>
-<li><a href="https://github.com/twisted/treq">treq</a> - Python requests like API built on top of Twisted's HTTP client.</li>
-<li><a href="https://github.com/shazow/urllib3">urllib3</a> - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.</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="http://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/nicolaiarocci/cerberus/">Cerberus</a> - A lightweight and extensible data validation library.</li>
+<li><a href="http://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. 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/yhat/ggplot">ggplot</a> - Same API as ggplot2 for R.</li>
+<li><a href="http://matplotlib.org/">Matplotlib</a> - A Python 2D plotting library.</li>
+<li><a href="http://www.pygal.org/en/latest/">Pygal</a> - A Python SVG Charts Creator.</li>
+<li><a href="https://pypi.python.org/pypi/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>
+<li><a href="https://github.com/mwaskom/seaborn">Seaborn</a> - Statistical data visualization using Matplotlib.</li>
+<li><a href="https://github.com/vispy/vispy">VisPy</a> - High-performance scientific visualization based on OpenGL.</li>
 </ul>
 <h2 id="database">Database</h2>
 <p><em>Databases implemented in Python.</em></p>
@@ -753,213 +694,143 @@
 </ul>
 </li>
 </ul>
-<h2 id="orm">ORM</h2>
-<p><em>Libraries that implement Object-Relational Mapping or data mapping techniques.</em></p>
+<h2 id="date-and-time">Date and Time</h2>
+<p><em>Libraries for working with dates and times.</em></p>
 <ul>
-<li>Relational Databases<ul>
-<li><a href="https://docs.djangoproject.com/en/dev/topics/db/models/">Django Models</a> - A part of Django.</li>
-<li><a href="http://www.sqlalchemy.org/">SQLAlchemy</a> - The Python SQL Toolkit and Object Relational Mapper.<ul>
-<li><a href="https://github.com/dahlia/awesome-sqlalchemy">awesome-sqlalchemy</a></li>
+<li><a href="https://github.com/crsmithdev/arrow">arrow</a> - Better dates &amp; times for Python.</li>
+<li><a href="https://github.com/KoffeinFlummi/Chronyk">Chronyk</a> - A Python 3 library for parsing human-written times and dates.</li>
+<li><a href="https://github.com/dateutil/dateutil">dateutil</a> - Extensions to the standard Python <a href="https://docs.python.org/2/library/datetime.html">datetime</a> module.</li>
+<li><a href="https://github.com/myusuf3/delorean/">delorean</a> - A library for clearing up the inconvenient truths that arise dealing with datetimes.</li>
+<li><a href="https://github.com/zachwill/moment">moment</a> - A Python library for dealing with dates/times. Inspired by <a href="http://momentjs.com/">Moment.js</a>.</li>
+<li><a href="https://github.com/sdispater/pendulum">Pendulum</a> - Python datetimes made easy.</li>
+<li><a href="https://github.com/shinux/PyTime">PyTime</a> - A easy-use Python module which aims to operate date/time/datetime by string.</li>
+<li><a href="https://launchpad.net/pytz">pytz</a> - World timezone definitions, modern and historical. Brings the <a href="https://en.wikipedia.org/wiki/Tz_database">tz database</a> into Python.</li>
+<li><a href="https://github.com/dirn/When.py">when.py</a> - Providing user-friendly functions to help perform common date and time actions.</li>
+</ul>
+<h2 id="debugging-tools">Debugging Tools</h2>
+<p><em>Libraries for debugging code.</em></p>
+<ul>
+<li>Debugger<ul>
+<li><a href="https://github.com/django-debug-toolbar/django-debug-toolbar">django-debug-toolbar</a> - Display various debug information for Django.</li>
+<li><a href="https://github.com/dcramer/django-devserver">django-devserver</a> - A drop-in replacement for Django's runserver.</li>
+<li><a href="https://github.com/mgood/flask-debugtoolbar">flask-debugtoolbar</a> - A port of the django-debug-toolbar to flask.</li>
+<li><a href="https://pypi.python.org/pypi/ipdb">ipdb</a> - IPython-enabled <a href="https://docs.python.org/2/library/pdb.html">pdb</a>.</li>
+<li><a href="https://pypi.python.org/pypi/pudb">pudb</a> - A full-screen, console-based Python debugger.</li>
+<li><a href="https://github.com/google/pyringe">pyringe</a> - Debugger capable of attaching to and injecting code into Python processes.</li>
+<li><a href="https://github.com/Kozea/wdb">wdb</a> - An improbable web debugger through WebSockets.</li>
+<li><a href="http://winpdb.org/">winpdb</a> - A Python Debugger with GUI, capable of remote debugging based on <code>rpdb2</code>.</li>
 </ul>
 </li>
-<li><a href="https://github.com/coleifer/peewee">Peewee</a> - A small, expressive ORM.</li>
-<li><a href="https://ponyorm.com/">PonyORM</a> - ORM that provides a generator-oriented interface to SQL.</li>
-<li><a href="https://pypi.python.org/pypi/python-sql">python-sql</a> - Write SQL queries pythonically.</li>
-</ul>
-</li>
-<li>NoSQL Databases<ul>
-<li><a href="https://github.com/django-nonrel/mongodb-engine">django-mongodb-engine</a> - Django MongoDB Backend.</li>
-<li><a href="https://github.com/jlafon/PynamoDB">PynamoDB</a> - A Pythonic interface for <a href="https://aws.amazon.com/dynamodb/">Amazon DynamoDB</a>.</li>
-<li><a href="https://github.com/mathcamp/flywheel">flywheel</a> - Object mapper for Amazon DynamoDB.</li>
-<li><a href="http://mongoengine.org/">MongoEngine</a> - A Python Object-Document-Mapper for working with MongoDB.</li>
-<li><a href="https://github.com/stephenmcd/hot-redis">hot-redis</a> - Rich Python data types for Redis.</li>
-<li><a href="https://github.com/kiddouk/redisco">redisco</a> - A Python Library for Simple Models and Containers Persisted in Redis.</li>
+<li>Profiler<ul>
+<li><a href="https://github.com/rkern/line_profiler">line_profiler</a> - Line-by-line profiling.</li>
+<li><a href="https://github.com/fabianp/memory_profiler">memory_profiler</a> - Monitor Memory usage of Python code.</li>
+<li><a href="https://github.com/what-studio/profiling">profiling</a> - An interactive Python profiler.</li>
 </ul>
 </li>
 <li>Others<ul>
-<li><a href="https://github.com/Widdershin/butterdb">butterdb</a> - A Python ORM for Google Drive Spreadsheets.</li>
-<li><a href="https://github.com/pudo/dataset">dataset</a> - A JSON-based database.</li>
+<li><a href="https://github.com/eliben/pyelftools">pyelftools</a> - Parsing and analyzing ELF files and DWARF debugging information.</li>
+<li><a href="https://github.com/WoLpH/python-statsd">python-statsd</a> - Python Client for the <a href="https://github.com/etsy/statsd/">statsd</a> server.</li>
 </ul>
 </li>
 </ul>
-<h2 id="web-frameworks">Web Frameworks</h2>
-<p><em>Full stack web frameworks.</em></p>
+<h2 id="deep-learning">Deep Learning</h2>
+<p><em>Frameworks for Neural Networks and Deep Learning. See: <a href="https://github.com/ChristosChristofidis/awesome-deep-learning">awesome-deep-learning</a>.</em></p>
 <ul>
-<li><a href="https://www.djangoproject.com/">Django</a> - The most popular web framework in Python.<ul>
-<li><a href="https://github.com/rosarior/awesome-django">awesome-django</a></li>
+<li><a href="https://github.com/BVLC/caffe">Caffe</a> - A fast open framework for deep learning..</li>
+<li><a href="https://github.com/fchollet/keras">Keras</a> - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.</li>
+<li><a href="http://neupy.com/pages/home.html">Neupy</a> - Running and testing different Artificial Neural Networks algorithms.</li>
+<li><a href="https://github.com/tensorflow/tensorflow">TensorFlow</a> - The most popular Deep Learning framework created by Google.</li>
+<li><a href="https://github.com/Theano/Theano">Theano</a> - A library for fast numerical computation.</li>
+</ul>
+<h2 id="devops-tools">DevOps Tools</h2>
+<p><em>Software and libraries for DevOps.</em></p>
+<ul>
+<li><a href="https://github.com/ansible/ansible">Ansible</a> - A radically simple IT automation platform.</li>
+<li><a href="http://cloudinit.readthedocs.io/">Cloud-Init</a> - A multi-distribution package that handles early initialization of a cloud instance.</li>
+<li><a href="https://github.com/sebastien/cuisine">cuisine</a> - Chef-like functionality for Fabric.</li>
+<li><a href="https://docs.docker.com/compose/">Docker Compose</a> - Fast, isolated development environments using <a href="https://www.docker.com/">Docker</a>.</li>
+<li><a href="http://www.fabfile.org/">Fabric</a> - A simple, Pythonic tool for remote execution and deployment.</li>
+<li><a href="https://github.com/ronnix/fabtools">Fabtools</a> - Tools for writing awesome Fabric files.</li>
+<li><a href="https://github.com/nickstenning/honcho">honcho</a> - A Python clone of <a href="https://github.com/ddollar/foreman">Foreman</a>, for managing Procfile-based applications.</li>
+<li><a href="http://www.openstack.org/">OpenStack</a> - Open source software for building private and public clouds.</li>
+<li><a href="https://github.com/pexpect/pexpect">pexpect</a> - Controlling interactive programs in a pseudo-terminal like GNU expect.</li>
+<li><a href="https://github.com/giampaolo/psutil">psutil</a> - A cross-platform process and system utilities module.</li>
+<li><a href="https://github.com/saltstack/salt">SaltStack</a> - Infrastructure automation and management system.</li>
+<li><a href="https://github.com/Supervisor/supervisor">supervisor</a> - Supervisor process control system for UNIX.</li>
+</ul>
+<h2 id="distribution">Distribution</h2>
+<p><em>Libraries to create packaged executables for release distribution.</em></p>
+<ul>
+<li><a href="https://github.com/spotify/dh-virtualenv">dh-virtualenv</a> - Build and distribute a virtualenv as a Debian package.</li>
+<li><a href="http://nuitka.net/">Nuitka</a> - Compile scripts, modules, packages to an executable or extension module.</li>
+<li><a href="http://pythonhosted.org/py2app/">py2app</a> - Freezes Python scripts (Mac OS X).</li>
+<li><a href="http://www.py2exe.org/">py2exe</a> - Freezes Python scripts (Windows).</li>
+<li><a href="https://github.com/pyinstaller/pyinstaller">PyInstaller</a> - Converts Python programs into stand-alone executables (cross-platform).</li>
+<li><a href="http://pynsist.readthedocs.io/">pynsist</a> - A tool to build Windows installers, installers bundle Python itself.</li>
+</ul>
+<h2 id="documentation">Documentation</h2>
+<p><em>Libraries for generating project documentation.</em></p>
+<ul>
+<li><a href="http://www.sphinx-doc.org/en/latest/">Sphinx</a> - Python Documentation generator.<ul>
+<li><a href="https://github.com/yoloseem/awesome-sphinxdoc">awesome-sphinxdoc</a></li>
 </ul>
 </li>
-<li><a href="http://flask.pocoo.org/">Flask</a> - A microframework for Python.<ul>
-<li><a href="https://github.com/humiaozuzu/awesome-flask">awesome-flask</a></li>
+<li><a href="http://www.mkdocs.org/">MkDocs</a> - Markdown friendly documentation generator.</li>
+<li><a href="https://github.com/BurntSushi/pdoc">pdoc</a> - Epydoc replacement to auto generate API documentation for Python libraries.</li>
+<li><a href="https://github.com/pycco-docs/pycco">Pycco</a> - The literate-programming-style documentation generator.</li>
 </ul>
-</li>
-<li><a href="http://www.pylonsproject.org/">Pyramid</a> - A small, fast, down-to-earth, open source Python web framework.<ul>
-<li><a href="https://github.com/uralbash/awesome-pyramid">awesome-pyramid</a></li>
-</ul>
-</li>
-<li><a href="http://bottlepy.org/docs/dev/index.html">Bottle</a> - A fast, simple and lightweight WSGI micro web-framework.</li>
-<li><a href="http://www.cherrypy.org/">CherryPy</a> - A minimalist Python web framework, HTTP/1.1-compliant and WSGI thread-pooled.</li>
-<li><a href="http://www.turbogears.org/">TurboGears</a> - A microframework that can scale up to a full stack solution.</li>
-<li><a href="http://webpy.org/">web.py</a> - A web framework for Python that is as simple as it is powerful.</li>
-<li><a href="http://www.web2py.com">web2py</a> - A full stack web framework and platform focused in the ease of use.</li>
-<li><a href="http://www.tornadoweb.org/en/latest/">Tornado</a> - A Web framework and asynchronous networking library.</li>
-</ul>
-<h2 id="serverless-frameworks">Serverless Frameworks</h2>
-<p><em>Frameworks for developing serverless Python code.</em></p>
+<h2 id="downloader">Downloader</h2>
+<p><em>Libraries for downloading.</em></p>
 <ul>
-<li><a href="https://github.com/apex/apex">apex</a> - Build, deploy, and manage <a href="https://aws.amazon.com/lambda/">AWS Lambda</a> functions with ease.</li>
-<li><a href="https://github.com/Miserlou/Zappa">Zappa</a> - A tool for deploying WSGI applications on AWS Lambda and API Gateway.</li>
-<li><a href="https://github.com/nficano/python-lambda">python-lambda</a> - A toolkit for developing and deploying Python code in AWS Lambda.</li>
-</ul>
-<h2 id="permissions">Permissions</h2>
-<p><em>Libraries that allow or deny users access to data or functionality.</em></p>
-<ul>
-<li><a href="https://github.com/neuman/python-carteblanche/">Carteblanche</a> - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.</li>
-<li><a href="https://github.com/django-guardian/django-guardian">django-guardian</a> - Implementation of per object permissions for Django 1.2+</li>
-<li><a href="https://github.com/dfunckt/django-rules">django-rules</a> - A tiny but powerful app providing object-level permissions to Django, without requiring a database.</li>
-</ul>
-<h2 id="cms">CMS</h2>
-<p><em>Content Management Systems.</em></p>
-<ul>
-<li><a href="http://www.django-cms.org/en/">django-cms</a> - An Open source enterprise CMS based on the Django.</li>
-<li><a href="http://djedi-cms.org/">djedi-cms</a> - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind.</li>
-<li><a href="http://www.feincms.org/">FeinCMS</a> - One of the most advanced Content Management Systems built on Django.</li>
-<li><a href="http://kotti.pylonsproject.org/">Kotti</a> - A high-level, Pythonic web application framework built on Pyramid.</li>
-<li><a href="http://mezzanine.jupo.org/">Mezzanine</a> - A powerful, consistent, and flexible content management platform.</li>
-<li><a href="http://opps.github.io/opps/">Opps</a> - A Django-based CMS for magazines, newspapers websites and portals with high-traffic.</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="http://quokkaproject.org/">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>
-<li><a href="https://wid.gy/">Widgy</a> - Last CMS framework, based on Django.</li>
+<li><a href="https://github.com/s3tools/s3cmd">s3cmd</a> - A command line tool for managing Amazon S3 and CloudFront.</li>
+<li><a href="https://github.com/bloomreach/s4cmd">s4cmd</a> - Super S3 command line tool, good for higher performance.</li>
+<li><a href="https://www.soimort.org/you-get/">you-get</a> - A YouTube/Youku/Niconico video downloader written in Python 3.</li>
+<li><a href="http://rg3.github.io/youtube-dl/">youtube-dl</a> - A small command-line program to download videos from YouTube.</li>
 </ul>
 <h2 id="e-commerce">E-commerce</h2>
 <p><em>Frameworks and libraries for e-commerce and payments.</em></p>
 <ul>
+<li><a href="https://github.com/lxneng/alipay">alipay</a> - Unofficial Alipay API for Python.</li>
+<li><a href="https://github.com/stephenmcd/cartridge">Cartridge</a> - A shopping cart app built using the Mezzanine.</li>
 <li><a href="http://oscarcommerce.com/">django-oscar</a> - An open-source e-commerce framework for Django.</li>
 <li><a href="https://github.com/awesto/django-shop">django-shop</a> - A Django based shop system.</li>
-<li><a href="https://github.com/stephenmcd/cartridge">Cartridge</a> - A shopping cart app built using the Mezzanine.</li>
-<li><a href="https://www.shoop.io/en/">shoop</a> - An open source E-Commerce platform based on Django.</li>
-<li><a href="https://github.com/lxneng/alipay">alipay</a> - Unofficial Alipay API for Python.</li>
 <li><a href="https://github.com/agiliq/merchant">merchant</a> - A Django app to accept payments from various payment processors.</li>
 <li><a href="https://github.com/carlospalol/money">money</a> - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.</li>
 <li><a href="https://github.com/Alir3z4/python-currencies">python-currencies</a> - Display money format and its filthy currencies.</li>
+<li><a href="https://www.shoop.io/en/">shoop</a> - An open source E-Commerce platform based on Django.</li>
 </ul>
-<h2 id="restful-api">RESTful API</h2>
-<p><em>Libraries for developing RESTful APIs.</em></p>
+<h2 id="editor-plugins-and-ides">Editor Plugins and IDEs</h2>
 <ul>
-<li>Django<ul>
-<li><a href="http://www.django-rest-framework.org/">django-rest-framework</a> - A powerful and flexible toolkit to build web APIs.</li>
-<li><a href="http://tastypieapi.org/">django-tastypie</a> - Creating delicious APIs for Django apps.</li>
-<li><a href="https://github.com/5monkeys/django-formapi">django-formapi</a> - Create JSON APIs with Django's form validation.</li>
+<li>Emacs<ul>
+<li><a href="https://github.com/jorgenschaefer/elpy">Elpy</a> - Emacs Python Development Environment.</li>
 </ul>
 </li>
-<li>Flask<ul>
-<li><a href="http://www.flaskapi.org/">flask-api</a> - Browsable Web APIs for Flask.</li>
-<li><a href="https://github.com/flask-restful/flask-restful">flask-restful</a> - Quickly building REST APIs for Flask.</li>
-<li><a href="https://github.com/jfinkels/flask-restless">flask-restless</a> - Generating RESTful APIs for database models defined with SQLAlchemy.</li>
-<li><a href="https://github.com/marselester/flask-api-utils">flask-api-utils</a> - Taking care of API representation and authentication for Flask.</li>
-<li><a href="https://github.com/nicolaiarocci/eve">eve</a> - REST API framework powered by Flask, MongoDB and good intentions.</li>
+<li>Sublime Text<ul>
+<li><a href="https://github.com/DamnWidget/anaconda">Anaconda</a> - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.</li>
+<li><a href="https://github.com/srusskih/SublimeJEDI">SublimeJEDI</a> - A Sublime Text plugin to the awesome auto-complete library Jedi.</li>
 </ul>
 </li>
-<li>Pyramid<ul>
-<li><a href="https://github.com/mozilla-services/cornice">cornice</a> - A RESTful framework for Pyramid.</li>
+<li>Vim<ul>
+<li><a href="https://github.com/davidhalter/jedi-vim">Jedi-vim</a> - Vim bindings for the Jedi auto-completion library for Python.</li>
+<li><a href="https://github.com/klen/python-mode">Python-mode</a> - An all in one plugin for turning Vim into a Python IDE.</li>
+<li><a href="https://github.com/Valloric/YouCompleteMe">YouCompleteMe</a> - Includes <a href="https://github.com/davidhalter/jedi">Jedi</a>-based completion engine for Python.</li>
 </ul>
 </li>
-<li>Framework agnostic<ul>
-<li><a href="http://falconframework.org/">falcon</a> - A high-performance framework for building cloud APIs and web app backends.</li>
-<li><a href="https://github.com/timothycrosley/hug">hug</a> - A Python3 framework for cleanly exposing APIs over HTTP and the Command Line with automatic documentation and validation.</li>
-<li><a href="https://github.com/jeffknupp/sandman">sandman</a> - Automated REST APIs for existing database-driven systems.</li>
-<li><a href="https://github.com/toastdriven/restless">restless</a> - Framework agnostic REST framework based on lessons learned from Tastypie.</li>
-<li><a href="https://github.com/vertical-knowledge/ripozo">ripozo</a> - Quickly creating REST/HATEOAS/Hypermedia APIs.</li>
+<li>Visual Studio<ul>
+<li><a href="https://github.com/Microsoft/PTVS">PTVS</a> - Python Tools for Visual Studio.</li>
 </ul>
 </li>
-</ul>
-<h2 id="serialization">Serialization</h2>
-<p><em>Libraries for serializing complex data types</em></p>
-<ul>
-<li><a href="https://github.com/marshmallow-code/marshmallow">marshmallow</a> - marshmallow is an ORM/ODM/framework-agnostic library for converting complex datatypes, such as objects, to and from native Python datatypes.</li>
-</ul>
-<h2 id="authentication">Authentication</h2>
-<p><em>Libraries for implementing authentications schemes.</em></p>
-<ul>
-<li>OAuth<ul>
-<li><a href="http://peterhudec.github.io/authomatic/">Authomatic</a> - Simple but powerful framework agnostic authentication/authorization client.</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> - OAuth2 goodies for the Djangonauts.</li>
-<li><a href="https://github.com/caffeinehit/django-oauth2-provider">django-oauth2-provider</a> - Providing OAuth2 access to Django app.</li>
-<li><a href="https://github.com/lepture/flask-oauthlib">Flask-OAuthlib</a> - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.</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>
-<li><a href="https://github.com/litl/rauth">rauth</a> - A Python library for OAuth 1.0/a, 2.0, and Ofly.</li>
-<li><a href="https://github.com/demianbrecht/sanction">sanction</a> - A dead simple OAuth2 client implementation.</li>
+<li>Visual Studio Code<ul>
+<li><a href="https://github.com/DonJayamanne/pythonVSCode">Python</a> - An extension with rich support for the Python language, with features including linting, IntelliSense, formatting, refactoring, debugging, unit tests, and jupyter support.</li>
 </ul>
 </li>
-<li>Others<ul>
-<li><a href="https://github.com/demonware/jose">jose</a> - JavaScript Object Signing and Encryption draft implementation.</li>
-<li><a href="https://github.com/jpadilla/pyjwt">PyJWT</a> - Implementation of the JSON Web Token draft 01.</li>
-<li><a href="https://github.com/brianloveswords/python-jws">python-jws</a> - Implementation of JSON Web Signatures draft 02.</li>
-<li><a href="https://github.com/davedoesdev/python-jwt">python-jwt</a> - Module for generating and verifying JSON Web Tokens.</li>
+<li>IDE<ul>
+<li><a href="http://www.liclipse.com/">LiClipse</a> - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.</li>
+<li><a href="https://www.jetbrains.com/pycharm/">PyCharm</a> - Commercial Python IDE by JetBrains. Has free community edition available.</li>
+<li><a href="https://github.com/spyder-ide/spyder">Spyder</a> - Open Source Python IDE.</li>
 </ul>
 </li>
 </ul>
-<h2 id="template-engine">Template Engine</h2>
-<p><em>Libraries and tools for templating and lexing.</em></p>
-<ul>
-<li><a href="https://github.com/pallets/jinja">Jinja2</a> - A modern and designer friendly templating language.</li>
-<li><a href="https://genshi.edgewall.org/">Genshi</a> - Python templating toolkit for generation of web-aware output.</li>
-<li><a href="http://www.makotemplates.org/">Mako</a> - Hyperfast and lightweight templating for the Python platform.</li>
-</ul>
-<h2 id="queue">Queue</h2>
-<p><em>Libraries for working with event and task queues.</em></p>
-<ul>
-<li><a href="http://www.celeryproject.org/">celery</a> - An asynchronous task queue/job queue based on distributed message passing.</li>
-<li><a href="https://github.com/coleifer/huey">huey</a> - Little multi-threaded task queue.</li>
-<li><a href="https://github.com/pricingassistant/mrq">mrq</a> - Mr. Queue - A distributed worker task queue in Python using Redis &amp; gevent.</li>
-<li><a href="http://python-rq.org/">rq</a> - Simple job queues for Python.</li>
-<li><a href="https://github.com/rdegges/simpleq">simpleq</a> - A simple, infinitely scalable, Amazon SQS based queue.</li>
-</ul>
-<h2 id="search">Search</h2>
-<p><em>Libraries and software for indexing and performing search queries on data.</em></p>
-<ul>
-<li><a href="https://github.com/django-haystack/django-haystack">django-haystack</a> - Modular search for Django.</li>
-<li><a href="https://www.elastic.co/guide/en/elasticsearch/client/python-api/current/index.html">elasticsearch-py</a> - The official low-level Python client for <a href="https://www.elastic.co/products/elasticsearch">Elasticsearch</a>.</li>
-<li><a href="https://github.com/elastic/elasticsearch-dsl-py">elasticsearch-dsl-py</a> - The official high-level Python client for Elasticsearch.</li>
-<li><a href="https://github.com/catholabs/esengine">esengine</a> - ElasticSearch ODM (Object Document Mapper) for Python.</li>
-<li><a href="https://github.com/edsu/solrpy">solrpy</a> - A Python client for <a href="http://lucene.apache.org/solr/">solr</a>.</li>
-<li><a href="http://whoosh.readthedocs.io/">Whoosh</a> - A fast, pure Python search engine library.</li>
-</ul>
-<h2 id="news-feed">News Feed</h2>
-<p><em>Libraries for building user's activities.</em></p>
-<ul>
-<li><a href="https://github.com/justquick/django-activity-stream">django-activity-stream</a> - Generating generic activity streams from the actions on your site.</li>
-<li><a href="https://github.com/tschellenbach/Stream-Framework">Stream-Framework</a> - Building newsfeed and notification systems using Cassandra and Redis.</li>
-</ul>
-<h2 id="asset-management">Asset Management</h2>
-<p><em>Tools for managing, compressing and minifying website assets.</em></p>
-<ul>
-<li><a href="https://github.com/django-compressor/django-compressor">django-compressor</a> - Compresses linked and inline JavaScript or CSS into a single cached file.</li>
-<li><a href="https://github.com/jazzband/django-pipeline">django-pipeline</a> - An asset packaging library for Django.</li>
-<li><a href="https://github.com/jschneier/django-storages">django-storages</a> - A collection of custom storage back ends for Django.</li>
-<li><a href="http://www.fanstatic.org/en/latest/">fanstatic</a> - Packages, optimizes, and serves static file dependencies as Python packages.</li>
-<li><a href="http://fileconveyor.org/">fileconveyor</a> - A daemon to detect and sync files to CDNs, S3 and FTP.</li>
-<li><a href="https://github.com/miracle2k/flask-assets">flask-assets</a> - Helps you integrate webassets into your Flask app.</li>
-<li><a href="https://github.com/jaysonsantos/jinja-assets-compressor">jinja-assets-compressor</a> - A Jinja extension to compile and compress your assets.</li>
-<li><a href="https://github.com/miracle2k/webassets">webassets</a> - Bundles, optimizes, and manages unique cache-busting URLs for static resources.</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 library for caching and sessions for use with web applications and stand-alone Python scripts and applications.</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="https://github.com/5monkeys/django-viewlet">django-viewlet</a> - Render template parts with extended cache control.</li>
-<li><a href="http://dogpilecache.readthedocs.io/">dogpile.cache</a> - dogpile.cache is next generation replacement for Beaker made by same authors.</li>
-<li><a href="https://pypi.python.org/pypi/HermesCache">HermesCache</a> - Python caching library with tag-based invalidation and dogpile effect prevention.</li>
-<li><a href="https://github.com/jmoiron/johnny-cache">johnny-cache</a> - A caching framework for django applications.</li>
-<li><a href="https://github.com/lericson/pylibmc">pylibmc</a> - A Python wrapper around the <a href="http://libmemcached.org/libMemcached.html">libmemcached</a> interface.</li>
-<li><a href="http://www.grantjenks.com/docs/diskcache/">DiskCache</a> - SQLite and file backed cache backend with faster lookups than memcached and redis.</li>
-</ul>
 <h2 id="email">Email</h2>
 <p><em>Libraries for sending and parsing email.</em></p>
 <ul>
@@ -973,20 +844,87 @@
 <li><a href="https://github.com/nylas/sync-engine">Nylas Sync Engine</a> - Providing a RESTful API on top of a powerful email sync platform.</li>
 <li><a href="https://github.com/kootenpv/yagmail">yagmail</a> - Yet another Gmail/SMTP client.</li>
 </ul>
-<h2 id="internationalization">Internationalization</h2>
-<p><em>Libraries for working with i18n.</em></p>
+<h2 id="environment-management">Environment Management</h2>
+<p><em>Libraries for Python version and environment management.</em></p>
 <ul>
-<li><a href="http://babel.pocoo.org/en/latest/">Babel</a> - An internationalization library for Python.</li>
-<li><a href="https://github.com/ovalhub/pyicu">PyICU</a> - A wrapper of International Components for Unicode C++ library (<a href="http://site.icu-project.org/">ICU</a>).</li>
+<li><a href="https://github.com/qw3rtman/p">p</a> - Dead simple interactive Python version management.</li>
+<li><a href="https://github.com/yyuu/pyenv">pyenv</a> - Simple Python version management.</li>
+<li><a href="https://docs.python.org/3/library/venv.html">venv</a> - (Python standard library in Python 3.3+) Creating lightweight virtual environments.</li>
+<li><a href="https://pypi.python.org/pypi/virtualenv">virtualenv</a> - A tool to create isolated Python environments.</li>
+<li><a href="https://pypi.python.org/pypi/virtualenvwrapper">virtualenvwrapper</a> - A set of extensions to virtualenv.</li>
 </ul>
-<h2 id="url-manipulation">URL Manipulation</h2>
-<p><em>Libraries for parsing URLs.</em></p>
+<h2 id="files">Files</h2>
+<p><em>Libraries for file manipulation and MIME type detection.</em></p>
 <ul>
-<li><a href="https://github.com/gruns/furl">furl</a> - A small Python library that makes manipulating URLs simple.</li>
-<li><a href="https://github.com/codeinthehole/purl">purl</a> - A simple, immutable URL class with a clean API for interrogation and manipulation.</li>
-<li><a href="https://github.com/ellisonleao/pyshorteners">pyshorteners</a> - A pure Python URL shortening lib.</li>
-<li><a href="https://github.com/Alir3z4/python-short_url">short_url</a> - Python implementation for generating Tiny URL and bit.ly-like URLs.</li>
-<li><a href="https://github.com/sloria/webargs">webargs</a> - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.</li>
+<li><a href="https://docs.python.org/2/library/imghdr.html">imghdr</a> - (Python standard library) Determine the type of an image.</li>
+<li><a href="https://docs.python.org/2/library/mimetypes.html">mimetypes</a> - (Python standard library) Map filenames to MIME types.</li>
+<li><a href="https://github.com/jaraco/path.py">path.py</a> - A module wrapper for <a href="https://docs.python.org/2/library/os.path.html">os.path</a>.</li>
+<li><a href="https://pathlib.readthedocs.org/en/pep428/">pathlib</a> - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.</li>
+<li><a href="https://github.com/ahupp/python-magic">python-magic</a> - A Python interface to the libmagic file type identification library.</li>
+<li><a href="https://github.com/mikeorr/Unipath">Unipath</a> - An object-oriented approach to file/directory operations.</li>
+<li><a href="https://github.com/gorakhargosh/watchdog">watchdog</a> - API and shell utilities to monitor file system events.</li>
+</ul>
+<h2 id="foreign-function-interface">Foreign Function Interface</h2>
+<p><em>Libraries for providing foreign function interface.</em></p>
+<ul>
+<li><a href="https://pypi.python.org/pypi/cffi">cffi</a> - Foreign Function Interface for Python calling C code.</li>
+<li><a href="https://docs.python.org/2/library/ctypes.html">ctypes</a> - (Python standard library) Foreign Function Interface for Python calling C code.</li>
+<li><a href="https://mathema.tician.de/software/pycuda/">PyCUDA</a> - A Python wrapper for Nvidia's CUDA API.</li>
+<li><a href="http://www.swig.org/Doc1.3/Python.html">SWIG</a> - Simplified Wrapper and Interface Generator.</li>
+</ul>
+<h2 id="forms">Forms</h2>
+<p><em>Libraries for working with forms.</em></p>
+<ul>
+<li><a href="https://github.com/Pylons/deform">Deform</a> - Python HTML form generation library influenced by the formish form generation library.</li>
+<li><a href="https://github.com/dyve/django-bootstrap3">django-bootstrap3</a> - Bootstrap 3 integration with Django.</li>
+<li><a href="https://github.com/maraujop/django-crispy-forms">django-crispy-forms</a> - A Django app which lets you create beautiful forms in a very elegant and DRY way.</li>
+<li><a href="https://github.com/WiserTogether/django-remote-forms">django-remote-forms</a> - A platform independent Django form serializer.</li>
+<li><a href="https://github.com/wtforms/wtforms">WTForms</a> - A flexible forms validation and rendering library.</li>
+</ul>
+<h2 id="functional-programming">Functional Programming</h2>
+<p><em>Functional Programming with Python.</em></p>
+<ul>
+<li><a href="https://github.com/pytoolz/cytoolz/">CyToolz</a> - Cython implementation of Toolz: High performance functional utilities.</li>
+<li><a href="https://github.com/kachayev/fn.py">fn.py</a> - Functional programming in Python: implementation of missing features to enjoy FP.</li>
+<li><a href="https://github.com/Suor/funcy">funcy</a> - A fancy and practical functional tools.</li>
+<li><a href="https://github.com/pytoolz/toolz">Toolz</a> - A collection of functional utilities for iterators, functions, and dictionaries.</li>
+</ul>
+<h2 id="gui">GUI</h2>
+<p><em>Libraries for working with graphical user interface applications.</em></p>
+<ul>
+<li><a href="https://docs.python.org/2/library/curses.html#module-curses">curses</a> - Built-in wrapper for <a href="http://www.gnu.org/software/ncurses/">ncurses</a> used to create terminal GUI applications.</li>
+<li><a href="https://github.com/nucleic/enaml">enaml</a> - Creating beautiful user-interfaces with Declaratic Syntax like QML.</li>
+<li><a href="https://github.com/zoofIO/flexx">Flexx</a> - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.</li>
+<li><a href="https://kivy.org/">kivy</a> - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.</li>
+<li><a href="https://bitbucket.org/pyglet/pyglet/wiki/Home">pyglet</a> - A cross-platform windowing and multimedia library for Python.</li>
+<li><a href="https://wiki.gnome.org/Projects/PyGObject">PyGObject</a> - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3)</li>
+<li><a href="https://riverbankcomputing.com/software/pyqt/intro">PyQt</a> - Python bindings for the <a href="http://www.qt.io/">Qt</a> cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.</li>
+<li><a href="https://wiki.qt.io/PySide">PySide</a> - Python bindings for the <a href="http://www.qt.io/">Qt</a> cross-platform application and UI framework, supporting the Qt v4 framework.</li>
+<li><a href="https://wiki.python.org/moin/TkInter">Tkinter</a> - Tkinter is Python's de-facto standard GUI package.</li>
+<li><a href="https://github.com/pybee/toga">Toga</a> - A Python native, OS native GUI toolkit.</li>
+<li><a href="http://urwid.org/">urwid</a> - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.</li>
+<li><a href="http://wxpython.org/">wxPython</a> - A blending of the wxWidgets C++ class library with the Python.</li>
+</ul>
+<h2 id="game-development">Game Development</h2>
+<p><em>Awesome game development libraries.</em></p>
+<ul>
+<li><a href="http://cocos2d.org/">Cocos2d</a> - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. It is based on pyglet.</li>
+<li><a href="https://www.panda3d.org/">Panda3D</a> - 3D game engine developed by Disney and maintained by Carnegie Mellon's Entertainment Technology Center. Written in C++, completely wrapped in Python.</li>
+<li><a href="http://www.pygame.org/news.html">Pygame</a> - Pygame is a set of Python modules designed for writing games.</li>
+<li><a href="http://www.ogre3d.org/tikiwiki/PyOgre">PyOgre</a> - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.</li>
+<li><a href="http://pyopengl.sourceforge.net/">PyOpenGL</a> - Python ctypes bindings for OpenGL and it's related APIs.</li>
+<li><a href="http://pysdl2.readthedocs.io/">PySDL2</a> - A ctypes based wrapper for the SDL2 library.</li>
+<li><a href="https://www.renpy.org/">RenPy</a> - A Visual Novel engine.</li>
+</ul>
+<h2 id="geolocation">Geolocation</h2>
+<p><em>Libraries for geocoding addresses and working with latitudes and longitudes.</em></p>
+<ul>
+<li><a href="https://github.com/SmileyChris/django-countries">django-countries</a> - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.</li>
+<li><a href="https://docs.djangoproject.com/en/dev/ref/contrib/gis/">GeoDjango</a> - A world-class geographic web framework.</li>
+<li><a href="https://github.com/maxmind/geoip-api-python">GeoIP</a> - Python API for MaxMind GeoIP Legacy Database.</li>
+<li><a href="https://github.com/frewsxcv/python-geojson">geojson</a> - Python bindings and utilities for GeoJSON.</li>
+<li><a href="https://github.com/geopy/geopy">geopy</a> - Python Geocoding Toolbox.</li>
+<li><a href="https://github.com/appliedsec/pygeoip">pygeoip</a> - Pure Python GeoIP API.</li>
 </ul>
 <h2 id="html-manipulation">HTML Manipulation</h2>
 <p><em>Libraries for working with HTML and XML.</em></p>
@@ -1003,85 +941,218 @@
 <li><a href="https://xmldataset.readthedocs.io">xmldataset</a> - Simple XML Parsing.</li>
 <li><a href="https://github.com/martinblech/xmltodict">xmltodict</a> - Working with XML feel like you are working with JSON.</li>
 </ul>
-<h2 id="web-crawling">Web Crawling</h2>
-<p><em>Libraries for scraping websites.</em></p>
+<h2 id="http">HTTP</h2>
+<p><em>Libraries for working with HTTP.</em></p>
 <ul>
-<li><a href="http://scrapy.org/">Scrapy</a> - A fast high-level screen scraping and web crawling framework.</li>
-<li><a href="https://github.com/chineking/cola">cola</a> - A distributed crawling framework.</li>
-<li><a href="https://github.com/matiasb/demiurge">Demiurge</a> - PyQuery-based scraping micro-framework.</li>
-<li><a href="http://pythonhosted.org/feedparser/">feedparser</a> - Universal feed parser.</li>
-<li><a href="http://grablib.org/">Grab</a> - Site scraping framework.</li>
-<li><a href="https://github.com/hickford/MechanicalSoup">MechanicalSoup</a> - A Python library for automating interaction with websites.</li>
-<li><a href="https://github.com/scrapinghub/portia">portia</a> - Visual scraping for Scrapy.</li>
-<li><a href="https://github.com/binux/pyspider">pyspider</a> - A powerful spider system.</li>
-<li><a href="https://github.com/jmcarp/robobrowser">RoboBrowser</a> - A simple, Pythonic library for browsing the web without a standalone web browser.</li>
+<li><a href="https://github.com/kennethreitz/grequests">grequests</a> - requests + gevent for asynchronous HTTP requests.</li>
+<li><a href="https://github.com/jcgregorio/httplib2">httplib2</a> - Comprehensive HTTP client library.</li>
+<li><a href="http://docs.python-requests.org/en/latest/">requests</a> - HTTP Requests for Humans™.</li>
+<li><a href="https://github.com/twisted/treq">treq</a> - Python requests like API built on top of Twisted's HTTP client.</li>
+<li><a href="https://github.com/shazow/urllib3">urllib3</a> - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.</li>
 </ul>
-<h2 id="web-content-extracting">Web Content Extracting</h2>
-<p><em>Libraries for extracting web contents.</em></p>
+<h2 id="hardware">Hardware</h2>
+<p><em>Libraries for programming with hardware.</em></p>
 <ul>
-<li><a href="https://github.com/vinta/Haul">Haul</a> - An Extensible Image Crawler.</li>
-<li><a href="https://github.com/Alir3z4/html2text">html2text</a> - Convert HTML to Markdown-formatted text.</li>
-<li><a href="https://github.com/michaelhelmick/lassie">lassie</a> - Web Content Retrieval for Humans.</li>
-<li><a href="https://github.com/coleifer/micawber">micawber</a> - A small library for extracting rich content from URLs.</li>
-<li><a href="https://github.com/codelucas/newspaper">newspaper</a> - News extraction, article extraction and content curation in Python.</li>
-<li><a href="https://github.com/erikriver/opengraph">opengraph</a> - A Python module to parse the Open Graph Protocol</li>
-<li><a href="https://github.com/grangier/python-goose">python-goose</a> - HTML Content/Article Extractor.</li>
-<li><a href="https://github.com/buriy/python-readability">python-readability</a> - Fast Python port of arc90's readability tool.</li>
-<li><a href="https://github.com/Alir3z4/python-sanitize">sanitize</a> - Bringing sanity to world of messed-up data.</li>
-<li><a href="https://github.com/miso-belica/sumy">sumy</a> - A module for automatic summarization of text documents and HTML pages.</li>
-<li><a href="https://github.com/deanmalmgren/textract">textract</a> - Extract text from any document, Word, PowerPoint, PDFs, etc.</li>
+<li><a href="http://inotool.org/">ino</a> - Command line toolkit for working with <a href="https://www.arduino.cc/">Arduino</a>.</li>
+<li><a href="http://www.pingo.io/">Pingo</a> - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.</li>
+<li><a href="http://pyrorobotics.com/">Pyro</a> - Python Robotics.</li>
+<li><a href="https://github.com/SavinaRoja/PyUserInput">PyUserInput</a> - A module for cross-platform control of the mouse and keyboard.</li>
+<li><a href="https://github.com/secdev/scapy">scapy</a> - A brilliant packet manipulation library.</li>
+<li><a href="https://github.com/rockymeza/wifi">wifi</a> - A Python library and command line tool for working with WiFi on Linux.</li>
 </ul>
-<h2 id="forms">Forms</h2>
-<p><em>Libraries for working with forms.</em></p>
+<h2 id="high-performance">High Performance</h2>
+<p><em>Libraries for making Python faster.</em></p>
 <ul>
-<li><a href="https://github.com/Pylons/deform">Deform</a> - Python HTML form generation library influenced by the formish form generation library.</li>
-<li><a href="https://github.com/dyve/django-bootstrap3">django-bootstrap3</a> - Bootstrap 3 integration with Django.</li>
-<li><a href="https://github.com/maraujop/django-crispy-forms">django-crispy-forms</a> - A Django app which lets you create beautiful forms in a very elegant and DRY way.</li>
-<li><a href="https://github.com/WiserTogether/django-remote-forms">django-remote-forms</a> - A platform independent Django form serializer.</li>
-<li><a href="https://github.com/wtforms/wtforms">WTForms</a> - A flexible forms validation and rendering library.</li>
+<li><a href="http://cython.org/">Cython</a> - Optimizing Static Compiler for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains.</li>
+<li><a href="http://numba.pydata.org/">Numba</a> - Python JIT complier to LLVM aimed at scientific Python.</li>
+<li><a href="https://github.com/Maratyszcza/PeachPy">PeachPy</a> - x86-64 assembler embedded in Python. Can be used as inline assembler for Python or as a stand-alone assembler for Windows, Linux, OS X, Native Client and Go.</li>
+<li><a href="http://pypy.org/">PyPy</a> - An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information.</li>
+<li><a href="https://github.com/dropbox/pyston">Pyston</a> - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.</li>
+<li><a href="https://bitbucket.org/stackless-dev/stackless/overview">Stackless Python</a> - An enhanced version of the Python.</li>
 </ul>
-<h2 id="data-validation">Data Validation</h2>
-<p><em>Libraries for validating data. Used for forms in many cases.</em></p>
+<h2 id="imagery">Imagery</h2>
+<p><em>Libraries for manipulating images.</em></p>
 <ul>
-<li><a href="https://github.com/schematics/schematics">Schematics</a> - Data Structure Validation.</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/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/nicolaiarocci/cerberus/">Cerberus</a> - A lightweight and extensible data validation library.</li>
-<li><a href="http://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/alecthomas/voluptuous">voluptuous</a> - A Python data validation library.</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/rossgoodwin/hmap">hmap</a> - Image histogram remapping.</li>
+<li><a href="https://sourceforge.net/projects/imgseek/">imgSeek</a> - A project for searching a collection of images using visual similarity.</li>
+<li><a href="https://github.com/hhatto/nude.py">nude.py</a> - Nudity detection.</li>
+<li><a href="https://github.com/daboth/pagan">pagan</a> - Retro identicon (Avatar) generation based on input string and hash.</li>
+<li><a href="https://github.com/python-pillow/Pillow">pillow</a> - Pillow is the friendly <a href="http://www.pythonware.com/products/pil/">PIL</a> fork.</li>
+<li><a href="https://pythonhosted.org/pyBarcode/">pyBarcode</a> - Create barcodes in Python without needing PIL.</li>
+<li><a href="https://github.com/ajkumar25/pygram">pygram</a> - Instagram-like image filters.</li>
+<li><a href="https://github.com/lincolnloop/python-qrcode">python-qrcode</a> - A pure Python QR Code generator.</li>
+<li><a href="https://github.com/fogleman/Quads">Quads</a> - Computer art based on quadtrees.</li>
+<li><a href="http://scikit-image.org/">scikit-image</a> - A Python library for (scientific) image processing.</li>
+<li><a href="https://github.com/thumbor/thumbor">thumbor</a> - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.</li>
+<li><a href="https://github.com/dahlia/wand">wand</a> - Python bindings for <a href="http://www.imagemagick.org/script/magick-wand.php">MagickWand</a>, C API for ImageMagick.</li>
 </ul>
-<h2 id="anti-spam">Anti-spam</h2>
-<p><em>Libraries for fighting spam.</em></p>
+<h2 id="interactive-interpreter">Interactive Interpreter</h2>
+<p><em>Interactive Python interpreters (REPL).</em></p>
 <ul>
-<li><a href="https://github.com/mbi/django-simple-captcha">django-simple-captcha</a> - A simple and highly customizable Django app to add captcha images to any Django form.</li>
-<li><a href="https://github.com/moqada/django-simple-spam-blocker">django-simple-spam-blocker</a> - Simple spam blocker for Django.</li>
+<li><a href="https://github.com/bpython/bpython">bpython</a> - A fancy interface to the Python interpreter.</li>
+<li><a href="https://jupyter.org">Jupyter Notebook (IPython)</a> - A rich toolkit to help you make the most out of using Python interactively.</li>
+<li><a href="https://github.com/jonathanslenders/ptpython">ptpython</a> - Advanced Python REPL built on top of the <a href="https://github.com/jonathanslenders/python-prompt-toolkit">python-prompt-toolkit</a>.</li>
 </ul>
-<h2 id="tagging">Tagging</h2>
-<p><em>Libraries for tagging items.</em></p>
+<h2 id="internationalization">Internationalization</h2>
+<p><em>Libraries for working with i18n.</em></p>
 <ul>
-<li><a href="https://github.com/alex/django-taggit">django-taggit</a> - Simple tagging for Django.</li>
+<li><a href="http://babel.pocoo.org/en/latest/">Babel</a> - An internationalization library for Python.</li>
+<li><a href="https://github.com/ovalhub/pyicu">PyICU</a> - A wrapper of International Components for Unicode C++ library (<a href="http://site.icu-project.org/">ICU</a>).</li>
 </ul>
-<h2 id="admin-panels">Admin Panels</h2>
-<p><em>Libraries for administrative interfaces.</em></p>
+<h2 id="job-scheduler">Job Scheduler</h2>
+<p><em>Libraries for scheduling jobs.</em></p>
 <ul>
-<li><a href="https://github.com/Eugeny/ajenti">Ajenti</a> - The admin panel your servers deserve.</li>
-<li><a href="http://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="http://grappelliproject.com">Grappelli</a> - A jazzy skin for the Django Admin-Interface.</li>
-<li><a href="https://github.com/wooey/wooey">Wooey</a> - A Django app which creates automatic web UIs for Python scripts.</li>
+<li><a href="http://apscheduler.readthedocs.io/">APScheduler</a> - A light but powerful in-process task scheduler that lets you schedule functions.</li>
+<li><a href="https://github.com/thauber/django-schedule">django-schedule</a> - A calendaring app for Django.</li>
+<li><a href="http://pydoit.org/">doit</a> - A task runner and build tool.</li>
+<li><a href="https://github.com/gunnery/gunnery">gunnery</a> - Multipurpose task execution tool for distributed systems with web-based interface.</li>
+<li><a href="http://pythonhosted.org/joblib/index.html">Joblib</a> - A set of tools to provide lightweight pipelining in Python.</li>
+<li><a href="https://github.com/fengsp/plan">Plan</a> - Writing crontab file in Python like a charm.</li>
+<li><a href="https://github.com/dbader/schedule">schedule</a> - Python job scheduling for humans.</li>
+<li><a href="https://github.com/knipknap/SpiffWorkflow">Spiff</a> - A powerful workflow engine implemented in pure Python.</li>
+<li><a href="http://docs.openstack.org/developer/taskflow/">TaskFlow</a> - A Python library that helps to make task execution easy, consistent and reliable.</li>
 </ul>
-<h2 id="static-site-generator">Static Site Generator</h2>
-<p><em>Static site generator is a software that takes some text + templates as input and produces HTML files on the output.</em></p>
+<h2 id="logging">Logging</h2>
+<p><em>Libraries for generating and working with logs.</em></p>
 <ul>
-<li><a href="http://blog.getpelican.com/">Pelican</a> - Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL.</li>
-<li><a href="https://github.com/koenbok/Cactus/">Cactus</a> - Static site generator for designers.</li>
-<li><a href="http://hyde.github.io/">Hyde</a> - Jinja2-based static web site generator.</li>
-<li><a href="https://www.getnikola.com/">Nikola</a> - A static website and blog generator.</li>
-<li><a href="http://tinkerer.me/">Tinkerer</a> - Tinkerer is a blogging engine/.static website generator powered by Sphinx.</li>
-<li><a href="https://www.getlektor.com/">Lektor</a> - An easy to use static CMS and blog engine.</li>
+<li><a href="https://github.com/ClusterHQ/eliot">Eliot</a> - Logging for complex &amp; distributed systems.</li>
+<li><a href="http://pythonhosted.org/Logbook/">logbook</a> - Logging replacement for Python.</li>
+<li><a href="https://docs.python.org/2/library/logging.html">logging</a> - (Python standard library) Logging facility for Python.</li>
+<li><a href="https://github.com/getsentry/raven-python">Raven</a> - The Python client for Sentry.</li>
+<li><a href="https://pypi.python.org/pypi/sentry">Sentry</a> - A realtime logging and aggregation server.</li>
+</ul>
+<h2 id="machine-learning">Machine Learning</h2>
+<p><em>Libraries for Machine Learning. See: <a href="https://github.com/josephmisiti/awesome-machine-learning#python">awesome-machine-learning</a>.</em></p>
+<ul>
+<li><a href="https://github.com/piskvorky/gensim">gensim</a> - Topic Modelling for Humans.</li>
+<li><a href="http://spark.apache.org/mllib/">MLlib</a> - <a href="http://spark.apache.org/">Apache Spark</a>'s scalable Machine Learning library.</li>
+<li><a href="https://github.com/numenta/nupic">NuPIC</a> - Numenta Platform for Intelligent Computing.</li>
+<li><a href="https://github.com/lisa-lab/pylearn2">Pylearn2</a> - A Machine Learning library based on <a href="https://github.com/Theano/Theano">Theano</a>.</li>
+<li><a href="http://scikit-learn.org/">scikit-learn</a> - The most popular Python library for Machine Learning.</li>
+<li><a href="https://github.com/josephreisinger/vowpal_porpoise">vowpal_porpoise</a> - A lightweight Python wrapper for <a href="https://github.com/JohnLangford/vowpal_wabbit/">Vowpal Wabbit</a>.</li>
+</ul>
+<h2 id="mapreduce">MapReduce</h2>
+<p><em>Frameworks and libraries for MapReduce.</em></p>
+<ul>
+<li><a href="https://github.com/douban/dpark">dpark</a> - Python clone of Spark, a MapReduce alike framework in Python.</li>
+<li><a href="https://github.com/klbostee/dumbo">dumbo</a> - Python module that allows one to easily write and run Hadoop programs.</li>
+<li><a href="https://github.com/spotify/luigi">luigi</a> - A module that helps you build complex pipelines of batch jobs.</li>
+<li><a href="https://github.com/Yelp/mrjob">mrjob</a> - Run MapReduce jobs on Hadoop or Amazon Web Services.</li>
+<li><a href="http://spark.apache.org/docs/latest/programming-guide.html">PySpark</a> - The Spark Python API.</li>
+<li><a href="https://github.com/Parsely/streamparse">streamparse</a> - Run Python code against real-time streams of data. Integrates with <a href="http://storm.apache.org/">Apache Storm</a>.</li>
+</ul>
+<h2 id="microsoft-windows">Microsoft Windows</h2>
+<p><em>Python programming on Microsoft Windows.</em></p>
+<ul>
+<li><a href="http://python-xy.github.io/">Python(x,y)</a> - Scientific-applications-oriented Python Distribution based on Qt and Spyder.</li>
+<li><a href="http://www.lfd.uci.edu/~gohlke/pythonlibs/">pythonlibs</a> - Unofficial Windows binaries for Python extension packages.</li>
+<li><a href="https://github.com/pythonnet/pythonnet">PythonNet</a> - Python Integration with the .NET Common Language Runtime (CLR).</li>
+<li><a href="https://sourceforge.net/projects/pywin32/">PyWin32</a> - Python Extensions for Windows.</li>
+<li><a href="https://winpython.github.io/">WinPython</a> - Portable development environment for Windows 7/8.</li>
+</ul>
+<h2 id="miscellaneous">Miscellaneous</h2>
+<p><em>Useful libraries or tools that don't fit in the categories above.</em></p>
+<ul>
+<li><a href="https://github.com/jek/blinker">blinker</a> - A fast Python in-process signal/event dispatching system.</li>
+<li><a href="https://github.com/pallets/itsdangerous">itsdangerous</a> - Various helpers to pass trusted data to untrusted environments.</li>
+<li><a href="https://github.com/mitsuhiko/pluginbase">pluginbase</a> - A simple but flexible plugin system for Python.</li>
+<li><a href="https://github.com/PacketPerception/pychievements">Pychievements</a> - A framework for creating and tracking achievements.</li>
+<li><a href="http://www.tryton.org/">Tryton</a> - A general purpose business framework.</li>
+</ul>
+<h2 id="natural-language-processing">Natural Language Processing</h2>
+<p><em>Libraries for working with human languages.</em></p>
+<ul>
+<li><a href="https://github.com/fxsjy/jieba">Jieba</a> - Chinese text segmentation.</li>
+<li><a href="https://github.com/saffsd/langid.py">langid.py</a> - Stand-alone language identification system.</li>
+<li><a href="http://www.nltk.org/">NLTK</a> - A leading platform for building Python programs to work with human language data.</li>
+<li><a href="http://www.clips.ua.ac.be/pattern">Pattern</a> - A web mining module for the Python.</li>
+<li><a href="https://github.com/isnowfy/snownlp">SnowNLP</a> - A library for processing Chinese text.</li>
+<li><a href="https://spacy.io/">spaCy</a> - A library for industrial-strength natural language processing in Python and Cython.</li>
+<li><a href="https://github.com/sloria/TextBlob">TextBlob</a> - Providing a consistent API for diving into common NLP tasks.</li>
+<li><a href="https://github.com/2shou/TextGrocery">TextGrocery</a> - A simple, efficient short-text classification tool based on LibLinear and Jieba.</li>
+</ul>
+<h2 id="network-virtualization">Network Virtualization</h2>
+<p><em>Tools and libraries for Virtual Networking and SDN (Software Defined Networking).</em></p>
+<ul>
+<li><a href="http://mininet.org/">Mininet</a> - A popular network emulator and API written in Python.</li>
+<li><a href="https://github.com/noxrepo/pox">POX</a> - An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers.</li>
+<li><a href="http://frenetic-lang.org/pyretic/">Pyretic</a> - A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators.</li>
+<li><a href="https://github.com/sdn-ixp/internet2award">SDX Platform</a> - SDN based IXP implementation that leverages Mininet, POX and Pyretic.</li>
+</ul>
+<h2 id="networking">Networking</h2>
+<p><em>Libraries for networking programming.</em></p>
+<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.</li>
+<li><a href="https://github.com/dieseldev/diesel">diesel</a> - Greenlet-based event I/O Framework for Python.</li>
+<li><a href="https://github.com/quantmind/pulsar">pulsar</a> - Event-driven concurrent framework for Python.</li>
+<li><a href="http://zeromq.github.io/pyzmq/">pyzmq</a> - A Python wrapper for the ZeroMQ message library.</li>
+<li><a href="https://twistedmatrix.com/trac/">Twisted</a> - An event-driven networking engine.</li>
+<li><a href="https://github.com/smira/txZMQ">txZMQ</a> - Twisted based wrapper for the ZeroMQ message library.</li>
+</ul>
+<h2 id="news-feed">News Feed</h2>
+<p><em>Libraries for building user's activities.</em></p>
+<ul>
+<li><a href="https://github.com/justquick/django-activity-stream">django-activity-stream</a> - Generating generic activity streams from the actions on your site.</li>
+<li><a href="https://github.com/tschellenbach/Stream-Framework">Stream-Framework</a> - Building newsfeed and notification systems using Cassandra and Redis.</li>
+</ul>
+<h2 id="orm">ORM</h2>
+<p><em>Libraries that implement Object-Relational Mapping or data mapping techniques.</em></p>
+<ul>
+<li>Relational Databases<ul>
+<li><a href="https://docs.djangoproject.com/en/dev/topics/db/models/">Django Models</a> - A part of Django.</li>
+<li><a href="http://www.sqlalchemy.org/">SQLAlchemy</a> - The Python SQL Toolkit and Object Relational Mapper.<ul>
+<li><a href="https://github.com/dahlia/awesome-sqlalchemy">awesome-sqlalchemy</a></li>
+</ul>
+</li>
+<li><a href="https://github.com/coleifer/peewee">Peewee</a> - A small, expressive ORM.</li>
+<li><a href="https://ponyorm.com/">PonyORM</a> - ORM that provides a generator-oriented interface to SQL.</li>
+<li><a href="https://pypi.python.org/pypi/python-sql">python-sql</a> - Write SQL queries pythonically.</li>
+</ul>
+</li>
+<li>NoSQL Databases<ul>
+<li><a href="https://github.com/django-nonrel/mongodb-engine">django-mongodb-engine</a> - Django MongoDB Backend.</li>
+<li><a href="https://github.com/mathcamp/flywheel">flywheel</a> - Object mapper for Amazon DynamoDB.</li>
+<li><a href="https://github.com/stephenmcd/hot-redis">hot-redis</a> - Rich Python data types for Redis.</li>
+<li><a href="http://mongoengine.org/">MongoEngine</a> - A Python Object-Document-Mapper for working with MongoDB.</li>
+<li><a href="https://github.com/jlafon/PynamoDB">PynamoDB</a> - A Pythonic interface for <a href="https://aws.amazon.com/dynamodb/">Amazon DynamoDB</a>.</li>
+<li><a href="https://github.com/kiddouk/redisco">redisco</a> - A Python Library for Simple Models and Containers Persisted in Redis.</li>
+</ul>
+</li>
+<li>Others<ul>
+<li><a href="https://github.com/Widdershin/butterdb">butterdb</a> - A Python ORM for Google Drive Spreadsheets.</li>
+<li><a href="https://github.com/pudo/dataset">dataset</a> - A JSON-based database.</li>
+</ul>
+</li>
+</ul>
+<h2 id="package-management">Package Management</h2>
+<p><em>Libraries for package and dependency management.</em></p>
+<ul>
+<li><a href="https://pip.pypa.io/en/stable/">pip</a> - The Python package and dependency manager.<ul>
+<li><a href="https://pypi.python.org/pypi">Python Package Index</a></li>
+</ul>
+</li>
+<li><a href="https://github.com/conda/conda/">conda</a> - Cross-platform, Python-agnostic binary package manager.</li>
+<li><a href="http://clarete.li/curdling/">Curdling</a> - Curdling is a command line tool for managing Python packages.</li>
+<li><a href="https://github.com/nvie/pip-tools">pip-tools</a> - A set of tools to keep your pinned Python dependencies fresh.</li>
+<li><a href="http://pythonwheels.com/">wheel</a> - The new standard of Python distribution and are intended to replace eggs.</li>
+</ul>
+<h2 id="package-repositories">Package Repositories</h2>
+<p><em>Local PyPI repository server and proxies.</em></p>
+<ul>
+<li><a href="https://github.com/pypa/warehouse">warehouse</a> - Next generation Python Package Repository (PyPI).<ul>
+<li><a href="https://pypi.org/">Warehouse</a></li>
+</ul>
+</li>
+<li><a href="https://bitbucket.org/pypa/bandersnatch">bandersnatch</a> - PyPI mirroring tool provided by Python Packaging Authority (PyPA).</li>
+<li><a href="http://doc.devpi.net/latest/">devpi</a> - PyPI server and packaging/testing/release tool.</li>
+<li><a href="https://github.com/mvantellingen/localshop">localshop</a> - Local PyPI server (custom packages and auto-mirroring of pypi).</li>
+</ul>
+<h2 id="permissions">Permissions</h2>
+<p><em>Libraries that allow or deny users access to data or functionality.</em></p>
+<ul>
+<li><a href="https://github.com/neuman/python-carteblanche/">Carteblanche</a> - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.</li>
+<li><a href="https://github.com/django-guardian/django-guardian">django-guardian</a> - Implementation of per object permissions for Django 1.2+</li>
+<li><a href="https://github.com/dfunckt/django-rules">django-rules</a> - A tiny but powerful app providing object-level permissions to Django, without requiring a database.</li>
 </ul>
 <h2 id="processes">Processes</h2>
 <p><em>Libraries for starting and communicating with OS processes.</em></p>
@@ -1090,47 +1161,44 @@
 <li><a href="http://sarge.readthedocs.io/">sarge</a> - Yet another wrapper for subprocess.</li>
 <li><a href="https://github.com/amoffat/sh">sh</a> - A full-fledged subprocess replacement for Python.</li>
 </ul>
-<h2 id="concurrency-and-parallelism">Concurrency and Parallelism</h2>
-<p><em>Libraries for concurrent and parallel execution.</em></p>
+<h2 id="queue">Queue</h2>
+<p><em>Libraries for working with event and task queues.</em></p>
 <ul>
-<li><a href="https://docs.python.org/2/library/multiprocessing.html">multiprocessing</a> - (Python standard library) Process-based "threading" interface.</li>
-<li><a href="https://docs.python.org/2/library/threading.html">threading</a> - (Python standard library) Higher-level threading interface.</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://github.com/madisonmay/Tomorrow">Tomorrow</a> - Magic decorator syntax for asynchronous code.</li>
-<li><a href="https://github.com/MagicStack/uvloop">uvloop</a> - Ultra fast implementation of asyncio event loop on top of libuv.</li>
+<li><a href="http://www.celeryproject.org/">celery</a> - An asynchronous task queue/job queue based on distributed message passing.</li>
+<li><a href="https://github.com/coleifer/huey">huey</a> - Little multi-threaded task queue.</li>
+<li><a href="https://github.com/pricingassistant/mrq">mrq</a> - Mr. Queue - A distributed worker task queue in Python using Redis &amp; gevent.</li>
+<li><a href="http://python-rq.org/">rq</a> - Simple job queues for Python.</li>
+<li><a href="https://github.com/rdegges/simpleq">simpleq</a> - A simple, infinitely scalable, Amazon SQS based queue.</li>
 </ul>
-<h2 id="networking">Networking</h2>
-<p><em>Libraries for networking programming.</em></p>
+<h2 id="restful-api">RESTful API</h2>
+<p><em>Libraries for developing RESTful APIs.</em></p>
 <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.</li>
-<li><a href="https://twistedmatrix.com/trac/">Twisted</a> - An event-driven networking engine.</li>
-<li><a href="https://github.com/quantmind/pulsar">pulsar</a> - Event-driven concurrent framework for Python.</li>
-<li><a href="https://github.com/dieseldev/diesel">diesel</a> - Greenlet-based event I/O Framework for Python.</li>
-<li><a href="http://zeromq.github.io/pyzmq/">pyzmq</a> - A Python wrapper for the ZeroMQ message library.</li>
-<li><a href="https://github.com/smira/txZMQ">txZMQ</a> - Twisted based wrapper for the ZeroMQ message library.</li>
+<li>Django<ul>
+<li><a href="https://github.com/5monkeys/django-formapi">django-formapi</a> - Create JSON APIs with Django's form validation.</li>
+<li><a href="http://www.django-rest-framework.org/">django-rest-framework</a> - A powerful and flexible toolkit to build web APIs.</li>
+<li><a href="http://tastypieapi.org/">django-tastypie</a> - Creating delicious APIs for Django apps.</li>
 </ul>
-<h2 id="websocket">WebSocket</h2>
-<p><em>Libraries for working with WebSocket.</em></p>
-<ul>
-<li><a href="https://github.com/crossbario/autobahn-python">AutobahnPython</a> - WebSocket &amp; WAMP for Python on Twisted and <a href="https://docs.python.org/3/library/asyncio.html">asyncio</a>.</li>
-<li><a href="https://github.com/crossbario/crossbar/">Crossbar</a> - Open-source Unified Application Router (Websocket &amp; WAMP for Python on Autobahn).</li>
-<li><a href="https://github.com/stephenmcd/django-socketio">django-socketio</a> - WebSockets for Django.</li>
-<li><a href="https://github.com/Lawouach/WebSocket-for-Python">WebSocket-for-Python</a> - WebSocket client and server library for Python 2 and 3 as well as PyPy.</li>
+</li>
+<li>Flask<ul>
+<li><a href="https://github.com/nicolaiarocci/eve">eve</a> - REST API framework powered by Flask, MongoDB and good intentions.</li>
+<li><a href="https://github.com/marselester/flask-api-utils">flask-api-utils</a> - Taking care of API representation and authentication for Flask.</li>
+<li><a href="http://www.flaskapi.org/">flask-api</a> - Browsable Web APIs for Flask.</li>
+<li><a href="https://github.com/flask-restful/flask-restful">flask-restful</a> - Quickly building REST APIs for Flask.</li>
+<li><a href="https://github.com/jfinkels/flask-restless">flask-restless</a> - Generating RESTful APIs for database models defined with SQLAlchemy.</li>
 </ul>
-<h2 id="wsgi-servers">WSGI Servers</h2>
-<p><em>WSGI-compatible web servers.</em></p>
-<ul>
-<li><a href="https://pypi.python.org/pypi/gunicorn">gunicorn</a> - Pre-forked, partly written in C.</li>
-<li><a href="https://uwsgi-docs.readthedocs.io/">uWSGI</a> - A project aims at developing a full stack for building hosting services, written in C.</li>
-<li><a href="https://pypi.python.org/pypi/bjoern">bjoern</a> - Asynchronous, very fast and written in C.</li>
-<li><a href="http://www.fapws.org/">fapws3</a> - Asynchronous (network side only), written in C.</li>
-<li><a href="https://pypi.python.org/pypi/meinheld">meinheld</a> - Asynchronous, partly written in C.</li>
-<li><a href="https://github.com/hivesolutions/netius">netius</a> - Asynchronous, very fast.</li>
-<li><a href="http://pythonpaste.org/">paste</a> - Multi-threaded, stable, tried and tested.</li>
-<li><a href="https://pypi.python.org/pypi/rocket">rocket</a> - Multi-threaded.</li>
-<li><a href="https://waitress.readthedocs.io/">waitress</a> - Multi-threaded, powers Pyramid.</li>
-<li><a href="http://werkzeug.pocoo.org/">Werkzeug</a> - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.</li>
+</li>
+<li>Pyramid<ul>
+<li><a href="https://github.com/mozilla-services/cornice">cornice</a> - A RESTful framework for Pyramid.</li>
+</ul>
+</li>
+<li>Framework agnostic<ul>
+<li><a href="http://falconframework.org/">falcon</a> - A high-performance framework for building cloud APIs and web app backends.</li>
+<li><a href="https://github.com/timothycrosley/hug">hug</a> - A Python3 framework for cleanly exposing APIs over HTTP and the Command Line with automatic documentation and validation.</li>
+<li><a href="https://github.com/toastdriven/restless">restless</a> - Framework agnostic REST framework based on lessons learned from Tastypie.</li>
+<li><a href="https://github.com/vertical-knowledge/ripozo">ripozo</a> - Quickly creating REST/HATEOAS/Hypermedia APIs.</li>
+<li><a href="https://github.com/jeffknupp/sandman">sandman</a> - Automated REST APIs for existing database-driven systems.</li>
+</ul>
+</li>
 </ul>
 <h2 id="rpc-servers">RPC Servers</h2>
 <p><em>RPC-compatible servers.</em></p>
@@ -1139,151 +1207,6 @@
 <li><a href="https://docs.python.org/2/library/simplexmlrpcserver.html">SimpleXMLRPCServer</a> - (Python standard library) Simple XML-RPC server implementation, single-threaded.</li>
 <li><a href="https://github.com/0rpc/zerorpc-python">zeroRPC</a> - zerorpc is a flexible RPC implementation based on <a href="http://zeromq.org/">ZeroMQ</a> and <a href="http://msgpack.org/">MessagePack</a>.</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/davidaurelio/hashids-python">hashids</a> - Implementation of <a href="http://hashids.org">hashids</a> in Python.</li>
-<li><a href="http://www.paramiko.org/">Paramiko</a> - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.</li>
-<li><a href="https://pythonhosted.org/passlib/">Passlib</a> - Secure password storage/hashing library, very high level.</li>
-<li><a href="https://www.dlitz.net/software/pycrypto/">PyCrypto</a> - The Python Cryptography Toolkit.</li>
-<li><a href="https://github.com/pyca/pynacl">PyNacl</a> - Python binding to the Networking and Cryptography (NaCl) library.</li>
-</ul>
-<h2 id="gui">GUI</h2>
-<p><em>Libraries for working with graphical user interface applications.</em></p>
-<ul>
-<li><a href="https://docs.python.org/2/library/curses.html#module-curses">curses</a> - Built-in wrapper for <a href="http://www.gnu.org/software/ncurses/">ncurses</a> used to create terminal GUI applications.</li>
-<li><a href="https://github.com/nucleic/enaml">enaml</a> - Creating beautiful user-interfaces with Declaratic Syntax like QML.</li>
-<li><a href="https://kivy.org/">kivy</a> - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.</li>
-<li><a href="https://bitbucket.org/pyglet/pyglet/wiki/Home">pyglet</a> - A cross-platform windowing and multimedia library for Python.</li>
-<li><a href="https://riverbankcomputing.com/software/pyqt/intro">PyQt</a> - Python bindings for the <a href="http://www.qt.io/">Qt</a> cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.</li>
-<li><a href="https://wiki.qt.io/PySide">PySide</a> - Python bindings for the <a href="http://www.qt.io/">Qt</a> cross-platform application and UI framework, supporting the Qt v4 framework.</li>
-<li><a href="https://wiki.python.org/moin/TkInter">Tkinter</a> - Tkinter is Python's de-facto standard GUI package.</li>
-<li><a href="https://github.com/pybee/toga">Toga</a> - A Python native, OS native GUI toolkit.</li>
-<li><a href="http://urwid.org/">urwid</a> - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.</li>
-<li><a href="http://wxpython.org/">wxPython</a> - A blending of the wxWidgets C++ class library with the Python.</li>
-<li><a href="https://wiki.gnome.org/Projects/PyGObject">PyGObject</a> - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3)</li>
-<li><a href="https://github.com/zoofIO/flexx">Flexx</a> - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.</li>
-</ul>
-<h2 id="game-development">Game Development</h2>
-<p><em>Awesome game development libraries.</em></p>
-<ul>
-<li><a href="http://cocos2d.org/">Cocos2d</a> - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. It is based on pyglet.</li>
-<li><a href="https://www.panda3d.org/">Panda3D</a> - 3D game engine developed by Disney and maintained by Carnegie Mellon's Entertainment Technology Center. Written in C++, completely wrapped in Python.</li>
-<li><a href="http://www.pygame.org/news.html">Pygame</a> - Pygame is a set of Python modules designed for writing games.</li>
-<li><a href="http://www.ogre3d.org/tikiwiki/PyOgre">PyOgre</a> - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.</li>
-<li><a href="http://pyopengl.sourceforge.net/">PyOpenGL</a> - Python ctypes bindings for OpenGL and it's related APIs.</li>
-<li><a href="http://pysdl2.readthedocs.io/">PySDL2</a> - A ctypes based wrapper for the SDL2 library.</li>
-<li><a href="https://www.renpy.org/">RenPy</a> - A Visual Novel engine.</li>
-</ul>
-<h2 id="logging">Logging</h2>
-<p><em>Libraries for generating and working with logs.</em></p>
-<ul>
-<li><a href="https://docs.python.org/2/library/logging.html">logging</a> - (Python standard library) Logging facility for Python.</li>
-<li><a href="http://pythonhosted.org/Logbook/">logbook</a> - Logging replacement for Python.</li>
-<li><a href="https://github.com/ClusterHQ/eliot">Eliot</a> - Logging for complex &amp; distributed systems.</li>
-<li><a href="https://github.com/getsentry/raven-python">Raven</a> - The Python client for Sentry.</li>
-<li><a href="https://pypi.python.org/pypi/sentry">Sentry</a> - A realtime logging and aggregation server.</li>
-</ul>
-<h2 id="testing">Testing</h2>
-<p><em>Libraries for testing codebases and generating test data.</em></p>
-<ul>
-<li>Testing Frameworks<ul>
-<li><a href="https://docs.python.org/2/library/unittest.html">unittest</a> - (Python standard library) Unit testing framework.</li>
-<li><a href="https://github.com/nose-devs/nose">nose</a> - A nicer <code>unittest</code> for Python.</li>
-<li><a href="http://pytest.org/latest/">pytest</a> - A mature full-featured Python testing tool.</li>
-<li><a href="https://github.com/HypothesisWorks/hypothesis-python">hypothesis</a> - Hypothesis is an advanced Quickcheck style property based testing library.</li>
-<li><a href="http://nestorsalceda.github.io/mamba/">mamba</a> - The definitive testing tool for Python. Born under the banner of BDD.</li>
-<li><a href="https://github.com/robotframework/robotframework">Robot Framework</a> - A generic test automation framework.</li>
-</ul>
-</li>
-<li>Test Runners<ul>
-<li><a href="https://tox.readthedocs.io/">tox</a> - Auto builds and tests distributions in multiple Python versions</li>
-<li><a href="https://github.com/CleanCut/green">green</a> - A clean, colorful test runner.</li>
-</ul>
-</li>
-<li>GUI / Web Testing<ul>
-<li><a href="https://pypi.python.org/pypi/selenium">Selenium</a> - Python bindings for <a href="http://www.seleniumhq.org/">Selenium</a> WebDriver.</li>
-<li><a href="https://github.com/locustio/locust">locust</a> - Scalable user load testing tool written in Python.</li>
-<li><a href="https://github.com/seatgeek/sixpack">sixpack</a> - A language-agnostic A/B Testing framework.</li>
-<li><a href="https://github.com/cobrateam/splinter">splinter</a> - Open source tool for testing web applications.</li>
-<li><a href="https://github.com/asweigart/pyautogui">PyAutoGUI</a> - PyAutoGUI is a cross-platform GUI automation Python module for human beings.</li>
-</ul>
-</li>
-<li>Mock<ul>
-<li><a href="https://docs.python.org/3/library/unittest.mock.html">mock</a> - (Python standard library) A mocking and patching library.</li>
-<li><a href="https://pypi.python.org/pypi/doublex">doublex</a> - Powerful test doubles framework for Python.</li>
-<li><a href="https://github.com/spulec/freezegun">freezegun</a> - Travel through time by mocking the datetime module.</li>
-<li><a href="https://github.com/patrys/httmock">httmock</a> - A mocking library for requests for Python 2.6+ and 3.2+.</li>
-<li><a href="https://github.com/gabrielfalcao/HTTPretty">httpretty</a> - HTTP request mock tool for Python.</li>
-<li><a href="https://github.com/getsentry/responses">responses</a> - A utility library for mocking out the requests Python library.</li>
-<li><a href="https://github.com/kevin1024/vcrpy">VCR.py</a> - Record and replay HTTP interactions on your tests.</li>
-</ul>
-</li>
-<li>Object Factories<ul>
-<li><a href="https://github.com/rbarrois/factory_boy">factory_boy</a> - A test fixtures replacement for Python.</li>
-<li><a href="https://github.com/klen/mixer">mixer</a> - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.</li>
-<li><a href="https://github.com/vandersonmota/model_mommy">model_mommy</a> - Creating random fixtures for testing in Django.</li>
-</ul>
-</li>
-<li>Code Coverage<ul>
-<li><a href="https://pypi.python.org/pypi/coverage">coverage</a> - Code coverage measurement.</li>
-</ul>
-</li>
-<li>Fake Data<ul>
-<li><a href="https://github.com/lk-geimfari/church">church</a> - is a Python library that help you generate fake data.</li>
-<li><a href="https://github.com/joke2k/faker">faker</a> - A Python package that generates fake data.</li>
-<li><a href="https://github.com/emirozer/fake2db">fake2db</a> - Fake database generator.</li>
-<li><a href="https://pypi.python.org/pypi/radar">radar</a> - Generate random datetime / time.</li>
-</ul>
-</li>
-<li>Error Handler<ul>
-<li><a href="https://github.com/ajalt/fuckitpy">FuckIt.py</a> - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.</li>
-</ul>
-</li>
-</ul>
-<h2 id="code-analysis-and-linter">Code Analysis and Linter</h2>
-<p><em>Libraries and tools for analysing, parsing and manipulation codebases.</em></p>
-<ul>
-<li>Code Analysis<ul>
-<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/gak/pycallgraph">pycallgraph</a> - A library that visualises the flow (call graph) of your Python application.</li>
-<li><a href="https://github.com/yinwang0/pysonar2">pysonar2</a> - A type inferencer and indexer for Python.</li>
-<li><a href="http://coala-analyzer.org/">coala</a> - Language independent and easily extendable code analysis application.</li>
-</ul>
-</li>
-<li>Linter<ul>
-<li><a href="https://pypi.python.org/pypi/flake8">Flake8</a> - The modular source code checker: pep8, pyflakes and co.</li>
-<li><a href="https://www.pylint.org/">Pylint</a> - A Fully customizable source code analyzer.</li>
-<li><a href="https://github.com/klen/pylama">pylama</a> - Code audit tool for Python and JavaScript.</li>
-</ul>
-</li>
-</ul>
-<h2 id="debugging-tools">Debugging Tools</h2>
-<p><em>Libraries for debugging code.</em></p>
-<ul>
-<li>Debugger<ul>
-<li><a href="https://pypi.python.org/pypi/ipdb">ipdb</a> - IPython-enabled <a href="https://docs.python.org/2/library/pdb.html">pdb</a>.</li>
-<li><a href="https://pypi.python.org/pypi/pudb">pudb</a> - A full-screen, console-based Python debugger.</li>
-<li><a href="https://github.com/google/pyringe">pyringe</a> - Debugger capable of attaching to and injecting code into Python processes.</li>
-<li><a href="https://github.com/Kozea/wdb">wdb</a> - An improbable web debugger through WebSockets.</li>
-<li><a href="http://winpdb.org/">winpdb</a> - A Python Debugger with GUI, capable of remote debugging based on <code>rpdb2</code>.</li>
-<li><a href="https://github.com/django-debug-toolbar/django-debug-toolbar">django-debug-toolbar</a> - Display various debug information for Django.</li>
-<li><a href="https://github.com/dcramer/django-devserver">django-devserver</a> - A drop-in replacement for Django's runserver.</li>
-<li><a href="https://github.com/mgood/flask-debugtoolbar">flask-debugtoolbar</a> - A port of the django-debug-toolbar to flask.</li>
-</ul>
-</li>
-<li>Profiler<ul>
-<li><a href="https://github.com/rkern/line_profiler">line_profiler</a> - Line-by-line profiling.</li>
-<li><a href="https://github.com/fabianp/memory_profiler">memory_profiler</a> - Monitor Memory usage of Python code.</li>
-<li><a href="https://github.com/what-studio/profiling">profiling</a> - An interactive Python profiler.</li>
-</ul>
-</li>
-<li>Others<ul>
-<li><a href="https://github.com/eliben/pyelftools">pyelftools</a> - Parsing and analyzing ELF files and DWARF debugging information.</li>
-<li><a href="https://github.com/WoLpH/python-statsd">python-statsd</a> - Python Client for the <a href="https://github.com/etsy/statsd/">statsd</a> server.</li>
-</ul>
-</li>
-</ul>
 <h2 id="science">Science</h2>
 <p><em>Libraries for scientific computing.</em></p>
 <ul>
@@ -1304,70 +1227,183 @@
 <li><a href="https://github.com/sympy/sympy">SymPy</a> - A Python library for symbolic mathematics.</li>
 <li><a href="https://github.com/quantopian/zipline">Zipline</a> - A Pythonic algorithmic trading library.</li>
 </ul>
-<h2 id="data-analysis">Data Analysis</h2>
-<p><em>Libraries for data analyzing.</em></p>
+<h2 id="search">Search</h2>
+<p><em>Libraries and software for indexing and performing search queries on data.</em></p>
 <ul>
-<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="http://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>
+<li><a href="https://github.com/django-haystack/django-haystack">django-haystack</a> - Modular search for Django.</li>
+<li><a href="https://github.com/elastic/elasticsearch-dsl-py">elasticsearch-dsl-py</a> - The official high-level Python client for Elasticsearch.</li>
+<li><a href="https://www.elastic.co/guide/en/elasticsearch/client/python-api/current/index.html">elasticsearch-py</a> - The official low-level Python client for <a href="https://www.elastic.co/products/elasticsearch">Elasticsearch</a>.</li>
+<li><a href="https://github.com/catholabs/esengine">esengine</a> - ElasticSearch ODM (Object Document Mapper) for Python.</li>
+<li><a href="https://github.com/edsu/solrpy">solrpy</a> - A Python client for <a href="http://lucene.apache.org/solr/">solr</a>.</li>
+<li><a href="http://whoosh.readthedocs.io/">Whoosh</a> - A fast, pure Python search engine library.</li>
 </ul>
-<h2 id="data-visualization">Data Visualization</h2>
-<p><em>Libraries for visualizing data. See: <a href="https://github.com/sorrycc/awesome-javascript#data-visualization">awesome-javascript</a>.</em></p>
+<h2 id="serialization">Serialization</h2>
+<p><em>Libraries for serializing complex data types</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/yhat/ggplot">ggplot</a> - Same API as ggplot2 for R.</li>
-<li><a href="http://matplotlib.org/">Matplotlib</a> - A Python 2D plotting library.</li>
-<li><a href="http://www.pygal.org/en/latest/">Pygal</a> - A Python SVG Charts Creator.</li>
-<li><a href="https://pypi.python.org/pypi/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>
-<li><a href="https://github.com/mwaskom/seaborn">Seaborn</a> - Statistical data visualization using Matplotlib.</li>
-<li><a href="https://github.com/vispy/vispy">VisPy</a> - High-performance scientific visualization based on OpenGL.</li>
+<li><a href="https://github.com/marshmallow-code/marshmallow">marshmallow</a> - marshmallow is an ORM/ODM/framework-agnostic library for converting complex datatypes, such as objects, to and from native Python datatypes.</li>
 </ul>
-<h2 id="machine-learning">Machine Learning</h2>
-<p><em>Libraries for Machine Learning. See: <a href="https://github.com/josephmisiti/awesome-machine-learning#python">awesome-machine-learning</a>.</em></p>
+<h2 id="serverless-frameworks">Serverless Frameworks</h2>
+<p><em>Frameworks for developing serverless Python code.</em></p>
 <ul>
-<li><a href="https://github.com/piskvorky/gensim">gensim</a> - Topic Modelling for Humans.</li>
-<li><a href="http://spark.apache.org/mllib/">MLlib</a> - <a href="http://spark.apache.org/">Apache Spark</a>'s scalable Machine Learning library.</li>
-<li><a href="https://github.com/numenta/nupic">NuPIC</a> - Numenta Platform for Intelligent Computing.</li>
-<li><a href="https://github.com/clips/pattern">pattern</a> - Web mining module for Python.</li>
-<li><a href="https://github.com/lisa-lab/pylearn2">Pylearn2</a> - A Machine Learning library based on <a href="https://github.com/Theano/Theano">Theano</a>.</li>
-<li><a href="http://scikit-learn.org/">scikit-learn</a> - The most popular Python library for Machine Learning.</li>
-<li><a href="https://github.com/josephreisinger/vowpal_porpoise">vowpal_porpoise</a> - A lightweight Python wrapper for <a href="https://github.com/JohnLangford/vowpal_wabbit/">Vowpal Wabbit</a>.</li>
+<li><a href="https://github.com/apex/apex">apex</a> - Build, deploy, and manage <a href="https://aws.amazon.com/lambda/">AWS Lambda</a> functions with ease.</li>
+<li><a href="https://github.com/nficano/python-lambda">python-lambda</a> - A toolkit for developing and deploying Python code in AWS Lambda.</li>
+<li><a href="https://github.com/Miserlou/Zappa">Zappa</a> - A tool for deploying WSGI applications on AWS Lambda and API Gateway.</li>
 </ul>
-<h2 id="deep-learning">Deep Learning</h2>
-<p><em>Frameworks for Neural Networks and Deep Learning. See: <a href="https://github.com/ChristosChristofidis/awesome-deep-learning">awesome-deep-learning</a>.</em></p>
+<h2 id="specific-formats-processing">Specific Formats Processing</h2>
+<p><em>Libraries for parsing and manipulating specific text formats.</em></p>
 <ul>
-<li><a href="https://github.com/BVLC/caffe">Caffe</a> - A fast open framework for deep learning..</li>
-<li><a href="https://github.com/fchollet/keras">Keras</a> - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.</li>
-<li><a href="http://neupy.com/pages/home.html">Neupy</a> - Running and testing different Artificial Neural Networks algorithms.</li>
-<li><a href="https://github.com/tensorflow/tensorflow">TensorFlow</a> - The most popular Deep Learning framework created by Google.</li>
-<li><a href="https://github.com/Theano/Theano">Theano</a> - A library for fast numerical computation.</li>
+<li>General<ul>
+<li><a href="https://github.com/kennethreitz/tablib">tablib</a> - A module for Tabular Datasets in XLS, CSV, JSON, YAML.</li>
 </ul>
-<h2 id="computer-vision">Computer Vision</h2>
-<p><em>Libraries for computer vision.</em></p>
-<ul>
-<li><a href="http://opencv.org/">OpenCV</a> - Open Source Computer Vision Library.</li>
-<li><a href="http://simplecv.org/">SimpleCV</a> - An open source framework for building computer vision applications.</li>
+</li>
+<li>Office<ul>
+<li><a href="https://github.com/brianray/mm">Marmir</a> - Takes Python data structures and turns them into spreadsheets.</li>
+<li><a href="https://openpyxl.readthedocs.io/">openpyxl</a> - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.</li>
+<li><a href="https://github.com/pyexcel/pyexcel">pyexcel</a> - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.</li>
+<li><a href="https://github.com/python-openxml/python-docx">python-docx</a> - Reads, queries and modifies Microsoft Word 2007/2008 docx files.</li>
+<li><a href="http://relatorio.tryton.org/">relatorio</a> - Templating OpenDocument files.</li>
+<li><a href="https://github.com/dagwieers/unoconv">unoconv</a> - Convert between any document format supported by LibreOffice/OpenOffice.</li>
+<li><a href="https://xlsxwriter.readthedocs.io">XlsxWriter</a> - A Python module for creating Excel .xlsx files.</li>
+<li><a href="http://xlwings.org/">xlwings</a> - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.</li>
+<li><a href="https://github.com/python-excel/xlwt">xlwt</a> / <a href="https://github.com/python-excel/xlrd">xlrd</a> - Writing and reading data and formatting information from Excel files.</li>
 </ul>
-<h2 id="mapreduce">MapReduce</h2>
-<p><em>Frameworks and libraries for MapReduce.</em></p>
-<ul>
-<li><a href="https://github.com/douban/dpark">dpark</a> - Python clone of Spark, a MapReduce alike framework in Python.</li>
-<li><a href="https://github.com/klbostee/dumbo">dumbo</a> - Python module that allows one to easily write and run Hadoop programs.</li>
-<li><a href="https://github.com/spotify/luigi">luigi</a> - A module that helps you build complex pipelines of batch jobs.</li>
-<li><a href="https://github.com/Yelp/mrjob">mrjob</a> - Run MapReduce jobs on Hadoop or Amazon Web Services.</li>
-<li><a href="http://spark.apache.org/docs/latest/programming-guide.html">PySpark</a> - The Spark Python API.</li>
-<li><a href="https://github.com/Parsely/streamparse">streamparse</a> - Run Python code against real-time streams of data. Integrates with <a href="http://storm.apache.org/">Apache Storm</a>.</li>
+</li>
+<li>PDF<ul>
+<li><a href="https://github.com/euske/pdfminer">PDFMiner</a> - A tool for extracting information from PDF documents.</li>
+<li><a href="https://github.com/mstamy2/PyPDF2">PyPDF2</a> - A library capable of splitting, merging and transforming PDF pages.</li>
+<li><a href="http://www.reportlab.com/opensource/">ReportLab</a> - Allowing Rapid creation of rich PDF documents.</li>
 </ul>
-<h2 id="functional-programming">Functional Programming</h2>
-<p><em>Functional Programming with Python.</em></p>
+</li>
+<li>Markdown<ul>
+<li><a href="https://github.com/lepture/mistune">Mistune</a> - Fastest and full featured pure Python parsers of Markdown.</li>
+<li><a href="https://github.com/waylan/Python-Markdown">Python-Markdown</a> - A Python implementation of John Gruber’s Markdown.</li>
+</ul>
+</li>
+<li>YAML<ul>
+<li><a href="http://pyyaml.org/">PyYAML</a> - YAML implementations for Python.</li>
+</ul>
+</li>
+<li>CSV<ul>
+<li><a href="https://github.com/wireservice/csvkit">csvkit</a> - Utilities for converting to and working with CSV.</li>
+</ul>
+</li>
+<li>Archive<ul>
+<li><a href="https://github.com/mitsuhiko/unp">unp</a> - A command line tool that can unpack archives easily.</li>
+</ul>
+</li>
+</ul>
+<h2 id="static-site-generator">Static Site Generator</h2>
+<p><em>Static site generator is a software that takes some text + templates as input and produces HTML files on the output.</em></p>
 <ul>
-<li><a href="https://github.com/pytoolz/cytoolz/">CyToolz</a> - Cython implementation of Toolz: High performance functional utilities.</li>
-<li><a href="https://github.com/kachayev/fn.py">fn.py</a> - Functional programming in Python: implementation of missing features to enjoy FP.</li>
-<li><a href="https://github.com/Suor/funcy">funcy</a> - A fancy and practical functional tools.</li>
-<li><a href="https://github.com/pytoolz/toolz">Toolz</a> - A collection of functional utilities for iterators, functions, and dictionaries.</li>
+<li><a href="https://github.com/koenbok/Cactus/">Cactus</a> - Static site generator for designers.</li>
+<li><a href="http://hyde.github.io/">Hyde</a> - Jinja2-based static web site generator.</li>
+<li><a href="https://www.getlektor.com/">Lektor</a> - An easy to use static CMS and blog engine.</li>
+<li><a href="https://www.getnikola.com/">Nikola</a> - A static website and blog generator.</li>
+<li><a href="http://blog.getpelican.com/">Pelican</a> - Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL.</li>
+<li><a href="http://tinkerer.me/">Tinkerer</a> - Tinkerer is a blogging engine/.static website generator powered by Sphinx.</li>
+</ul>
+<h2 id="tagging">Tagging</h2>
+<p><em>Libraries for tagging items.</em></p>
+<ul>
+<li><a href="https://github.com/alex/django-taggit">django-taggit</a> - Simple tagging for Django.</li>
+</ul>
+<h2 id="template-engine">Template Engine</h2>
+<p><em>Libraries and tools for templating and lexing.</em></p>
+<ul>
+<li><a href="https://genshi.edgewall.org/">Genshi</a> - Python templating toolkit for generation of web-aware output.</li>
+<li><a href="https://github.com/pallets/jinja">Jinja2</a> - A modern and designer friendly templating language.</li>
+<li><a href="http://www.makotemplates.org/">Mako</a> - Hyperfast and lightweight templating for the Python platform.</li>
+</ul>
+<h2 id="testing">Testing</h2>
+<p><em>Libraries for testing codebases and generating test data.</em></p>
+<ul>
+<li>Testing Frameworks<ul>
+<li><a href="https://github.com/HypothesisWorks/hypothesis-python">hypothesis</a> - Hypothesis is an advanced Quickcheck style property based testing library.</li>
+<li><a href="http://nestorsalceda.github.io/mamba/">mamba</a> - The definitive testing tool for Python. Born under the banner of BDD.</li>
+<li><a href="https://github.com/nose-devs/nose">nose</a> - A nicer <code>unittest</code> for Python.</li>
+<li><a href="http://pytest.org/latest/">pytest</a> - A mature full-featured Python testing tool.</li>
+<li><a href="https://github.com/robotframework/robotframework">Robot Framework</a> - A generic test automation framework.</li>
+<li><a href="https://docs.python.org/2/library/unittest.html">unittest</a> - (Python standard library) Unit testing framework.</li>
+</ul>
+</li>
+<li>Test Runners<ul>
+<li><a href="https://github.com/CleanCut/green">green</a> - A clean, colorful test runner.</li>
+<li><a href="https://tox.readthedocs.io/">tox</a> - Auto builds and tests distributions in multiple Python versions</li>
+</ul>
+</li>
+<li>GUI / Web Testing<ul>
+<li><a href="https://github.com/locustio/locust">locust</a> - Scalable user load testing tool written in Python.</li>
+<li><a href="https://github.com/asweigart/pyautogui">PyAutoGUI</a> - PyAutoGUI is a cross-platform GUI automation Python module for human beings.</li>
+<li><a href="https://pypi.python.org/pypi/selenium">Selenium</a> - Python bindings for <a href="http://www.seleniumhq.org/">Selenium</a> WebDriver.</li>
+<li><a href="https://github.com/seatgeek/sixpack">sixpack</a> - A language-agnostic A/B Testing framework.</li>
+<li><a href="https://github.com/cobrateam/splinter">splinter</a> - Open source tool for testing web applications.</li>
+</ul>
+</li>
+<li>Mock<ul>
+<li><a href="https://pypi.python.org/pypi/doublex">doublex</a> - Powerful test doubles framework for Python.</li>
+<li><a href="https://github.com/spulec/freezegun">freezegun</a> - Travel through time by mocking the datetime module.</li>
+<li><a href="https://github.com/patrys/httmock">httmock</a> - A mocking library for requests for Python 2.6+ and 3.2+.</li>
+<li><a href="https://github.com/gabrielfalcao/HTTPretty">httpretty</a> - HTTP request mock tool for Python.</li>
+<li><a href="https://docs.python.org/3/library/unittest.mock.html">mock</a> - (Python standard library) A mocking and patching library.</li>
+<li><a href="https://github.com/getsentry/responses">responses</a> - A utility library for mocking out the requests Python library.</li>
+<li><a href="https://github.com/kevin1024/vcrpy">VCR.py</a> - Record and replay HTTP interactions on your tests.</li>
+</ul>
+</li>
+<li>Object Factories<ul>
+<li><a href="https://github.com/rbarrois/factory_boy">factory_boy</a> - A test fixtures replacement for Python.</li>
+<li><a href="https://github.com/klen/mixer">mixer</a> - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.</li>
+<li><a href="https://github.com/vandersonmota/model_mommy">model_mommy</a> - Creating random fixtures for testing in Django.</li>
+</ul>
+</li>
+<li>Code Coverage<ul>
+<li><a href="https://pypi.python.org/pypi/coverage">coverage</a> - Code coverage measurement.</li>
+</ul>
+</li>
+<li>Fake Data<ul>
+<li><a href="https://github.com/lk-geimfari/church">church</a> - is a Python library that help you generate fake data.</li>
+<li><a href="https://github.com/emirozer/fake2db">fake2db</a> - Fake database generator.</li>
+<li><a href="https://github.com/joke2k/faker">faker</a> - A Python package that generates fake data.</li>
+<li><a href="https://pypi.python.org/pypi/radar">radar</a> - Generate random datetime / time.</li>
+</ul>
+</li>
+<li>Error Handler<ul>
+<li><a href="https://github.com/ajalt/fuckitpy">FuckIt.py</a> - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.</li>
+</ul>
+</li>
+</ul>
+<h2 id="text-processing">Text Processing</h2>
+<p><em>Libraries for parsing and manipulating plain texts.</em></p>
+<ul>
+<li>General<ul>
+<li><a href="https://github.com/chardet/chardet">chardet</a> - Python 2/3 compatible character encoding detector.</li>
+<li><a href="https://docs.python.org/2/library/difflib.html">difflib</a> - (Python standard library) Helpers for computing deltas.</li>
+<li><a href="https://github.com/LuminosoInsight/python-ftfy">ftfy</a> - Makes Unicode text less broken and more consistent automagically.</li>
+<li><a href="https://github.com/seatgeek/fuzzywuzzy">fuzzywuzzy</a> - Fuzzy String Matching.</li>
+<li><a href="https://github.com/ztane/python-Levenshtein/">Levenshtein</a> - Fast computation of Levenshtein distance and string similarity.</li>
+<li><a href="https://github.com/vinta/pangu.py">pangu.py</a> - Spacing texts for CJK and alphanumerics.</li>
+<li><a href="https://github.com/pwaller/pyfiglet">pyfiglet</a> - An implementation of figlet written in Python.</li>
+<li><a href="https://github.com/stochastic-technologies/shortuuid">shortuuid</a> - A generator library for concise, unambiguous and URL-safe UUIDs.</li>
+<li><a href="https://pypi.python.org/pypi/Unidecode">unidecode</a> - ASCII transliterations of Unicode text.</li>
+<li><a href="https://github.com/moskytw/uniout">uniout</a> - Print readable chars instead of the escaped string.</li>
+<li><a href="https://github.com/lxneng/xpinyin">xpinyin</a> - A library to translate Chinese hanzi (漢字) to pinyin (拼音).</li>
+</ul>
+</li>
+<li>Slugify<ul>
+<li><a href="https://github.com/dimka665/awesome-slugify">awesome-slugify</a> - A Python slugify library that can preserve unicode.</li>
+<li><a href="https://github.com/un33k/python-slugify">python-slugify</a> - A Python slugify library that translates unicode to ASCII.</li>
+<li><a href="https://github.com/mozilla/unicode-slugify">unicode-slugify</a> - A slugifier that generates unicode slugs with Django as a dependency.</li>
+</ul>
+</li>
+<li>Parser<ul>
+<li><a href="https://github.com/daviddrysdale/python-phonenumbers">phonenumbers</a> - Parsing, formatting, storing and validating international phone numbers.</li>
+<li><a href="http://www.dabeaz.com/ply/">PLY</a> - Implementation of lex and yacc parsing tools for Python</li>
+<li><a href="http://pygments.org/">Pygments</a> - A generic syntax highlighter.</li>
+<li><a href="http://pyparsing.wikispaces.com/">pyparsing</a> - A general purpose framework for generating parsers.</li>
+<li><a href="https://github.com/derek73/python-nameparser">python-nameparser</a> - Parsing human names into their individual components.</li>
+<li><a href="https://github.com/selwin/python-user-agents">python-user-agents</a> - Browser user agent parser.</li>
+<li><a href="https://github.com/andialbrecht/sqlparse">sqlparse</a> - A non-validating SQL parser.</li>
+</ul>
+</li>
 </ul>
 <h2 id="third-party-apis">Third-party APIs</h2>
 <p><em>Libraries for accessing third party services APIs. See: <a href="https://github.com/realpython/list-of-python-api-wrappers">List of Python API Wrappers and Libraries</a>.</em></p>
@@ -1382,176 +1418,114 @@
 <li><a href="https://github.com/burnash/gspread">gspread</a> - Google Spreadsheets Python API.</li>
 <li><a href="https://github.com/ryanmcgrath/twython">twython</a> - A Python wrapper for the Twitter API.</li>
 </ul>
-<h2 id="devops-tools">DevOps Tools</h2>
-<p><em>Software and libraries for DevOps.</em></p>
+<h2 id="url-manipulation">URL Manipulation</h2>
+<p><em>Libraries for parsing URLs.</em></p>
 <ul>
-<li><a href="https://github.com/ansible/ansible">Ansible</a> - A radically simple IT automation platform.</li>
-<li><a href="https://github.com/saltstack/salt">SaltStack</a> - Infrastructure automation and management system.</li>
-<li><a href="http://www.openstack.org/">OpenStack</a> - Open source software for building private and public clouds.</li>
-<li><a href="https://docs.docker.com/compose/">Docker Compose</a> - Fast, isolated development environments using <a href="https://www.docker.com/">Docker</a>.</li>
-<li><a href="http://cloudinit.readthedocs.io/">Cloud-Init</a> - A multi-distribution package that handles early initialization of a cloud instance.</li>
-<li><a href="https://github.com/sebastien/cuisine">cuisine</a> - Chef-like functionality for Fabric.</li>
-<li><a href="http://www.fabfile.org/">Fabric</a> - A simple, Pythonic tool for remote execution and deployment.</li>
-<li><a href="https://github.com/ronnix/fabtools">Fabtools</a> - Tools for writing awesome Fabric files.</li>
-<li><a href="https://github.com/nickstenning/honcho">honcho</a> - A Python clone of <a href="https://github.com/ddollar/foreman">Foreman</a>, for managing Procfile-based applications.</li>
-<li><a href="https://github.com/pexpect/pexpect">pexpect</a> - Controlling interactive programs in a pseudo-terminal like GNU expect.</li>
-<li><a href="https://github.com/giampaolo/psutil">psutil</a> - A cross-platform process and system utilities module.</li>
-<li><a href="https://github.com/Supervisor/supervisor">supervisor</a> - Supervisor process control system for UNIX.</li>
+<li><a href="https://github.com/gruns/furl">furl</a> - A small Python library that makes manipulating URLs simple.</li>
+<li><a href="https://github.com/codeinthehole/purl">purl</a> - A simple, immutable URL class with a clean API for interrogation and manipulation.</li>
+<li><a href="https://github.com/ellisonleao/pyshorteners">pyshorteners</a> - A pure Python URL shortening lib.</li>
+<li><a href="https://github.com/Alir3z4/python-short_url">short_url</a> - Python implementation for generating Tiny URL and bit.ly-like URLs.</li>
+<li><a href="https://github.com/sloria/webargs">webargs</a> - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.</li>
 </ul>
-<h2 id="chatops-tools">ChatOps Tools</h2>
-<p><em>Libraries for chatbot development.</em></p>
+<h2 id="video">Video</h2>
+<p><em>Libraries for manipulating video and GIFs.</em></p>
 <ul>
-<li><a href="http://errbot.io/">Errbot</a> - The easiest and most popular chatbot to implement ChatOps.</li>
+<li><a href="http://zulko.github.io/moviepy/">moviepy</a> - A module for script-based movie editing with many formats, including animated GIFs.</li>
+<li><a href="https://github.com/aizvorski/scikit-video">scikit-video</a> - Video processing routines for SciPy.</li>
 </ul>
-<h2 id="job-scheduler">Job Scheduler</h2>
-<p><em>Libraries for scheduling jobs.</em></p>
+<h2 id="wsgi-servers">WSGI Servers</h2>
+<p><em>WSGI-compatible web servers.</em></p>
 <ul>
-<li><a href="http://apscheduler.readthedocs.io/">APScheduler</a> - A light but powerful in-process task scheduler that lets you schedule functions.</li>
-<li><a href="https://github.com/thauber/django-schedule">django-schedule</a> - A calendaring app for Django.</li>
-<li><a href="http://pydoit.org/">doit</a> - A task runner and build tool.</li>
-<li><a href="https://github.com/gunnery/gunnery">gunnery</a> - Multipurpose task execution tool for distributed systems with web-based interface.</li>
-<li><a href="http://pythonhosted.org/joblib/index.html">Joblib</a> - A set of tools to provide lightweight pipelining in Python.</li>
-<li><a href="https://github.com/fengsp/plan">Plan</a> - Writing crontab file in Python like a charm.</li>
-<li><a href="https://github.com/dbader/schedule">schedule</a> - Python job scheduling for humans.</li>
-<li><a href="https://github.com/knipknap/SpiffWorkflow">Spiff</a> - A powerful workflow engine implemented in pure Python.</li>
-<li><a href="http://docs.openstack.org/developer/taskflow/">TaskFlow</a> - A Python library that helps to make task execution easy, consistent and reliable.</li>
+<li><a href="https://pypi.python.org/pypi/bjoern">bjoern</a> - Asynchronous, very fast and written in C.</li>
+<li><a href="http://www.fapws.org/">fapws3</a> - Asynchronous (network side only), written in C.</li>
+<li><a href="https://pypi.python.org/pypi/gunicorn">gunicorn</a> - Pre-forked, partly written in C.</li>
+<li><a href="https://pypi.python.org/pypi/meinheld">meinheld</a> - Asynchronous, partly written in C.</li>
+<li><a href="https://github.com/hivesolutions/netius">netius</a> - Asynchronous, very fast.</li>
+<li><a href="http://pythonpaste.org/">paste</a> - Multi-threaded, stable, tried and tested.</li>
+<li><a href="https://pypi.python.org/pypi/rocket">rocket</a> - Multi-threaded.</li>
+<li><a href="https://uwsgi-docs.readthedocs.io/">uWSGI</a> - A project aims at developing a full stack for building hosting services, written in C.</li>
+<li><a href="https://waitress.readthedocs.io/">waitress</a> - Multi-threaded, powers Pyramid.</li>
+<li><a href="http://werkzeug.pocoo.org/">Werkzeug</a> - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.</li>
 </ul>
-<h2 id="foreign-function-interface">Foreign Function Interface</h2>
-<p><em>Libraries for providing foreign function interface.</em></p>
+<h2 id="web-content-extracting">Web Content Extracting</h2>
+<p><em>Libraries for extracting web contents.</em></p>
 <ul>
-<li><a href="https://pypi.python.org/pypi/cffi">cffi</a> - Foreign Function Interface for Python calling C code.</li>
-<li><a href="https://docs.python.org/2/library/ctypes.html">ctypes</a> - (Python standard library) Foreign Function Interface for Python calling C code.</li>
-<li><a href="https://mathema.tician.de/software/pycuda/">PyCUDA</a> - A Python wrapper for Nvidia's CUDA API.</li>
-<li><a href="http://www.swig.org/Doc1.3/Python.html">SWIG</a> - Simplified Wrapper and Interface Generator.</li>
+<li><a href="https://github.com/vinta/Haul">Haul</a> - An Extensible Image Crawler.</li>
+<li><a href="https://github.com/Alir3z4/html2text">html2text</a> - Convert HTML to Markdown-formatted text.</li>
+<li><a href="https://github.com/michaelhelmick/lassie">lassie</a> - Web Content Retrieval for Humans.</li>
+<li><a href="https://github.com/coleifer/micawber">micawber</a> - A small library for extracting rich content from URLs.</li>
+<li><a href="https://github.com/codelucas/newspaper">newspaper</a> - News extraction, article extraction and content curation in Python.</li>
+<li><a href="https://github.com/erikriver/opengraph">opengraph</a> - A Python module to parse the Open Graph Protocol</li>
+<li><a href="https://github.com/grangier/python-goose">python-goose</a> - HTML Content/Article Extractor.</li>
+<li><a href="https://github.com/buriy/python-readability">python-readability</a> - Fast Python port of arc90's readability tool.</li>
+<li><a href="https://github.com/Alir3z4/python-sanitize">sanitize</a> - Bringing sanity to world of messed-up data.</li>
+<li><a href="https://github.com/miso-belica/sumy">sumy</a> - A module for automatic summarization of text documents and HTML pages.</li>
+<li><a href="https://github.com/deanmalmgren/textract">textract</a> - Extract text from any document, Word, PowerPoint, PDFs, etc.</li>
 </ul>
-<h2 id="high-performance">High Performance</h2>
-<p><em>Libraries for making Python faster.</em></p>
+<h2 id="web-crawling">Web Crawling</h2>
+<p><em>Libraries for scraping websites.</em></p>
 <ul>
-<li><a href="http://cython.org/">Cython</a> - Optimizing Static Compiler for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains.</li>
-<li><a href="http://numba.pydata.org/">Numba</a> - Python JIT complier to LLVM aimed at scientific Python.</li>
-<li><a href="https://github.com/Maratyszcza/PeachPy">PeachPy</a> - x86-64 assembler embedded in Python. Can be used as inline assembler for Python or as a stand-alone assembler for Windows, Linux, OS X, Native Client and Go.</li>
-<li><a href="http://pypy.org/">PyPy</a> - An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information.</li>
-<li><a href="https://github.com/dropbox/pyston">Pyston</a> - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.</li>
-<li><a href="https://bitbucket.org/stackless-dev/stackless/overview">Stackless Python</a> - An enhanced version of the Python.</li>
+<li><a href="https://github.com/chineking/cola">cola</a> - A distributed crawling framework.</li>
+<li><a href="https://github.com/matiasb/demiurge">Demiurge</a> - PyQuery-based scraping micro-framework.</li>
+<li><a href="http://pythonhosted.org/feedparser/">feedparser</a> - Universal feed parser.</li>
+<li><a href="http://grablib.org/">Grab</a> - Site scraping framework.</li>
+<li><a href="https://github.com/hickford/MechanicalSoup">MechanicalSoup</a> - A Python library for automating interaction with websites.</li>
+<li><a href="https://github.com/scrapinghub/portia">portia</a> - Visual scraping for Scrapy.</li>
+<li><a href="https://github.com/binux/pyspider">pyspider</a> - A powerful spider system.</li>
+<li><a href="https://github.com/jmcarp/robobrowser">RoboBrowser</a> - A simple, Pythonic library for browsing the web without a standalone web browser.</li>
+<li><a href="http://scrapy.org/">Scrapy</a> - A fast high-level screen scraping and web crawling framework.</li>
 </ul>
-<h2 id="microsoft-windows">Microsoft Windows</h2>
-<p><em>Python programming on Microsoft Windows.</em></p>
+<h2 id="web-frameworks">Web Frameworks</h2>
+<p><em>Full stack web frameworks.</em></p>
 <ul>
-<li><a href="http://python-xy.github.io/">Python(x,y)</a> - Scientific-applications-oriented Python Distribution based on Qt and Spyder.</li>
-<li><a href="http://www.lfd.uci.edu/~gohlke/pythonlibs/">pythonlibs</a> - Unofficial Windows binaries for Python extension packages.</li>
-<li><a href="https://github.com/pythonnet/pythonnet">PythonNet</a> - Python Integration with the .NET Common Language Runtime (CLR).</li>
-<li><a href="https://sourceforge.net/projects/pywin32/">PyWin32</a> - Python Extensions for Windows.</li>
-<li><a href="https://winpython.github.io/">WinPython</a> - Portable development environment for Windows 7/8.</li>
-</ul>
-<h2 id="network-virtualization-and-sdn">Network Virtualization and SDN</h2>
-<p><em>Tools and libraries for Virtual Networking and SDN (Software Defined Networking).</em></p>
-<ul>
-<li><a href="http://mininet.org/">Mininet</a> - A popular network emulator and API written in Python.</li>
-<li><a href="https://github.com/noxrepo/pox">POX</a> - An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers.</li>
-<li><a href="http://frenetic-lang.org/pyretic/">Pyretic</a> - A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators.</li>
-<li><a href="https://github.com/sdn-ixp/internet2award">SDX Platform</a> - SDN based IXP implementation that leverages Mininet, POX and Pyretic.</li>
-</ul>
-<h2 id="hardware">Hardware</h2>
-<p><em>Libraries for programming with hardware.</em></p>
-<ul>
-<li><a href="http://inotool.org/">ino</a> - Command line toolkit for working with <a href="https://www.arduino.cc/">Arduino</a>.</li>
-<li><a href="http://pyrorobotics.com/">Pyro</a> - Python Robotics.</li>
-<li><a href="https://github.com/SavinaRoja/PyUserInput">PyUserInput</a> - A module for cross-platform control of the mouse and keyboard.</li>
-<li><a href="https://github.com/secdev/scapy">scapy</a> - A brilliant packet manipulation library.</li>
-<li><a href="https://github.com/rockymeza/wifi">wifi</a> - A Python library and command line tool for working with WiFi on Linux.</li>
-<li><a href="http://www.pingo.io/">Pingo</a> - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.</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/mitsuhiko/python-modernize">Python-Modernize</a> - Modernizes Python code for eventual Python 3 migration.</li>
-<li><a href="https://pypi.python.org/pypi/six">Six</a> - Python 2 and 3 compatibility utilities.</li>
-</ul>
-<h2 id="miscellaneous">Miscellaneous</h2>
-<p><em>Useful libraries or tools that don't fit in the categories above.</em></p>
-<ul>
-<li><a href="https://github.com/jek/blinker">blinker</a> - A fast Python in-process signal/event dispatching system.</li>
-<li><a href="https://github.com/pallets/itsdangerous">itsdangerous</a> - Various helpers to pass trusted data to untrusted environments.</li>
-<li><a href="https://github.com/mitsuhiko/pluginbase">pluginbase</a> - A simple but flexible plugin system for Python.</li>
-<li><a href="https://github.com/PacketPerception/pychievements">Pychievements</a> - A framework for creating and tracking achievements.</li>
-<li><a href="http://www.tryton.org/">Tryton</a> - A general purpose business framework.</li>
-</ul>
-<h2 id="algorithms-and-design-patterns">Algorithms and Design Patterns</h2>
-<p><em>Python implementation of algorithms and design patterns.</em></p>
-<ul>
-<li><a href="https://github.com/nryoung/algorithms">algorithms</a> - A module of algorithms for Python.</li>
-<li><a href="https://github.com/faif/python-patterns">python-patterns</a> - A collection of design patterns in Python.</li>
-<li><a href="http://www.grantjenks.com/docs/sortedcontainers/">sortedcontainers</a> - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types.</li>
-</ul>
-<h2 id="editor-plugins">Editor Plugins</h2>
-<p><em>Plugins for editors and IDEs.</em></p>
-<ul>
-<li>Emacs<ul>
-<li><a href="https://github.com/jorgenschaefer/elpy">Elpy</a> - Emacs Python Development Environment.</li>
+<li><a href="http://bottlepy.org/docs/dev/index.html">Bottle</a> - A fast, simple and lightweight WSGI micro web-framework.</li>
+<li><a href="http://www.cherrypy.org/">CherryPy</a> - A minimalist Python web framework, HTTP/1.1-compliant and WSGI thread-pooled.</li>
+<li><a href="https://www.djangoproject.com/">Django</a> - The most popular web framework in Python.<ul>
+<li><a href="https://github.com/rosarior/awesome-django">awesome-django</a></li>
 </ul>
 </li>
-<li>Sublime Text<ul>
-<li><a href="https://github.com/srusskih/SublimeJEDI">SublimeJEDI</a> - A Sublime Text plugin to the awesome auto-complete library Jedi.</li>
-<li><a href="https://github.com/DamnWidget/anaconda">Anaconda</a> - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.</li>
+<li><a href="http://flask.pocoo.org/">Flask</a> - A microframework for Python.<ul>
+<li><a href="https://github.com/humiaozuzu/awesome-flask">awesome-flask</a></li>
 </ul>
 </li>
-<li>Vim<ul>
-<li><a href="https://github.com/Valloric/YouCompleteMe">YouCompleteMe</a> - Includes <a href="https://github.com/davidhalter/jedi">Jedi</a>-based completion engine for Python.</li>
-<li><a href="https://github.com/davidhalter/jedi-vim">Jedi-vim</a> - Vim bindings for the Jedi auto-completion library for Python.</li>
-<li><a href="https://github.com/klen/python-mode">Python-mode</a> - An all in one plugin for turning Vim into a Python IDE.</li>
+<li><a href="http://www.pylonsproject.org/">Pyramid</a> - A small, fast, down-to-earth, open source Python web framework.<ul>
+<li><a href="https://github.com/uralbash/awesome-pyramid">awesome-pyramid</a></li>
 </ul>
 </li>
-<li>Visual Studio<ul>
-<li><a href="https://github.com/Microsoft/PTVS">PTVS</a> - Python Tools for Visual Studio.</li>
+<li><a href="http://www.tornadoweb.org/en/latest/">Tornado</a> - A Web framework and asynchronous networking library.</li>
+<li><a href="http://www.turbogears.org/">TurboGears</a> - A microframework that can scale up to a full stack solution.</li>
 </ul>
-</li>
-</ul>
-<h2 id="ides">IDEs</h2>
-<p><em>Popular Python IDEs.</em></p>
+<h2 id="websocket">WebSocket</h2>
+<p><em>Libraries for working with WebSocket.</em></p>
 <ul>
-<li><a href="https://www.jetbrains.com/pycharm/">PyCharm</a> - Commercial Python IDE by JetBrains. Has free community edition available.</li>
-<li><a href="http://www.liclipse.com/">LiClipse</a> - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.</li>
-<li><a href="https://github.com/spyder-ide/spyder">Spyder</a> - Open Source Python IDE.</li>
+<li><a href="https://github.com/crossbario/autobahn-python">AutobahnPython</a> - WebSocket &amp; WAMP for Python on Twisted and <a href="https://docs.python.org/3/library/asyncio.html">asyncio</a>.</li>
+<li><a href="https://github.com/crossbario/crossbar/">Crossbar</a> - Open-source Unified Application Router (Websocket &amp; WAMP for Python on Autobahn).</li>
+<li><a href="https://github.com/stephenmcd/django-socketio">django-socketio</a> - WebSockets for Django.</li>
+<li><a href="https://github.com/Lawouach/WebSocket-for-Python">WebSocket-for-Python</a> - WebSocket client and server library for Python 2 and 3 as well as PyPy.</li>
 </ul>
 <h1 id="services">Services</h1>
 <p>Online tools and APIs to simplify development.</p>
 <h2 id="continuous-integration">Continuous Integration</h2>
 <p><em>See: <a href="https://github.com/ciandcd/awesome-ciandcd#online-build-system">awesome-CIandCD</a>.</em></p>
 <ul>
-<li><a href="https://travis-ci.org">Travis CI</a> - A popular CI service for your open source and <a href="https://travis-ci.com">private</a> projects. (GitHub only)</li>
 <li><a href="https://circleci.com/">CircleCI</a> - A CI service that can run very fast parallel testing. (GitHub only)</li>
+<li><a href="https://travis-ci.org">Travis CI</a> - A popular CI service for your open source and <a href="https://travis-ci.com">private</a> projects. (GitHub only)</li>
 <li><a href="https://vexor.io">Vexor CI</a> - A continuous integration tool for private apps with pay-per-minute billing model.</li>
 <li><a href="http://wercker.com/">Wercker</a> - A Docker-based platform for building and deploying applications and microservices.</li>
 </ul>
 <h2 id="code-quality">Code Quality</h2>
 <ul>
-<li><a href="https://codecov.io/">Codecov</a> - Code coverage dashboard.</li>
 <li><a href="https://www.codacy.com/">Codacy</a> - Automated Code Review to ship better code, faster. Free for Open Source.</li>
+<li><a href="https://codecov.io/">Codecov</a> - Code coverage dashboard.</li>
 <li><a href="https://landscape.io/">Landscape</a> - Hosted continuous Python code metrics.</li>
 <li><a href="https://www.quantifiedcode.com/">QuantifiedCode</a> - A data-driven, automated, continuous code review tool.</li>
 </ul>
 <h1 id="resources">Resources</h1>
 <p>Where to discover new Python libraries.</p>
-<h2 id="websites">Websites</h2>
+<h2 id="podcasts">Podcasts</h2>
 <ul>
-<li><a href="https://www.reddit.com/r/python">r/Python</a></li>
-<li><a href="https://www.reddit.com/r/coolgithubprojects/">/r/CoolGithubProjects</a></li>
-<li><a href="https://www.djangopackages.com/">Django Packages</a></li>
-<li><a href="https://www.fullstackpython.com/">Full Stack Python</a></li>
-<li><a href="http://python3wos.appspot.com/">Python 3 Wall of Superpowers</a></li>
-<li><a href="http://pythonhackers.com/open-source/">Python Hackers</a></li>
-<li><a href="https://python.zeef.com/alan.richmond">Python ZEEF</a></li>
-<li><a href="https://github.com/trending?l=python">Trending Python repositories on GitHub today</a></li>
-<li><a href="http://pypi-ranking.info/alltime">PyPI Ranking</a></li>
-<li><a href="http://python.libhunt.com">Awesome Python @LibHunt</a></li>
-</ul>
-<h2 id="weekly">Weekly</h2>
-<ul>
-<li><a href="http://weekly.codetengu.com/">CodeTengu Weekly</a></li>
-<li><a href="http://importpython.com/newsletter/">Import Python Newsletter</a></li>
-<li><a href="http://pycoders.com/">Pycoder's Weekly</a></li>
-<li><a href="http://www.pythonweekly.com/">Python Weekly</a></li>
+<li><a href="http://podcastinit.com/">Podcast.init</a></li>
+<li><a href="https://talkpython.fm/">Talk Python To Me</a></li>
 </ul>
 <h2 id="twitter">Twitter</h2>
 <ul>
@@ -1564,14 +1538,35 @@
 <li><a href="https://twitter.com/pythontrending">@pythontrending</a></li>
 <li><a href="https://twitter.com/PythonWeekly">@PythonWeekly</a></li>
 </ul>
-<h2 id="podcasts">Podcasts</h2>
+<h2 id="websites">Websites</h2>
 <ul>
-<li><a href="http://podcastinit.com/">Podcast.init</a></li>
-<li><a href="https://talkpython.fm/">Talk Python To Me</a></li>
+<li><a href="https://www.reddit.com/r/coolgithubprojects/">/r/CoolGithubProjects</a></li>
+<li><a href="https://www.reddit.com/r/python">/r/Python</a></li>
+<li><a href="http://python.libhunt.com">Awesome Python @LibHunt</a></li>
+<li><a href="https://www.djangopackages.com/">Django Packages</a></li>
+<li><a href="https://www.fullstackpython.com/">Full Stack Python</a></li>
+<li><a href="http://pypi-ranking.info/alltime">PyPI Ranking</a></li>
+<li><a href="http://python3wos.appspot.com/">Python 3 Wall of Superpowers</a></li>
+<li><a href="http://pythonhackers.com/open-source/">Python Hackers</a></li>
+<li><a href="https://python.zeef.com/alan.richmond">Python ZEEF</a></li>
+<li><a href="http://python.ctolib.com">Python 开发社区</a></li>
+<li><a href="https://github.com/trending?l=python">Trending Python repositories on GitHub today</a></li>
+</ul>
+<h2 id="weekly">Weekly</h2>
+<ul>
+<li><a href="http://weekly.codetengu.com/">CodeTengu Weekly</a></li>
+<li><a href="http://importpython.com/newsletter/">Import Python Newsletter</a></li>
+<li><a href="http://pycoders.com/">Pycoder's Weekly</a></li>
+<li><a href="http://www.pythonweekly.com/">Python Weekly</a></li>
 </ul>
 <h1 id="other-awesome-lists">Other Awesome Lists</h1>
 <p>List of lists.</p>
 <ul>
+<li>Monty<ul>
+<li><a href="https://github.com/sindresorhus/awesome">awesome</a></li>
+<li><a href="https://github.com/jnv/lists">lists</a></li>
+</ul>
+</li>
 <li>Python<ul>
 <li><a href="https://github.com/kirang89/pycrumbs">pycrumbs</a></li>
 <li><a href="https://github.com/checkcheckzz/python-github-projects">python-github-projects</a></li>
@@ -1579,11 +1574,6 @@
 <li><a href="https://github.com/svaksha/pythonidae">pythonidae</a></li>
 </ul>
 </li>
-<li>Monty<ul>
-<li><a href="https://github.com/sindresorhus/awesome">awesome</a></li>
-<li><a href="https://github.com/jnv/lists">lists</a></li>
-</ul>
-</li>
 </ul>
 <h1 id="contributing">Contributing</h1>
 <p>Your contributions are always welcome! Please take a look at the <a href="https://github.com/vinta/awesome-python/blob/master/CONTRIBUTING.md">contribution guidelines</a> first.</p>
diff --git a/mkdocs/search_index.json b/mkdocs/search_index.json
index cab1632..65ee0cf 100644
--- a/mkdocs/search_index.json
+++ b/mkdocs/search_index.json
@@ -2,73 +2,88 @@
     "docs": [
         {
             "location": "/", 
-            "text": "Awesome Python \n\n\nA curated list of awesome Python frameworks, libraries, software and resources.\n\n\nInspired by \nawesome-php\n.\n\n\n\n\nAwesome Python\n\n\nEnvironment Management\n\n\nPackage Management\n\n\nPackage Repositories\n\n\nDistribution\n\n\nBuild Tools\n\n\nInteractive Interpreter\n\n\nFiles\n\n\nDate and Time\n\n\nText Processing\n\n\nSpecific Formats Processing\n\n\nNatural Language Processing\n\n\nDocumentation\n\n\nConfiguration\n\n\nCommand-line Tools\n\n\nDownloader\n\n\nImagery\n\n\nOCR\n\n\nAudio\n\n\nVideo\n\n\nGeolocation\n\n\nHTTP\n\n\nDatabase\n\n\nDatabase Drivers\n\n\nORM\n\n\nWeb Frameworks\n\n\nServerless Frameworks\n\n\nPermissions\n\n\nCMS\n\n\nE-commerce\n\n\nRESTful API\n\n\nSerialization\n\n\nAuthentication\n\n\nTemplate Engine\n\n\nQueue\n\n\nSearch\n\n\nNews Feed\n\n\nAsset Management\n\n\nCaching\n\n\nEmail\n\n\nInternationalization\n\n\nURL Manipulation\n\n\nHTML Manipulation\n\n\nWeb Crawling\n\n\nWeb Content Extracting\n\n\nForms\n\n\nData Validation\n\n\nAnti-spam\n\n\nTagging\n\n\nAdmin Panels\n\n\nStatic Site Generator\n\n\nProcesses\n\n\nConcurrency and Parallelism\n\n\nNetworking\n\n\nWebSocket\n\n\nWSGI Servers\n\n\nRPC Servers\n\n\nCryptography\n\n\nGUI\n\n\nGame Development\n\n\nLogging\n\n\nTesting\n\n\nCode Analysis and Linter\n\n\nDebugging Tools\n\n\nScience\n\n\nData Analysis\n\n\nData Visualization\n\n\nMachine Learning\n\n\nDeep Learning\n\n\nComputer Vision\n\n\nMapReduce\n\n\nFunctional Programming\n\n\nThird-party APIs\n\n\nDevOps Tools\n\n\nChatOps Tools\n\n\nJob Scheduler\n\n\nForeign Function Interface\n\n\nHigh Performance\n\n\nNetwork Virtualization and SDN\n\n\nHardware\n\n\nCompatibility\n\n\nMiscellaneous\n\n\nAlgorithms and Design Patterns\n\n\nEditor Plugins\n\n\nIDEs\n\n\n\n\n\n\nServices\n\n\nContinuous Integration\n\n\nCode Quality\n\n\n\n\n\n\nResources\n\n\nWebsites\n\n\nWeekly\n\n\nTwitter\n\n\nPodcasts\n\n\n\n\n\n\nOther Awesome Lists\n\n\nContributing\n\n\n\n\n\n\nEnvironment Management\n\n\nLibraries for Python version and environment management.\n\n\n\n\np\n - Dead simple interactive Python version management.\n\n\npyenv\n - Simple Python version management.\n\n\nvenv\n - (Python standard library in Python 3.3+) Creating lightweight virtual environments.\n\n\nvirtualenv\n - A tool to create isolated Python environments.\n\n\nvirtualenvwrapper\n - A set of extensions to virtualenv.\n\n\n\n\nPackage Management\n\n\nLibraries for package and dependency management.\n\n\n\n\npip\n - The Python package and dependency manager.\n\n\nPython Package Index\n\n\n\n\n\n\npip-tools\n - A set of tools to keep your pinned Python dependencies fresh.\n\n\nconda\n - Cross-platform, Python-agnostic binary package manager.\n\n\nCurdling\n - Curdling is a command line tool for managing Python packages.\n\n\nwheel\n - The new standard of Python distribution and are intended to replace eggs.\n\n\n\n\nPackage Repositories\n\n\nLocal PyPI repository server and proxies.\n\n\n\n\nwarehouse\n - Next generation Python Package Repository (PyPI).\n\n\nWarehouse\n\n\n\n\n\n\nbandersnatch\n - PyPI mirroring tool provided by Python Packaging Authority (PyPA).\n\n\ndevpi\n - PyPI server and packaging/testing/release tool.\n\n\nlocalshop\n - Local PyPI server (custom packages and auto-mirroring of pypi).\n\n\n\n\nDistribution\n\n\nLibraries to create packaged executables for release distribution.\n\n\n\n\nPyInstaller\n - Converts Python programs into stand-alone executables (cross-platform).\n\n\ndh-virtualenv\n - Build and distribute a virtualenv as a Debian package.\n\n\nNuitka\n - Compile scripts, modules, packages to an executable or extension module.\n\n\npy2app\n - Freezes Python scripts (Mac OS X).\n\n\npy2exe\n - Freezes Python scripts (Windows).\n\n\npynsist\n - A tool to build Windows installers, installers bundle Python itself.\n\n\n\n\nBuild Tools\n\n\nCompile software from source code.\n\n\n\n\nbuildout\n - A build system for creating, assembling and deploying applications from multiple parts.\n\n\nBitBake\n - A make-like build tool for embedded Linux.\n\n\nPlatformIO\n - A console tool to build code with different development platforms.\n\n\nPyBuilder\n - A continuous build tool written in pure Python.\n\n\nSCons\n - A software construction tool.\n\n\n\n\nInteractive Interpreter\n\n\nInteractive Python interpreters (REPL).\n\n\n\n\nJupyter Notebook (IPython)\n - A rich toolkit to help you make the most out of using Python interactively.\n\n\nbpython\n - A fancy interface to the Python interpreter.\n\n\nptpython\n - Advanced Python REPL built on top of the \npython-prompt-toolkit\n.\n\n\n\n\nFiles\n\n\nLibraries for file manipulation and MIME type detection.\n\n\n\n\nimghdr\n - (Python standard library) Determine the type of an image.\n\n\nmimetypes\n - (Python standard library) Map filenames to MIME types.\n\n\npath.py\n - A module wrapper for \nos.path\n.\n\n\npathlib\n - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.\n\n\npython-magic\n - A Python interface to the libmagic file type identification library.\n\n\nUnipath\n - An object-oriented approach to file/directory operations.\n\n\nwatchdog\n - API and shell utilities to monitor file system events.\n\n\n\n\nDate and Time\n\n\nLibraries for working with dates and times.\n\n\n\n\nPendulum\n - Python datetimes made easy.\n\n\narrow\n - Better dates \n times for Python.\n\n\nChronyk\n - A Python 3 library for parsing human-written times and dates.\n\n\ndateutil\n - Extensions to the standard Python \ndatetime\n module.\n\n\ndelorean\n - A library for clearing up the inconvenient truths that arise dealing with datetimes.\n\n\nmoment\n - A Python library for dealing with dates/times. Inspired by \nMoment.js\n.\n\n\nPyTime\n - A easy-use Python module which aims to operate date/time/datetime by string.\n\n\npytz\n - World timezone definitions, modern and historical. Brings the \ntz database\n into Python.\n\n\nwhen.py\n - Providing user-friendly functions to help perform common date and time actions.\n\n\n\n\nText Processing\n\n\nLibraries for parsing and manipulating plain texts.\n\n\n\n\nGeneral\n\n\nchardet\n - Python 2/3 compatible character encoding detector.\n\n\ndifflib\n - (Python standard library) Helpers for computing deltas.\n\n\nftfy\n - Makes Unicode text less broken and more consistent automagically.\n\n\nfuzzywuzzy\n - Fuzzy String Matching.\n\n\nLevenshtein\n - Fast computation of Levenshtein distance and string similarity.\n\n\npangu.py\n - Spacing texts for CJK and alphanumerics.\n\n\npyfiglet\n - An implementation of figlet written in Python.\n\n\nshortuuid\n - A generator library for concise, unambiguous and URL-safe UUIDs.\n\n\nunidecode\n - ASCII transliterations of Unicode text.\n\n\nuniout\n - Print readable chars instead of the escaped string.\n\n\nxpinyin\n - A library to translate Chinese hanzi (\u6f22\u5b57) to pinyin (\u62fc\u97f3).\n\n\n\n\n\n\nSlugify\n\n\nawesome-slugify\n - A Python slugify library that can preserve unicode.\n\n\npython-slugify\n - A Python slugify library that translates unicode to ASCII.\n\n\nunicode-slugify\n - A slugifier that generates unicode slugs with Django as a dependency.\n\n\n\n\n\n\nParser\n\n\nphonenumbers\n - Parsing, formatting, storing and validating international phone numbers.\n\n\nPLY\n - Implementation of lex and yacc parsing tools for Python\n\n\nPygments\n - A generic syntax highlighter.\n\n\npyparsing\n - A general purpose framework for generating parsers.\n\n\npython-nameparser\n - Parsing human names into their individual components.\n\n\npython-user-agents\n - Browser user agent parser.\n\n\nsqlparse\n - A non-validating SQL parser.\n\n\n\n\n\n\n\n\nSpecific Formats Processing\n\n\nLibraries for parsing and manipulating specific text formats.\n\n\n\n\nGeneral\n\n\ntablib\n - A module for Tabular Datasets in XLS, CSV, JSON, YAML.\n\n\n\n\n\n\nOffice\n\n\nMarmir\n - Takes Python data structures and turns them into spreadsheets.\n\n\nopenpyxl\n - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.\n\n\npyexcel\n - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.\n\n\npython-docx\n - Reads, queries and modifies Microsoft Word 2007/2008 docx files.\n\n\nrelatorio\n - Templating OpenDocument files.\n\n\nunoconv\n - Convert between any document format supported by LibreOffice/OpenOffice.\n\n\nXlsxWriter\n - A Python module for creating Excel .xlsx files.\n\n\nxlwings\n - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.\n\n\nxlwt\n / \nxlrd\n - Writing and reading data and formatting information from Excel files.\n\n\n\n\n\n\nPDF\n\n\nPDFMiner\n - A tool for extracting information from PDF documents.\n\n\nPyPDF2\n - A library capable of splitting, merging and transforming PDF pages.\n\n\nReportLab\n - Allowing Rapid creation of rich PDF documents.\n\n\n\n\n\n\nMarkdown\n\n\nMistune\n - Fastest and full featured pure Python parsers of Markdown.\n\n\nPython-Markdown\n - A Python implementation of John Gruber\u2019s Markdown.\n\n\n\n\n\n\nYAML\n\n\nPyYAML\n - YAML implementations for Python.\n\n\n\n\n\n\nCSV\n\n\ncsvkit\n - Utilities for converting to and working with CSV.\n\n\n\n\n\n\nArchive\n\n\nunp\n - A command line tool that can unpack archives easily.\n\n\n\n\n\n\n\n\nNatural Language Processing\n\n\nLibraries for working with human languages.\n\n\n\n\nNLTK\n - A leading platform for building Python programs to work with human language data.\n\n\nPattern\n - A web mining module for the Python.\n\n\nJieba\n - Chinese text segmentation.\n\n\nSnowNLP\n - A library for processing Chinese text.\n\n\nspaCy\n - A library for industrial-strength natural language processing in Python and Cython.\n\n\nTextBlob\n - Providing a consistent API for diving into common NLP tasks.\n\n\nTextGrocery\n - A simple, efficient short-text classification tool based on LibLinear and Jieba.\n\n\nlangid.py\n - Stand-alone language identification system.\n\n\n\n\nDocumentation\n\n\nLibraries for generating project documentation.\n\n\n\n\nSphinx\n - Python Documentation generator.\n\n\nawesome-sphinxdoc\n\n\n\n\n\n\nMkDocs\n - Markdown friendly documentation generator.\n\n\npdoc\n - Epydoc replacement to auto generate API documentation for Python libraries.\n\n\nPycco\n - The literate-programming-style documentation generator.\n\n\n\n\nConfiguration\n\n\nLibraries for storing and parsing configuration options.\n\n\n\n\nconfig\n - Hierarchical config from the author of \nlogging\n.\n\n\nConfigObj\n - INI file parser with validation.\n\n\nConfigParser\n - (Python standard library) INI file parser.\n\n\nprofig\n - Config from multiple formats with value conversion.\n\n\npython-decouple\n - Strict separation of settings from code.\n\n\n\n\nCommand-line Tools\n\n\nLibraries for building command-line application.\n\n\n\n\nCommand-line Application Development\n\n\nasciimatics\n - Cross-platform, full-screen terminal package (i.e.  mouse/keyboard input and coloured, positioned text output) complete with high-level API for complex animations and special effects.\n\n\ncement\n - CLI Application Framework for Python.\n\n\nclick\n - A package for creating beautiful command line interfaces in a composable way.\n\n\ncliff\n - A framework for creating command-line programs with multi-level commands.\n\n\nclint\n - Python Command-line Application Tools.\n\n\ncolorama\n - Cross-platform colored terminal text.\n\n\ndocopt\n - Pythonic command line arguments parser.\n\n\nGooey\n - Turn command line programs into a full GUI application with one line\n\n\npython-prompt-toolkit\n - A Library for building powerful interactive command lines.\n\n\n\n\n\n\nProductivity Tools\n\n\naws-cli\n - A universal command-line interface for Amazon Web Services.\n\n\nbashplotlib\n - Making basic plots in the terminal.\n\n\ncaniusepython3\n - Determine what projects are blocking you from porting to Python 3.\n\n\ncookiecutter\n - A command-line utility that creates projects from cookiecutters (project templates).\n\n\ndoitlive\n - A tool for live presentations in the terminal.\n\n\nhowdoi\n - Instant coding answers via the command line.\n\n\nhttpie\n - A command line HTTP client, a user-friendly cURL replacement.\n\n\nPathPicker\n - Select files out of bash output.\n\n\npercol\n - Adds flavor of interactive selection to the traditional pipe concept on UNIX.\n\n\nSAWS\n - A Supercharged AWS CLI.\n\n\nthefuck\n - Correcting your previous console command.\n\n\ntry\n - A dead simple CLI to try out python packages - It's never been easier.\n\n\nmycli\n - A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting.\n\n\npgcli\n - Postgres CLI with autocompletion and syntax highlighting.\n\n\n\n\n\n\n\n\nDownloader\n\n\nLibraries for downloading.\n\n\n\n\ns3cmd\n - A command line tool for managing Amazon S3 and CloudFront.\n\n\ns4cmd\n - Super S3 command line tool, good for higher performance.\n\n\nyou-get\n - A YouTube/Youku/Niconico video downloader written in Python 3.\n\n\nyoutube-dl\n - A small command-line program to download videos from YouTube.\n\n\n\n\nImagery\n\n\nLibraries for manipulating images.\n\n\n\n\npagan\n - Retro identicon (Avatar) generation based on input string and hash.\n\n\npillow\n - Pillow is the friendly \nPIL\n fork.\n\n\nhmap\n - Image histogram remapping.\n\n\nimgSeek\n - A project for searching a collection of images using visual similarity.\n\n\nnude.py\n - Nudity detection.\n\n\npyBarcode\n - Create barcodes in Python without needing PIL.\n\n\npygram\n - Instagram-like image filters.\n\n\npython-qrcode\n - A pure Python QR Code generator.\n\n\nQuads\n - Computer art based on quadtrees.\n\n\nscikit-image\n - A Python library for (scientific) image processing.\n\n\nthumbor\n - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.\n\n\nwand\n - Python bindings for \nMagickWand\n, C API for ImageMagick.\n\n\n\n\nOCR\n\n\nLibraries for Optical Character Recognition.\n\n\n\n\npyocr\n - A wrapper for Tesseract and Cuneiform.\n\n\npytesseract\n - Another wrapper for \nGoogle Tesseract OCR\n.\n\n\n\n\nAudio\n\n\nLibraries for manipulating audio.\n\n\n\n\naudiolazy\n - Expressive Digital Signal Processing (DSP) package for Python.\n\n\naudioread\n - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.\n\n\nbeets\n - A music library manager and \nMusicBrainz\n tagger.\n\n\ndejavu\n - Audio fingerprinting and recognition.\n\n\ndjango-elastic-transcoder\n - Django + \nAmazon Elastic Transcoder\n.\n\n\neyeD3\n - A tool for working with audio files, specifically MP3 files containing ID3 metadata.\n\n\nid3reader\n - A Python module for reading MP3 meta data.\n\n\nm3u8\n - A module for parsing m3u8 file.\n\n\nmutagen\n - A Python module to handle audio metadata.\n\n\npydub\n - Manipulate audio with a simple and easy high level interface.\n\n\npyechonest\n - Python client for the \nEcho Nest\n API.\n\n\ntalkbox\n - A Python library for speech/signal processing.\n\n\nTimeSide\n - Open web audio processing framework.\n\n\ntinytag\n - A library for reading music meta data of MP3, OGG, FLAC and Wave files.\n\n\nmingus\n - An advanced music theory and notation package with MIDI file and playback support.\n\n\n\n\nVideo\n\n\nLibraries for manipulating video and GIFs.\n\n\n\n\nmoviepy\n - A module for script-based movie editing with many formats, including animated GIFs.\n\n\nscikit-video\n - Video processing routines for SciPy.\n\n\n\n\nGeolocation\n\n\nLibraries for geocoding addresses and working with latitudes and longitudes.\n\n\n\n\nGeoDjango\n - A world-class geographic web framework.\n\n\nGeoIP\n - Python API for MaxMind GeoIP Legacy Database.\n\n\ngeojson\n - Python bindings and utilities for GeoJSON.\n\n\ngeopy\n - Python Geocoding Toolbox.\n\n\npygeoip\n - Pure Python GeoIP API.\n\n\ndjango-countries\n - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.\n\n\n\n\nHTTP\n\n\nLibraries for working with HTTP.\n\n\n\n\nrequests\n - HTTP Requests for Humans\u2122.\n\n\ngrequests\n - requests + gevent for asynchronous HTTP requests.\n\n\nhttplib2\n - Comprehensive HTTP client library.\n\n\ntreq\n - Python requests like API built on top of Twisted's HTTP client.\n\n\nurllib3\n - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.\n\n\n\n\nDatabase\n\n\nDatabases implemented in Python.\n\n\n\n\npickleDB\n - A simple and lightweight key-value store for Python.\n\n\nPipelineDB\n - The Streaming SQL Database.\n\n\nTinyDB\n - A tiny, document-oriented database.\n\n\nZODB\n - A native object database for Python. A key-value and object graph database.\n\n\n\n\nDatabase Drivers\n\n\nLibraries for connecting and operating databases.\n\n\n\n\nMySQL - \nawesome-mysql\n\n\nmysql-python\n - The MySQL database connector for Python.\n\n\nmysqlclient\n - mysql-python fork supporting Python 3.\n\n\noursql\n - A better MySQL connector with support for native prepared statements and BLOBs.\n\n\nPyMySQL\n - Pure Python MySQL driver compatible to mysql-python.\n\n\n\n\n\n\nPostgreSQL\n\n\npsycopg2\n - The most popular PostgreSQL adapter for Python.\n\n\nqueries\n - A wrapper of the psycopg2 library for interacting with PostgreSQL.\n\n\ntxpostgres\n - Twisted based asynchronous driver for PostgreSQL.\n\n\n\n\n\n\nOther Relational Databases\n\n\napsw\n - Another Python SQLite wrapper.\n\n\ndataset\n - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.\n\n\npymssql\n - A simple database interface to Microsoft SQL Server.\n\n\n\n\n\n\nNoSQL Databases\n\n\ncassandra-python-driver\n - Python driver for Cassandra.\n\n\nHappyBase\n - A developer-friendly library for Apache HBase.\n\n\nPlyvel\n - A fast and feature-rich Python interface to LevelDB.\n\n\npy2neo\n - Python wrapper client for Neo4j's restful interface.\n\n\npycassa\n - Python Thrift driver for Cassandra.\n\n\nPyMongo\n - The official Python client for MongoDB.\n\n\nredis-py\n - The Redis Python Client.\n\n\ntelephus\n - Twisted based client for Cassandra.\n\n\ntxRedis\n - Twisted based client for Redis.\n\n\n\n\n\n\n\n\nORM\n\n\nLibraries that implement Object-Relational Mapping or data mapping techniques.\n\n\n\n\nRelational Databases\n\n\nDjango Models\n - A part of Django.\n\n\nSQLAlchemy\n - The Python SQL Toolkit and Object Relational Mapper.\n\n\nawesome-sqlalchemy\n\n\n\n\n\n\nPeewee\n - A small, expressive ORM.\n\n\nPonyORM\n - ORM that provides a generator-oriented interface to SQL.\n\n\npython-sql\n - Write SQL queries pythonically.\n\n\n\n\n\n\nNoSQL Databases\n\n\ndjango-mongodb-engine\n - Django MongoDB Backend.\n\n\nPynamoDB\n - A Pythonic interface for \nAmazon DynamoDB\n.\n\n\nflywheel\n - Object mapper for Amazon DynamoDB.\n\n\nMongoEngine\n - A Python Object-Document-Mapper for working with MongoDB.\n\n\nhot-redis\n - Rich Python data types for Redis.\n\n\nredisco\n - A Python Library for Simple Models and Containers Persisted in Redis.\n\n\n\n\n\n\nOthers\n\n\nbutterdb\n - A Python ORM for Google Drive Spreadsheets.\n\n\ndataset\n - A JSON-based database.\n\n\n\n\n\n\n\n\nWeb Frameworks\n\n\nFull stack web frameworks.\n\n\n\n\nDjango\n - The most popular web framework in Python.\n\n\nawesome-django\n\n\n\n\n\n\nFlask\n - A microframework for Python.\n\n\nawesome-flask\n\n\n\n\n\n\nPyramid\n - A small, fast, down-to-earth, open source Python web framework.\n\n\nawesome-pyramid\n\n\n\n\n\n\nBottle\n - A fast, simple and lightweight WSGI micro web-framework.\n\n\nCherryPy\n - A minimalist Python web framework, HTTP/1.1-compliant and WSGI thread-pooled.\n\n\nTurboGears\n - A microframework that can scale up to a full stack solution.\n\n\nweb.py\n - A web framework for Python that is as simple as it is powerful.\n\n\nweb2py\n - A full stack web framework and platform focused in the ease of use.\n\n\nTornado\n - A Web framework and asynchronous networking library.\n\n\n\n\nServerless Frameworks\n\n\nFrameworks for developing serverless Python code.\n\n\n\n\napex\n - Build, deploy, and manage \nAWS Lambda\n functions with ease.\n\n\nZappa\n - A tool for deploying WSGI applications on AWS Lambda and API Gateway.\n\n\npython-lambda\n - A toolkit for developing and deploying Python code in AWS Lambda.\n\n\n\n\nPermissions\n\n\nLibraries that allow or deny users access to data or functionality.\n\n\n\n\nCarteblanche\n - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.\n\n\ndjango-guardian\n - Implementation of per object permissions for Django 1.2+\n\n\ndjango-rules\n - A tiny but powerful app providing object-level permissions to Django, without requiring a database.\n\n\n\n\nCMS\n\n\nContent Management Systems.\n\n\n\n\ndjango-cms\n - An Open source enterprise CMS based on the Django.\n\n\ndjedi-cms\n - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind.\n\n\nFeinCMS\n - One of the most advanced Content Management Systems built on Django.\n\n\nKotti\n - A high-level, Pythonic web application framework built on Pyramid.\n\n\nMezzanine\n - A powerful, consistent, and flexible content management platform.\n\n\nOpps\n - A Django-based CMS for magazines, newspapers websites and portals with high-traffic.\n\n\nPlone\n - A CMS built on top of the open source application server Zope.\n\n\nQuokka\n - Flexible, extensible, small CMS powered by Flask and MongoDB.\n\n\nWagtail\n - A Django content management system.\n\n\nWidgy\n - Last CMS framework, based on Django.\n\n\n\n\nE-commerce\n\n\nFrameworks and libraries for e-commerce and payments.\n\n\n\n\ndjango-oscar\n - An open-source e-commerce framework for Django.\n\n\ndjango-shop\n - A Django based shop system.\n\n\nCartridge\n - A shopping cart app built using the Mezzanine.\n\n\nshoop\n - An open source E-Commerce platform based on Django.\n\n\nalipay\n - Unofficial Alipay API for Python.\n\n\nmerchant\n - A Django app to accept payments from various payment processors.\n\n\nmoney\n - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.\n\n\npython-currencies\n - Display money format and its filthy currencies.\n\n\n\n\nRESTful API\n\n\nLibraries for developing RESTful APIs.\n\n\n\n\nDjango\n\n\ndjango-rest-framework\n - A powerful and flexible toolkit to build web APIs.\n\n\ndjango-tastypie\n - Creating delicious APIs for Django apps.\n\n\ndjango-formapi\n - Create JSON APIs with Django's form validation.\n\n\n\n\n\n\nFlask\n\n\nflask-api\n - Browsable Web APIs for Flask.\n\n\nflask-restful\n - Quickly building REST APIs for Flask.\n\n\nflask-restless\n - Generating RESTful APIs for database models defined with SQLAlchemy.\n\n\nflask-api-utils\n - Taking care of API representation and authentication for Flask.\n\n\neve\n - REST API framework powered by Flask, MongoDB and good intentions.\n\n\n\n\n\n\nPyramid\n\n\ncornice\n - A RESTful framework for Pyramid.\n\n\n\n\n\n\nFramework agnostic\n\n\nfalcon\n - A high-performance framework for building cloud APIs and web app backends.\n\n\nhug\n - A Python3 framework for cleanly exposing APIs over HTTP and the Command Line with automatic documentation and validation.\n\n\nsandman\n - Automated REST APIs for existing database-driven systems.\n\n\nrestless\n - Framework agnostic REST framework based on lessons learned from Tastypie.\n\n\nripozo\n - Quickly creating REST/HATEOAS/Hypermedia APIs.\n\n\n\n\n\n\n\n\nSerialization\n\n\nLibraries for serializing complex data types\n\n\n\n\nmarshmallow\n - marshmallow is an ORM/ODM/framework-agnostic library for converting complex datatypes, such as objects, to and from native Python datatypes.\n\n\n\n\nAuthentication\n\n\nLibraries for implementing authentications schemes.\n\n\n\n\nOAuth\n\n\nAuthomatic\n - Simple but powerful framework agnostic authentication/authorization client.\n\n\ndjango-allauth\n - Authentication app for Django that \"just works.\"\n\n\ndjango-oauth-toolkit\n - OAuth2 goodies for the Djangonauts.\n\n\ndjango-oauth2-provider\n - Providing OAuth2 access to Django app.\n\n\nFlask-OAuthlib\n - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.\n\n\nOAuthLib\n - A generic and thorough implementation of the OAuth request-signing logic.\n\n\npython-oauth2\n - A fully tested, abstract interface to creating OAuth clients and servers.\n\n\npython-social-auth\n - An easy-to-setup social authentication mechanism.\n\n\nrauth\n - A Python library for OAuth 1.0/a, 2.0, and Ofly.\n\n\nsanction\n - A dead simple OAuth2 client implementation.\n\n\n\n\n\n\nOthers\n\n\njose\n - JavaScript Object Signing and Encryption draft implementation.\n\n\nPyJWT\n - Implementation of the JSON Web Token draft 01.\n\n\npython-jws\n - Implementation of JSON Web Signatures draft 02.\n\n\npython-jwt\n - Module for generating and verifying JSON Web Tokens.\n\n\n\n\n\n\n\n\nTemplate Engine\n\n\nLibraries and tools for templating and lexing.\n\n\n\n\nJinja2\n - A modern and designer friendly templating language.\n\n\nGenshi\n - Python templating toolkit for generation of web-aware output.\n\n\nMako\n - Hyperfast and lightweight templating for the Python platform.\n\n\n\n\nQueue\n\n\nLibraries for working with event and task queues.\n\n\n\n\ncelery\n - An asynchronous task queue/job queue based on distributed message passing.\n\n\nhuey\n - Little multi-threaded task queue.\n\n\nmrq\n - Mr. Queue - A distributed worker task queue in Python using Redis \n gevent.\n\n\nrq\n - Simple job queues for Python.\n\n\nsimpleq\n - A simple, infinitely scalable, Amazon SQS based queue.\n\n\n\n\nSearch\n\n\nLibraries and software for indexing and performing search queries on data.\n\n\n\n\ndjango-haystack\n - Modular search for Django.\n\n\nelasticsearch-py\n - The official low-level Python client for \nElasticsearch\n.\n\n\nelasticsearch-dsl-py\n - The official high-level Python client for Elasticsearch.\n\n\nesengine\n - ElasticSearch ODM (Object Document Mapper) for Python.\n\n\nsolrpy\n - A Python client for \nsolr\n.\n\n\nWhoosh\n - A fast, pure Python search engine library.\n\n\n\n\nNews Feed\n\n\nLibraries for building user's activities.\n\n\n\n\ndjango-activity-stream\n - Generating generic activity streams from the actions on your site.\n\n\nStream-Framework\n - Building newsfeed and notification systems using Cassandra and Redis.\n\n\n\n\nAsset Management\n\n\nTools for managing, compressing and minifying website assets.\n\n\n\n\ndjango-compressor\n - Compresses linked and inline JavaScript or CSS into a single cached file.\n\n\ndjango-pipeline\n - An asset packaging library for Django.\n\n\ndjango-storages\n - A collection of custom storage back ends for Django.\n\n\nfanstatic\n - Packages, optimizes, and serves static file dependencies as Python packages.\n\n\nfileconveyor\n - A daemon to detect and sync files to CDNs, S3 and FTP.\n\n\nflask-assets\n - Helps you integrate webassets into your Flask app.\n\n\njinja-assets-compressor\n - A Jinja extension to compile and compress your assets.\n\n\nwebassets\n - Bundles, optimizes, and manages unique cache-busting URLs for static resources.\n\n\n\n\nCaching\n\n\nLibraries for caching data.\n\n\n\n\nBeaker\n - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications.\n\n\ndjango-cache-machine\n - Automatic caching and invalidation for Django models.\n\n\ndjango-cacheops\n - A slick ORM cache with automatic granular event-driven invalidation.\n\n\ndjango-viewlet\n - Render template parts with extended cache control.\n\n\ndogpile.cache\n - dogpile.cache is next generation replacement for Beaker made by same authors.\n\n\nHermesCache\n - Python caching library with tag-based invalidation and dogpile effect prevention.\n\n\njohnny-cache\n - A caching framework for django applications.\n\n\npylibmc\n - A Python wrapper around the \nlibmemcached\n interface.\n\n\nDiskCache\n - SQLite and file backed cache backend with faster lookups than memcached and redis.\n\n\n\n\nEmail\n\n\nLibraries for sending and parsing email.\n\n\n\n\nenvelopes\n - Mailing for human beings.\n\n\nflanker\n - A email address and Mime parsing library.\n\n\nimbox\n - Python IMAP for Humans.\n\n\ninbox.py\n - Python SMTP Server for Humans.\n\n\nlamson\n - Pythonic SMTP Application Server.\n\n\nMarrow Mailer\n - High-performance extensible mail delivery framework.\n\n\nmodoboa\n - A mail hosting and management platform including a modern and simplified Web UI.\n\n\nNylas Sync Engine\n - Providing a RESTful API on top of a powerful email sync platform.\n\n\nyagmail\n - Yet another Gmail/SMTP client.\n\n\n\n\nInternationalization\n\n\nLibraries for working with i18n.\n\n\n\n\nBabel\n - An internationalization library for Python.\n\n\nPyICU\n - A wrapper of International Components for Unicode C++ library (\nICU\n).\n\n\n\n\nURL Manipulation\n\n\nLibraries for parsing URLs.\n\n\n\n\nfurl\n - A small Python library that makes manipulating URLs simple.\n\n\npurl\n - A simple, immutable URL class with a clean API for interrogation and manipulation.\n\n\npyshorteners\n - A pure Python URL shortening lib.\n\n\nshort_url\n - Python implementation for generating Tiny URL and bit.ly-like URLs.\n\n\nwebargs\n - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.\n\n\n\n\nHTML Manipulation\n\n\nLibraries for working with HTML and XML.\n\n\n\n\nBeautifulSoup\n - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.\n\n\nbleach\n - A whitelist-based HTML sanitization and text linkification library.\n\n\ncssutils\n - A CSS library for Python.\n\n\nhtml5lib\n - A standards-compliant library for parsing and serializing HTML documents and fragments.\n\n\nlxml\n - A very fast, easy-to-use and versatile library for handling HTML and XML.\n\n\nMarkupSafe\n - Implements a XML/HTML/XHTML Markup safe string for Python.\n\n\npyquery\n - A jQuery-like library for parsing HTML.\n\n\nuntangle\n - Converts XML documents to Python objects for easy access.\n\n\nWeasyPrint\n - A visual rendering engine for HTML and CSS that can export to PDF.\n\n\nxmldataset\n - Simple XML Parsing.\n\n\nxmltodict\n - Working with XML feel like you are working with JSON.\n\n\n\n\nWeb Crawling\n\n\nLibraries for scraping websites.\n\n\n\n\nScrapy\n - A fast high-level screen scraping and web crawling framework.\n\n\ncola\n - A distributed crawling framework.\n\n\nDemiurge\n - PyQuery-based scraping micro-framework.\n\n\nfeedparser\n - Universal feed parser.\n\n\nGrab\n - Site scraping framework.\n\n\nMechanicalSoup\n - A Python library for automating interaction with websites.\n\n\nportia\n - Visual scraping for Scrapy.\n\n\npyspider\n - A powerful spider system.\n\n\nRoboBrowser\n - A simple, Pythonic library for browsing the web without a standalone web browser.\n\n\n\n\nWeb Content Extracting\n\n\nLibraries for extracting web contents.\n\n\n\n\nHaul\n - An Extensible Image Crawler.\n\n\nhtml2text\n - Convert HTML to Markdown-formatted text.\n\n\nlassie\n - Web Content Retrieval for Humans.\n\n\nmicawber\n - A small library for extracting rich content from URLs.\n\n\nnewspaper\n - News extraction, article extraction and content curation in Python.\n\n\nopengraph\n - A Python module to parse the Open Graph Protocol\n\n\npython-goose\n - HTML Content/Article Extractor.\n\n\npython-readability\n - Fast Python port of arc90's readability tool.\n\n\nsanitize\n - Bringing sanity to world of messed-up data.\n\n\nsumy\n - A module for automatic summarization of text documents and HTML pages.\n\n\ntextract\n - Extract text from any document, Word, PowerPoint, PDFs, etc.\n\n\n\n\nForms\n\n\nLibraries for working with forms.\n\n\n\n\nDeform\n - Python HTML form generation library influenced by the formish form generation library.\n\n\ndjango-bootstrap3\n - Bootstrap 3 integration with Django.\n\n\ndjango-crispy-forms\n - A Django app which lets you create beautiful forms in a very elegant and DRY way.\n\n\ndjango-remote-forms\n - A platform independent Django form serializer.\n\n\nWTForms\n - A flexible forms validation and rendering library.\n\n\n\n\nData Validation\n\n\nLibraries for validating data. Used for forms in many cases.\n\n\n\n\nSchematics\n - Data Structure Validation.\n\n\nschema\n - A library for validating Python data structures.\n\n\njsonschema\n - An implementation of \nJSON Schema\n for Python.\n\n\nCerberus\n - A lightweight and extensible data validation library.\n\n\ncolander\n - Validating and deserializing data obtained via XML, JSON, an HTML form post.\n\n\nvoluptuous\n - A Python data validation library.\n\n\nvalideer\n - Lightweight extensible data validation and adaptation library.\n\n\n\n\nAnti-spam\n\n\nLibraries for fighting spam.\n\n\n\n\ndjango-simple-captcha\n - A simple and highly customizable Django app to add captcha images to any Django form.\n\n\ndjango-simple-spam-blocker\n - Simple spam blocker for Django.\n\n\n\n\nTagging\n\n\nLibraries for tagging items.\n\n\n\n\ndjango-taggit\n - Simple tagging for Django.\n\n\n\n\nAdmin Panels\n\n\nLibraries for administrative interfaces.\n\n\n\n\nAjenti\n - The admin panel your servers deserve.\n\n\ndjango-suit\n - Alternative Django Admin-Interface (free only for Non-commercial use).\n\n\ndjango-xadmin\n - Drop-in replacement of Django admin comes with lots of goodies.\n\n\nflask-admin\n - Simple and extensible administrative interface framework for Flask.\n\n\nflower\n - Real-time monitor and web admin for Celery.\n\n\nGrappelli\n - A jazzy skin for the Django Admin-Interface.\n\n\nWooey\n - A Django app which creates automatic web UIs for Python scripts.\n\n\n\n\nStatic Site Generator\n\n\nStatic site generator is a software that takes some text + templates as input and produces HTML files on the output.\n\n\n\n\nPelican\n - Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL.\n\n\nCactus\n - Static site generator for designers.\n\n\nHyde\n - Jinja2-based static web site generator.\n\n\nNikola\n - A static website and blog generator.\n\n\nTinkerer\n - Tinkerer is a blogging engine/.static website generator powered by Sphinx.\n\n\nLektor\n - An easy to use static CMS and blog engine.\n\n\n\n\nProcesses\n\n\nLibraries for starting and communicating with OS processes.\n\n\n\n\nenvoy\n - Python \nsubprocess\n for Humans\u2122.\n\n\nsarge\n - Yet another wrapper for subprocess.\n\n\nsh\n - A full-fledged subprocess replacement for Python.\n\n\n\n\nConcurrency and Parallelism\n\n\nLibraries for concurrent and parallel execution.\n\n\n\n\nmultiprocessing\n - (Python standard library) Process-based \"threading\" interface.\n\n\nthreading\n - (Python standard library) Higher-level threading interface.\n\n\neventlet\n - Asynchronous framework with WSGI support.\n\n\ngevent\n - A coroutine-based Python networking library that uses \ngreenlet\n.\n\n\nTomorrow\n - Magic decorator syntax for asynchronous code.\n\n\nuvloop\n - Ultra fast implementation of asyncio event loop on top of libuv.\n\n\n\n\nNetworking\n\n\nLibraries for networking programming.\n\n\n\n\nasyncio\n - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.\n\n\nTwisted\n - An event-driven networking engine.\n\n\npulsar\n - Event-driven concurrent framework for Python.\n\n\ndiesel\n - Greenlet-based event I/O Framework for Python.\n\n\npyzmq\n - A Python wrapper for the ZeroMQ message library.\n\n\ntxZMQ\n - Twisted based wrapper for the ZeroMQ message library.\n\n\n\n\nWebSocket\n\n\nLibraries for working with WebSocket.\n\n\n\n\nAutobahnPython\n - WebSocket \n WAMP for Python on Twisted and \nasyncio\n.\n\n\nCrossbar\n - Open-source Unified Application Router (Websocket \n WAMP for Python on Autobahn).\n\n\ndjango-socketio\n - WebSockets for Django.\n\n\nWebSocket-for-Python\n - WebSocket client and server library for Python 2 and 3 as well as PyPy.\n\n\n\n\nWSGI Servers\n\n\nWSGI-compatible web servers.\n\n\n\n\ngunicorn\n - Pre-forked, partly written in C.\n\n\nuWSGI\n - A project aims at developing a full stack for building hosting services, written in C.\n\n\nbjoern\n - Asynchronous, very fast and written in C.\n\n\nfapws3\n - Asynchronous (network side only), written in C.\n\n\nmeinheld\n - Asynchronous, partly written in C.\n\n\nnetius\n - Asynchronous, very fast.\n\n\npaste\n - Multi-threaded, stable, tried and tested.\n\n\nrocket\n - Multi-threaded.\n\n\nwaitress\n - Multi-threaded, powers Pyramid.\n\n\nWerkzeug\n - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.\n\n\n\n\nRPC Servers\n\n\nRPC-compatible servers.\n\n\n\n\nSimpleJSONRPCServer\n - This library is an implementation of the JSON-RPC specification.\n\n\nSimpleXMLRPCServer\n - (Python standard library) Simple XML-RPC server implementation, single-threaded.\n\n\nzeroRPC\n - zerorpc is a flexible RPC implementation based on \nZeroMQ\n and \nMessagePack\n.\n\n\n\n\nCryptography\n\n\n\n\ncryptography\n - A package designed to expose cryptographic primitives and recipes to Python developers.\n\n\nhashids\n - Implementation of \nhashids\n in Python.\n\n\nParamiko\n - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.\n\n\nPasslib\n - Secure password storage/hashing library, very high level.\n\n\nPyCrypto\n - The Python Cryptography Toolkit.\n\n\nPyNacl\n - Python binding to the Networking and Cryptography (NaCl) library.\n\n\n\n\nGUI\n\n\nLibraries for working with graphical user interface applications.\n\n\n\n\ncurses\n - Built-in wrapper for \nncurses\n used to create terminal GUI applications.\n\n\nenaml\n - Creating beautiful user-interfaces with Declaratic Syntax like QML.\n\n\nkivy\n - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.\n\n\npyglet\n - A cross-platform windowing and multimedia library for Python.\n\n\nPyQt\n - Python bindings for the \nQt\n cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.\n\n\nPySide\n - Python bindings for the \nQt\n cross-platform application and UI framework, supporting the Qt v4 framework.\n\n\nTkinter\n - Tkinter is Python's de-facto standard GUI package.\n\n\nToga\n - A Python native, OS native GUI toolkit.\n\n\nurwid\n - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.\n\n\nwxPython\n - A blending of the wxWidgets C++ class library with the Python.\n\n\nPyGObject\n - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3)\n\n\nFlexx\n - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.\n\n\n\n\nGame Development\n\n\nAwesome game development libraries.\n\n\n\n\nCocos2d\n - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. It is based on pyglet.\n\n\nPanda3D\n - 3D game engine developed by Disney and maintained by Carnegie Mellon's Entertainment Technology Center. Written in C++, completely wrapped in Python.\n\n\nPygame\n - Pygame is a set of Python modules designed for writing games.\n\n\nPyOgre\n - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.\n\n\nPyOpenGL\n - Python ctypes bindings for OpenGL and it's related APIs.\n\n\nPySDL2\n - A ctypes based wrapper for the SDL2 library.\n\n\nRenPy\n - A Visual Novel engine.\n\n\n\n\nLogging\n\n\nLibraries for generating and working with logs.\n\n\n\n\nlogging\n - (Python standard library) Logging facility for Python.\n\n\nlogbook\n - Logging replacement for Python.\n\n\nEliot\n - Logging for complex \n distributed systems.\n\n\nRaven\n - The Python client for Sentry.\n\n\nSentry\n - A realtime logging and aggregation server.\n\n\n\n\nTesting\n\n\nLibraries for testing codebases and generating test data.\n\n\n\n\nTesting Frameworks\n\n\nunittest\n - (Python standard library) Unit testing framework.\n\n\nnose\n - A nicer \nunittest\n for Python.\n\n\npytest\n - A mature full-featured Python testing tool.\n\n\nhypothesis\n - Hypothesis is an advanced Quickcheck style property based testing library.\n\n\nmamba\n - The definitive testing tool for Python. Born under the banner of BDD.\n\n\nRobot Framework\n - A generic test automation framework.\n\n\n\n\n\n\nTest Runners\n\n\ntox\n - Auto builds and tests distributions in multiple Python versions\n\n\ngreen\n - A clean, colorful test runner.\n\n\n\n\n\n\nGUI / Web Testing\n\n\nSelenium\n - Python bindings for \nSelenium\n WebDriver.\n\n\nlocust\n - Scalable user load testing tool written in Python.\n\n\nsixpack\n - A language-agnostic A/B Testing framework.\n\n\nsplinter\n - Open source tool for testing web applications.\n\n\nPyAutoGUI\n - PyAutoGUI is a cross-platform GUI automation Python module for human beings.\n\n\n\n\n\n\nMock\n\n\nmock\n - (Python standard library) A mocking and patching library.\n\n\ndoublex\n - Powerful test doubles framework for Python.\n\n\nfreezegun\n - Travel through time by mocking the datetime module.\n\n\nhttmock\n - A mocking library for requests for Python 2.6+ and 3.2+.\n\n\nhttpretty\n - HTTP request mock tool for Python.\n\n\nresponses\n - A utility library for mocking out the requests Python library.\n\n\nVCR.py\n - Record and replay HTTP interactions on your tests.\n\n\n\n\n\n\nObject Factories\n\n\nfactory_boy\n - A test fixtures replacement for Python.\n\n\nmixer\n - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.\n\n\nmodel_mommy\n - Creating random fixtures for testing in Django.\n\n\n\n\n\n\nCode Coverage\n\n\ncoverage\n - Code coverage measurement.\n\n\n\n\n\n\nFake Data\n\n\nchurch\n - is a Python library that help you generate fake data.\n\n\nfaker\n - A Python package that generates fake data.\n\n\nfake2db\n - Fake database generator.\n\n\nradar\n - Generate random datetime / time.\n\n\n\n\n\n\nError Handler\n\n\nFuckIt.py\n - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.\n\n\n\n\n\n\n\n\nCode Analysis and Linter\n\n\nLibraries and tools for analysing, parsing and manipulation codebases.\n\n\n\n\nCode Analysis\n\n\ncode2flow\n - Turn your Python and JavaScript code into DOT flowcharts.\n\n\npycallgraph\n - A library that visualises the flow (call graph) of your Python application.\n\n\npysonar2\n - A type inferencer and indexer for Python.\n\n\ncoala\n - Language independent and easily extendable code analysis application.\n\n\n\n\n\n\nLinter\n\n\nFlake8\n - The modular source code checker: pep8, pyflakes and co.\n\n\nPylint\n - A Fully customizable source code analyzer.\n\n\npylama\n - Code audit tool for Python and JavaScript.\n\n\n\n\n\n\n\n\nDebugging Tools\n\n\nLibraries for debugging code.\n\n\n\n\nDebugger\n\n\nipdb\n - IPython-enabled \npdb\n.\n\n\npudb\n - A full-screen, console-based Python debugger.\n\n\npyringe\n - Debugger capable of attaching to and injecting code into Python processes.\n\n\nwdb\n - An improbable web debugger through WebSockets.\n\n\nwinpdb\n - A Python Debugger with GUI, capable of remote debugging based on \nrpdb2\n.\n\n\ndjango-debug-toolbar\n - Display various debug information for Django.\n\n\ndjango-devserver\n - A drop-in replacement for Django's runserver.\n\n\nflask-debugtoolbar\n - A port of the django-debug-toolbar to flask.\n\n\n\n\n\n\nProfiler\n\n\nline_profiler\n - Line-by-line profiling.\n\n\nmemory_profiler\n - Monitor Memory usage of Python code.\n\n\nprofiling\n - An interactive Python profiler.\n\n\n\n\n\n\nOthers\n\n\npyelftools\n - Parsing and analyzing ELF files and DWARF debugging information.\n\n\npython-statsd\n - Python Client for the \nstatsd\n server.\n\n\n\n\n\n\n\n\nScience\n\n\nLibraries for scientific computing.\n\n\n\n\nastropy\n - A community Python library for Astronomy.\n\n\nbcbio-nextgen\n - Providing best-practice pipelines for fully automated high throughput sequencing analysis.\n\n\nbccb\n - Collection of useful code related to biological analysis.\n\n\nBiopython\n - Biopython is a set of freely available tools for biological computation.\n\n\ncclib\n - A library for parsing and interpreting the results of computational chemistry packages.\n\n\nNetworkX\n - A high-productivity software for complex networks.\n\n\nNIPY\n - A collection of neuroimaging toolkits.\n\n\nNumPy\n - A fundamental package for scientific computing with Python.\n\n\nOpen Babel\n - A chemical toolbox designed to speak the many languages of chemical data.\n\n\nPyDy\n - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.\n\n\nPyMC\n - Markov Chain Monte Carlo sampling toolkit.\n\n\nRDKit\n - Cheminformatics and Machine Learning Software.\n\n\nSciPy\n - A Python-based ecosystem of open-source software for mathematics, science, and engineering.\n\n\nstatsmodels\n - Statistical modeling and econometrics in Python.\n\n\nSymPy\n - A Python library for symbolic mathematics.\n\n\nZipline\n - A Pythonic algorithmic trading library.\n\n\n\n\nData Analysis\n\n\nLibraries for data analyzing.\n\n\n\n\nBlaze\n - NumPy and Pandas interface to Big Data.\n\n\nOpen Mining\n - Business Intelligence (BI) in Pandas interface.\n\n\nOrange\n - Data mining, data visualization, analysis and machine learning through visual programming or scripts.\n\n\nPandas\n - A library providing high-performance, easy-to-use data structures and data analysis tools.\n\n\n\n\nData Visualization\n\n\nLibraries for visualizing data. See: \nawesome-javascript\n.\n\n\n\n\nAltair\n - Declarative statistical visualization library for Python.\n\n\nBokeh\n - Interactive Web Plotting for Python.\n\n\nggplot\n - Same API as ggplot2 for R.\n\n\nMatplotlib\n - A Python 2D plotting library.\n\n\nPygal\n - A Python SVG Charts Creator.\n\n\nPyGraphviz\n - Python interface to \nGraphviz\n.\n\n\nPyQtGraph\n - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.\n\n\nSeaborn\n - Statistical data visualization using Matplotlib.\n\n\nVisPy\n - High-performance scientific visualization based on OpenGL.\n\n\n\n\nMachine Learning\n\n\nLibraries for Machine Learning. See: \nawesome-machine-learning\n.\n\n\n\n\ngensim\n - Topic Modelling for Humans.\n\n\nMLlib\n - \nApache Spark\n's scalable Machine Learning library.\n\n\nNuPIC\n - Numenta Platform for Intelligent Computing.\n\n\npattern\n - Web mining module for Python.\n\n\nPylearn2\n - A Machine Learning library based on \nTheano\n.\n\n\nscikit-learn\n - The most popular Python library for Machine Learning.\n\n\nvowpal_porpoise\n - A lightweight Python wrapper for \nVowpal Wabbit\n.\n\n\n\n\nDeep Learning\n\n\nFrameworks for Neural Networks and Deep Learning. See: \nawesome-deep-learning\n.\n\n\n\n\nCaffe\n - A fast open framework for deep learning..\n\n\nKeras\n - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.\n\n\nNeupy\n - Running and testing different Artificial Neural Networks algorithms.\n\n\nTensorFlow\n - The most popular Deep Learning framework created by Google.\n\n\nTheano\n - A library for fast numerical computation.\n\n\n\n\nComputer Vision\n\n\nLibraries for computer vision.\n\n\n\n\nOpenCV\n - Open Source Computer Vision Library.\n\n\nSimpleCV\n - An open source framework for building computer vision applications.\n\n\n\n\nMapReduce\n\n\nFrameworks and libraries for MapReduce.\n\n\n\n\ndpark\n - Python clone of Spark, a MapReduce alike framework in Python.\n\n\ndumbo\n - Python module that allows one to easily write and run Hadoop programs.\n\n\nluigi\n - A module that helps you build complex pipelines of batch jobs.\n\n\nmrjob\n - Run MapReduce jobs on Hadoop or Amazon Web Services.\n\n\nPySpark\n - The Spark Python API.\n\n\nstreamparse\n - Run Python code against real-time streams of data. Integrates with \nApache Storm\n.\n\n\n\n\nFunctional Programming\n\n\nFunctional Programming with Python.\n\n\n\n\nCyToolz\n - Cython implementation of Toolz: High performance functional utilities.\n\n\nfn.py\n - Functional programming in Python: implementation of missing features to enjoy FP.\n\n\nfuncy\n - A fancy and practical functional tools.\n\n\nToolz\n - A collection of functional utilities for iterators, functions, and dictionaries.\n\n\n\n\nThird-party APIs\n\n\nLibraries for accessing third party services APIs. See: \nList of Python API Wrappers and Libraries\n.\n\n\n\n\napache-libcloud\n - One Python library for all clouds.\n\n\nboto\n - Python interface to Amazon Web Services.\n\n\ndjango-wordpress\n - WordPress models and views for Django.\n\n\nfacebook-sdk\n - Facebook Platform Python SDK.\n\n\nfacepy\n - Facepy makes it really easy to interact with Facebook's Graph API\n\n\ngmail\n - A Pythonic interface for Gmail.\n\n\ngoogle-api-python-client\n - Google APIs Client Library for Python.\n\n\ngspread\n - Google Spreadsheets Python API.\n\n\ntwython\n - A Python wrapper for the Twitter API.\n\n\n\n\nDevOps Tools\n\n\nSoftware and libraries for DevOps.\n\n\n\n\nAnsible\n - A radically simple IT automation platform.\n\n\nSaltStack\n - Infrastructure automation and management system.\n\n\nOpenStack\n - Open source software for building private and public clouds.\n\n\nDocker Compose\n - Fast, isolated development environments using \nDocker\n.\n\n\nCloud-Init\n - A multi-distribution package that handles early initialization of a cloud instance.\n\n\ncuisine\n - Chef-like functionality for Fabric.\n\n\nFabric\n - A simple, Pythonic tool for remote execution and deployment.\n\n\nFabtools\n - Tools for writing awesome Fabric files.\n\n\nhoncho\n - A Python clone of \nForeman\n, for managing Procfile-based applications.\n\n\npexpect\n - Controlling interactive programs in a pseudo-terminal like GNU expect.\n\n\npsutil\n - A cross-platform process and system utilities module.\n\n\nsupervisor\n - Supervisor process control system for UNIX.\n\n\n\n\nChatOps Tools\n\n\nLibraries for chatbot development.\n\n\n\n\nErrbot\n - The easiest and most popular chatbot to implement ChatOps.\n\n\n\n\nJob Scheduler\n\n\nLibraries for scheduling jobs.\n\n\n\n\nAPScheduler\n - A light but powerful in-process task scheduler that lets you schedule functions.\n\n\ndjango-schedule\n - A calendaring app for Django.\n\n\ndoit\n - A task runner and build tool.\n\n\ngunnery\n - Multipurpose task execution tool for distributed systems with web-based interface.\n\n\nJoblib\n - A set of tools to provide lightweight pipelining in Python.\n\n\nPlan\n - Writing crontab file in Python like a charm.\n\n\nschedule\n - Python job scheduling for humans.\n\n\nSpiff\n - A powerful workflow engine implemented in pure Python.\n\n\nTaskFlow\n - A Python library that helps to make task execution easy, consistent and reliable.\n\n\n\n\nForeign Function Interface\n\n\nLibraries for providing foreign function interface.\n\n\n\n\ncffi\n - Foreign Function Interface for Python calling C code.\n\n\nctypes\n - (Python standard library) Foreign Function Interface for Python calling C code.\n\n\nPyCUDA\n - A Python wrapper for Nvidia's CUDA API.\n\n\nSWIG\n - Simplified Wrapper and Interface Generator.\n\n\n\n\nHigh Performance\n\n\nLibraries for making Python faster.\n\n\n\n\nCython\n - Optimizing Static Compiler for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains.\n\n\nNumba\n - Python JIT complier to LLVM aimed at scientific Python.\n\n\nPeachPy\n - x86-64 assembler embedded in Python. Can be used as inline assembler for Python or as a stand-alone assembler for Windows, Linux, OS X, Native Client and Go.\n\n\nPyPy\n - An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information.\n\n\nPyston\n - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.\n\n\nStackless Python\n - An enhanced version of the Python.\n\n\n\n\nMicrosoft Windows\n\n\nPython programming on Microsoft Windows.\n\n\n\n\nPython(x,y)\n - Scientific-applications-oriented Python Distribution based on Qt and Spyder.\n\n\npythonlibs\n - Unofficial Windows binaries for Python extension packages.\n\n\nPythonNet\n - Python Integration with the .NET Common Language Runtime (CLR).\n\n\nPyWin32\n - Python Extensions for Windows.\n\n\nWinPython\n - Portable development environment for Windows 7/8.\n\n\n\n\nNetwork Virtualization and SDN\n\n\nTools and libraries for Virtual Networking and SDN (Software Defined Networking).\n\n\n\n\nMininet\n - A popular network emulator and API written in Python.\n\n\nPOX\n - An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers.\n\n\nPyretic\n - A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators.\n\n\nSDX Platform\n - SDN based IXP implementation that leverages Mininet, POX and Pyretic.\n\n\n\n\nHardware\n\n\nLibraries for programming with hardware.\n\n\n\n\nino\n - Command line toolkit for working with \nArduino\n.\n\n\nPyro\n - Python Robotics.\n\n\nPyUserInput\n - A module for cross-platform control of the mouse and keyboard.\n\n\nscapy\n - A brilliant packet manipulation library.\n\n\nwifi\n - A Python library and command line tool for working with WiFi on Linux.\n\n\nPingo\n - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.\n\n\n\n\nCompatibility\n\n\nLibraries for migrating from Python 2 to 3.\n\n\n\n\nPython-Future\n - The missing compatibility layer between Python 2 and Python 3.\n\n\nPython-Modernize\n - Modernizes Python code for eventual Python 3 migration.\n\n\nSix\n - Python 2 and 3 compatibility utilities.\n\n\n\n\nMiscellaneous\n\n\nUseful libraries or tools that don't fit in the categories above.\n\n\n\n\nblinker\n - A fast Python in-process signal/event dispatching system.\n\n\nitsdangerous\n - Various helpers to pass trusted data to untrusted environments.\n\n\npluginbase\n - A simple but flexible plugin system for Python.\n\n\nPychievements\n - A framework for creating and tracking achievements.\n\n\nTryton\n - A general purpose business framework.\n\n\n\n\nAlgorithms and Design Patterns\n\n\nPython implementation of algorithms and design patterns.\n\n\n\n\nalgorithms\n - A module of algorithms for Python.\n\n\npython-patterns\n - A collection of design patterns in Python.\n\n\nsortedcontainers\n - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types.\n\n\n\n\nEditor Plugins\n\n\nPlugins for editors and IDEs.\n\n\n\n\nEmacs\n\n\nElpy\n - Emacs Python Development Environment.\n\n\n\n\n\n\nSublime Text\n\n\nSublimeJEDI\n - A Sublime Text plugin to the awesome auto-complete library Jedi.\n\n\nAnaconda\n - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.\n\n\n\n\n\n\nVim\n\n\nYouCompleteMe\n - Includes \nJedi\n-based completion engine for Python.\n\n\nJedi-vim\n - Vim bindings for the Jedi auto-completion library for Python.\n\n\nPython-mode\n - An all in one plugin for turning Vim into a Python IDE.\n\n\n\n\n\n\nVisual Studio\n\n\nPTVS\n - Python Tools for Visual Studio.\n\n\n\n\n\n\n\n\nIDEs\n\n\nPopular Python IDEs.\n\n\n\n\nPyCharm\n - Commercial Python IDE by JetBrains. Has free community edition available.\n\n\nLiClipse\n - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.\n\n\nSpyder\n - Open Source Python IDE.\n\n\n\n\nServices\n\n\nOnline tools and APIs to simplify development.\n\n\nContinuous Integration\n\n\nSee: \nawesome-CIandCD\n.\n\n\n\n\nTravis CI\n - A popular CI service for your open source and \nprivate\n projects. (GitHub only)\n\n\nCircleCI\n - A CI service that can run very fast parallel testing. (GitHub only)\n\n\nVexor CI\n - A continuous integration tool for private apps with pay-per-minute billing model.\n\n\nWercker\n - A Docker-based platform for building and deploying applications and microservices.\n\n\n\n\nCode Quality\n\n\n\n\nCodecov\n - Code coverage dashboard.\n\n\nCodacy\n - Automated Code Review to ship better code, faster. Free for Open Source.\n\n\nLandscape\n - Hosted continuous Python code metrics.\n\n\nQuantifiedCode\n - A data-driven, automated, continuous code review tool.\n\n\n\n\nResources\n\n\nWhere to discover new Python libraries.\n\n\nWebsites\n\n\n\n\nr/Python\n\n\n/r/CoolGithubProjects\n\n\nDjango Packages\n\n\nFull Stack Python\n\n\nPython 3 Wall of Superpowers\n\n\nPython Hackers\n\n\nPython ZEEF\n\n\nTrending Python repositories on GitHub today\n\n\nPyPI Ranking\n\n\nAwesome Python @LibHunt\n\n\n\n\nWeekly\n\n\n\n\nCodeTengu Weekly\n\n\nImport Python Newsletter\n\n\nPycoder's Weekly\n\n\nPython Weekly\n\n\n\n\nTwitter\n\n\n\n\n@codetengu\n\n\n@getpy\n\n\n@importpython\n\n\n@planetpython\n\n\n@pycoders\n\n\n@pypi\n\n\n@pythontrending\n\n\n@PythonWeekly\n\n\n\n\nPodcasts\n\n\n\n\nPodcast.init\n\n\nTalk Python To Me\n\n\n\n\nOther Awesome Lists\n\n\nList of lists.\n\n\n\n\nPython\n\n\npycrumbs\n\n\npython-github-projects\n\n\npython_reference\n\n\npythonidae\n\n\n\n\n\n\nMonty\n\n\nawesome\n\n\nlists\n\n\n\n\n\n\n\n\nContributing\n\n\nYour contributions are always welcome! Please take a look at the \ncontribution guidelines\n first.\n\n\nI will keep some pull requests open if I'm not sure whether those libraries are awesome, you could \nvote for them\n by adding :+1: to them. Pull requests will be merged when their votes reach \n20\n.", 
+            "text": "Awesome Python \n\n\nA curated list of awesome Python frameworks, libraries, software and resources.\n\n\nInspired by \nawesome-php\n.\n\n\n\n\nAwesome Python\n\n\nAdmin Panels\n\n\nAlgorithms and Design Patterns\n\n\nAnti-spam\n\n\nAsset Management\n\n\nAudio\n\n\nAuthentication\n\n\nBuild Tools\n\n\nCaching\n\n\nChatOps Tools\n\n\nCMS\n\n\nCode Analysis and Linter\n\n\nCommand-line Tools\n\n\nCompatibility\n\n\nComputer Vision\n\n\nConcurrency and Parallelism\n\n\nConfiguration\n\n\nCryptography\n\n\nData Analysis\n\n\nData Validation\n\n\nData Visualization\n\n\nDatabase Drivers\n\n\nDatabase\n\n\nDate and Time\n\n\nDebugging Tools\n\n\nDeep Learning\n\n\nDevOps Tools\n\n\nDistribution\n\n\nDocumentation\n\n\nDownloader\n\n\nE-commerce\n\n\nEditor Plugins and IDEs\n\n\nEmail\n\n\nEnvironment Management\n\n\nFiles\n\n\nForeign Function Interface\n\n\nForms\n\n\nFunctional Programming\n\n\nGame Development\n\n\nGeolocation\n\n\nGUI\n\n\nHardware\n\n\nHigh Performance\n\n\nHTML Manipulation\n\n\nHTTP\n\n\nImagery\n\n\nInteractive Interpreter\n\n\nInternationalization\n\n\nJob Scheduler\n\n\nLogging\n\n\nMachine Learning\n\n\nMapReduce\n\n\nMiscellaneous\n\n\nNatural Language Processing\n\n\nNetwork Virtualization\n\n\nNetworking\n\n\nNews Feed\n\n\nORM\n\n\nPackage Management\n\n\nPackage Repositories\n\n\nPermissions\n\n\nProcesses\n\n\nQueue\n\n\nRESTful API\n\n\nRPC Servers\n\n\nScience\n\n\nSearch\n\n\nSerialization\n\n\nServerless Frameworks\n\n\nSpecific Formats Processing\n\n\nStatic Site Generator\n\n\nTagging\n\n\nTemplate Engine\n\n\nTesting\n\n\nText Processing\n\n\nThird-party APIs\n\n\nURL Manipulation\n\n\nVideo\n\n\nWeb Content Extracting\n\n\nWeb Crawling\n\n\nWeb Frameworks\n\n\nWebSocket\n\n\nWSGI Servers\n\n\n\n\n\n\nServices\n\n\nCode Quality\n\n\nContinuous Integration\n\n\n\n\n\n\nResources\n\n\nPodcasts\n\n\nTwitter\n\n\nWebsites\n\n\nWeekly\n\n\n\n\n\n\nOther Awesome Lists\n\n\nContributing\n\n\n\n\n\n\nAdmin Panels\n\n\nLibraries for administrative interfaces.\n\n\n\n\nAjenti\n - The admin panel your servers deserve.\n\n\ndjango-suit\n - Alternative Django Admin-Interface (free only for Non-commercial use).\n\n\ndjango-xadmin\n - Drop-in replacement of Django admin comes with lots of goodies.\n\n\nflask-admin\n - Simple and extensible administrative interface framework for Flask.\n\n\nflower\n - Real-time monitor and web admin for Celery.\n\n\nGrappelli\n - A jazzy skin for the Django Admin-Interface.\n\n\nWooey\n - A Django app which creates automatic web UIs for Python scripts.\n\n\n\n\nAlgorithms and Design Patterns\n\n\nPython implementation of algorithms and design patterns.\n\n\n\n\nalgorithms\n - A module of algorithms for Python.\n\n\npython-patterns\n - A collection of design patterns in Python.\n\n\nsortedcontainers\n - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types.\n\n\n\n\nAnti-spam\n\n\nLibraries for fighting spam.\n\n\n\n\ndjango-simple-captcha\n - A simple and highly customizable Django app to add captcha images to any Django form.\n\n\ndjango-simple-spam-blocker\n - Simple spam blocker for Django.\n\n\n\n\nAsset Management\n\n\nTools for managing, compressing and minifying website assets.\n\n\n\n\ndjango-compressor\n - Compresses linked and inline JavaScript or CSS into a single cached file.\n\n\ndjango-pipeline\n - An asset packaging library for Django.\n\n\ndjango-storages\n - A collection of custom storage back ends for Django.\n\n\nfanstatic\n - Packages, optimizes, and serves static file dependencies as Python packages.\n\n\nfileconveyor\n - A daemon to detect and sync files to CDNs, S3 and FTP.\n\n\nflask-assets\n - Helps you integrate webassets into your Flask app.\n\n\njinja-assets-compressor\n - A Jinja extension to compile and compress your assets.\n\n\nwebassets\n - Bundles, optimizes, and manages unique cache-busting URLs for static resources.\n\n\n\n\nAudio\n\n\nLibraries for manipulating audio.\n\n\n\n\naudiolazy\n - Expressive Digital Signal Processing (DSP) package for Python.\n\n\naudioread\n - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.\n\n\nbeets\n - A music library manager and \nMusicBrainz\n tagger.\n\n\ndejavu\n - Audio fingerprinting and recognition.\n\n\ndjango-elastic-transcoder\n - Django + \nAmazon Elastic Transcoder\n.\n\n\neyeD3\n - A tool for working with audio files, specifically MP3 files containing ID3 metadata.\n\n\nid3reader\n - A Python module for reading MP3 meta data.\n\n\nm3u8\n - A module for parsing m3u8 file.\n\n\nmingus\n - An advanced music theory and notation package with MIDI file and playback support.\n\n\nmutagen\n - A Python module to handle audio metadata.\n\n\npydub\n - Manipulate audio with a simple and easy high level interface.\n\n\npyechonest\n - Python client for the \nEcho Nest\n API.\n\n\ntalkbox\n - A Python library for speech/signal processing.\n\n\nTimeSide\n - Open web audio processing framework.\n\n\ntinytag\n - A library for reading music meta data of MP3, OGG, FLAC and Wave files.\n\n\n\n\nAuthentication\n\n\nLibraries for implementing authentications schemes.\n\n\n\n\nOAuth\n\n\nAuthomatic\n - Simple but powerful framework agnostic authentication/authorization client.\n\n\ndjango-allauth\n - Authentication app for Django that \"just works.\"\n\n\ndjango-oauth-toolkit\n - OAuth2 goodies for the Djangonauts.\n\n\ndjango-oauth2-provider\n - Providing OAuth2 access to Django app.\n\n\nFlask-OAuthlib\n - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.\n\n\nOAuthLib\n - A generic and thorough implementation of the OAuth request-signing logic.\n\n\npython-oauth2\n - A fully tested, abstract interface to creating OAuth clients and servers.\n\n\npython-social-auth\n - An easy-to-setup social authentication mechanism.\n\n\nrauth\n - A Python library for OAuth 1.0/a, 2.0, and Ofly.\n\n\nsanction\n - A dead simple OAuth2 client implementation.\n\n\n\n\n\n\nOthers\n\n\njose\n - JavaScript Object Signing and Encryption draft implementation.\n\n\nPyJWT\n - Implementation of the JSON Web Token draft 01.\n\n\npython-jws\n - Implementation of JSON Web Signatures draft 02.\n\n\npython-jwt\n - Module for generating and verifying JSON Web Tokens.\n\n\n\n\n\n\n\n\nBuild Tools\n\n\nCompile software from source code.\n\n\n\n\nBitBake\n - A make-like build tool for embedded Linux.\n\n\nbuildout\n - A build system for creating, assembling and deploying applications from multiple parts.\n\n\nPlatformIO\n - A console tool to build code with different development platforms.\n\n\nPyBuilder\n - A continuous build tool written in pure Python.\n\n\nSCons\n - A software construction tool.\n\n\n\n\nCMS\n\n\nContent Management Systems.\n\n\n\n\ndjango-cms\n - An Open source enterprise CMS based on the Django.\n\n\ndjedi-cms\n - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind.\n\n\nFeinCMS\n - One of the most advanced Content Management Systems built on Django.\n\n\nKotti\n - A high-level, Pythonic web application framework built on Pyramid.\n\n\nMezzanine\n - A powerful, consistent, and flexible content management platform.\n\n\nOpps\n - A Django-based CMS for magazines, newspapers websites and portals with high-traffic.\n\n\nPlone\n - A CMS built on top of the open source application server Zope.\n\n\nQuokka\n - Flexible, extensible, small CMS powered by Flask and MongoDB.\n\n\nWagtail\n - A Django content management system.\n\n\nWidgy\n - Last CMS framework, based on Django.\n\n\n\n\nCaching\n\n\nLibraries for caching data.\n\n\n\n\nBeaker\n - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications.\n\n\nDiskCache\n - SQLite and file backed cache backend with faster lookups than memcached and redis.\n\n\ndjango-cache-machine\n - Automatic caching and invalidation for Django models.\n\n\ndjango-cacheops\n - A slick ORM cache with automatic granular event-driven invalidation.\n\n\ndjango-viewlet\n - Render template parts with extended cache control.\n\n\ndogpile.cache\n - dogpile.cache is next generation replacement for Beaker made by same authors.\n\n\nHermesCache\n - Python caching library with tag-based invalidation and dogpile effect prevention.\n\n\njohnny-cache\n - A caching framework for django applications.\n\n\npylibmc\n - A Python wrapper around the \nlibmemcached\n interface.\n\n\n\n\nChatOps Tools\n\n\nLibraries for chatbot development.\n\n\n\n\nErrbot\n - The easiest and most popular chatbot to implement ChatOps.\n\n\n\n\nCode Analysis and Linter\n\n\nLibraries and tools for analysing, parsing and manipulation codebases.\n\n\n\n\nCode Analysis\n\n\ncoala\n - Language independent and easily extendable code analysis application.\n\n\ncode2flow\n - Turn your Python and JavaScript code into DOT flowcharts.\n\n\npycallgraph\n - A library that visualises the flow (call graph) of your Python application.\n\n\npysonar2\n - A type inferencer and indexer for Python.\n\n\n\n\n\n\nLinter\n\n\nFlake8\n - The modular source code checker: pep8, pyflakes and co.\n\n\npylama\n - Code audit tool for Python and JavaScript.\n\n\nPylint\n - A Fully customizable source code analyzer.\n\n\n\n\n\n\n\n\nCommand-line Tools\n\n\nLibraries for building command-line application.\n\n\n\n\nCommand-line Application Development\n\n\nasciimatics\n - Cross-platform, full-screen terminal package (i.e.  mouse/keyboard input and coloured, positioned text output) complete with high-level API for complex animations and special effects.\n\n\ncement\n - CLI Application Framework for Python.\n\n\nclick\n - A package for creating beautiful command line interfaces in a composable way.\n\n\ncliff\n - A framework for creating command-line programs with multi-level commands.\n\n\nclint\n - Python Command-line Application Tools.\n\n\ncolorama\n - Cross-platform colored terminal text.\n\n\ndocopt\n - Pythonic command line arguments parser.\n\n\nGooey\n - Turn command line programs into a full GUI application with one line\n\n\npython-prompt-toolkit\n - A Library for building powerful interactive command lines.\n\n\n\n\n\n\nProductivity Tools\n\n\naws-cli\n - A universal command-line interface for Amazon Web Services.\n\n\nbashplotlib\n - Making basic plots in the terminal.\n\n\ncaniusepython3\n - Determine what projects are blocking you from porting to Python 3.\n\n\ncookiecutter\n - A command-line utility that creates projects from cookiecutters (project templates).\n\n\ndoitlive\n - A tool for live presentations in the terminal.\n\n\nhowdoi\n - Instant coding answers via the command line.\n\n\nhttpie\n - A command line HTTP client, a user-friendly cURL replacement.\n\n\nmycli\n - A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting.\n\n\nPathPicker\n - Select files out of bash output.\n\n\npercol\n - Adds flavor of interactive selection to the traditional pipe concept on UNIX.\n\n\npgcli\n - Postgres CLI with autocompletion and syntax highlighting.\n\n\nSAWS\n - A Supercharged AWS CLI.\n\n\nthefuck\n - Correcting your previous console command.\n\n\ntry\n - A dead simple CLI to try out python packages - It's never been easier.\n\n\n\n\n\n\n\n\nCompatibility\n\n\nLibraries for migrating from Python 2 to 3.\n\n\n\n\nPython-Future\n - The missing compatibility layer between Python 2 and Python 3.\n\n\nPython-Modernize\n - Modernizes Python code for eventual Python 3 migration.\n\n\nSix\n - Python 2 and 3 compatibility utilities.\n\n\n\n\nComputer Vision\n\n\nLibraries for computer vision.\n\n\n\n\nOpenCV\n - Open Source Computer Vision Library.\n\n\npyocr\n - A wrapper for Tesseract and Cuneiform.\n\n\npytesseract\n - Another wrapper for \nGoogle Tesseract OCR\n.\n\n\nSimpleCV\n - An open source framework for building computer vision applications.\n\n\n\n\nConcurrency and Parallelism\n\n\nLibraries for concurrent and parallel execution.\n\n\n\n\neventlet\n - Asynchronous framework with WSGI support.\n\n\ngevent\n - A coroutine-based Python networking library that uses \ngreenlet\n.\n\n\nmultiprocessing\n - (Python standard library) Process-based \"threading\" interface.\n\n\nthreading\n - (Python standard library) Higher-level threading interface.\n\n\nTomorrow\n - Magic decorator syntax for asynchronous code.\n\n\nuvloop\n - Ultra fast implementation of asyncio event loop on top of libuv.\n\n\n\n\nConfiguration\n\n\nLibraries for storing and parsing configuration options.\n\n\n\n\nconfig\n - Hierarchical config from the author of \nlogging\n.\n\n\nConfigObj\n - INI file parser with validation.\n\n\nConfigParser\n - (Python standard library) INI file parser.\n\n\nprofig\n - Config from multiple formats with value conversion.\n\n\npython-decouple\n - Strict separation of settings from code.\n\n\n\n\nCryptography\n\n\n\n\ncryptography\n - A package designed to expose cryptographic primitives and recipes to Python developers.\n\n\nhashids\n - Implementation of \nhashids\n in Python.\n\n\nParamiko\n - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.\n\n\nPasslib\n - Secure password storage/hashing library, very high level.\n\n\nPyCrypto\n - The Python Cryptography Toolkit.\n\n\nPyNacl\n - Python binding to the Networking and Cryptography (NaCl) library.\n\n\n\n\nData Analysis\n\n\nLibraries for data analyzing.\n\n\n\n\nBlaze\n - NumPy and Pandas interface to Big Data.\n\n\nOpen Mining\n - Business Intelligence (BI) in Pandas interface.\n\n\nOrange\n - Data mining, data visualization, analysis and machine learning through visual programming or scripts.\n\n\nPandas\n - A library providing high-performance, easy-to-use data structures and data analysis tools.\n\n\n\n\nData Validation\n\n\nLibraries for validating data. Used for forms in many cases.\n\n\n\n\nCerberus\n - A lightweight and extensible data validation library.\n\n\ncolander\n - Validating and deserializing data obtained via XML, JSON, an HTML form post.\n\n\njsonschema\n - An implementation of \nJSON Schema\n for Python.\n\n\nschema\n - A library for validating Python data structures.\n\n\nSchematics\n - Data Structure Validation.\n\n\nvalideer\n - Lightweight extensible data validation and adaptation library.\n\n\nvoluptuous\n - A Python data validation library.\n\n\n\n\nData Visualization\n\n\nLibraries for visualizing data. See: \nawesome-javascript\n.\n\n\n\n\nAltair\n - Declarative statistical visualization library for Python.\n\n\nBokeh\n - Interactive Web Plotting for Python.\n\n\nggplot\n - Same API as ggplot2 for R.\n\n\nMatplotlib\n - A Python 2D plotting library.\n\n\nPygal\n - A Python SVG Charts Creator.\n\n\nPyGraphviz\n - Python interface to \nGraphviz\n.\n\n\nPyQtGraph\n - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.\n\n\nSeaborn\n - Statistical data visualization using Matplotlib.\n\n\nVisPy\n - High-performance scientific visualization based on OpenGL.\n\n\n\n\nDatabase\n\n\nDatabases implemented in Python.\n\n\n\n\npickleDB\n - A simple and lightweight key-value store for Python.\n\n\nPipelineDB\n - The Streaming SQL Database.\n\n\nTinyDB\n - A tiny, document-oriented database.\n\n\nZODB\n - A native object database for Python. A key-value and object graph database.\n\n\n\n\nDatabase Drivers\n\n\nLibraries for connecting and operating databases.\n\n\n\n\nMySQL - \nawesome-mysql\n\n\nmysql-python\n - The MySQL database connector for Python.\n\n\nmysqlclient\n - mysql-python fork supporting Python 3.\n\n\noursql\n - A better MySQL connector with support for native prepared statements and BLOBs.\n\n\nPyMySQL\n - Pure Python MySQL driver compatible to mysql-python.\n\n\n\n\n\n\nPostgreSQL\n\n\npsycopg2\n - The most popular PostgreSQL adapter for Python.\n\n\nqueries\n - A wrapper of the psycopg2 library for interacting with PostgreSQL.\n\n\ntxpostgres\n - Twisted based asynchronous driver for PostgreSQL.\n\n\n\n\n\n\nOther Relational Databases\n\n\napsw\n - Another Python SQLite wrapper.\n\n\ndataset\n - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.\n\n\npymssql\n - A simple database interface to Microsoft SQL Server.\n\n\n\n\n\n\nNoSQL Databases\n\n\ncassandra-python-driver\n - Python driver for Cassandra.\n\n\nHappyBase\n - A developer-friendly library for Apache HBase.\n\n\nPlyvel\n - A fast and feature-rich Python interface to LevelDB.\n\n\npy2neo\n - Python wrapper client for Neo4j's restful interface.\n\n\npycassa\n - Python Thrift driver for Cassandra.\n\n\nPyMongo\n - The official Python client for MongoDB.\n\n\nredis-py\n - The Redis Python Client.\n\n\ntelephus\n - Twisted based client for Cassandra.\n\n\ntxRedis\n - Twisted based client for Redis.\n\n\n\n\n\n\n\n\nDate and Time\n\n\nLibraries for working with dates and times.\n\n\n\n\narrow\n - Better dates \n times for Python.\n\n\nChronyk\n - A Python 3 library for parsing human-written times and dates.\n\n\ndateutil\n - Extensions to the standard Python \ndatetime\n module.\n\n\ndelorean\n - A library for clearing up the inconvenient truths that arise dealing with datetimes.\n\n\nmoment\n - A Python library for dealing with dates/times. Inspired by \nMoment.js\n.\n\n\nPendulum\n - Python datetimes made easy.\n\n\nPyTime\n - A easy-use Python module which aims to operate date/time/datetime by string.\n\n\npytz\n - World timezone definitions, modern and historical. Brings the \ntz database\n into Python.\n\n\nwhen.py\n - Providing user-friendly functions to help perform common date and time actions.\n\n\n\n\nDebugging Tools\n\n\nLibraries for debugging code.\n\n\n\n\nDebugger\n\n\ndjango-debug-toolbar\n - Display various debug information for Django.\n\n\ndjango-devserver\n - A drop-in replacement for Django's runserver.\n\n\nflask-debugtoolbar\n - A port of the django-debug-toolbar to flask.\n\n\nipdb\n - IPython-enabled \npdb\n.\n\n\npudb\n - A full-screen, console-based Python debugger.\n\n\npyringe\n - Debugger capable of attaching to and injecting code into Python processes.\n\n\nwdb\n - An improbable web debugger through WebSockets.\n\n\nwinpdb\n - A Python Debugger with GUI, capable of remote debugging based on \nrpdb2\n.\n\n\n\n\n\n\nProfiler\n\n\nline_profiler\n - Line-by-line profiling.\n\n\nmemory_profiler\n - Monitor Memory usage of Python code.\n\n\nprofiling\n - An interactive Python profiler.\n\n\n\n\n\n\nOthers\n\n\npyelftools\n - Parsing and analyzing ELF files and DWARF debugging information.\n\n\npython-statsd\n - Python Client for the \nstatsd\n server.\n\n\n\n\n\n\n\n\nDeep Learning\n\n\nFrameworks for Neural Networks and Deep Learning. See: \nawesome-deep-learning\n.\n\n\n\n\nCaffe\n - A fast open framework for deep learning..\n\n\nKeras\n - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.\n\n\nNeupy\n - Running and testing different Artificial Neural Networks algorithms.\n\n\nTensorFlow\n - The most popular Deep Learning framework created by Google.\n\n\nTheano\n - A library for fast numerical computation.\n\n\n\n\nDevOps Tools\n\n\nSoftware and libraries for DevOps.\n\n\n\n\nAnsible\n - A radically simple IT automation platform.\n\n\nCloud-Init\n - A multi-distribution package that handles early initialization of a cloud instance.\n\n\ncuisine\n - Chef-like functionality for Fabric.\n\n\nDocker Compose\n - Fast, isolated development environments using \nDocker\n.\n\n\nFabric\n - A simple, Pythonic tool for remote execution and deployment.\n\n\nFabtools\n - Tools for writing awesome Fabric files.\n\n\nhoncho\n - A Python clone of \nForeman\n, for managing Procfile-based applications.\n\n\nOpenStack\n - Open source software for building private and public clouds.\n\n\npexpect\n - Controlling interactive programs in a pseudo-terminal like GNU expect.\n\n\npsutil\n - A cross-platform process and system utilities module.\n\n\nSaltStack\n - Infrastructure automation and management system.\n\n\nsupervisor\n - Supervisor process control system for UNIX.\n\n\n\n\nDistribution\n\n\nLibraries to create packaged executables for release distribution.\n\n\n\n\ndh-virtualenv\n - Build and distribute a virtualenv as a Debian package.\n\n\nNuitka\n - Compile scripts, modules, packages to an executable or extension module.\n\n\npy2app\n - Freezes Python scripts (Mac OS X).\n\n\npy2exe\n - Freezes Python scripts (Windows).\n\n\nPyInstaller\n - Converts Python programs into stand-alone executables (cross-platform).\n\n\npynsist\n - A tool to build Windows installers, installers bundle Python itself.\n\n\n\n\nDocumentation\n\n\nLibraries for generating project documentation.\n\n\n\n\nSphinx\n - Python Documentation generator.\n\n\nawesome-sphinxdoc\n\n\n\n\n\n\nMkDocs\n - Markdown friendly documentation generator.\n\n\npdoc\n - Epydoc replacement to auto generate API documentation for Python libraries.\n\n\nPycco\n - The literate-programming-style documentation generator.\n\n\n\n\nDownloader\n\n\nLibraries for downloading.\n\n\n\n\ns3cmd\n - A command line tool for managing Amazon S3 and CloudFront.\n\n\ns4cmd\n - Super S3 command line tool, good for higher performance.\n\n\nyou-get\n - A YouTube/Youku/Niconico video downloader written in Python 3.\n\n\nyoutube-dl\n - A small command-line program to download videos from YouTube.\n\n\n\n\nE-commerce\n\n\nFrameworks and libraries for e-commerce and payments.\n\n\n\n\nalipay\n - Unofficial Alipay API for Python.\n\n\nCartridge\n - A shopping cart app built using the Mezzanine.\n\n\ndjango-oscar\n - An open-source e-commerce framework for Django.\n\n\ndjango-shop\n - A Django based shop system.\n\n\nmerchant\n - A Django app to accept payments from various payment processors.\n\n\nmoney\n - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.\n\n\npython-currencies\n - Display money format and its filthy currencies.\n\n\nshoop\n - An open source E-Commerce platform based on Django.\n\n\n\n\nEditor Plugins and IDEs\n\n\n\n\nEmacs\n\n\nElpy\n - Emacs Python Development Environment.\n\n\n\n\n\n\nSublime Text\n\n\nAnaconda\n - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.\n\n\nSublimeJEDI\n - A Sublime Text plugin to the awesome auto-complete library Jedi.\n\n\n\n\n\n\nVim\n\n\nJedi-vim\n - Vim bindings for the Jedi auto-completion library for Python.\n\n\nPython-mode\n - An all in one plugin for turning Vim into a Python IDE.\n\n\nYouCompleteMe\n - Includes \nJedi\n-based completion engine for Python.\n\n\n\n\n\n\nVisual Studio\n\n\nPTVS\n - Python Tools for Visual Studio.\n\n\n\n\n\n\nVisual Studio Code\n\n\nPython\n - An extension with rich support for the Python language, with features including linting, IntelliSense, formatting, refactoring, debugging, unit tests, and jupyter support.\n\n\n\n\n\n\nIDE\n\n\nLiClipse\n - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.\n\n\nPyCharm\n - Commercial Python IDE by JetBrains. Has free community edition available.\n\n\nSpyder\n - Open Source Python IDE.\n\n\n\n\n\n\n\n\nEmail\n\n\nLibraries for sending and parsing email.\n\n\n\n\nenvelopes\n - Mailing for human beings.\n\n\nflanker\n - A email address and Mime parsing library.\n\n\nimbox\n - Python IMAP for Humans.\n\n\ninbox.py\n - Python SMTP Server for Humans.\n\n\nlamson\n - Pythonic SMTP Application Server.\n\n\nMarrow Mailer\n - High-performance extensible mail delivery framework.\n\n\nmodoboa\n - A mail hosting and management platform including a modern and simplified Web UI.\n\n\nNylas Sync Engine\n - Providing a RESTful API on top of a powerful email sync platform.\n\n\nyagmail\n - Yet another Gmail/SMTP client.\n\n\n\n\nEnvironment Management\n\n\nLibraries for Python version and environment management.\n\n\n\n\np\n - Dead simple interactive Python version management.\n\n\npyenv\n - Simple Python version management.\n\n\nvenv\n - (Python standard library in Python 3.3+) Creating lightweight virtual environments.\n\n\nvirtualenv\n - A tool to create isolated Python environments.\n\n\nvirtualenvwrapper\n - A set of extensions to virtualenv.\n\n\n\n\nFiles\n\n\nLibraries for file manipulation and MIME type detection.\n\n\n\n\nimghdr\n - (Python standard library) Determine the type of an image.\n\n\nmimetypes\n - (Python standard library) Map filenames to MIME types.\n\n\npath.py\n - A module wrapper for \nos.path\n.\n\n\npathlib\n - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.\n\n\npython-magic\n - A Python interface to the libmagic file type identification library.\n\n\nUnipath\n - An object-oriented approach to file/directory operations.\n\n\nwatchdog\n - API and shell utilities to monitor file system events.\n\n\n\n\nForeign Function Interface\n\n\nLibraries for providing foreign function interface.\n\n\n\n\ncffi\n - Foreign Function Interface for Python calling C code.\n\n\nctypes\n - (Python standard library) Foreign Function Interface for Python calling C code.\n\n\nPyCUDA\n - A Python wrapper for Nvidia's CUDA API.\n\n\nSWIG\n - Simplified Wrapper and Interface Generator.\n\n\n\n\nForms\n\n\nLibraries for working with forms.\n\n\n\n\nDeform\n - Python HTML form generation library influenced by the formish form generation library.\n\n\ndjango-bootstrap3\n - Bootstrap 3 integration with Django.\n\n\ndjango-crispy-forms\n - A Django app which lets you create beautiful forms in a very elegant and DRY way.\n\n\ndjango-remote-forms\n - A platform independent Django form serializer.\n\n\nWTForms\n - A flexible forms validation and rendering library.\n\n\n\n\nFunctional Programming\n\n\nFunctional Programming with Python.\n\n\n\n\nCyToolz\n - Cython implementation of Toolz: High performance functional utilities.\n\n\nfn.py\n - Functional programming in Python: implementation of missing features to enjoy FP.\n\n\nfuncy\n - A fancy and practical functional tools.\n\n\nToolz\n - A collection of functional utilities for iterators, functions, and dictionaries.\n\n\n\n\nGUI\n\n\nLibraries for working with graphical user interface applications.\n\n\n\n\ncurses\n - Built-in wrapper for \nncurses\n used to create terminal GUI applications.\n\n\nenaml\n - Creating beautiful user-interfaces with Declaratic Syntax like QML.\n\n\nFlexx\n - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.\n\n\nkivy\n - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.\n\n\npyglet\n - A cross-platform windowing and multimedia library for Python.\n\n\nPyGObject\n - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3)\n\n\nPyQt\n - Python bindings for the \nQt\n cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.\n\n\nPySide\n - Python bindings for the \nQt\n cross-platform application and UI framework, supporting the Qt v4 framework.\n\n\nTkinter\n - Tkinter is Python's de-facto standard GUI package.\n\n\nToga\n - A Python native, OS native GUI toolkit.\n\n\nurwid\n - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.\n\n\nwxPython\n - A blending of the wxWidgets C++ class library with the Python.\n\n\n\n\nGame Development\n\n\nAwesome game development libraries.\n\n\n\n\nCocos2d\n - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. It is based on pyglet.\n\n\nPanda3D\n - 3D game engine developed by Disney and maintained by Carnegie Mellon's Entertainment Technology Center. Written in C++, completely wrapped in Python.\n\n\nPygame\n - Pygame is a set of Python modules designed for writing games.\n\n\nPyOgre\n - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.\n\n\nPyOpenGL\n - Python ctypes bindings for OpenGL and it's related APIs.\n\n\nPySDL2\n - A ctypes based wrapper for the SDL2 library.\n\n\nRenPy\n - A Visual Novel engine.\n\n\n\n\nGeolocation\n\n\nLibraries for geocoding addresses and working with latitudes and longitudes.\n\n\n\n\ndjango-countries\n - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.\n\n\nGeoDjango\n - A world-class geographic web framework.\n\n\nGeoIP\n - Python API for MaxMind GeoIP Legacy Database.\n\n\ngeojson\n - Python bindings and utilities for GeoJSON.\n\n\ngeopy\n - Python Geocoding Toolbox.\n\n\npygeoip\n - Pure Python GeoIP API.\n\n\n\n\nHTML Manipulation\n\n\nLibraries for working with HTML and XML.\n\n\n\n\nBeautifulSoup\n - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.\n\n\nbleach\n - A whitelist-based HTML sanitization and text linkification library.\n\n\ncssutils\n - A CSS library for Python.\n\n\nhtml5lib\n - A standards-compliant library for parsing and serializing HTML documents and fragments.\n\n\nlxml\n - A very fast, easy-to-use and versatile library for handling HTML and XML.\n\n\nMarkupSafe\n - Implements a XML/HTML/XHTML Markup safe string for Python.\n\n\npyquery\n - A jQuery-like library for parsing HTML.\n\n\nuntangle\n - Converts XML documents to Python objects for easy access.\n\n\nWeasyPrint\n - A visual rendering engine for HTML and CSS that can export to PDF.\n\n\nxmldataset\n - Simple XML Parsing.\n\n\nxmltodict\n - Working with XML feel like you are working with JSON.\n\n\n\n\nHTTP\n\n\nLibraries for working with HTTP.\n\n\n\n\ngrequests\n - requests + gevent for asynchronous HTTP requests.\n\n\nhttplib2\n - Comprehensive HTTP client library.\n\n\nrequests\n - HTTP Requests for Humans\u2122.\n\n\ntreq\n - Python requests like API built on top of Twisted's HTTP client.\n\n\nurllib3\n - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.\n\n\n\n\nHardware\n\n\nLibraries for programming with hardware.\n\n\n\n\nino\n - Command line toolkit for working with \nArduino\n.\n\n\nPingo\n - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.\n\n\nPyro\n - Python Robotics.\n\n\nPyUserInput\n - A module for cross-platform control of the mouse and keyboard.\n\n\nscapy\n - A brilliant packet manipulation library.\n\n\nwifi\n - A Python library and command line tool for working with WiFi on Linux.\n\n\n\n\nHigh Performance\n\n\nLibraries for making Python faster.\n\n\n\n\nCython\n - Optimizing Static Compiler for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains.\n\n\nNumba\n - Python JIT complier to LLVM aimed at scientific Python.\n\n\nPeachPy\n - x86-64 assembler embedded in Python. Can be used as inline assembler for Python or as a stand-alone assembler for Windows, Linux, OS X, Native Client and Go.\n\n\nPyPy\n - An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information.\n\n\nPyston\n - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.\n\n\nStackless Python\n - An enhanced version of the Python.\n\n\n\n\nImagery\n\n\nLibraries for manipulating images.\n\n\n\n\nhmap\n - Image histogram remapping.\n\n\nimgSeek\n - A project for searching a collection of images using visual similarity.\n\n\nnude.py\n - Nudity detection.\n\n\npagan\n - Retro identicon (Avatar) generation based on input string and hash.\n\n\npillow\n - Pillow is the friendly \nPIL\n fork.\n\n\npyBarcode\n - Create barcodes in Python without needing PIL.\n\n\npygram\n - Instagram-like image filters.\n\n\npython-qrcode\n - A pure Python QR Code generator.\n\n\nQuads\n - Computer art based on quadtrees.\n\n\nscikit-image\n - A Python library for (scientific) image processing.\n\n\nthumbor\n - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.\n\n\nwand\n - Python bindings for \nMagickWand\n, C API for ImageMagick.\n\n\n\n\nInteractive Interpreter\n\n\nInteractive Python interpreters (REPL).\n\n\n\n\nbpython\n - A fancy interface to the Python interpreter.\n\n\nJupyter Notebook (IPython)\n - A rich toolkit to help you make the most out of using Python interactively.\n\n\nptpython\n - Advanced Python REPL built on top of the \npython-prompt-toolkit\n.\n\n\n\n\nInternationalization\n\n\nLibraries for working with i18n.\n\n\n\n\nBabel\n - An internationalization library for Python.\n\n\nPyICU\n - A wrapper of International Components for Unicode C++ library (\nICU\n).\n\n\n\n\nJob Scheduler\n\n\nLibraries for scheduling jobs.\n\n\n\n\nAPScheduler\n - A light but powerful in-process task scheduler that lets you schedule functions.\n\n\ndjango-schedule\n - A calendaring app for Django.\n\n\ndoit\n - A task runner and build tool.\n\n\ngunnery\n - Multipurpose task execution tool for distributed systems with web-based interface.\n\n\nJoblib\n - A set of tools to provide lightweight pipelining in Python.\n\n\nPlan\n - Writing crontab file in Python like a charm.\n\n\nschedule\n - Python job scheduling for humans.\n\n\nSpiff\n - A powerful workflow engine implemented in pure Python.\n\n\nTaskFlow\n - A Python library that helps to make task execution easy, consistent and reliable.\n\n\n\n\nLogging\n\n\nLibraries for generating and working with logs.\n\n\n\n\nEliot\n - Logging for complex \n distributed systems.\n\n\nlogbook\n - Logging replacement for Python.\n\n\nlogging\n - (Python standard library) Logging facility for Python.\n\n\nRaven\n - The Python client for Sentry.\n\n\nSentry\n - A realtime logging and aggregation server.\n\n\n\n\nMachine Learning\n\n\nLibraries for Machine Learning. See: \nawesome-machine-learning\n.\n\n\n\n\ngensim\n - Topic Modelling for Humans.\n\n\nMLlib\n - \nApache Spark\n's scalable Machine Learning library.\n\n\nNuPIC\n - Numenta Platform for Intelligent Computing.\n\n\nPylearn2\n - A Machine Learning library based on \nTheano\n.\n\n\nscikit-learn\n - The most popular Python library for Machine Learning.\n\n\nvowpal_porpoise\n - A lightweight Python wrapper for \nVowpal Wabbit\n.\n\n\n\n\nMapReduce\n\n\nFrameworks and libraries for MapReduce.\n\n\n\n\ndpark\n - Python clone of Spark, a MapReduce alike framework in Python.\n\n\ndumbo\n - Python module that allows one to easily write and run Hadoop programs.\n\n\nluigi\n - A module that helps you build complex pipelines of batch jobs.\n\n\nmrjob\n - Run MapReduce jobs on Hadoop or Amazon Web Services.\n\n\nPySpark\n - The Spark Python API.\n\n\nstreamparse\n - Run Python code against real-time streams of data. Integrates with \nApache Storm\n.\n\n\n\n\nMicrosoft Windows\n\n\nPython programming on Microsoft Windows.\n\n\n\n\nPython(x,y)\n - Scientific-applications-oriented Python Distribution based on Qt and Spyder.\n\n\npythonlibs\n - Unofficial Windows binaries for Python extension packages.\n\n\nPythonNet\n - Python Integration with the .NET Common Language Runtime (CLR).\n\n\nPyWin32\n - Python Extensions for Windows.\n\n\nWinPython\n - Portable development environment for Windows 7/8.\n\n\n\n\nMiscellaneous\n\n\nUseful libraries or tools that don't fit in the categories above.\n\n\n\n\nblinker\n - A fast Python in-process signal/event dispatching system.\n\n\nitsdangerous\n - Various helpers to pass trusted data to untrusted environments.\n\n\npluginbase\n - A simple but flexible plugin system for Python.\n\n\nPychievements\n - A framework for creating and tracking achievements.\n\n\nTryton\n - A general purpose business framework.\n\n\n\n\nNatural Language Processing\n\n\nLibraries for working with human languages.\n\n\n\n\nJieba\n - Chinese text segmentation.\n\n\nlangid.py\n - Stand-alone language identification system.\n\n\nNLTK\n - A leading platform for building Python programs to work with human language data.\n\n\nPattern\n - A web mining module for the Python.\n\n\nSnowNLP\n - A library for processing Chinese text.\n\n\nspaCy\n - A library for industrial-strength natural language processing in Python and Cython.\n\n\nTextBlob\n - Providing a consistent API for diving into common NLP tasks.\n\n\nTextGrocery\n - A simple, efficient short-text classification tool based on LibLinear and Jieba.\n\n\n\n\nNetwork Virtualization\n\n\nTools and libraries for Virtual Networking and SDN (Software Defined Networking).\n\n\n\n\nMininet\n - A popular network emulator and API written in Python.\n\n\nPOX\n - An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers.\n\n\nPyretic\n - A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators.\n\n\nSDX Platform\n - SDN based IXP implementation that leverages Mininet, POX and Pyretic.\n\n\n\n\nNetworking\n\n\nLibraries for networking programming.\n\n\n\n\nasyncio\n - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.\n\n\ndiesel\n - Greenlet-based event I/O Framework for Python.\n\n\npulsar\n - Event-driven concurrent framework for Python.\n\n\npyzmq\n - A Python wrapper for the ZeroMQ message library.\n\n\nTwisted\n - An event-driven networking engine.\n\n\ntxZMQ\n - Twisted based wrapper for the ZeroMQ message library.\n\n\n\n\nNews Feed\n\n\nLibraries for building user's activities.\n\n\n\n\ndjango-activity-stream\n - Generating generic activity streams from the actions on your site.\n\n\nStream-Framework\n - Building newsfeed and notification systems using Cassandra and Redis.\n\n\n\n\nORM\n\n\nLibraries that implement Object-Relational Mapping or data mapping techniques.\n\n\n\n\nRelational Databases\n\n\nDjango Models\n - A part of Django.\n\n\nSQLAlchemy\n - The Python SQL Toolkit and Object Relational Mapper.\n\n\nawesome-sqlalchemy\n\n\n\n\n\n\nPeewee\n - A small, expressive ORM.\n\n\nPonyORM\n - ORM that provides a generator-oriented interface to SQL.\n\n\npython-sql\n - Write SQL queries pythonically.\n\n\n\n\n\n\nNoSQL Databases\n\n\ndjango-mongodb-engine\n - Django MongoDB Backend.\n\n\nflywheel\n - Object mapper for Amazon DynamoDB.\n\n\nhot-redis\n - Rich Python data types for Redis.\n\n\nMongoEngine\n - A Python Object-Document-Mapper for working with MongoDB.\n\n\nPynamoDB\n - A Pythonic interface for \nAmazon DynamoDB\n.\n\n\nredisco\n - A Python Library for Simple Models and Containers Persisted in Redis.\n\n\n\n\n\n\nOthers\n\n\nbutterdb\n - A Python ORM for Google Drive Spreadsheets.\n\n\ndataset\n - A JSON-based database.\n\n\n\n\n\n\n\n\nPackage Management\n\n\nLibraries for package and dependency management.\n\n\n\n\npip\n - The Python package and dependency manager.\n\n\nPython Package Index\n\n\n\n\n\n\nconda\n - Cross-platform, Python-agnostic binary package manager.\n\n\nCurdling\n - Curdling is a command line tool for managing Python packages.\n\n\npip-tools\n - A set of tools to keep your pinned Python dependencies fresh.\n\n\nwheel\n - The new standard of Python distribution and are intended to replace eggs.\n\n\n\n\nPackage Repositories\n\n\nLocal PyPI repository server and proxies.\n\n\n\n\nwarehouse\n - Next generation Python Package Repository (PyPI).\n\n\nWarehouse\n\n\n\n\n\n\nbandersnatch\n - PyPI mirroring tool provided by Python Packaging Authority (PyPA).\n\n\ndevpi\n - PyPI server and packaging/testing/release tool.\n\n\nlocalshop\n - Local PyPI server (custom packages and auto-mirroring of pypi).\n\n\n\n\nPermissions\n\n\nLibraries that allow or deny users access to data or functionality.\n\n\n\n\nCarteblanche\n - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.\n\n\ndjango-guardian\n - Implementation of per object permissions for Django 1.2+\n\n\ndjango-rules\n - A tiny but powerful app providing object-level permissions to Django, without requiring a database.\n\n\n\n\nProcesses\n\n\nLibraries for starting and communicating with OS processes.\n\n\n\n\nenvoy\n - Python \nsubprocess\n for Humans\u2122.\n\n\nsarge\n - Yet another wrapper for subprocess.\n\n\nsh\n - A full-fledged subprocess replacement for Python.\n\n\n\n\nQueue\n\n\nLibraries for working with event and task queues.\n\n\n\n\ncelery\n - An asynchronous task queue/job queue based on distributed message passing.\n\n\nhuey\n - Little multi-threaded task queue.\n\n\nmrq\n - Mr. Queue - A distributed worker task queue in Python using Redis \n gevent.\n\n\nrq\n - Simple job queues for Python.\n\n\nsimpleq\n - A simple, infinitely scalable, Amazon SQS based queue.\n\n\n\n\nRESTful API\n\n\nLibraries for developing RESTful APIs.\n\n\n\n\nDjango\n\n\ndjango-formapi\n - Create JSON APIs with Django's form validation.\n\n\ndjango-rest-framework\n - A powerful and flexible toolkit to build web APIs.\n\n\ndjango-tastypie\n - Creating delicious APIs for Django apps.\n\n\n\n\n\n\nFlask\n\n\neve\n - REST API framework powered by Flask, MongoDB and good intentions.\n\n\nflask-api-utils\n - Taking care of API representation and authentication for Flask.\n\n\nflask-api\n - Browsable Web APIs for Flask.\n\n\nflask-restful\n - Quickly building REST APIs for Flask.\n\n\nflask-restless\n - Generating RESTful APIs for database models defined with SQLAlchemy.\n\n\n\n\n\n\nPyramid\n\n\ncornice\n - A RESTful framework for Pyramid.\n\n\n\n\n\n\nFramework agnostic\n\n\nfalcon\n - A high-performance framework for building cloud APIs and web app backends.\n\n\nhug\n - A Python3 framework for cleanly exposing APIs over HTTP and the Command Line with automatic documentation and validation.\n\n\nrestless\n - Framework agnostic REST framework based on lessons learned from Tastypie.\n\n\nripozo\n - Quickly creating REST/HATEOAS/Hypermedia APIs.\n\n\nsandman\n - Automated REST APIs for existing database-driven systems.\n\n\n\n\n\n\n\n\nRPC Servers\n\n\nRPC-compatible servers.\n\n\n\n\nSimpleJSONRPCServer\n - This library is an implementation of the JSON-RPC specification.\n\n\nSimpleXMLRPCServer\n - (Python standard library) Simple XML-RPC server implementation, single-threaded.\n\n\nzeroRPC\n - zerorpc is a flexible RPC implementation based on \nZeroMQ\n and \nMessagePack\n.\n\n\n\n\nScience\n\n\nLibraries for scientific computing.\n\n\n\n\nastropy\n - A community Python library for Astronomy.\n\n\nbcbio-nextgen\n - Providing best-practice pipelines for fully automated high throughput sequencing analysis.\n\n\nbccb\n - Collection of useful code related to biological analysis.\n\n\nBiopython\n - Biopython is a set of freely available tools for biological computation.\n\n\ncclib\n - A library for parsing and interpreting the results of computational chemistry packages.\n\n\nNetworkX\n - A high-productivity software for complex networks.\n\n\nNIPY\n - A collection of neuroimaging toolkits.\n\n\nNumPy\n - A fundamental package for scientific computing with Python.\n\n\nOpen Babel\n - A chemical toolbox designed to speak the many languages of chemical data.\n\n\nPyDy\n - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.\n\n\nPyMC\n - Markov Chain Monte Carlo sampling toolkit.\n\n\nRDKit\n - Cheminformatics and Machine Learning Software.\n\n\nSciPy\n - A Python-based ecosystem of open-source software for mathematics, science, and engineering.\n\n\nstatsmodels\n - Statistical modeling and econometrics in Python.\n\n\nSymPy\n - A Python library for symbolic mathematics.\n\n\nZipline\n - A Pythonic algorithmic trading library.\n\n\n\n\nSearch\n\n\nLibraries and software for indexing and performing search queries on data.\n\n\n\n\ndjango-haystack\n - Modular search for Django.\n\n\nelasticsearch-dsl-py\n - The official high-level Python client for Elasticsearch.\n\n\nelasticsearch-py\n - The official low-level Python client for \nElasticsearch\n.\n\n\nesengine\n - ElasticSearch ODM (Object Document Mapper) for Python.\n\n\nsolrpy\n - A Python client for \nsolr\n.\n\n\nWhoosh\n - A fast, pure Python search engine library.\n\n\n\n\nSerialization\n\n\nLibraries for serializing complex data types\n\n\n\n\nmarshmallow\n - marshmallow is an ORM/ODM/framework-agnostic library for converting complex datatypes, such as objects, to and from native Python datatypes.\n\n\n\n\nServerless Frameworks\n\n\nFrameworks for developing serverless Python code.\n\n\n\n\napex\n - Build, deploy, and manage \nAWS Lambda\n functions with ease.\n\n\npython-lambda\n - A toolkit for developing and deploying Python code in AWS Lambda.\n\n\nZappa\n - A tool for deploying WSGI applications on AWS Lambda and API Gateway.\n\n\n\n\nSpecific Formats Processing\n\n\nLibraries for parsing and manipulating specific text formats.\n\n\n\n\nGeneral\n\n\ntablib\n - A module for Tabular Datasets in XLS, CSV, JSON, YAML.\n\n\n\n\n\n\nOffice\n\n\nMarmir\n - Takes Python data structures and turns them into spreadsheets.\n\n\nopenpyxl\n - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.\n\n\npyexcel\n - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.\n\n\npython-docx\n - Reads, queries and modifies Microsoft Word 2007/2008 docx files.\n\n\nrelatorio\n - Templating OpenDocument files.\n\n\nunoconv\n - Convert between any document format supported by LibreOffice/OpenOffice.\n\n\nXlsxWriter\n - A Python module for creating Excel .xlsx files.\n\n\nxlwings\n - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.\n\n\nxlwt\n / \nxlrd\n - Writing and reading data and formatting information from Excel files.\n\n\n\n\n\n\nPDF\n\n\nPDFMiner\n - A tool for extracting information from PDF documents.\n\n\nPyPDF2\n - A library capable of splitting, merging and transforming PDF pages.\n\n\nReportLab\n - Allowing Rapid creation of rich PDF documents.\n\n\n\n\n\n\nMarkdown\n\n\nMistune\n - Fastest and full featured pure Python parsers of Markdown.\n\n\nPython-Markdown\n - A Python implementation of John Gruber\u2019s Markdown.\n\n\n\n\n\n\nYAML\n\n\nPyYAML\n - YAML implementations for Python.\n\n\n\n\n\n\nCSV\n\n\ncsvkit\n - Utilities for converting to and working with CSV.\n\n\n\n\n\n\nArchive\n\n\nunp\n - A command line tool that can unpack archives easily.\n\n\n\n\n\n\n\n\nStatic Site Generator\n\n\nStatic site generator is a software that takes some text + templates as input and produces HTML files on the output.\n\n\n\n\nCactus\n - Static site generator for designers.\n\n\nHyde\n - Jinja2-based static web site generator.\n\n\nLektor\n - An easy to use static CMS and blog engine.\n\n\nNikola\n - A static website and blog generator.\n\n\nPelican\n - Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL.\n\n\nTinkerer\n - Tinkerer is a blogging engine/.static website generator powered by Sphinx.\n\n\n\n\nTagging\n\n\nLibraries for tagging items.\n\n\n\n\ndjango-taggit\n - Simple tagging for Django.\n\n\n\n\nTemplate Engine\n\n\nLibraries and tools for templating and lexing.\n\n\n\n\nGenshi\n - Python templating toolkit for generation of web-aware output.\n\n\nJinja2\n - A modern and designer friendly templating language.\n\n\nMako\n - Hyperfast and lightweight templating for the Python platform.\n\n\n\n\nTesting\n\n\nLibraries for testing codebases and generating test data.\n\n\n\n\nTesting Frameworks\n\n\nhypothesis\n - Hypothesis is an advanced Quickcheck style property based testing library.\n\n\nmamba\n - The definitive testing tool for Python. Born under the banner of BDD.\n\n\nnose\n - A nicer \nunittest\n for Python.\n\n\npytest\n - A mature full-featured Python testing tool.\n\n\nRobot Framework\n - A generic test automation framework.\n\n\nunittest\n - (Python standard library) Unit testing framework.\n\n\n\n\n\n\nTest Runners\n\n\ngreen\n - A clean, colorful test runner.\n\n\ntox\n - Auto builds and tests distributions in multiple Python versions\n\n\n\n\n\n\nGUI / Web Testing\n\n\nlocust\n - Scalable user load testing tool written in Python.\n\n\nPyAutoGUI\n - PyAutoGUI is a cross-platform GUI automation Python module for human beings.\n\n\nSelenium\n - Python bindings for \nSelenium\n WebDriver.\n\n\nsixpack\n - A language-agnostic A/B Testing framework.\n\n\nsplinter\n - Open source tool for testing web applications.\n\n\n\n\n\n\nMock\n\n\ndoublex\n - Powerful test doubles framework for Python.\n\n\nfreezegun\n - Travel through time by mocking the datetime module.\n\n\nhttmock\n - A mocking library for requests for Python 2.6+ and 3.2+.\n\n\nhttpretty\n - HTTP request mock tool for Python.\n\n\nmock\n - (Python standard library) A mocking and patching library.\n\n\nresponses\n - A utility library for mocking out the requests Python library.\n\n\nVCR.py\n - Record and replay HTTP interactions on your tests.\n\n\n\n\n\n\nObject Factories\n\n\nfactory_boy\n - A test fixtures replacement for Python.\n\n\nmixer\n - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.\n\n\nmodel_mommy\n - Creating random fixtures for testing in Django.\n\n\n\n\n\n\nCode Coverage\n\n\ncoverage\n - Code coverage measurement.\n\n\n\n\n\n\nFake Data\n\n\nchurch\n - is a Python library that help you generate fake data.\n\n\nfake2db\n - Fake database generator.\n\n\nfaker\n - A Python package that generates fake data.\n\n\nradar\n - Generate random datetime / time.\n\n\n\n\n\n\nError Handler\n\n\nFuckIt.py\n - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.\n\n\n\n\n\n\n\n\nText Processing\n\n\nLibraries for parsing and manipulating plain texts.\n\n\n\n\nGeneral\n\n\nchardet\n - Python 2/3 compatible character encoding detector.\n\n\ndifflib\n - (Python standard library) Helpers for computing deltas.\n\n\nftfy\n - Makes Unicode text less broken and more consistent automagically.\n\n\nfuzzywuzzy\n - Fuzzy String Matching.\n\n\nLevenshtein\n - Fast computation of Levenshtein distance and string similarity.\n\n\npangu.py\n - Spacing texts for CJK and alphanumerics.\n\n\npyfiglet\n - An implementation of figlet written in Python.\n\n\nshortuuid\n - A generator library for concise, unambiguous and URL-safe UUIDs.\n\n\nunidecode\n - ASCII transliterations of Unicode text.\n\n\nuniout\n - Print readable chars instead of the escaped string.\n\n\nxpinyin\n - A library to translate Chinese hanzi (\u6f22\u5b57) to pinyin (\u62fc\u97f3).\n\n\n\n\n\n\nSlugify\n\n\nawesome-slugify\n - A Python slugify library that can preserve unicode.\n\n\npython-slugify\n - A Python slugify library that translates unicode to ASCII.\n\n\nunicode-slugify\n - A slugifier that generates unicode slugs with Django as a dependency.\n\n\n\n\n\n\nParser\n\n\nphonenumbers\n - Parsing, formatting, storing and validating international phone numbers.\n\n\nPLY\n - Implementation of lex and yacc parsing tools for Python\n\n\nPygments\n - A generic syntax highlighter.\n\n\npyparsing\n - A general purpose framework for generating parsers.\n\n\npython-nameparser\n - Parsing human names into their individual components.\n\n\npython-user-agents\n - Browser user agent parser.\n\n\nsqlparse\n - A non-validating SQL parser.\n\n\n\n\n\n\n\n\nThird-party APIs\n\n\nLibraries for accessing third party services APIs. See: \nList of Python API Wrappers and Libraries\n.\n\n\n\n\napache-libcloud\n - One Python library for all clouds.\n\n\nboto\n - Python interface to Amazon Web Services.\n\n\ndjango-wordpress\n - WordPress models and views for Django.\n\n\nfacebook-sdk\n - Facebook Platform Python SDK.\n\n\nfacepy\n - Facepy makes it really easy to interact with Facebook's Graph API\n\n\ngmail\n - A Pythonic interface for Gmail.\n\n\ngoogle-api-python-client\n - Google APIs Client Library for Python.\n\n\ngspread\n - Google Spreadsheets Python API.\n\n\ntwython\n - A Python wrapper for the Twitter API.\n\n\n\n\nURL Manipulation\n\n\nLibraries for parsing URLs.\n\n\n\n\nfurl\n - A small Python library that makes manipulating URLs simple.\n\n\npurl\n - A simple, immutable URL class with a clean API for interrogation and manipulation.\n\n\npyshorteners\n - A pure Python URL shortening lib.\n\n\nshort_url\n - Python implementation for generating Tiny URL and bit.ly-like URLs.\n\n\nwebargs\n - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.\n\n\n\n\nVideo\n\n\nLibraries for manipulating video and GIFs.\n\n\n\n\nmoviepy\n - A module for script-based movie editing with many formats, including animated GIFs.\n\n\nscikit-video\n - Video processing routines for SciPy.\n\n\n\n\nWSGI Servers\n\n\nWSGI-compatible web servers.\n\n\n\n\nbjoern\n - Asynchronous, very fast and written in C.\n\n\nfapws3\n - Asynchronous (network side only), written in C.\n\n\ngunicorn\n - Pre-forked, partly written in C.\n\n\nmeinheld\n - Asynchronous, partly written in C.\n\n\nnetius\n - Asynchronous, very fast.\n\n\npaste\n - Multi-threaded, stable, tried and tested.\n\n\nrocket\n - Multi-threaded.\n\n\nuWSGI\n - A project aims at developing a full stack for building hosting services, written in C.\n\n\nwaitress\n - Multi-threaded, powers Pyramid.\n\n\nWerkzeug\n - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.\n\n\n\n\nWeb Content Extracting\n\n\nLibraries for extracting web contents.\n\n\n\n\nHaul\n - An Extensible Image Crawler.\n\n\nhtml2text\n - Convert HTML to Markdown-formatted text.\n\n\nlassie\n - Web Content Retrieval for Humans.\n\n\nmicawber\n - A small library for extracting rich content from URLs.\n\n\nnewspaper\n - News extraction, article extraction and content curation in Python.\n\n\nopengraph\n - A Python module to parse the Open Graph Protocol\n\n\npython-goose\n - HTML Content/Article Extractor.\n\n\npython-readability\n - Fast Python port of arc90's readability tool.\n\n\nsanitize\n - Bringing sanity to world of messed-up data.\n\n\nsumy\n - A module for automatic summarization of text documents and HTML pages.\n\n\ntextract\n - Extract text from any document, Word, PowerPoint, PDFs, etc.\n\n\n\n\nWeb Crawling\n\n\nLibraries for scraping websites.\n\n\n\n\ncola\n - A distributed crawling framework.\n\n\nDemiurge\n - PyQuery-based scraping micro-framework.\n\n\nfeedparser\n - Universal feed parser.\n\n\nGrab\n - Site scraping framework.\n\n\nMechanicalSoup\n - A Python library for automating interaction with websites.\n\n\nportia\n - Visual scraping for Scrapy.\n\n\npyspider\n - A powerful spider system.\n\n\nRoboBrowser\n - A simple, Pythonic library for browsing the web without a standalone web browser.\n\n\nScrapy\n - A fast high-level screen scraping and web crawling framework.\n\n\n\n\nWeb Frameworks\n\n\nFull stack web frameworks.\n\n\n\n\nBottle\n - A fast, simple and lightweight WSGI micro web-framework.\n\n\nCherryPy\n - A minimalist Python web framework, HTTP/1.1-compliant and WSGI thread-pooled.\n\n\nDjango\n - The most popular web framework in Python.\n\n\nawesome-django\n\n\n\n\n\n\nFlask\n - A microframework for Python.\n\n\nawesome-flask\n\n\n\n\n\n\nPyramid\n - A small, fast, down-to-earth, open source Python web framework.\n\n\nawesome-pyramid\n\n\n\n\n\n\nTornado\n - A Web framework and asynchronous networking library.\n\n\nTurboGears\n - A microframework that can scale up to a full stack solution.\n\n\n\n\nWebSocket\n\n\nLibraries for working with WebSocket.\n\n\n\n\nAutobahnPython\n - WebSocket \n WAMP for Python on Twisted and \nasyncio\n.\n\n\nCrossbar\n - Open-source Unified Application Router (Websocket \n WAMP for Python on Autobahn).\n\n\ndjango-socketio\n - WebSockets for Django.\n\n\nWebSocket-for-Python\n - WebSocket client and server library for Python 2 and 3 as well as PyPy.\n\n\n\n\nServices\n\n\nOnline tools and APIs to simplify development.\n\n\nContinuous Integration\n\n\nSee: \nawesome-CIandCD\n.\n\n\n\n\nCircleCI\n - A CI service that can run very fast parallel testing. (GitHub only)\n\n\nTravis CI\n - A popular CI service for your open source and \nprivate\n projects. (GitHub only)\n\n\nVexor CI\n - A continuous integration tool for private apps with pay-per-minute billing model.\n\n\nWercker\n - A Docker-based platform for building and deploying applications and microservices.\n\n\n\n\nCode Quality\n\n\n\n\nCodacy\n - Automated Code Review to ship better code, faster. Free for Open Source.\n\n\nCodecov\n - Code coverage dashboard.\n\n\nLandscape\n - Hosted continuous Python code metrics.\n\n\nQuantifiedCode\n - A data-driven, automated, continuous code review tool.\n\n\n\n\nResources\n\n\nWhere to discover new Python libraries.\n\n\nPodcasts\n\n\n\n\nPodcast.init\n\n\nTalk Python To Me\n\n\n\n\nTwitter\n\n\n\n\n@codetengu\n\n\n@getpy\n\n\n@importpython\n\n\n@planetpython\n\n\n@pycoders\n\n\n@pypi\n\n\n@pythontrending\n\n\n@PythonWeekly\n\n\n\n\nWebsites\n\n\n\n\n/r/CoolGithubProjects\n\n\n/r/Python\n\n\nAwesome Python @LibHunt\n\n\nDjango Packages\n\n\nFull Stack Python\n\n\nPyPI Ranking\n\n\nPython 3 Wall of Superpowers\n\n\nPython Hackers\n\n\nPython ZEEF\n\n\nPython \u5f00\u53d1\u793e\u533a\n\n\nTrending Python repositories on GitHub today\n\n\n\n\nWeekly\n\n\n\n\nCodeTengu Weekly\n\n\nImport Python Newsletter\n\n\nPycoder's Weekly\n\n\nPython Weekly\n\n\n\n\nOther Awesome Lists\n\n\nList of lists.\n\n\n\n\nMonty\n\n\nawesome\n\n\nlists\n\n\n\n\n\n\nPython\n\n\npycrumbs\n\n\npython-github-projects\n\n\npython_reference\n\n\npythonidae\n\n\n\n\n\n\n\n\nContributing\n\n\nYour contributions are always welcome! Please take a look at the \ncontribution guidelines\n first.\n\n\nI will keep some pull requests open if I'm not sure whether those libraries are awesome, you could \nvote for them\n by adding :+1: to them. Pull requests will be merged when their votes reach \n20\n.", 
             "title": "Life is short, you need Python."
         }, 
         {
             "location": "/#awesome-python", 
-            "text": "A curated list of awesome Python frameworks, libraries, software and resources.  Inspired by  awesome-php .   Awesome Python  Environment Management  Package Management  Package Repositories  Distribution  Build Tools  Interactive Interpreter  Files  Date and Time  Text Processing  Specific Formats Processing  Natural Language Processing  Documentation  Configuration  Command-line Tools  Downloader  Imagery  OCR  Audio  Video  Geolocation  HTTP  Database  Database Drivers  ORM  Web Frameworks  Serverless Frameworks  Permissions  CMS  E-commerce  RESTful API  Serialization  Authentication  Template Engine  Queue  Search  News Feed  Asset Management  Caching  Email  Internationalization  URL Manipulation  HTML Manipulation  Web Crawling  Web Content Extracting  Forms  Data Validation  Anti-spam  Tagging  Admin Panels  Static Site Generator  Processes  Concurrency and Parallelism  Networking  WebSocket  WSGI Servers  RPC Servers  Cryptography  GUI  Game Development  Logging  Testing  Code Analysis and Linter  Debugging Tools  Science  Data Analysis  Data Visualization  Machine Learning  Deep Learning  Computer Vision  MapReduce  Functional Programming  Third-party APIs  DevOps Tools  ChatOps Tools  Job Scheduler  Foreign Function Interface  High Performance  Network Virtualization and SDN  Hardware  Compatibility  Miscellaneous  Algorithms and Design Patterns  Editor Plugins  IDEs    Services  Continuous Integration  Code Quality    Resources  Websites  Weekly  Twitter  Podcasts    Other Awesome Lists  Contributing", 
+            "text": "A curated list of awesome Python frameworks, libraries, software and resources.  Inspired by  awesome-php .   Awesome Python  Admin Panels  Algorithms and Design Patterns  Anti-spam  Asset Management  Audio  Authentication  Build Tools  Caching  ChatOps Tools  CMS  Code Analysis and Linter  Command-line Tools  Compatibility  Computer Vision  Concurrency and Parallelism  Configuration  Cryptography  Data Analysis  Data Validation  Data Visualization  Database Drivers  Database  Date and Time  Debugging Tools  Deep Learning  DevOps Tools  Distribution  Documentation  Downloader  E-commerce  Editor Plugins and IDEs  Email  Environment Management  Files  Foreign Function Interface  Forms  Functional Programming  Game Development  Geolocation  GUI  Hardware  High Performance  HTML Manipulation  HTTP  Imagery  Interactive Interpreter  Internationalization  Job Scheduler  Logging  Machine Learning  MapReduce  Miscellaneous  Natural Language Processing  Network Virtualization  Networking  News Feed  ORM  Package Management  Package Repositories  Permissions  Processes  Queue  RESTful API  RPC Servers  Science  Search  Serialization  Serverless Frameworks  Specific Formats Processing  Static Site Generator  Tagging  Template Engine  Testing  Text Processing  Third-party APIs  URL Manipulation  Video  Web Content Extracting  Web Crawling  Web Frameworks  WebSocket  WSGI Servers    Services  Code Quality  Continuous Integration    Resources  Podcasts  Twitter  Websites  Weekly    Other Awesome Lists  Contributing", 
             "title": "Awesome Python"
         }, 
         {
-            "location": "/#environment-management", 
-            "text": "Libraries for Python version and environment management.   p  - Dead simple interactive Python version management.  pyenv  - Simple Python version management.  venv  - (Python standard library in Python 3.3+) Creating lightweight virtual environments.  virtualenv  - A tool to create isolated Python environments.  virtualenvwrapper  - A set of extensions to virtualenv.", 
-            "title": "Environment Management"
+            "location": "/#admin-panels", 
+            "text": "Libraries for administrative interfaces.   Ajenti  - The admin panel your servers deserve.  django-suit  - Alternative Django Admin-Interface (free only for Non-commercial use).  django-xadmin  - Drop-in replacement of Django admin comes with lots of goodies.  flask-admin  - Simple and extensible administrative interface framework for Flask.  flower  - Real-time monitor and web admin for Celery.  Grappelli  - A jazzy skin for the Django Admin-Interface.  Wooey  - A Django app which creates automatic web UIs for Python scripts.", 
+            "title": "Admin Panels"
         }, 
         {
-            "location": "/#package-management", 
-            "text": "Libraries for package and dependency management.   pip  - The Python package and dependency manager.  Python Package Index    pip-tools  - A set of tools to keep your pinned Python dependencies fresh.  conda  - Cross-platform, Python-agnostic binary package manager.  Curdling  - Curdling is a command line tool for managing Python packages.  wheel  - The new standard of Python distribution and are intended to replace eggs.", 
-            "title": "Package Management"
+            "location": "/#algorithms-and-design-patterns", 
+            "text": "Python implementation of algorithms and design patterns.   algorithms  - A module of algorithms for Python.  python-patterns  - A collection of design patterns in Python.  sortedcontainers  - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types.", 
+            "title": "Algorithms and Design Patterns"
         }, 
         {
-            "location": "/#package-repositories", 
-            "text": "Local PyPI repository server and proxies.   warehouse  - Next generation Python Package Repository (PyPI).  Warehouse    bandersnatch  - PyPI mirroring tool provided by Python Packaging Authority (PyPA).  devpi  - PyPI server and packaging/testing/release tool.  localshop  - Local PyPI server (custom packages and auto-mirroring of pypi).", 
-            "title": "Package Repositories"
+            "location": "/#anti-spam", 
+            "text": "Libraries for fighting spam.   django-simple-captcha  - A simple and highly customizable Django app to add captcha images to any Django form.  django-simple-spam-blocker  - Simple spam blocker for Django.", 
+            "title": "Anti-spam"
         }, 
         {
-            "location": "/#distribution", 
-            "text": "Libraries to create packaged executables for release distribution.   PyInstaller  - Converts Python programs into stand-alone executables (cross-platform).  dh-virtualenv  - Build and distribute a virtualenv as a Debian package.  Nuitka  - Compile scripts, modules, packages to an executable or extension module.  py2app  - Freezes Python scripts (Mac OS X).  py2exe  - Freezes Python scripts (Windows).  pynsist  - A tool to build Windows installers, installers bundle Python itself.", 
-            "title": "Distribution"
+            "location": "/#asset-management", 
+            "text": "Tools for managing, compressing and minifying website assets.   django-compressor  - Compresses linked and inline JavaScript or CSS into a single cached file.  django-pipeline  - An asset packaging library for Django.  django-storages  - A collection of custom storage back ends for Django.  fanstatic  - Packages, optimizes, and serves static file dependencies as Python packages.  fileconveyor  - A daemon to detect and sync files to CDNs, S3 and FTP.  flask-assets  - Helps you integrate webassets into your Flask app.  jinja-assets-compressor  - A Jinja extension to compile and compress your assets.  webassets  - Bundles, optimizes, and manages unique cache-busting URLs for static resources.", 
+            "title": "Asset Management"
+        }, 
+        {
+            "location": "/#audio", 
+            "text": "Libraries for manipulating audio.   audiolazy  - Expressive Digital Signal Processing (DSP) package for Python.  audioread  - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.  beets  - A music library manager and  MusicBrainz  tagger.  dejavu  - Audio fingerprinting and recognition.  django-elastic-transcoder  - Django +  Amazon Elastic Transcoder .  eyeD3  - A tool for working with audio files, specifically MP3 files containing ID3 metadata.  id3reader  - A Python module for reading MP3 meta data.  m3u8  - A module for parsing m3u8 file.  mingus  - An advanced music theory and notation package with MIDI file and playback support.  mutagen  - A Python module to handle audio metadata.  pydub  - Manipulate audio with a simple and easy high level interface.  pyechonest  - Python client for the  Echo Nest  API.  talkbox  - A Python library for speech/signal processing.  TimeSide  - Open web audio processing framework.  tinytag  - A library for reading music meta data of MP3, OGG, FLAC and Wave files.", 
+            "title": "Audio"
+        }, 
+        {
+            "location": "/#authentication", 
+            "text": "Libraries for implementing authentications schemes.   OAuth  Authomatic  - Simple but powerful framework agnostic authentication/authorization client.  django-allauth  - Authentication app for Django that \"just works.\"  django-oauth-toolkit  - OAuth2 goodies for the Djangonauts.  django-oauth2-provider  - Providing OAuth2 access to Django app.  Flask-OAuthlib  - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.  OAuthLib  - A generic and thorough implementation of the OAuth request-signing logic.  python-oauth2  - A fully tested, abstract interface to creating OAuth clients and servers.  python-social-auth  - An easy-to-setup social authentication mechanism.  rauth  - A Python library for OAuth 1.0/a, 2.0, and Ofly.  sanction  - A dead simple OAuth2 client implementation.    Others  jose  - JavaScript Object Signing and Encryption draft implementation.  PyJWT  - Implementation of the JSON Web Token draft 01.  python-jws  - Implementation of JSON Web Signatures draft 02.  python-jwt  - Module for generating and verifying JSON Web Tokens.", 
+            "title": "Authentication"
         }, 
         {
             "location": "/#build-tools", 
-            "text": "Compile software from source code.   buildout  - A build system for creating, assembling and deploying applications from multiple parts.  BitBake  - A make-like build tool for embedded Linux.  PlatformIO  - A console tool to build code with different development platforms.  PyBuilder  - A continuous build tool written in pure Python.  SCons  - A software construction tool.", 
+            "text": "Compile software from source code.   BitBake  - A make-like build tool for embedded Linux.  buildout  - A build system for creating, assembling and deploying applications from multiple parts.  PlatformIO  - A console tool to build code with different development platforms.  PyBuilder  - A continuous build tool written in pure Python.  SCons  - A software construction tool.", 
             "title": "Build Tools"
         }, 
         {
-            "location": "/#interactive-interpreter", 
-            "text": "Interactive Python interpreters (REPL).   Jupyter Notebook (IPython)  - A rich toolkit to help you make the most out of using Python interactively.  bpython  - A fancy interface to the Python interpreter.  ptpython  - Advanced Python REPL built on top of the  python-prompt-toolkit .", 
-            "title": "Interactive Interpreter"
+            "location": "/#cms", 
+            "text": "Content Management Systems.   django-cms  - An Open source enterprise CMS based on the Django.  djedi-cms  - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind.  FeinCMS  - One of the most advanced Content Management Systems built on Django.  Kotti  - A high-level, Pythonic web application framework built on Pyramid.  Mezzanine  - A powerful, consistent, and flexible content management platform.  Opps  - A Django-based CMS for magazines, newspapers websites and portals with high-traffic.  Plone  - A CMS built on top of the open source application server Zope.  Quokka  - Flexible, extensible, small CMS powered by Flask and MongoDB.  Wagtail  - A Django content management system.  Widgy  - Last CMS framework, based on Django.", 
+            "title": "CMS"
         }, 
         {
-            "location": "/#files", 
-            "text": "Libraries for file manipulation and MIME type detection.   imghdr  - (Python standard library) Determine the type of an image.  mimetypes  - (Python standard library) Map filenames to MIME types.  path.py  - A module wrapper for  os.path .  pathlib  - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.  python-magic  - A Python interface to the libmagic file type identification library.  Unipath  - An object-oriented approach to file/directory operations.  watchdog  - API and shell utilities to monitor file system events.", 
-            "title": "Files"
+            "location": "/#caching", 
+            "text": "Libraries for caching data.   Beaker  - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications.  DiskCache  - SQLite and file backed cache backend with faster lookups than memcached and redis.  django-cache-machine  - Automatic caching and invalidation for Django models.  django-cacheops  - A slick ORM cache with automatic granular event-driven invalidation.  django-viewlet  - Render template parts with extended cache control.  dogpile.cache  - dogpile.cache is next generation replacement for Beaker made by same authors.  HermesCache  - Python caching library with tag-based invalidation and dogpile effect prevention.  johnny-cache  - A caching framework for django applications.  pylibmc  - A Python wrapper around the  libmemcached  interface.", 
+            "title": "Caching"
         }, 
         {
-            "location": "/#date-and-time", 
-            "text": "Libraries for working with dates and times.   Pendulum  - Python datetimes made easy.  arrow  - Better dates   times for Python.  Chronyk  - A Python 3 library for parsing human-written times and dates.  dateutil  - Extensions to the standard Python  datetime  module.  delorean  - A library for clearing up the inconvenient truths that arise dealing with datetimes.  moment  - A Python library for dealing with dates/times. Inspired by  Moment.js .  PyTime  - A easy-use Python module which aims to operate date/time/datetime by string.  pytz  - World timezone definitions, modern and historical. Brings the  tz database  into Python.  when.py  - Providing user-friendly functions to help perform common date and time actions.", 
-            "title": "Date and Time"
+            "location": "/#chatops-tools", 
+            "text": "Libraries for chatbot development.   Errbot  - The easiest and most popular chatbot to implement ChatOps.", 
+            "title": "ChatOps Tools"
         }, 
         {
-            "location": "/#text-processing", 
-            "text": "Libraries for parsing and manipulating plain texts.   General  chardet  - Python 2/3 compatible character encoding detector.  difflib  - (Python standard library) Helpers for computing deltas.  ftfy  - Makes Unicode text less broken and more consistent automagically.  fuzzywuzzy  - Fuzzy String Matching.  Levenshtein  - Fast computation of Levenshtein distance and string similarity.  pangu.py  - Spacing texts for CJK and alphanumerics.  pyfiglet  - An implementation of figlet written in Python.  shortuuid  - A generator library for concise, unambiguous and URL-safe UUIDs.  unidecode  - ASCII transliterations of Unicode text.  uniout  - Print readable chars instead of the escaped string.  xpinyin  - A library to translate Chinese hanzi (\u6f22\u5b57) to pinyin (\u62fc\u97f3).    Slugify  awesome-slugify  - A Python slugify library that can preserve unicode.  python-slugify  - A Python slugify library that translates unicode to ASCII.  unicode-slugify  - A slugifier that generates unicode slugs with Django as a dependency.    Parser  phonenumbers  - Parsing, formatting, storing and validating international phone numbers.  PLY  - Implementation of lex and yacc parsing tools for Python  Pygments  - A generic syntax highlighter.  pyparsing  - A general purpose framework for generating parsers.  python-nameparser  - Parsing human names into their individual components.  python-user-agents  - Browser user agent parser.  sqlparse  - A non-validating SQL parser.", 
-            "title": "Text Processing"
+            "location": "/#code-analysis-and-linter", 
+            "text": "Libraries and tools for analysing, parsing and manipulation codebases.   Code Analysis  coala  - Language independent and easily extendable code analysis application.  code2flow  - Turn your Python and JavaScript code into DOT flowcharts.  pycallgraph  - A library that visualises the flow (call graph) of your Python application.  pysonar2  - A type inferencer and indexer for Python.    Linter  Flake8  - The modular source code checker: pep8, pyflakes and co.  pylama  - Code audit tool for Python and JavaScript.  Pylint  - A Fully customizable source code analyzer.", 
+            "title": "Code Analysis and Linter"
         }, 
         {
-            "location": "/#specific-formats-processing", 
-            "text": "Libraries for parsing and manipulating specific text formats.   General  tablib  - A module for Tabular Datasets in XLS, CSV, JSON, YAML.    Office  Marmir  - Takes Python data structures and turns them into spreadsheets.  openpyxl  - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.  pyexcel  - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.  python-docx  - Reads, queries and modifies Microsoft Word 2007/2008 docx files.  relatorio  - Templating OpenDocument files.  unoconv  - Convert between any document format supported by LibreOffice/OpenOffice.  XlsxWriter  - A Python module for creating Excel .xlsx files.  xlwings  - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.  xlwt  /  xlrd  - Writing and reading data and formatting information from Excel files.    PDF  PDFMiner  - A tool for extracting information from PDF documents.  PyPDF2  - A library capable of splitting, merging and transforming PDF pages.  ReportLab  - Allowing Rapid creation of rich PDF documents.    Markdown  Mistune  - Fastest and full featured pure Python parsers of Markdown.  Python-Markdown  - A Python implementation of John Gruber\u2019s Markdown.    YAML  PyYAML  - YAML implementations for Python.    CSV  csvkit  - Utilities for converting to and working with CSV.    Archive  unp  - A command line tool that can unpack archives easily.", 
-            "title": "Specific Formats Processing"
+            "location": "/#command-line-tools", 
+            "text": "Libraries for building command-line application.   Command-line Application Development  asciimatics  - Cross-platform, full-screen terminal package (i.e.  mouse/keyboard input and coloured, positioned text output) complete with high-level API for complex animations and special effects.  cement  - CLI Application Framework for Python.  click  - A package for creating beautiful command line interfaces in a composable way.  cliff  - A framework for creating command-line programs with multi-level commands.  clint  - Python Command-line Application Tools.  colorama  - Cross-platform colored terminal text.  docopt  - Pythonic command line arguments parser.  Gooey  - Turn command line programs into a full GUI application with one line  python-prompt-toolkit  - A Library for building powerful interactive command lines.    Productivity Tools  aws-cli  - A universal command-line interface for Amazon Web Services.  bashplotlib  - Making basic plots in the terminal.  caniusepython3  - Determine what projects are blocking you from porting to Python 3.  cookiecutter  - A command-line utility that creates projects from cookiecutters (project templates).  doitlive  - A tool for live presentations in the terminal.  howdoi  - Instant coding answers via the command line.  httpie  - A command line HTTP client, a user-friendly cURL replacement.  mycli  - A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting.  PathPicker  - Select files out of bash output.  percol  - Adds flavor of interactive selection to the traditional pipe concept on UNIX.  pgcli  - Postgres CLI with autocompletion and syntax highlighting.  SAWS  - A Supercharged AWS CLI.  thefuck  - Correcting your previous console command.  try  - A dead simple CLI to try out python packages - It's never been easier.", 
+            "title": "Command-line Tools"
         }, 
         {
-            "location": "/#natural-language-processing", 
-            "text": "Libraries for working with human languages.   NLTK  - A leading platform for building Python programs to work with human language data.  Pattern  - A web mining module for the Python.  Jieba  - Chinese text segmentation.  SnowNLP  - A library for processing Chinese text.  spaCy  - A library for industrial-strength natural language processing in Python and Cython.  TextBlob  - Providing a consistent API for diving into common NLP tasks.  TextGrocery  - A simple, efficient short-text classification tool based on LibLinear and Jieba.  langid.py  - Stand-alone language identification system.", 
-            "title": "Natural Language Processing"
+            "location": "/#compatibility", 
+            "text": "Libraries for migrating from Python 2 to 3.   Python-Future  - The missing compatibility layer between Python 2 and Python 3.  Python-Modernize  - Modernizes Python code for eventual Python 3 migration.  Six  - Python 2 and 3 compatibility utilities.", 
+            "title": "Compatibility"
         }, 
         {
-            "location": "/#documentation", 
-            "text": "Libraries for generating project documentation.   Sphinx  - Python Documentation generator.  awesome-sphinxdoc    MkDocs  - Markdown friendly documentation generator.  pdoc  - Epydoc replacement to auto generate API documentation for Python libraries.  Pycco  - The literate-programming-style documentation generator.", 
-            "title": "Documentation"
+            "location": "/#computer-vision", 
+            "text": "Libraries for computer vision.   OpenCV  - Open Source Computer Vision Library.  pyocr  - A wrapper for Tesseract and Cuneiform.  pytesseract  - Another wrapper for  Google Tesseract OCR .  SimpleCV  - An open source framework for building computer vision applications.", 
+            "title": "Computer Vision"
+        }, 
+        {
+            "location": "/#concurrency-and-parallelism", 
+            "text": "Libraries for concurrent and parallel execution.   eventlet  - Asynchronous framework with WSGI support.  gevent  - A coroutine-based Python networking library that uses  greenlet .  multiprocessing  - (Python standard library) Process-based \"threading\" interface.  threading  - (Python standard library) Higher-level threading interface.  Tomorrow  - Magic decorator syntax for asynchronous code.  uvloop  - Ultra fast implementation of asyncio event loop on top of libuv.", 
+            "title": "Concurrency and Parallelism"
         }, 
         {
             "location": "/#configuration", 
@@ -76,44 +91,24 @@
             "title": "Configuration"
         }, 
         {
-            "location": "/#command-line-tools", 
-            "text": "Libraries for building command-line application.   Command-line Application Development  asciimatics  - Cross-platform, full-screen terminal package (i.e.  mouse/keyboard input and coloured, positioned text output) complete with high-level API for complex animations and special effects.  cement  - CLI Application Framework for Python.  click  - A package for creating beautiful command line interfaces in a composable way.  cliff  - A framework for creating command-line programs with multi-level commands.  clint  - Python Command-line Application Tools.  colorama  - Cross-platform colored terminal text.  docopt  - Pythonic command line arguments parser.  Gooey  - Turn command line programs into a full GUI application with one line  python-prompt-toolkit  - A Library for building powerful interactive command lines.    Productivity Tools  aws-cli  - A universal command-line interface for Amazon Web Services.  bashplotlib  - Making basic plots in the terminal.  caniusepython3  - Determine what projects are blocking you from porting to Python 3.  cookiecutter  - A command-line utility that creates projects from cookiecutters (project templates).  doitlive  - A tool for live presentations in the terminal.  howdoi  - Instant coding answers via the command line.  httpie  - A command line HTTP client, a user-friendly cURL replacement.  PathPicker  - Select files out of bash output.  percol  - Adds flavor of interactive selection to the traditional pipe concept on UNIX.  SAWS  - A Supercharged AWS CLI.  thefuck  - Correcting your previous console command.  try  - A dead simple CLI to try out python packages - It's never been easier.  mycli  - A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting.  pgcli  - Postgres CLI with autocompletion and syntax highlighting.", 
-            "title": "Command-line Tools"
+            "location": "/#cryptography", 
+            "text": "cryptography  - A package designed to expose cryptographic primitives and recipes to Python developers.  hashids  - Implementation of  hashids  in Python.  Paramiko  - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.  Passlib  - Secure password storage/hashing library, very high level.  PyCrypto  - The Python Cryptography Toolkit.  PyNacl  - Python binding to the Networking and Cryptography (NaCl) library.", 
+            "title": "Cryptography"
         }, 
         {
-            "location": "/#downloader", 
-            "text": "Libraries for downloading.   s3cmd  - A command line tool for managing Amazon S3 and CloudFront.  s4cmd  - Super S3 command line tool, good for higher performance.  you-get  - A YouTube/Youku/Niconico video downloader written in Python 3.  youtube-dl  - A small command-line program to download videos from YouTube.", 
-            "title": "Downloader"
+            "location": "/#data-analysis", 
+            "text": "Libraries for data analyzing.   Blaze  - NumPy and Pandas interface to Big Data.  Open Mining  - Business Intelligence (BI) in Pandas interface.  Orange  - Data mining, data visualization, analysis and machine learning through visual programming or scripts.  Pandas  - A library providing high-performance, easy-to-use data structures and data analysis tools.", 
+            "title": "Data Analysis"
         }, 
         {
-            "location": "/#imagery", 
-            "text": "Libraries for manipulating images.   pagan  - Retro identicon (Avatar) generation based on input string and hash.  pillow  - Pillow is the friendly  PIL  fork.  hmap  - Image histogram remapping.  imgSeek  - A project for searching a collection of images using visual similarity.  nude.py  - Nudity detection.  pyBarcode  - Create barcodes in Python without needing PIL.  pygram  - Instagram-like image filters.  python-qrcode  - A pure Python QR Code generator.  Quads  - Computer art based on quadtrees.  scikit-image  - A Python library for (scientific) image processing.  thumbor  - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.  wand  - Python bindings for  MagickWand , C API for ImageMagick.", 
-            "title": "Imagery"
+            "location": "/#data-validation", 
+            "text": "Libraries for validating data. Used for forms in many cases.   Cerberus  - A lightweight and extensible data validation library.  colander  - Validating and deserializing data obtained via XML, JSON, an HTML form post.  jsonschema  - An implementation of  JSON Schema  for Python.  schema  - A library for validating Python data structures.  Schematics  - Data Structure Validation.  valideer  - Lightweight extensible data validation and adaptation library.  voluptuous  - A Python data validation library.", 
+            "title": "Data Validation"
         }, 
         {
-            "location": "/#ocr", 
-            "text": "Libraries for Optical Character Recognition.   pyocr  - A wrapper for Tesseract and Cuneiform.  pytesseract  - Another wrapper for  Google Tesseract OCR .", 
-            "title": "OCR"
-        }, 
-        {
-            "location": "/#audio", 
-            "text": "Libraries for manipulating audio.   audiolazy  - Expressive Digital Signal Processing (DSP) package for Python.  audioread  - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.  beets  - A music library manager and  MusicBrainz  tagger.  dejavu  - Audio fingerprinting and recognition.  django-elastic-transcoder  - Django +  Amazon Elastic Transcoder .  eyeD3  - A tool for working with audio files, specifically MP3 files containing ID3 metadata.  id3reader  - A Python module for reading MP3 meta data.  m3u8  - A module for parsing m3u8 file.  mutagen  - A Python module to handle audio metadata.  pydub  - Manipulate audio with a simple and easy high level interface.  pyechonest  - Python client for the  Echo Nest  API.  talkbox  - A Python library for speech/signal processing.  TimeSide  - Open web audio processing framework.  tinytag  - A library for reading music meta data of MP3, OGG, FLAC and Wave files.  mingus  - An advanced music theory and notation package with MIDI file and playback support.", 
-            "title": "Audio"
-        }, 
-        {
-            "location": "/#video", 
-            "text": "Libraries for manipulating video and GIFs.   moviepy  - A module for script-based movie editing with many formats, including animated GIFs.  scikit-video  - Video processing routines for SciPy.", 
-            "title": "Video"
-        }, 
-        {
-            "location": "/#geolocation", 
-            "text": "Libraries for geocoding addresses and working with latitudes and longitudes.   GeoDjango  - A world-class geographic web framework.  GeoIP  - Python API for MaxMind GeoIP Legacy Database.  geojson  - Python bindings and utilities for GeoJSON.  geopy  - Python Geocoding Toolbox.  pygeoip  - Pure Python GeoIP API.  django-countries  - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.", 
-            "title": "Geolocation"
-        }, 
-        {
-            "location": "/#http", 
-            "text": "Libraries for working with HTTP.   requests  - HTTP Requests for Humans\u2122.  grequests  - requests + gevent for asynchronous HTTP requests.  httplib2  - Comprehensive HTTP client library.  treq  - Python requests like API built on top of Twisted's HTTP client.  urllib3  - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.", 
-            "title": "HTTP"
+            "location": "/#data-visualization", 
+            "text": "Libraries for visualizing data. See:  awesome-javascript .   Altair  - Declarative statistical visualization library for Python.  Bokeh  - Interactive Web Plotting for Python.  ggplot  - Same API as ggplot2 for R.  Matplotlib  - A Python 2D plotting library.  Pygal  - A Python SVG Charts Creator.  PyGraphviz  - Python interface to  Graphviz .  PyQtGraph  - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.  Seaborn  - Statistical data visualization using Matplotlib.  VisPy  - High-performance scientific visualization based on OpenGL.", 
+            "title": "Data Visualization"
         }, 
         {
             "location": "/#database", 
@@ -126,79 +121,49 @@
             "title": "Database Drivers"
         }, 
         {
-            "location": "/#orm", 
-            "text": "Libraries that implement Object-Relational Mapping or data mapping techniques.   Relational Databases  Django Models  - A part of Django.  SQLAlchemy  - The Python SQL Toolkit and Object Relational Mapper.  awesome-sqlalchemy    Peewee  - A small, expressive ORM.  PonyORM  - ORM that provides a generator-oriented interface to SQL.  python-sql  - Write SQL queries pythonically.    NoSQL Databases  django-mongodb-engine  - Django MongoDB Backend.  PynamoDB  - A Pythonic interface for  Amazon DynamoDB .  flywheel  - Object mapper for Amazon DynamoDB.  MongoEngine  - A Python Object-Document-Mapper for working with MongoDB.  hot-redis  - Rich Python data types for Redis.  redisco  - A Python Library for Simple Models and Containers Persisted in Redis.    Others  butterdb  - A Python ORM for Google Drive Spreadsheets.  dataset  - A JSON-based database.", 
-            "title": "ORM"
+            "location": "/#date-and-time", 
+            "text": "Libraries for working with dates and times.   arrow  - Better dates   times for Python.  Chronyk  - A Python 3 library for parsing human-written times and dates.  dateutil  - Extensions to the standard Python  datetime  module.  delorean  - A library for clearing up the inconvenient truths that arise dealing with datetimes.  moment  - A Python library for dealing with dates/times. Inspired by  Moment.js .  Pendulum  - Python datetimes made easy.  PyTime  - A easy-use Python module which aims to operate date/time/datetime by string.  pytz  - World timezone definitions, modern and historical. Brings the  tz database  into Python.  when.py  - Providing user-friendly functions to help perform common date and time actions.", 
+            "title": "Date and Time"
         }, 
         {
-            "location": "/#web-frameworks", 
-            "text": "Full stack web frameworks.   Django  - The most popular web framework in Python.  awesome-django    Flask  - A microframework for Python.  awesome-flask    Pyramid  - A small, fast, down-to-earth, open source Python web framework.  awesome-pyramid    Bottle  - A fast, simple and lightweight WSGI micro web-framework.  CherryPy  - A minimalist Python web framework, HTTP/1.1-compliant and WSGI thread-pooled.  TurboGears  - A microframework that can scale up to a full stack solution.  web.py  - A web framework for Python that is as simple as it is powerful.  web2py  - A full stack web framework and platform focused in the ease of use.  Tornado  - A Web framework and asynchronous networking library.", 
-            "title": "Web Frameworks"
+            "location": "/#debugging-tools", 
+            "text": "Libraries for debugging code.   Debugger  django-debug-toolbar  - Display various debug information for Django.  django-devserver  - A drop-in replacement for Django's runserver.  flask-debugtoolbar  - A port of the django-debug-toolbar to flask.  ipdb  - IPython-enabled  pdb .  pudb  - A full-screen, console-based Python debugger.  pyringe  - Debugger capable of attaching to and injecting code into Python processes.  wdb  - An improbable web debugger through WebSockets.  winpdb  - A Python Debugger with GUI, capable of remote debugging based on  rpdb2 .    Profiler  line_profiler  - Line-by-line profiling.  memory_profiler  - Monitor Memory usage of Python code.  profiling  - An interactive Python profiler.    Others  pyelftools  - Parsing and analyzing ELF files and DWARF debugging information.  python-statsd  - Python Client for the  statsd  server.", 
+            "title": "Debugging Tools"
         }, 
         {
-            "location": "/#serverless-frameworks", 
-            "text": "Frameworks for developing serverless Python code.   apex  - Build, deploy, and manage  AWS Lambda  functions with ease.  Zappa  - A tool for deploying WSGI applications on AWS Lambda and API Gateway.  python-lambda  - A toolkit for developing and deploying Python code in AWS Lambda.", 
-            "title": "Serverless Frameworks"
+            "location": "/#deep-learning", 
+            "text": "Frameworks for Neural Networks and Deep Learning. See:  awesome-deep-learning .   Caffe  - A fast open framework for deep learning..  Keras  - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.  Neupy  - Running and testing different Artificial Neural Networks algorithms.  TensorFlow  - The most popular Deep Learning framework created by Google.  Theano  - A library for fast numerical computation.", 
+            "title": "Deep Learning"
         }, 
         {
-            "location": "/#permissions", 
-            "text": "Libraries that allow or deny users access to data or functionality.   Carteblanche  - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.  django-guardian  - Implementation of per object permissions for Django 1.2+  django-rules  - A tiny but powerful app providing object-level permissions to Django, without requiring a database.", 
-            "title": "Permissions"
+            "location": "/#devops-tools", 
+            "text": "Software and libraries for DevOps.   Ansible  - A radically simple IT automation platform.  Cloud-Init  - A multi-distribution package that handles early initialization of a cloud instance.  cuisine  - Chef-like functionality for Fabric.  Docker Compose  - Fast, isolated development environments using  Docker .  Fabric  - A simple, Pythonic tool for remote execution and deployment.  Fabtools  - Tools for writing awesome Fabric files.  honcho  - A Python clone of  Foreman , for managing Procfile-based applications.  OpenStack  - Open source software for building private and public clouds.  pexpect  - Controlling interactive programs in a pseudo-terminal like GNU expect.  psutil  - A cross-platform process and system utilities module.  SaltStack  - Infrastructure automation and management system.  supervisor  - Supervisor process control system for UNIX.", 
+            "title": "DevOps Tools"
         }, 
         {
-            "location": "/#cms", 
-            "text": "Content Management Systems.   django-cms  - An Open source enterprise CMS based on the Django.  djedi-cms  - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind.  FeinCMS  - One of the most advanced Content Management Systems built on Django.  Kotti  - A high-level, Pythonic web application framework built on Pyramid.  Mezzanine  - A powerful, consistent, and flexible content management platform.  Opps  - A Django-based CMS for magazines, newspapers websites and portals with high-traffic.  Plone  - A CMS built on top of the open source application server Zope.  Quokka  - Flexible, extensible, small CMS powered by Flask and MongoDB.  Wagtail  - A Django content management system.  Widgy  - Last CMS framework, based on Django.", 
-            "title": "CMS"
+            "location": "/#distribution", 
+            "text": "Libraries to create packaged executables for release distribution.   dh-virtualenv  - Build and distribute a virtualenv as a Debian package.  Nuitka  - Compile scripts, modules, packages to an executable or extension module.  py2app  - Freezes Python scripts (Mac OS X).  py2exe  - Freezes Python scripts (Windows).  PyInstaller  - Converts Python programs into stand-alone executables (cross-platform).  pynsist  - A tool to build Windows installers, installers bundle Python itself.", 
+            "title": "Distribution"
+        }, 
+        {
+            "location": "/#documentation", 
+            "text": "Libraries for generating project documentation.   Sphinx  - Python Documentation generator.  awesome-sphinxdoc    MkDocs  - Markdown friendly documentation generator.  pdoc  - Epydoc replacement to auto generate API documentation for Python libraries.  Pycco  - The literate-programming-style documentation generator.", 
+            "title": "Documentation"
+        }, 
+        {
+            "location": "/#downloader", 
+            "text": "Libraries for downloading.   s3cmd  - A command line tool for managing Amazon S3 and CloudFront.  s4cmd  - Super S3 command line tool, good for higher performance.  you-get  - A YouTube/Youku/Niconico video downloader written in Python 3.  youtube-dl  - A small command-line program to download videos from YouTube.", 
+            "title": "Downloader"
         }, 
         {
             "location": "/#e-commerce", 
-            "text": "Frameworks and libraries for e-commerce and payments.   django-oscar  - An open-source e-commerce framework for Django.  django-shop  - A Django based shop system.  Cartridge  - A shopping cart app built using the Mezzanine.  shoop  - An open source E-Commerce platform based on Django.  alipay  - Unofficial Alipay API for Python.  merchant  - A Django app to accept payments from various payment processors.  money  - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.  python-currencies  - Display money format and its filthy currencies.", 
+            "text": "Frameworks and libraries for e-commerce and payments.   alipay  - Unofficial Alipay API for Python.  Cartridge  - A shopping cart app built using the Mezzanine.  django-oscar  - An open-source e-commerce framework for Django.  django-shop  - A Django based shop system.  merchant  - A Django app to accept payments from various payment processors.  money  - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.  python-currencies  - Display money format and its filthy currencies.  shoop  - An open source E-Commerce platform based on Django.", 
             "title": "E-commerce"
         }, 
         {
-            "location": "/#restful-api", 
-            "text": "Libraries for developing RESTful APIs.   Django  django-rest-framework  - A powerful and flexible toolkit to build web APIs.  django-tastypie  - Creating delicious APIs for Django apps.  django-formapi  - Create JSON APIs with Django's form validation.    Flask  flask-api  - Browsable Web APIs for Flask.  flask-restful  - Quickly building REST APIs for Flask.  flask-restless  - Generating RESTful APIs for database models defined with SQLAlchemy.  flask-api-utils  - Taking care of API representation and authentication for Flask.  eve  - REST API framework powered by Flask, MongoDB and good intentions.    Pyramid  cornice  - A RESTful framework for Pyramid.    Framework agnostic  falcon  - A high-performance framework for building cloud APIs and web app backends.  hug  - A Python3 framework for cleanly exposing APIs over HTTP and the Command Line with automatic documentation and validation.  sandman  - Automated REST APIs for existing database-driven systems.  restless  - Framework agnostic REST framework based on lessons learned from Tastypie.  ripozo  - Quickly creating REST/HATEOAS/Hypermedia APIs.", 
-            "title": "RESTful API"
-        }, 
-        {
-            "location": "/#serialization", 
-            "text": "Libraries for serializing complex data types   marshmallow  - marshmallow is an ORM/ODM/framework-agnostic library for converting complex datatypes, such as objects, to and from native Python datatypes.", 
-            "title": "Serialization"
-        }, 
-        {
-            "location": "/#authentication", 
-            "text": "Libraries for implementing authentications schemes.   OAuth  Authomatic  - Simple but powerful framework agnostic authentication/authorization client.  django-allauth  - Authentication app for Django that \"just works.\"  django-oauth-toolkit  - OAuth2 goodies for the Djangonauts.  django-oauth2-provider  - Providing OAuth2 access to Django app.  Flask-OAuthlib  - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.  OAuthLib  - A generic and thorough implementation of the OAuth request-signing logic.  python-oauth2  - A fully tested, abstract interface to creating OAuth clients and servers.  python-social-auth  - An easy-to-setup social authentication mechanism.  rauth  - A Python library for OAuth 1.0/a, 2.0, and Ofly.  sanction  - A dead simple OAuth2 client implementation.    Others  jose  - JavaScript Object Signing and Encryption draft implementation.  PyJWT  - Implementation of the JSON Web Token draft 01.  python-jws  - Implementation of JSON Web Signatures draft 02.  python-jwt  - Module for generating and verifying JSON Web Tokens.", 
-            "title": "Authentication"
-        }, 
-        {
-            "location": "/#template-engine", 
-            "text": "Libraries and tools for templating and lexing.   Jinja2  - A modern and designer friendly templating language.  Genshi  - Python templating toolkit for generation of web-aware output.  Mako  - Hyperfast and lightweight templating for the Python platform.", 
-            "title": "Template Engine"
-        }, 
-        {
-            "location": "/#queue", 
-            "text": "Libraries for working with event and task queues.   celery  - An asynchronous task queue/job queue based on distributed message passing.  huey  - Little multi-threaded task queue.  mrq  - Mr. Queue - A distributed worker task queue in Python using Redis   gevent.  rq  - Simple job queues for Python.  simpleq  - A simple, infinitely scalable, Amazon SQS based queue.", 
-            "title": "Queue"
-        }, 
-        {
-            "location": "/#search", 
-            "text": "Libraries and software for indexing and performing search queries on data.   django-haystack  - Modular search for Django.  elasticsearch-py  - The official low-level Python client for  Elasticsearch .  elasticsearch-dsl-py  - The official high-level Python client for Elasticsearch.  esengine  - ElasticSearch ODM (Object Document Mapper) for Python.  solrpy  - A Python client for  solr .  Whoosh  - A fast, pure Python search engine library.", 
-            "title": "Search"
-        }, 
-        {
-            "location": "/#news-feed", 
-            "text": "Libraries for building user's activities.   django-activity-stream  - Generating generic activity streams from the actions on your site.  Stream-Framework  - Building newsfeed and notification systems using Cassandra and Redis.", 
-            "title": "News Feed"
-        }, 
-        {
-            "location": "/#asset-management", 
-            "text": "Tools for managing, compressing and minifying website assets.   django-compressor  - Compresses linked and inline JavaScript or CSS into a single cached file.  django-pipeline  - An asset packaging library for Django.  django-storages  - A collection of custom storage back ends for Django.  fanstatic  - Packages, optimizes, and serves static file dependencies as Python packages.  fileconveyor  - A daemon to detect and sync files to CDNs, S3 and FTP.  flask-assets  - Helps you integrate webassets into your Flask app.  jinja-assets-compressor  - A Jinja extension to compile and compress your assets.  webassets  - Bundles, optimizes, and manages unique cache-busting URLs for static resources.", 
-            "title": "Asset Management"
-        }, 
-        {
-            "location": "/#caching", 
-            "text": "Libraries for caching data.   Beaker  - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications.  django-cache-machine  - Automatic caching and invalidation for Django models.  django-cacheops  - A slick ORM cache with automatic granular event-driven invalidation.  django-viewlet  - Render template parts with extended cache control.  dogpile.cache  - dogpile.cache is next generation replacement for Beaker made by same authors.  HermesCache  - Python caching library with tag-based invalidation and dogpile effect prevention.  johnny-cache  - A caching framework for django applications.  pylibmc  - A Python wrapper around the  libmemcached  interface.  DiskCache  - SQLite and file backed cache backend with faster lookups than memcached and redis.", 
-            "title": "Caching"
+            "location": "/#editor-plugins-and-ides", 
+            "text": "Emacs  Elpy  - Emacs Python Development Environment.    Sublime Text  Anaconda  - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.  SublimeJEDI  - A Sublime Text plugin to the awesome auto-complete library Jedi.    Vim  Jedi-vim  - Vim bindings for the Jedi auto-completion library for Python.  Python-mode  - An all in one plugin for turning Vim into a Python IDE.  YouCompleteMe  - Includes  Jedi -based completion engine for Python.    Visual Studio  PTVS  - Python Tools for Visual Studio.    Visual Studio Code  Python  - An extension with rich support for the Python language, with features including linting, IntelliSense, formatting, refactoring, debugging, unit tests, and jupyter support.    IDE  LiClipse  - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.  PyCharm  - Commercial Python IDE by JetBrains. Has free community edition available.  Spyder  - Open Source Python IDE.", 
+            "title": "Editor Plugins and IDEs"
         }, 
         {
             "location": "/#email", 
@@ -206,29 +171,19 @@
             "title": "Email"
         }, 
         {
-            "location": "/#internationalization", 
-            "text": "Libraries for working with i18n.   Babel  - An internationalization library for Python.  PyICU  - A wrapper of International Components for Unicode C++ library ( ICU ).", 
-            "title": "Internationalization"
+            "location": "/#environment-management", 
+            "text": "Libraries for Python version and environment management.   p  - Dead simple interactive Python version management.  pyenv  - Simple Python version management.  venv  - (Python standard library in Python 3.3+) Creating lightweight virtual environments.  virtualenv  - A tool to create isolated Python environments.  virtualenvwrapper  - A set of extensions to virtualenv.", 
+            "title": "Environment Management"
         }, 
         {
-            "location": "/#url-manipulation", 
-            "text": "Libraries for parsing URLs.   furl  - A small Python library that makes manipulating URLs simple.  purl  - A simple, immutable URL class with a clean API for interrogation and manipulation.  pyshorteners  - A pure Python URL shortening lib.  short_url  - Python implementation for generating Tiny URL and bit.ly-like URLs.  webargs  - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.", 
-            "title": "URL Manipulation"
+            "location": "/#files", 
+            "text": "Libraries for file manipulation and MIME type detection.   imghdr  - (Python standard library) Determine the type of an image.  mimetypes  - (Python standard library) Map filenames to MIME types.  path.py  - A module wrapper for  os.path .  pathlib  - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.  python-magic  - A Python interface to the libmagic file type identification library.  Unipath  - An object-oriented approach to file/directory operations.  watchdog  - API and shell utilities to monitor file system events.", 
+            "title": "Files"
         }, 
         {
-            "location": "/#html-manipulation", 
-            "text": "Libraries for working with HTML and XML.   BeautifulSoup  - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.  bleach  - A whitelist-based HTML sanitization and text linkification library.  cssutils  - A CSS library for Python.  html5lib  - A standards-compliant library for parsing and serializing HTML documents and fragments.  lxml  - A very fast, easy-to-use and versatile library for handling HTML and XML.  MarkupSafe  - Implements a XML/HTML/XHTML Markup safe string for Python.  pyquery  - A jQuery-like library for parsing HTML.  untangle  - Converts XML documents to Python objects for easy access.  WeasyPrint  - A visual rendering engine for HTML and CSS that can export to PDF.  xmldataset  - Simple XML Parsing.  xmltodict  - Working with XML feel like you are working with JSON.", 
-            "title": "HTML Manipulation"
-        }, 
-        {
-            "location": "/#web-crawling", 
-            "text": "Libraries for scraping websites.   Scrapy  - A fast high-level screen scraping and web crawling framework.  cola  - A distributed crawling framework.  Demiurge  - PyQuery-based scraping micro-framework.  feedparser  - Universal feed parser.  Grab  - Site scraping framework.  MechanicalSoup  - A Python library for automating interaction with websites.  portia  - Visual scraping for Scrapy.  pyspider  - A powerful spider system.  RoboBrowser  - A simple, Pythonic library for browsing the web without a standalone web browser.", 
-            "title": "Web Crawling"
-        }, 
-        {
-            "location": "/#web-content-extracting", 
-            "text": "Libraries for extracting web contents.   Haul  - An Extensible Image Crawler.  html2text  - Convert HTML to Markdown-formatted text.  lassie  - Web Content Retrieval for Humans.  micawber  - A small library for extracting rich content from URLs.  newspaper  - News extraction, article extraction and content curation in Python.  opengraph  - A Python module to parse the Open Graph Protocol  python-goose  - HTML Content/Article Extractor.  python-readability  - Fast Python port of arc90's readability tool.  sanitize  - Bringing sanity to world of messed-up data.  sumy  - A module for automatic summarization of text documents and HTML pages.  textract  - Extract text from any document, Word, PowerPoint, PDFs, etc.", 
-            "title": "Web Content Extracting"
+            "location": "/#foreign-function-interface", 
+            "text": "Libraries for providing foreign function interface.   cffi  - Foreign Function Interface for Python calling C code.  ctypes  - (Python standard library) Foreign Function Interface for Python calling C code.  PyCUDA  - A Python wrapper for Nvidia's CUDA API.  SWIG  - Simplified Wrapper and Interface Generator.", 
+            "title": "Foreign Function Interface"
         }, 
         {
             "location": "/#forms", 
@@ -236,68 +191,13 @@
             "title": "Forms"
         }, 
         {
-            "location": "/#data-validation", 
-            "text": "Libraries for validating data. Used for forms in many cases.   Schematics  - Data Structure Validation.  schema  - A library for validating Python data structures.  jsonschema  - An implementation of  JSON Schema  for Python.  Cerberus  - A lightweight and extensible data validation library.  colander  - Validating and deserializing data obtained via XML, JSON, an HTML form post.  voluptuous  - A Python data validation library.  valideer  - Lightweight extensible data validation and adaptation library.", 
-            "title": "Data Validation"
-        }, 
-        {
-            "location": "/#anti-spam", 
-            "text": "Libraries for fighting spam.   django-simple-captcha  - A simple and highly customizable Django app to add captcha images to any Django form.  django-simple-spam-blocker  - Simple spam blocker for Django.", 
-            "title": "Anti-spam"
-        }, 
-        {
-            "location": "/#tagging", 
-            "text": "Libraries for tagging items.   django-taggit  - Simple tagging for Django.", 
-            "title": "Tagging"
-        }, 
-        {
-            "location": "/#admin-panels", 
-            "text": "Libraries for administrative interfaces.   Ajenti  - The admin panel your servers deserve.  django-suit  - Alternative Django Admin-Interface (free only for Non-commercial use).  django-xadmin  - Drop-in replacement of Django admin comes with lots of goodies.  flask-admin  - Simple and extensible administrative interface framework for Flask.  flower  - Real-time monitor and web admin for Celery.  Grappelli  - A jazzy skin for the Django Admin-Interface.  Wooey  - A Django app which creates automatic web UIs for Python scripts.", 
-            "title": "Admin Panels"
-        }, 
-        {
-            "location": "/#static-site-generator", 
-            "text": "Static site generator is a software that takes some text + templates as input and produces HTML files on the output.   Pelican  - Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL.  Cactus  - Static site generator for designers.  Hyde  - Jinja2-based static web site generator.  Nikola  - A static website and blog generator.  Tinkerer  - Tinkerer is a blogging engine/.static website generator powered by Sphinx.  Lektor  - An easy to use static CMS and blog engine.", 
-            "title": "Static Site Generator"
-        }, 
-        {
-            "location": "/#processes", 
-            "text": "Libraries for starting and communicating with OS processes.   envoy  - Python  subprocess  for Humans\u2122.  sarge  - Yet another wrapper for subprocess.  sh  - A full-fledged subprocess replacement for Python.", 
-            "title": "Processes"
-        }, 
-        {
-            "location": "/#concurrency-and-parallelism", 
-            "text": "Libraries for concurrent and parallel execution.   multiprocessing  - (Python standard library) Process-based \"threading\" interface.  threading  - (Python standard library) Higher-level threading interface.  eventlet  - Asynchronous framework with WSGI support.  gevent  - A coroutine-based Python networking library that uses  greenlet .  Tomorrow  - Magic decorator syntax for asynchronous code.  uvloop  - Ultra fast implementation of asyncio event loop on top of libuv.", 
-            "title": "Concurrency and Parallelism"
-        }, 
-        {
-            "location": "/#networking", 
-            "text": "Libraries for networking programming.   asyncio  - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.  Twisted  - An event-driven networking engine.  pulsar  - Event-driven concurrent framework for Python.  diesel  - Greenlet-based event I/O Framework for Python.  pyzmq  - A Python wrapper for the ZeroMQ message library.  txZMQ  - Twisted based wrapper for the ZeroMQ message library.", 
-            "title": "Networking"
-        }, 
-        {
-            "location": "/#websocket", 
-            "text": "Libraries for working with WebSocket.   AutobahnPython  - WebSocket   WAMP for Python on Twisted and  asyncio .  Crossbar  - Open-source Unified Application Router (Websocket   WAMP for Python on Autobahn).  django-socketio  - WebSockets for Django.  WebSocket-for-Python  - WebSocket client and server library for Python 2 and 3 as well as PyPy.", 
-            "title": "WebSocket"
-        }, 
-        {
-            "location": "/#wsgi-servers", 
-            "text": "WSGI-compatible web servers.   gunicorn  - Pre-forked, partly written in C.  uWSGI  - A project aims at developing a full stack for building hosting services, written in C.  bjoern  - Asynchronous, very fast and written in C.  fapws3  - Asynchronous (network side only), written in C.  meinheld  - Asynchronous, partly written in C.  netius  - Asynchronous, very fast.  paste  - Multi-threaded, stable, tried and tested.  rocket  - Multi-threaded.  waitress  - Multi-threaded, powers Pyramid.  Werkzeug  - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.", 
-            "title": "WSGI Servers"
-        }, 
-        {
-            "location": "/#rpc-servers", 
-            "text": "RPC-compatible servers.   SimpleJSONRPCServer  - This library is an implementation of the JSON-RPC specification.  SimpleXMLRPCServer  - (Python standard library) Simple XML-RPC server implementation, single-threaded.  zeroRPC  - zerorpc is a flexible RPC implementation based on  ZeroMQ  and  MessagePack .", 
-            "title": "RPC Servers"
-        }, 
-        {
-            "location": "/#cryptography", 
-            "text": "cryptography  - A package designed to expose cryptographic primitives and recipes to Python developers.  hashids  - Implementation of  hashids  in Python.  Paramiko  - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.  Passlib  - Secure password storage/hashing library, very high level.  PyCrypto  - The Python Cryptography Toolkit.  PyNacl  - Python binding to the Networking and Cryptography (NaCl) library.", 
-            "title": "Cryptography"
+            "location": "/#functional-programming", 
+            "text": "Functional Programming with Python.   CyToolz  - Cython implementation of Toolz: High performance functional utilities.  fn.py  - Functional programming in Python: implementation of missing features to enjoy FP.  funcy  - A fancy and practical functional tools.  Toolz  - A collection of functional utilities for iterators, functions, and dictionaries.", 
+            "title": "Functional Programming"
         }, 
         {
             "location": "/#gui", 
-            "text": "Libraries for working with graphical user interface applications.   curses  - Built-in wrapper for  ncurses  used to create terminal GUI applications.  enaml  - Creating beautiful user-interfaces with Declaratic Syntax like QML.  kivy  - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.  pyglet  - A cross-platform windowing and multimedia library for Python.  PyQt  - Python bindings for the  Qt  cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.  PySide  - Python bindings for the  Qt  cross-platform application and UI framework, supporting the Qt v4 framework.  Tkinter  - Tkinter is Python's de-facto standard GUI package.  Toga  - A Python native, OS native GUI toolkit.  urwid  - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.  wxPython  - A blending of the wxWidgets C++ class library with the Python.  PyGObject  - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3)  Flexx  - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.", 
+            "text": "Libraries for working with graphical user interface applications.   curses  - Built-in wrapper for  ncurses  used to create terminal GUI applications.  enaml  - Creating beautiful user-interfaces with Declaratic Syntax like QML.  Flexx  - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.  kivy  - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.  pyglet  - A cross-platform windowing and multimedia library for Python.  PyGObject  - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3)  PyQt  - Python bindings for the  Qt  cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.  PySide  - Python bindings for the  Qt  cross-platform application and UI framework, supporting the Qt v4 framework.  Tkinter  - Tkinter is Python's de-facto standard GUI package.  Toga  - A Python native, OS native GUI toolkit.  urwid  - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.  wxPython  - A blending of the wxWidgets C++ class library with the Python.", 
             "title": "GUI"
         }, 
         {
@@ -306,134 +206,224 @@
             "title": "Game Development"
         }, 
         {
-            "location": "/#logging", 
-            "text": "Libraries for generating and working with logs.   logging  - (Python standard library) Logging facility for Python.  logbook  - Logging replacement for Python.  Eliot  - Logging for complex   distributed systems.  Raven  - The Python client for Sentry.  Sentry  - A realtime logging and aggregation server.", 
-            "title": "Logging"
+            "location": "/#geolocation", 
+            "text": "Libraries for geocoding addresses and working with latitudes and longitudes.   django-countries  - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.  GeoDjango  - A world-class geographic web framework.  GeoIP  - Python API for MaxMind GeoIP Legacy Database.  geojson  - Python bindings and utilities for GeoJSON.  geopy  - Python Geocoding Toolbox.  pygeoip  - Pure Python GeoIP API.", 
+            "title": "Geolocation"
         }, 
         {
-            "location": "/#testing", 
-            "text": "Libraries for testing codebases and generating test data.   Testing Frameworks  unittest  - (Python standard library) Unit testing framework.  nose  - A nicer  unittest  for Python.  pytest  - A mature full-featured Python testing tool.  hypothesis  - Hypothesis is an advanced Quickcheck style property based testing library.  mamba  - The definitive testing tool for Python. Born under the banner of BDD.  Robot Framework  - A generic test automation framework.    Test Runners  tox  - Auto builds and tests distributions in multiple Python versions  green  - A clean, colorful test runner.    GUI / Web Testing  Selenium  - Python bindings for  Selenium  WebDriver.  locust  - Scalable user load testing tool written in Python.  sixpack  - A language-agnostic A/B Testing framework.  splinter  - Open source tool for testing web applications.  PyAutoGUI  - PyAutoGUI is a cross-platform GUI automation Python module for human beings.    Mock  mock  - (Python standard library) A mocking and patching library.  doublex  - Powerful test doubles framework for Python.  freezegun  - Travel through time by mocking the datetime module.  httmock  - A mocking library for requests for Python 2.6+ and 3.2+.  httpretty  - HTTP request mock tool for Python.  responses  - A utility library for mocking out the requests Python library.  VCR.py  - Record and replay HTTP interactions on your tests.    Object Factories  factory_boy  - A test fixtures replacement for Python.  mixer  - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.  model_mommy  - Creating random fixtures for testing in Django.    Code Coverage  coverage  - Code coverage measurement.    Fake Data  church  - is a Python library that help you generate fake data.  faker  - A Python package that generates fake data.  fake2db  - Fake database generator.  radar  - Generate random datetime / time.    Error Handler  FuckIt.py  - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.", 
-            "title": "Testing"
+            "location": "/#html-manipulation", 
+            "text": "Libraries for working with HTML and XML.   BeautifulSoup  - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.  bleach  - A whitelist-based HTML sanitization and text linkification library.  cssutils  - A CSS library for Python.  html5lib  - A standards-compliant library for parsing and serializing HTML documents and fragments.  lxml  - A very fast, easy-to-use and versatile library for handling HTML and XML.  MarkupSafe  - Implements a XML/HTML/XHTML Markup safe string for Python.  pyquery  - A jQuery-like library for parsing HTML.  untangle  - Converts XML documents to Python objects for easy access.  WeasyPrint  - A visual rendering engine for HTML and CSS that can export to PDF.  xmldataset  - Simple XML Parsing.  xmltodict  - Working with XML feel like you are working with JSON.", 
+            "title": "HTML Manipulation"
         }, 
         {
-            "location": "/#code-analysis-and-linter", 
-            "text": "Libraries and tools for analysing, parsing and manipulation codebases.   Code Analysis  code2flow  - Turn your Python and JavaScript code into DOT flowcharts.  pycallgraph  - A library that visualises the flow (call graph) of your Python application.  pysonar2  - A type inferencer and indexer for Python.  coala  - Language independent and easily extendable code analysis application.    Linter  Flake8  - The modular source code checker: pep8, pyflakes and co.  Pylint  - A Fully customizable source code analyzer.  pylama  - Code audit tool for Python and JavaScript.", 
-            "title": "Code Analysis and Linter"
+            "location": "/#http", 
+            "text": "Libraries for working with HTTP.   grequests  - requests + gevent for asynchronous HTTP requests.  httplib2  - Comprehensive HTTP client library.  requests  - HTTP Requests for Humans\u2122.  treq  - Python requests like API built on top of Twisted's HTTP client.  urllib3  - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.", 
+            "title": "HTTP"
         }, 
         {
-            "location": "/#debugging-tools", 
-            "text": "Libraries for debugging code.   Debugger  ipdb  - IPython-enabled  pdb .  pudb  - A full-screen, console-based Python debugger.  pyringe  - Debugger capable of attaching to and injecting code into Python processes.  wdb  - An improbable web debugger through WebSockets.  winpdb  - A Python Debugger with GUI, capable of remote debugging based on  rpdb2 .  django-debug-toolbar  - Display various debug information for Django.  django-devserver  - A drop-in replacement for Django's runserver.  flask-debugtoolbar  - A port of the django-debug-toolbar to flask.    Profiler  line_profiler  - Line-by-line profiling.  memory_profiler  - Monitor Memory usage of Python code.  profiling  - An interactive Python profiler.    Others  pyelftools  - Parsing and analyzing ELF files and DWARF debugging information.  python-statsd  - Python Client for the  statsd  server.", 
-            "title": "Debugging Tools"
-        }, 
-        {
-            "location": "/#science", 
-            "text": "Libraries for scientific computing.   astropy  - A community Python library for Astronomy.  bcbio-nextgen  - Providing best-practice pipelines for fully automated high throughput sequencing analysis.  bccb  - Collection of useful code related to biological analysis.  Biopython  - Biopython is a set of freely available tools for biological computation.  cclib  - A library for parsing and interpreting the results of computational chemistry packages.  NetworkX  - A high-productivity software for complex networks.  NIPY  - A collection of neuroimaging toolkits.  NumPy  - A fundamental package for scientific computing with Python.  Open Babel  - A chemical toolbox designed to speak the many languages of chemical data.  PyDy  - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.  PyMC  - Markov Chain Monte Carlo sampling toolkit.  RDKit  - Cheminformatics and Machine Learning Software.  SciPy  - A Python-based ecosystem of open-source software for mathematics, science, and engineering.  statsmodels  - Statistical modeling and econometrics in Python.  SymPy  - A Python library for symbolic mathematics.  Zipline  - A Pythonic algorithmic trading library.", 
-            "title": "Science"
-        }, 
-        {
-            "location": "/#data-analysis", 
-            "text": "Libraries for data analyzing.   Blaze  - NumPy and Pandas interface to Big Data.  Open Mining  - Business Intelligence (BI) in Pandas interface.  Orange  - Data mining, data visualization, analysis and machine learning through visual programming or scripts.  Pandas  - A library providing high-performance, easy-to-use data structures and data analysis tools.", 
-            "title": "Data Analysis"
-        }, 
-        {
-            "location": "/#data-visualization", 
-            "text": "Libraries for visualizing data. See:  awesome-javascript .   Altair  - Declarative statistical visualization library for Python.  Bokeh  - Interactive Web Plotting for Python.  ggplot  - Same API as ggplot2 for R.  Matplotlib  - A Python 2D plotting library.  Pygal  - A Python SVG Charts Creator.  PyGraphviz  - Python interface to  Graphviz .  PyQtGraph  - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.  Seaborn  - Statistical data visualization using Matplotlib.  VisPy  - High-performance scientific visualization based on OpenGL.", 
-            "title": "Data Visualization"
-        }, 
-        {
-            "location": "/#machine-learning", 
-            "text": "Libraries for Machine Learning. See:  awesome-machine-learning .   gensim  - Topic Modelling for Humans.  MLlib  -  Apache Spark 's scalable Machine Learning library.  NuPIC  - Numenta Platform for Intelligent Computing.  pattern  - Web mining module for Python.  Pylearn2  - A Machine Learning library based on  Theano .  scikit-learn  - The most popular Python library for Machine Learning.  vowpal_porpoise  - A lightweight Python wrapper for  Vowpal Wabbit .", 
-            "title": "Machine Learning"
-        }, 
-        {
-            "location": "/#deep-learning", 
-            "text": "Frameworks for Neural Networks and Deep Learning. See:  awesome-deep-learning .   Caffe  - A fast open framework for deep learning..  Keras  - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.  Neupy  - Running and testing different Artificial Neural Networks algorithms.  TensorFlow  - The most popular Deep Learning framework created by Google.  Theano  - A library for fast numerical computation.", 
-            "title": "Deep Learning"
-        }, 
-        {
-            "location": "/#computer-vision", 
-            "text": "Libraries for computer vision.   OpenCV  - Open Source Computer Vision Library.  SimpleCV  - An open source framework for building computer vision applications.", 
-            "title": "Computer Vision"
-        }, 
-        {
-            "location": "/#mapreduce", 
-            "text": "Frameworks and libraries for MapReduce.   dpark  - Python clone of Spark, a MapReduce alike framework in Python.  dumbo  - Python module that allows one to easily write and run Hadoop programs.  luigi  - A module that helps you build complex pipelines of batch jobs.  mrjob  - Run MapReduce jobs on Hadoop or Amazon Web Services.  PySpark  - The Spark Python API.  streamparse  - Run Python code against real-time streams of data. Integrates with  Apache Storm .", 
-            "title": "MapReduce"
-        }, 
-        {
-            "location": "/#functional-programming", 
-            "text": "Functional Programming with Python.   CyToolz  - Cython implementation of Toolz: High performance functional utilities.  fn.py  - Functional programming in Python: implementation of missing features to enjoy FP.  funcy  - A fancy and practical functional tools.  Toolz  - A collection of functional utilities for iterators, functions, and dictionaries.", 
-            "title": "Functional Programming"
-        }, 
-        {
-            "location": "/#third-party-apis", 
-            "text": "Libraries for accessing third party services APIs. See:  List of Python API Wrappers and Libraries .   apache-libcloud  - One Python library for all clouds.  boto  - Python interface to Amazon Web Services.  django-wordpress  - WordPress models and views for Django.  facebook-sdk  - Facebook Platform Python SDK.  facepy  - Facepy makes it really easy to interact with Facebook's Graph API  gmail  - A Pythonic interface for Gmail.  google-api-python-client  - Google APIs Client Library for Python.  gspread  - Google Spreadsheets Python API.  twython  - A Python wrapper for the Twitter API.", 
-            "title": "Third-party APIs"
-        }, 
-        {
-            "location": "/#devops-tools", 
-            "text": "Software and libraries for DevOps.   Ansible  - A radically simple IT automation platform.  SaltStack  - Infrastructure automation and management system.  OpenStack  - Open source software for building private and public clouds.  Docker Compose  - Fast, isolated development environments using  Docker .  Cloud-Init  - A multi-distribution package that handles early initialization of a cloud instance.  cuisine  - Chef-like functionality for Fabric.  Fabric  - A simple, Pythonic tool for remote execution and deployment.  Fabtools  - Tools for writing awesome Fabric files.  honcho  - A Python clone of  Foreman , for managing Procfile-based applications.  pexpect  - Controlling interactive programs in a pseudo-terminal like GNU expect.  psutil  - A cross-platform process and system utilities module.  supervisor  - Supervisor process control system for UNIX.", 
-            "title": "DevOps Tools"
-        }, 
-        {
-            "location": "/#chatops-tools", 
-            "text": "Libraries for chatbot development.   Errbot  - The easiest and most popular chatbot to implement ChatOps.", 
-            "title": "ChatOps Tools"
-        }, 
-        {
-            "location": "/#job-scheduler", 
-            "text": "Libraries for scheduling jobs.   APScheduler  - A light but powerful in-process task scheduler that lets you schedule functions.  django-schedule  - A calendaring app for Django.  doit  - A task runner and build tool.  gunnery  - Multipurpose task execution tool for distributed systems with web-based interface.  Joblib  - A set of tools to provide lightweight pipelining in Python.  Plan  - Writing crontab file in Python like a charm.  schedule  - Python job scheduling for humans.  Spiff  - A powerful workflow engine implemented in pure Python.  TaskFlow  - A Python library that helps to make task execution easy, consistent and reliable.", 
-            "title": "Job Scheduler"
-        }, 
-        {
-            "location": "/#foreign-function-interface", 
-            "text": "Libraries for providing foreign function interface.   cffi  - Foreign Function Interface for Python calling C code.  ctypes  - (Python standard library) Foreign Function Interface for Python calling C code.  PyCUDA  - A Python wrapper for Nvidia's CUDA API.  SWIG  - Simplified Wrapper and Interface Generator.", 
-            "title": "Foreign Function Interface"
+            "location": "/#hardware", 
+            "text": "Libraries for programming with hardware.   ino  - Command line toolkit for working with  Arduino .  Pingo  - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.  Pyro  - Python Robotics.  PyUserInput  - A module for cross-platform control of the mouse and keyboard.  scapy  - A brilliant packet manipulation library.  wifi  - A Python library and command line tool for working with WiFi on Linux.", 
+            "title": "Hardware"
         }, 
         {
             "location": "/#high-performance", 
             "text": "Libraries for making Python faster.   Cython  - Optimizing Static Compiler for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains.  Numba  - Python JIT complier to LLVM aimed at scientific Python.  PeachPy  - x86-64 assembler embedded in Python. Can be used as inline assembler for Python or as a stand-alone assembler for Windows, Linux, OS X, Native Client and Go.  PyPy  - An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information.  Pyston  - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.  Stackless Python  - An enhanced version of the Python.", 
             "title": "High Performance"
         }, 
+        {
+            "location": "/#imagery", 
+            "text": "Libraries for manipulating images.   hmap  - Image histogram remapping.  imgSeek  - A project for searching a collection of images using visual similarity.  nude.py  - Nudity detection.  pagan  - Retro identicon (Avatar) generation based on input string and hash.  pillow  - Pillow is the friendly  PIL  fork.  pyBarcode  - Create barcodes in Python without needing PIL.  pygram  - Instagram-like image filters.  python-qrcode  - A pure Python QR Code generator.  Quads  - Computer art based on quadtrees.  scikit-image  - A Python library for (scientific) image processing.  thumbor  - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.  wand  - Python bindings for  MagickWand , C API for ImageMagick.", 
+            "title": "Imagery"
+        }, 
+        {
+            "location": "/#interactive-interpreter", 
+            "text": "Interactive Python interpreters (REPL).   bpython  - A fancy interface to the Python interpreter.  Jupyter Notebook (IPython)  - A rich toolkit to help you make the most out of using Python interactively.  ptpython  - Advanced Python REPL built on top of the  python-prompt-toolkit .", 
+            "title": "Interactive Interpreter"
+        }, 
+        {
+            "location": "/#internationalization", 
+            "text": "Libraries for working with i18n.   Babel  - An internationalization library for Python.  PyICU  - A wrapper of International Components for Unicode C++ library ( ICU ).", 
+            "title": "Internationalization"
+        }, 
+        {
+            "location": "/#job-scheduler", 
+            "text": "Libraries for scheduling jobs.   APScheduler  - A light but powerful in-process task scheduler that lets you schedule functions.  django-schedule  - A calendaring app for Django.  doit  - A task runner and build tool.  gunnery  - Multipurpose task execution tool for distributed systems with web-based interface.  Joblib  - A set of tools to provide lightweight pipelining in Python.  Plan  - Writing crontab file in Python like a charm.  schedule  - Python job scheduling for humans.  Spiff  - A powerful workflow engine implemented in pure Python.  TaskFlow  - A Python library that helps to make task execution easy, consistent and reliable.", 
+            "title": "Job Scheduler"
+        }, 
+        {
+            "location": "/#logging", 
+            "text": "Libraries for generating and working with logs.   Eliot  - Logging for complex   distributed systems.  logbook  - Logging replacement for Python.  logging  - (Python standard library) Logging facility for Python.  Raven  - The Python client for Sentry.  Sentry  - A realtime logging and aggregation server.", 
+            "title": "Logging"
+        }, 
+        {
+            "location": "/#machine-learning", 
+            "text": "Libraries for Machine Learning. See:  awesome-machine-learning .   gensim  - Topic Modelling for Humans.  MLlib  -  Apache Spark 's scalable Machine Learning library.  NuPIC  - Numenta Platform for Intelligent Computing.  Pylearn2  - A Machine Learning library based on  Theano .  scikit-learn  - The most popular Python library for Machine Learning.  vowpal_porpoise  - A lightweight Python wrapper for  Vowpal Wabbit .", 
+            "title": "Machine Learning"
+        }, 
+        {
+            "location": "/#mapreduce", 
+            "text": "Frameworks and libraries for MapReduce.   dpark  - Python clone of Spark, a MapReduce alike framework in Python.  dumbo  - Python module that allows one to easily write and run Hadoop programs.  luigi  - A module that helps you build complex pipelines of batch jobs.  mrjob  - Run MapReduce jobs on Hadoop or Amazon Web Services.  PySpark  - The Spark Python API.  streamparse  - Run Python code against real-time streams of data. Integrates with  Apache Storm .", 
+            "title": "MapReduce"
+        }, 
         {
             "location": "/#microsoft-windows", 
             "text": "Python programming on Microsoft Windows.   Python(x,y)  - Scientific-applications-oriented Python Distribution based on Qt and Spyder.  pythonlibs  - Unofficial Windows binaries for Python extension packages.  PythonNet  - Python Integration with the .NET Common Language Runtime (CLR).  PyWin32  - Python Extensions for Windows.  WinPython  - Portable development environment for Windows 7/8.", 
             "title": "Microsoft Windows"
         }, 
-        {
-            "location": "/#network-virtualization-and-sdn", 
-            "text": "Tools and libraries for Virtual Networking and SDN (Software Defined Networking).   Mininet  - A popular network emulator and API written in Python.  POX  - An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers.  Pyretic  - A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators.  SDX Platform  - SDN based IXP implementation that leverages Mininet, POX and Pyretic.", 
-            "title": "Network Virtualization and SDN"
-        }, 
-        {
-            "location": "/#hardware", 
-            "text": "Libraries for programming with hardware.   ino  - Command line toolkit for working with  Arduino .  Pyro  - Python Robotics.  PyUserInput  - A module for cross-platform control of the mouse and keyboard.  scapy  - A brilliant packet manipulation library.  wifi  - A Python library and command line tool for working with WiFi on Linux.  Pingo  - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.", 
-            "title": "Hardware"
-        }, 
-        {
-            "location": "/#compatibility", 
-            "text": "Libraries for migrating from Python 2 to 3.   Python-Future  - The missing compatibility layer between Python 2 and Python 3.  Python-Modernize  - Modernizes Python code for eventual Python 3 migration.  Six  - Python 2 and 3 compatibility utilities.", 
-            "title": "Compatibility"
-        }, 
         {
             "location": "/#miscellaneous", 
             "text": "Useful libraries or tools that don't fit in the categories above.   blinker  - A fast Python in-process signal/event dispatching system.  itsdangerous  - Various helpers to pass trusted data to untrusted environments.  pluginbase  - A simple but flexible plugin system for Python.  Pychievements  - A framework for creating and tracking achievements.  Tryton  - A general purpose business framework.", 
             "title": "Miscellaneous"
         }, 
         {
-            "location": "/#algorithms-and-design-patterns", 
-            "text": "Python implementation of algorithms and design patterns.   algorithms  - A module of algorithms for Python.  python-patterns  - A collection of design patterns in Python.  sortedcontainers  - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types.", 
-            "title": "Algorithms and Design Patterns"
+            "location": "/#natural-language-processing", 
+            "text": "Libraries for working with human languages.   Jieba  - Chinese text segmentation.  langid.py  - Stand-alone language identification system.  NLTK  - A leading platform for building Python programs to work with human language data.  Pattern  - A web mining module for the Python.  SnowNLP  - A library for processing Chinese text.  spaCy  - A library for industrial-strength natural language processing in Python and Cython.  TextBlob  - Providing a consistent API for diving into common NLP tasks.  TextGrocery  - A simple, efficient short-text classification tool based on LibLinear and Jieba.", 
+            "title": "Natural Language Processing"
         }, 
         {
-            "location": "/#editor-plugins", 
-            "text": "Plugins for editors and IDEs.   Emacs  Elpy  - Emacs Python Development Environment.    Sublime Text  SublimeJEDI  - A Sublime Text plugin to the awesome auto-complete library Jedi.  Anaconda  - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.    Vim  YouCompleteMe  - Includes  Jedi -based completion engine for Python.  Jedi-vim  - Vim bindings for the Jedi auto-completion library for Python.  Python-mode  - An all in one plugin for turning Vim into a Python IDE.    Visual Studio  PTVS  - Python Tools for Visual Studio.", 
-            "title": "Editor Plugins"
+            "location": "/#network-virtualization", 
+            "text": "Tools and libraries for Virtual Networking and SDN (Software Defined Networking).   Mininet  - A popular network emulator and API written in Python.  POX  - An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers.  Pyretic  - A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators.  SDX Platform  - SDN based IXP implementation that leverages Mininet, POX and Pyretic.", 
+            "title": "Network Virtualization"
         }, 
         {
-            "location": "/#ides", 
-            "text": "Popular Python IDEs.   PyCharm  - Commercial Python IDE by JetBrains. Has free community edition available.  LiClipse  - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.  Spyder  - Open Source Python IDE.", 
-            "title": "IDEs"
+            "location": "/#networking", 
+            "text": "Libraries for networking programming.   asyncio  - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.  diesel  - Greenlet-based event I/O Framework for Python.  pulsar  - Event-driven concurrent framework for Python.  pyzmq  - A Python wrapper for the ZeroMQ message library.  Twisted  - An event-driven networking engine.  txZMQ  - Twisted based wrapper for the ZeroMQ message library.", 
+            "title": "Networking"
+        }, 
+        {
+            "location": "/#news-feed", 
+            "text": "Libraries for building user's activities.   django-activity-stream  - Generating generic activity streams from the actions on your site.  Stream-Framework  - Building newsfeed and notification systems using Cassandra and Redis.", 
+            "title": "News Feed"
+        }, 
+        {
+            "location": "/#orm", 
+            "text": "Libraries that implement Object-Relational Mapping or data mapping techniques.   Relational Databases  Django Models  - A part of Django.  SQLAlchemy  - The Python SQL Toolkit and Object Relational Mapper.  awesome-sqlalchemy    Peewee  - A small, expressive ORM.  PonyORM  - ORM that provides a generator-oriented interface to SQL.  python-sql  - Write SQL queries pythonically.    NoSQL Databases  django-mongodb-engine  - Django MongoDB Backend.  flywheel  - Object mapper for Amazon DynamoDB.  hot-redis  - Rich Python data types for Redis.  MongoEngine  - A Python Object-Document-Mapper for working with MongoDB.  PynamoDB  - A Pythonic interface for  Amazon DynamoDB .  redisco  - A Python Library for Simple Models and Containers Persisted in Redis.    Others  butterdb  - A Python ORM for Google Drive Spreadsheets.  dataset  - A JSON-based database.", 
+            "title": "ORM"
+        }, 
+        {
+            "location": "/#package-management", 
+            "text": "Libraries for package and dependency management.   pip  - The Python package and dependency manager.  Python Package Index    conda  - Cross-platform, Python-agnostic binary package manager.  Curdling  - Curdling is a command line tool for managing Python packages.  pip-tools  - A set of tools to keep your pinned Python dependencies fresh.  wheel  - The new standard of Python distribution and are intended to replace eggs.", 
+            "title": "Package Management"
+        }, 
+        {
+            "location": "/#package-repositories", 
+            "text": "Local PyPI repository server and proxies.   warehouse  - Next generation Python Package Repository (PyPI).  Warehouse    bandersnatch  - PyPI mirroring tool provided by Python Packaging Authority (PyPA).  devpi  - PyPI server and packaging/testing/release tool.  localshop  - Local PyPI server (custom packages and auto-mirroring of pypi).", 
+            "title": "Package Repositories"
+        }, 
+        {
+            "location": "/#permissions", 
+            "text": "Libraries that allow or deny users access to data or functionality.   Carteblanche  - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.  django-guardian  - Implementation of per object permissions for Django 1.2+  django-rules  - A tiny but powerful app providing object-level permissions to Django, without requiring a database.", 
+            "title": "Permissions"
+        }, 
+        {
+            "location": "/#processes", 
+            "text": "Libraries for starting and communicating with OS processes.   envoy  - Python  subprocess  for Humans\u2122.  sarge  - Yet another wrapper for subprocess.  sh  - A full-fledged subprocess replacement for Python.", 
+            "title": "Processes"
+        }, 
+        {
+            "location": "/#queue", 
+            "text": "Libraries for working with event and task queues.   celery  - An asynchronous task queue/job queue based on distributed message passing.  huey  - Little multi-threaded task queue.  mrq  - Mr. Queue - A distributed worker task queue in Python using Redis   gevent.  rq  - Simple job queues for Python.  simpleq  - A simple, infinitely scalable, Amazon SQS based queue.", 
+            "title": "Queue"
+        }, 
+        {
+            "location": "/#restful-api", 
+            "text": "Libraries for developing RESTful APIs.   Django  django-formapi  - Create JSON APIs with Django's form validation.  django-rest-framework  - A powerful and flexible toolkit to build web APIs.  django-tastypie  - Creating delicious APIs for Django apps.    Flask  eve  - REST API framework powered by Flask, MongoDB and good intentions.  flask-api-utils  - Taking care of API representation and authentication for Flask.  flask-api  - Browsable Web APIs for Flask.  flask-restful  - Quickly building REST APIs for Flask.  flask-restless  - Generating RESTful APIs for database models defined with SQLAlchemy.    Pyramid  cornice  - A RESTful framework for Pyramid.    Framework agnostic  falcon  - A high-performance framework for building cloud APIs and web app backends.  hug  - A Python3 framework for cleanly exposing APIs over HTTP and the Command Line with automatic documentation and validation.  restless  - Framework agnostic REST framework based on lessons learned from Tastypie.  ripozo  - Quickly creating REST/HATEOAS/Hypermedia APIs.  sandman  - Automated REST APIs for existing database-driven systems.", 
+            "title": "RESTful API"
+        }, 
+        {
+            "location": "/#rpc-servers", 
+            "text": "RPC-compatible servers.   SimpleJSONRPCServer  - This library is an implementation of the JSON-RPC specification.  SimpleXMLRPCServer  - (Python standard library) Simple XML-RPC server implementation, single-threaded.  zeroRPC  - zerorpc is a flexible RPC implementation based on  ZeroMQ  and  MessagePack .", 
+            "title": "RPC Servers"
+        }, 
+        {
+            "location": "/#science", 
+            "text": "Libraries for scientific computing.   astropy  - A community Python library for Astronomy.  bcbio-nextgen  - Providing best-practice pipelines for fully automated high throughput sequencing analysis.  bccb  - Collection of useful code related to biological analysis.  Biopython  - Biopython is a set of freely available tools for biological computation.  cclib  - A library for parsing and interpreting the results of computational chemistry packages.  NetworkX  - A high-productivity software for complex networks.  NIPY  - A collection of neuroimaging toolkits.  NumPy  - A fundamental package for scientific computing with Python.  Open Babel  - A chemical toolbox designed to speak the many languages of chemical data.  PyDy  - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.  PyMC  - Markov Chain Monte Carlo sampling toolkit.  RDKit  - Cheminformatics and Machine Learning Software.  SciPy  - A Python-based ecosystem of open-source software for mathematics, science, and engineering.  statsmodels  - Statistical modeling and econometrics in Python.  SymPy  - A Python library for symbolic mathematics.  Zipline  - A Pythonic algorithmic trading library.", 
+            "title": "Science"
+        }, 
+        {
+            "location": "/#search", 
+            "text": "Libraries and software for indexing and performing search queries on data.   django-haystack  - Modular search for Django.  elasticsearch-dsl-py  - The official high-level Python client for Elasticsearch.  elasticsearch-py  - The official low-level Python client for  Elasticsearch .  esengine  - ElasticSearch ODM (Object Document Mapper) for Python.  solrpy  - A Python client for  solr .  Whoosh  - A fast, pure Python search engine library.", 
+            "title": "Search"
+        }, 
+        {
+            "location": "/#serialization", 
+            "text": "Libraries for serializing complex data types   marshmallow  - marshmallow is an ORM/ODM/framework-agnostic library for converting complex datatypes, such as objects, to and from native Python datatypes.", 
+            "title": "Serialization"
+        }, 
+        {
+            "location": "/#serverless-frameworks", 
+            "text": "Frameworks for developing serverless Python code.   apex  - Build, deploy, and manage  AWS Lambda  functions with ease.  python-lambda  - A toolkit for developing and deploying Python code in AWS Lambda.  Zappa  - A tool for deploying WSGI applications on AWS Lambda and API Gateway.", 
+            "title": "Serverless Frameworks"
+        }, 
+        {
+            "location": "/#specific-formats-processing", 
+            "text": "Libraries for parsing and manipulating specific text formats.   General  tablib  - A module for Tabular Datasets in XLS, CSV, JSON, YAML.    Office  Marmir  - Takes Python data structures and turns them into spreadsheets.  openpyxl  - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.  pyexcel  - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.  python-docx  - Reads, queries and modifies Microsoft Word 2007/2008 docx files.  relatorio  - Templating OpenDocument files.  unoconv  - Convert between any document format supported by LibreOffice/OpenOffice.  XlsxWriter  - A Python module for creating Excel .xlsx files.  xlwings  - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.  xlwt  /  xlrd  - Writing and reading data and formatting information from Excel files.    PDF  PDFMiner  - A tool for extracting information from PDF documents.  PyPDF2  - A library capable of splitting, merging and transforming PDF pages.  ReportLab  - Allowing Rapid creation of rich PDF documents.    Markdown  Mistune  - Fastest and full featured pure Python parsers of Markdown.  Python-Markdown  - A Python implementation of John Gruber\u2019s Markdown.    YAML  PyYAML  - YAML implementations for Python.    CSV  csvkit  - Utilities for converting to and working with CSV.    Archive  unp  - A command line tool that can unpack archives easily.", 
+            "title": "Specific Formats Processing"
+        }, 
+        {
+            "location": "/#static-site-generator", 
+            "text": "Static site generator is a software that takes some text + templates as input and produces HTML files on the output.   Cactus  - Static site generator for designers.  Hyde  - Jinja2-based static web site generator.  Lektor  - An easy to use static CMS and blog engine.  Nikola  - A static website and blog generator.  Pelican  - Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL.  Tinkerer  - Tinkerer is a blogging engine/.static website generator powered by Sphinx.", 
+            "title": "Static Site Generator"
+        }, 
+        {
+            "location": "/#tagging", 
+            "text": "Libraries for tagging items.   django-taggit  - Simple tagging for Django.", 
+            "title": "Tagging"
+        }, 
+        {
+            "location": "/#template-engine", 
+            "text": "Libraries and tools for templating and lexing.   Genshi  - Python templating toolkit for generation of web-aware output.  Jinja2  - A modern and designer friendly templating language.  Mako  - Hyperfast and lightweight templating for the Python platform.", 
+            "title": "Template Engine"
+        }, 
+        {
+            "location": "/#testing", 
+            "text": "Libraries for testing codebases and generating test data.   Testing Frameworks  hypothesis  - Hypothesis is an advanced Quickcheck style property based testing library.  mamba  - The definitive testing tool for Python. Born under the banner of BDD.  nose  - A nicer  unittest  for Python.  pytest  - A mature full-featured Python testing tool.  Robot Framework  - A generic test automation framework.  unittest  - (Python standard library) Unit testing framework.    Test Runners  green  - A clean, colorful test runner.  tox  - Auto builds and tests distributions in multiple Python versions    GUI / Web Testing  locust  - Scalable user load testing tool written in Python.  PyAutoGUI  - PyAutoGUI is a cross-platform GUI automation Python module for human beings.  Selenium  - Python bindings for  Selenium  WebDriver.  sixpack  - A language-agnostic A/B Testing framework.  splinter  - Open source tool for testing web applications.    Mock  doublex  - Powerful test doubles framework for Python.  freezegun  - Travel through time by mocking the datetime module.  httmock  - A mocking library for requests for Python 2.6+ and 3.2+.  httpretty  - HTTP request mock tool for Python.  mock  - (Python standard library) A mocking and patching library.  responses  - A utility library for mocking out the requests Python library.  VCR.py  - Record and replay HTTP interactions on your tests.    Object Factories  factory_boy  - A test fixtures replacement for Python.  mixer  - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.  model_mommy  - Creating random fixtures for testing in Django.    Code Coverage  coverage  - Code coverage measurement.    Fake Data  church  - is a Python library that help you generate fake data.  fake2db  - Fake database generator.  faker  - A Python package that generates fake data.  radar  - Generate random datetime / time.    Error Handler  FuckIt.py  - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.", 
+            "title": "Testing"
+        }, 
+        {
+            "location": "/#text-processing", 
+            "text": "Libraries for parsing and manipulating plain texts.   General  chardet  - Python 2/3 compatible character encoding detector.  difflib  - (Python standard library) Helpers for computing deltas.  ftfy  - Makes Unicode text less broken and more consistent automagically.  fuzzywuzzy  - Fuzzy String Matching.  Levenshtein  - Fast computation of Levenshtein distance and string similarity.  pangu.py  - Spacing texts for CJK and alphanumerics.  pyfiglet  - An implementation of figlet written in Python.  shortuuid  - A generator library for concise, unambiguous and URL-safe UUIDs.  unidecode  - ASCII transliterations of Unicode text.  uniout  - Print readable chars instead of the escaped string.  xpinyin  - A library to translate Chinese hanzi (\u6f22\u5b57) to pinyin (\u62fc\u97f3).    Slugify  awesome-slugify  - A Python slugify library that can preserve unicode.  python-slugify  - A Python slugify library that translates unicode to ASCII.  unicode-slugify  - A slugifier that generates unicode slugs with Django as a dependency.    Parser  phonenumbers  - Parsing, formatting, storing and validating international phone numbers.  PLY  - Implementation of lex and yacc parsing tools for Python  Pygments  - A generic syntax highlighter.  pyparsing  - A general purpose framework for generating parsers.  python-nameparser  - Parsing human names into their individual components.  python-user-agents  - Browser user agent parser.  sqlparse  - A non-validating SQL parser.", 
+            "title": "Text Processing"
+        }, 
+        {
+            "location": "/#third-party-apis", 
+            "text": "Libraries for accessing third party services APIs. See:  List of Python API Wrappers and Libraries .   apache-libcloud  - One Python library for all clouds.  boto  - Python interface to Amazon Web Services.  django-wordpress  - WordPress models and views for Django.  facebook-sdk  - Facebook Platform Python SDK.  facepy  - Facepy makes it really easy to interact with Facebook's Graph API  gmail  - A Pythonic interface for Gmail.  google-api-python-client  - Google APIs Client Library for Python.  gspread  - Google Spreadsheets Python API.  twython  - A Python wrapper for the Twitter API.", 
+            "title": "Third-party APIs"
+        }, 
+        {
+            "location": "/#url-manipulation", 
+            "text": "Libraries for parsing URLs.   furl  - A small Python library that makes manipulating URLs simple.  purl  - A simple, immutable URL class with a clean API for interrogation and manipulation.  pyshorteners  - A pure Python URL shortening lib.  short_url  - Python implementation for generating Tiny URL and bit.ly-like URLs.  webargs  - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.", 
+            "title": "URL Manipulation"
+        }, 
+        {
+            "location": "/#video", 
+            "text": "Libraries for manipulating video and GIFs.   moviepy  - A module for script-based movie editing with many formats, including animated GIFs.  scikit-video  - Video processing routines for SciPy.", 
+            "title": "Video"
+        }, 
+        {
+            "location": "/#wsgi-servers", 
+            "text": "WSGI-compatible web servers.   bjoern  - Asynchronous, very fast and written in C.  fapws3  - Asynchronous (network side only), written in C.  gunicorn  - Pre-forked, partly written in C.  meinheld  - Asynchronous, partly written in C.  netius  - Asynchronous, very fast.  paste  - Multi-threaded, stable, tried and tested.  rocket  - Multi-threaded.  uWSGI  - A project aims at developing a full stack for building hosting services, written in C.  waitress  - Multi-threaded, powers Pyramid.  Werkzeug  - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.", 
+            "title": "WSGI Servers"
+        }, 
+        {
+            "location": "/#web-content-extracting", 
+            "text": "Libraries for extracting web contents.   Haul  - An Extensible Image Crawler.  html2text  - Convert HTML to Markdown-formatted text.  lassie  - Web Content Retrieval for Humans.  micawber  - A small library for extracting rich content from URLs.  newspaper  - News extraction, article extraction and content curation in Python.  opengraph  - A Python module to parse the Open Graph Protocol  python-goose  - HTML Content/Article Extractor.  python-readability  - Fast Python port of arc90's readability tool.  sanitize  - Bringing sanity to world of messed-up data.  sumy  - A module for automatic summarization of text documents and HTML pages.  textract  - Extract text from any document, Word, PowerPoint, PDFs, etc.", 
+            "title": "Web Content Extracting"
+        }, 
+        {
+            "location": "/#web-crawling", 
+            "text": "Libraries for scraping websites.   cola  - A distributed crawling framework.  Demiurge  - PyQuery-based scraping micro-framework.  feedparser  - Universal feed parser.  Grab  - Site scraping framework.  MechanicalSoup  - A Python library for automating interaction with websites.  portia  - Visual scraping for Scrapy.  pyspider  - A powerful spider system.  RoboBrowser  - A simple, Pythonic library for browsing the web without a standalone web browser.  Scrapy  - A fast high-level screen scraping and web crawling framework.", 
+            "title": "Web Crawling"
+        }, 
+        {
+            "location": "/#web-frameworks", 
+            "text": "Full stack web frameworks.   Bottle  - A fast, simple and lightweight WSGI micro web-framework.  CherryPy  - A minimalist Python web framework, HTTP/1.1-compliant and WSGI thread-pooled.  Django  - The most popular web framework in Python.  awesome-django    Flask  - A microframework for Python.  awesome-flask    Pyramid  - A small, fast, down-to-earth, open source Python web framework.  awesome-pyramid    Tornado  - A Web framework and asynchronous networking library.  TurboGears  - A microframework that can scale up to a full stack solution.", 
+            "title": "Web Frameworks"
+        }, 
+        {
+            "location": "/#websocket", 
+            "text": "Libraries for working with WebSocket.   AutobahnPython  - WebSocket   WAMP for Python on Twisted and  asyncio .  Crossbar  - Open-source Unified Application Router (Websocket   WAMP for Python on Autobahn).  django-socketio  - WebSockets for Django.  WebSocket-for-Python  - WebSocket client and server library for Python 2 and 3 as well as PyPy.", 
+            "title": "WebSocket"
         }, 
         {
             "location": "/#services", 
@@ -442,12 +432,12 @@
         }, 
         {
             "location": "/#continuous-integration", 
-            "text": "See:  awesome-CIandCD .   Travis CI  - A popular CI service for your open source and  private  projects. (GitHub only)  CircleCI  - A CI service that can run very fast parallel testing. (GitHub only)  Vexor CI  - A continuous integration tool for private apps with pay-per-minute billing model.  Wercker  - A Docker-based platform for building and deploying applications and microservices.", 
+            "text": "See:  awesome-CIandCD .   CircleCI  - A CI service that can run very fast parallel testing. (GitHub only)  Travis CI  - A popular CI service for your open source and  private  projects. (GitHub only)  Vexor CI  - A continuous integration tool for private apps with pay-per-minute billing model.  Wercker  - A Docker-based platform for building and deploying applications and microservices.", 
             "title": "Continuous Integration"
         }, 
         {
             "location": "/#code-quality", 
-            "text": "Codecov  - Code coverage dashboard.  Codacy  - Automated Code Review to ship better code, faster. Free for Open Source.  Landscape  - Hosted continuous Python code metrics.  QuantifiedCode  - A data-driven, automated, continuous code review tool.", 
+            "text": "Codacy  - Automated Code Review to ship better code, faster. Free for Open Source.  Codecov  - Code coverage dashboard.  Landscape  - Hosted continuous Python code metrics.  QuantifiedCode  - A data-driven, automated, continuous code review tool.", 
             "title": "Code Quality"
         }, 
         {
@@ -455,9 +445,19 @@
             "text": "Where to discover new Python libraries.", 
             "title": "Resources"
         }, 
+        {
+            "location": "/#podcasts", 
+            "text": "Podcast.init  Talk Python To Me", 
+            "title": "Podcasts"
+        }, 
+        {
+            "location": "/#twitter", 
+            "text": "@codetengu  @getpy  @importpython  @planetpython  @pycoders  @pypi  @pythontrending  @PythonWeekly", 
+            "title": "Twitter"
+        }, 
         {
             "location": "/#websites", 
-            "text": "r/Python  /r/CoolGithubProjects  Django Packages  Full Stack Python  Python 3 Wall of Superpowers  Python Hackers  Python ZEEF  Trending Python repositories on GitHub today  PyPI Ranking  Awesome Python @LibHunt", 
+            "text": "/r/CoolGithubProjects  /r/Python  Awesome Python @LibHunt  Django Packages  Full Stack Python  PyPI Ranking  Python 3 Wall of Superpowers  Python Hackers  Python ZEEF  Python \u5f00\u53d1\u793e\u533a  Trending Python repositories on GitHub today", 
             "title": "Websites"
         }, 
         {
@@ -465,19 +465,9 @@
             "text": "CodeTengu Weekly  Import Python Newsletter  Pycoder's Weekly  Python Weekly", 
             "title": "Weekly"
         }, 
-        {
-            "location": "/#twitter", 
-            "text": "@codetengu  @getpy  @importpython  @planetpython  @pycoders  @pypi  @pythontrending  @PythonWeekly", 
-            "title": "Twitter"
-        }, 
-        {
-            "location": "/#podcasts", 
-            "text": "Podcast.init  Talk Python To Me", 
-            "title": "Podcasts"
-        }, 
         {
             "location": "/#other-awesome-lists", 
-            "text": "List of lists.   Python  pycrumbs  python-github-projects  python_reference  pythonidae    Monty  awesome  lists", 
+            "text": "List of lists.   Monty  awesome  lists    Python  pycrumbs  python-github-projects  python_reference  pythonidae", 
             "title": "Other Awesome Lists"
         }, 
         {
diff --git a/sitemap.xml b/sitemap.xml
index 9982dd3..15288bb 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -4,7 +4,7 @@
     
     <url>
      <loc>http://awesome-python.com/</loc>
-     <lastmod>2016-11-06</lastmod>
+     <lastmod>2016-11-14</lastmod>
      <changefreq>daily</changefreq>
     </url>